From 9ef58a7957950136404fb6ec0bf2bb0b66ac33f1 Mon Sep 17 00:00:00 2001 From: ipickering Date: Sun, 14 Sep 2025 22:06:30 -0400 Subject: [PATCH 01/10] Update license --- LICENSE | 40 ++- LICENSES/BSD-3-Clause.txt | 29 ++ LICENSES/GPL-3.0-only.txt | 674 ++++++++++++++++++++++++++++++++++++++ bbtools/bb_lean.py | 57 ++-- bbtools/cli.py | 29 +- pyproject.toml | 22 +- 6 files changed, 810 insertions(+), 41 deletions(-) create mode 100644 LICENSES/BSD-3-Clause.txt create mode 100644 LICENSES/GPL-3.0-only.txt diff --git a/LICENSE b/LICENSE index 7d1bd556..53495cd9 100644 --- a/LICENSE +++ b/LICENSE @@ -1,15 +1,31 @@ -BitBirch-Tools Python Package -Copyright (C) 2025 Miranda-Quintana Lab +BitBirch-Tools Python Package: An open-source clustering module based on iSIM. -This program is free software: you can redistribute it and/or modify -it under the terms of the GNU General Public License as published by -the Free Software Foundation, either version 3 of the License, or -(at your option) any later version. +If you find this code useful, please cite the BitBirch paper: +https://doi.org/10.1039/D5DD00030K -This program is distributed in the hope that it will be useful, -but WITHOUT ANY WARRANTY; without even the implied warranty of -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -GNU General Public License for more details. +Copyright (C) 2025 The Miranda-Quintana Lab BitBirch developers, including: -You should have received a copy of the GNU General Public License -along with this program. If not, see . +- Ramon Alain Miranda Quintana , +- Krisztina Zsigmond +- Ignacio Pickering +- Kenneth Lopez Perez +- Miroslav Lzicar +- Vicky (Vic) Jung +- Kate Huddleston + +This program is free software: you can redistribute it and/or modify it under the terms +of the GNU General Public License as published by the Free Software Foundation, version +3 (SPDX-License-Identifier: GPL-3.0-only). Portions of the file ./bbtools/bb_lean.py are +licensed under the BSD 3-Clause License Copyright (c) 2007-2024 The scikit-learn +developers. All rights reserved. (SPDX-License-Identifier: BSD-3-Clause). Copies or +reproductions of code in the ./bbtools/bb_lean.py file must in addition adhere to the +BSD-3-Clause license terms. 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If not, see . + +Also add information on how to contact you by electronic and paper mail. + + If the program does terminal interaction, make it output a short +notice like this when it starts in an interactive mode: + + {{ project }} Copyright (C) {{ year }} {{ organization }} + This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. + This is free software, and you are welcome to redistribute it + under certain conditions; type `show c' for details. + +The hypothetical commands `show w' and `show c' should show the appropriate +parts of the General Public License. Of course, your program's commands +might be different; for a GUI interface, you would use an "about box". + + You should also get your employer (if you work as a programmer) or school, +if any, to sign a "copyright disclaimer" for the program, if necessary. +For more information on this, and how to apply and follow the GNU GPL, see +. + + The GNU General Public License does not permit incorporating your program +into proprietary programs. If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +. diff --git a/bbtools/bb_lean.py b/bbtools/bb_lean.py index 672f8b7b..48950ee6 100644 --- a/bbtools/bb_lean.py +++ b/bbtools/bb_lean.py @@ -1,34 +1,43 @@ # type: ignore -# BitBIRCH is an open-source clustering module based on iSIM +# BitBirch-Tools Python Package: An open-source clustering module based on iSIM. # -# Please, cite the BitBIRCH paper: https://doi.org/10.1039/D5DD00030K +# If you find this code useful, please cite the BitBirch paper: +# https://doi.org/10.1039/D5DD00030K # -# BitBIRCH is free software; you can redistribute it and/or modify -# it under the terms of the GNU General Public License as published by -# the Free Software Foundation, version 3. +# Copyright (C) 2025 The Miranda-Quintana Lab BitBirch developers, including: # -# BitBIRCH is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# GNU General Public License for more details. +# - Ramon Alain Miranda Quintana , +# - Krisztina Zsigmond +# - Ignacio Pickering +# - Kenneth Lopez Perez +# - Miroslav Lzicar +# - Vicky (Vic) Jung +# - Kate Huddleston # -# BitBIRCH License: GPL-3.0 https://www.gnu.org/licenses/gpl-3.0.en.html +# This program is free software: you can redistribute it and/or modify it under the +# terms of the GNU General Public License as published by the Free Software Foundation, +# version 3 (SPDX-License-Identifier: GPL-3.0-only). Portions of this file are licensed +# under the BSD 3-Clause License Copyright (c) 2007-2024 The scikit-learn developers. +# All rights reserved. (SPDX-License-Identifier: BSD-3-Clause). Copies or reproductions +# of code in this file must in addition adhere to the BSD-3-Clause license terms. A copy +# of the BSD-3-Clause license can be located at the root of this repository, under +# ./LICENSES/BSD-3-Clause.txt. # -# Memory-efficient BitBIRCH authors: -# Ramon Alain Miranda Quintana , -# Krizstina Zsigmond +# This program is distributed in the hope that it will be useful, but WITHOUT ANY +# WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A +# PARTICULAR PURPOSE. See the GNU General Public License for more details. # -# Part of the tree-management code was derived from: -# https://scikit-learn.org/stable/modules/generated/sklearn.cluster.Birch.html -# Authors: Manoj Kumar -# Alexandre Gramfort -# Joel Nothman -# License: BSD 3 clause -# Parts of the BitBIRCH algorithm were previously released under LGPL-3.0 license by: -# Ramon Alain Miranda Quintana , -# Vicky (Vic) Jung -# Kenneth Lopez Perez -# Kate Huddleston +# You should have received a copy of the GNU General Public License along with this +# program. This copy can be located at the root of this repository, under +# ./LICENSES/GPL-3.0-only.txt. If not, see . + +# TODO: remove this? +# Parts of the BitBIRCH algorithm were previously released under the LGPL-3.0 license +# by: +# Ramon Alain Miranda Quintana , +# Vicky (Vic) Jung +# Kenneth Lopez Perez +# Kate Huddleston from numpy.typing import NDArray, DTypeLike import typing as tp diff --git a/bbtools/cli.py b/bbtools/cli.py index be78c7c0..620d1794 100644 --- a/bbtools/cli.py +++ b/bbtools/cli.py @@ -1,5 +1,6 @@ r"""Command line interface entrypoints""" +import math import typing_extensions as tpx import shutil import json @@ -18,7 +19,7 @@ from bbtools.memory import monitor_rss_daemon, get_peak_memory from bbtools.config import DEFAULTS, collect_system_specs_and_dump_config -from bbtools.utils import _import_bitbirch_variant, pack_fingerprints +from bbtools.utils import _import_bitbirch_variant, pack_fingerprints, batched app = Typer( rich_markup_mode="markdown", @@ -200,9 +201,31 @@ def _fps_from_smiles( @app.command("split-fps") -def _split_fps() -> None: +def _split_fps( + input_: Annotated[ + Path, + Argument(help="*.npy file with fingerprints"), + ], + num: tpx.Annotated[ + int, + Option("-n", "--num", help="Number fo files to split into"), + ], + out_dir: tpx.Annotated[ + Path | None, + Option("-o", "--out-dir", show_default=False), + ] = None, +) -> None: r"""Split a *.npy fingerprint file into multiple *.npy files""" - raise NotImplementedError("Not yet implemented") + if num < 2: + raise ValueError("Num must be >= 2") + if out_dir is None: + out_dir = input_.parent + fps = np.load(input_, mmap_mode="r") + digits = len(str(num)) + 1 + num_per_batch = math.ceil(fps.shape[0] / num) + for i, batch in enumerate(batched(fps, num_per_batch)): + name = f"{input_.with_suffix('').name}.{str(i).zfill(digits)}" + np.save(out_dir / name, batch) @app.command("run") diff --git a/pyproject.toml b/pyproject.toml index fe7d4c1c..34e6c6ec 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,9 +7,9 @@ authors = [ {name = "Vicky (Vic) Jung", email = "jungvicky@ufl.edu"}, {name = "Kenneth Lopez Perez", email = "klopezperez@chem.ufl.edu"}, {name = "Kate Huddleston", email = "kdavis2@chem.ufl.edu"}, + {name = "Miroslav Lzicar", email= "miroslav.lzicar@deepmedchem.com"}, ] -license = "GPL-3-only" -license-files = ["LICENSE", "GPL3.txt"] +license = {file = "LICENSE"} description = "BitBirch Tools python package" requires-python = ">=3.11" dynamic = ["version", "readme"] @@ -21,6 +21,24 @@ dependencies = [ "scipy", "psutil", ] +classifiers=[ + "Intended Audience :: Science/Research", + "Intended Audience :: Developers", + "Programming Language :: Python", + "Topic :: Software Development", + "Topic :: Scientific/Engineering", + "Development Status :: 4 - Beta", + "Operating System :: Microsoft :: Windows", + "Operating System :: POSIX", + "Operating System :: Unix", + "Operating System :: MacOS", + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Programming Language :: Python :: 3.13", + "Programming Language :: Python :: Implementation :: CPython", +] [tool.setuptools.dynamic] readme = {file = ["README.md"]} From ef30a92d8626fbcfd22deb83dce393a14f26ddf8 Mon Sep 17 00:00:00 2001 From: ipickering Date: Sun, 14 Sep 2025 22:09:17 -0400 Subject: [PATCH 02/10] Remove GPL3.txt file --- GPL3.txt | 674 ------------------------------------------------------- 1 file changed, 674 deletions(-) delete mode 100644 GPL3.txt diff --git a/GPL3.txt b/GPL3.txt deleted file mode 100644 index 63c30502..00000000 --- a/GPL3.txt +++ /dev/null @@ -1,674 +0,0 @@ - GNU GENERAL PUBLIC LICENSE - Version 3, 29 June 2007 - - Copyright (C) 2007 Free Software Foundation, Inc. - Everyone is permitted to copy and distribute verbatim copies - of this license document, but changing it is not allowed. - - Preamble - - The GNU General Public License is a free, copyleft license for -software and other kinds of works. - - The licenses for most software and other practical works are designed -to take away your freedom to share and change the works. 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From 7ac3113f85c8485641629885ad1fffe815e69ae3 Mon Sep 17 00:00:00 2001 From: ipickering Date: Sun, 14 Sep 2025 22:10:31 -0400 Subject: [PATCH 03/10] Update readme --- README.md | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 0ffd330b..55f32ebe 100644 --- a/README.md +++ b/README.md @@ -1,15 +1,13 @@ -# bbtools +# BitBirch-Tools ## Overview ## Installation -From source: - -First install submodules, afterwards run: +From source, using a conda environment: ```bash -# conda|mamba env create --file ./environment.yaml +conda env create --file ./environment.yaml pip install -e . ``` From f5736f1e96fd33af8e0ae05c769cd76e468cecc6 Mon Sep 17 00:00:00 2001 From: ipickering Date: Sun, 14 Sep 2025 22:53:10 -0400 Subject: [PATCH 04/10] Improve code organization --- bbtools/bb_lean/__init__.py | 3 + bbtools/{bb_lean.py => bb_lean/bitbirch.py} | 112 ++++++-------------- bbtools/cli.py | 3 +- bbtools/merges.py | 2 + bbtools/packing.py | 56 ++++++++++ bbtools/utils.py | 22 ++-- tests/test_bb_consistency.py | 4 +- tests/test_simple.py | 4 +- tests/test_utils.py | 2 +- 9 files changed, 111 insertions(+), 97 deletions(-) create mode 100644 bbtools/bb_lean/__init__.py rename bbtools/{bb_lean.py => bb_lean/bitbirch.py} (91%) create mode 100644 bbtools/packing.py diff --git a/bbtools/bb_lean/__init__.py b/bbtools/bb_lean/__init__.py new file mode 100644 index 00000000..829039cb --- /dev/null +++ b/bbtools/bb_lean/__init__.py @@ -0,0 +1,3 @@ +from bbtools.bb_lean.bitbirch import BitBirch, set_merge # type: ignore + +__all__ = ["BitBirch", "set_merge"] diff --git a/bbtools/bb_lean.py b/bbtools/bb_lean/bitbirch.py similarity index 91% rename from bbtools/bb_lean.py rename to bbtools/bb_lean/bitbirch.py index 48950ee6..3d82626b 100644 --- a/bbtools/bb_lean.py +++ b/bbtools/bb_lean/bitbirch.py @@ -1,4 +1,3 @@ -# type: ignore # BitBirch-Tools Python Package: An open-source clustering module based on iSIM. # # If you find this code useful, please cite the BitBirch paper: @@ -47,36 +46,32 @@ import numpy as np from scipy import sparse -from bbtools.utils import pack_fingerprints, unpack_fingerprints, calc_centroid -from bbtools.merges import get_merge_accept_fn - - -# Returns the minimum uint dtype that safely holds a (positive) python int -# Input must be a positive python integer -def min_safe_uint(nmax: int) -> np.dtype: - out = np.min_scalar_type(nmax) - # Check if the dtype is a pointer to a python bigint - if out.hasobject: - raise ValueError(f"n_samples: {nmax} is too large to hold in a uint64 array") - return out +from bbtools.utils import calc_centroid, min_safe_uint +from bbtools.packing import ( + pack_fingerprints, + unpack_fingerprints, + popcount, + jt_sim_packed, +) +from bbtools.merges import get_merge_accept_fn, MergeAcceptFunction # For backwards compatibility with the global "set_merge", keep weak references to all # the BitBirch instances and update them when set_merge is called -_BITBIRCH_INSTANCES: set["BitBirch"] = WeakSet() +_BITBIRCH_INSTANCES: WeakSet["BitBirch"] = WeakSet() # For backwards compatibility: global function used to accept merges -_global_merge_accept = None +_global_merge_accept: MergeAcceptFunction | None = None # For backwards compatibility: set the global merge_accept function -def set_merge(merge_criterion: str, tolerance=0.05): +def set_merge(merge_criterion: str, tolerance: float = 0.05) -> None: r"""Sets the global criteria for merging subclusters in any BitBirch tree .. warning:: The use of this function is discouraged, instead please use either `bb_tree = - BitBirch(...); BitBirch.set_merge(merge_criterion=..., tolerance=...)` + BitBirch(...); bb_tree.set_merge(merge_criterion=..., tolerance=...)` or directly `bb_tree = BitBirch(..., merge_criterion=..., tolerance=...)`. Parameters: @@ -120,44 +115,7 @@ def _validate_n_features( return x_n_features -# Requires numpy >= 2.0 -def popcount(a): - # a is packed uint8 array with last axis = bytes - # Sum bit-counts across bytes to get per-object totals - - # If the array has columns that are a multiple of 8, doing a bitwise count - # over the buffer reinterpreted as uint64 is slightly faster. - # This is zero cost if the exception is not triggered. Not having a be a multiple of - # 8 is a very unlikely scenario, since fps are typically 1024 or 2048 - try: - b = a.view(np.uint64) - except ValueError: - b = a - return np.bitwise_count(b).sum(axis=-1, dtype=np.uint32) - - -def jt_sim_packed(arr, vec, cardinalities=None): - r"""Tanimoto similarity between a matrix of packed fingerprints and a single packed - fingerprint. - - If "cardinalities" is passed, it must be the result of calling popcount(arr). - """ - # Maximum value in the denominator sum is the 2 * n_features (which is typically - # uint16, but we use uint32 for safety) - intersection = popcount(np.bitwise_and(arr, vec)) - if cardinalities is None: - cardinalities = popcount(arr) - # Return value requires an out-of-place operation since it casts uints to f64 - # - # There may be NaN in the similarity array if the both the cardinality - # and the vector are just zeros, in which case the intersection is 0 -> 0 / 0 - # - # In these cases the fps are equal so the similarity *should be 1*, so we - # clamp the denominator, which is A | B (zero only if A & B is zero too). - return intersection / np.maximum(cardinalities + popcount(vec) - intersection, 1) - - -def _max_separation(Y, n_features: int): +def _max_separation(Y: NDArray[np.uint8], n_features: int): """Finds two objects in Y that are very separated This is not guaranteed to find the two absolutely most separated objects, but it is @@ -337,7 +295,7 @@ def update_split_subclusters(self, subcluster, new_subcluster1, new_subcluster2) # Append new_subcluster2 self.append_subcluster(new_subcluster2) - def insert_bf_subcluster(self, subcluster, merge_accept_fn, threshold): + def insert_bf_subcluster(self, subcluster, merge_accept_fn, threshold) -> bool: """Insert a new subcluster into the node.""" # Reusing tree with different features is forbidden if not self.subclusters_: @@ -436,15 +394,10 @@ class _BFSubcluster: """ # NOTE: Slots deactivates __dict__, and thus reduces memory usage of python objects - __slots__ = ( - "_buffer", - "centroid_", - "child_", - "mol_indices", - ) + __slots__ = ("_buffer", "centroid_", "child_", "mol_indices") def __init__( - self, *, linear_sum=None, mol_indices=(), n_features=2048, buffer=None + self, *, linear_sum=None, mol_indices=(), n_features: int = 2048, buffer=None ): # NOTE: Internally, _buffer holds both "linear_sum" and "n_samples" It is # guaranteed to always have the minimum required uint dtype It should not be @@ -495,7 +448,7 @@ def n_features(self) -> int: return len(self._buffer) - 1 @property - def dtype_name(self): + def dtype_name(self) -> str: return self._buffer.dtype.name @property @@ -505,14 +458,14 @@ def linear_sum_(self): return read_only_view @property - def n_samples_(self): + def n_samples_(self) -> int: # Returns a python int, which is guaranteed to never overflow in sums, so # n_samples_ can always be safely added when accessed through this property return self._buffer.item(-1) # NOTE: Part of the contract is that all elements of linear sum must always be # less or equal to n_samples. This function does not check this - def replace_n_samples_and_linear_sum(self, n_samples, linear_sum): + def replace_n_samples_and_linear_sum(self, n_samples, linear_sum) -> None: # Cast to the minimum uint that can hold the inputs self._buffer = self._buffer.astype(min_safe_uint(n_samples), copy=False) # NOTE: Assignments are safe and do not recast the buffer @@ -522,7 +475,7 @@ def replace_n_samples_and_linear_sum(self, n_samples, linear_sum): # NOTE: Part of the contract is that all elements of linear sum must always be # less or equal to n_samples. This function does not check this - def add_to_n_samples_and_linear_sum(self, n_samples, linear_sum): + def add_to_n_samples_and_linear_sum(self, n_samples, linear_sum) -> None: # Cast to the minimum uint that can hold the inputs new_n_samples = self.n_samples_ + n_samples self._buffer = self._buffer.astype(min_safe_uint(new_n_samples), copy=False) @@ -531,13 +484,13 @@ def add_to_n_samples_and_linear_sum(self, n_samples, linear_sum): self._buffer[-1] = new_n_samples self.centroid_ = calc_centroid(self._buffer[:-1], new_n_samples, pack=True) - def update(self, subcluster): + def update(self, subcluster) -> None: self.add_to_n_samples_and_linear_sum( subcluster.n_samples_, subcluster.linear_sum_ ) self.mol_indices.extend(subcluster.mol_indices) - def merge_subcluster(self, nominee_cluster, threshold, merge_accept_fn): + def merge_subcluster(self, nominee_cluster, threshold, merge_accept_fn) -> bool: """Check if a cluster is worthy enough to be merged. If yes, merge.""" old_n = self.n_samples_ nom_n = nominee_cluster.n_samples_ @@ -764,8 +717,9 @@ def fit_np( merge_accept_fn = self._merge_accept_fn threshold = self.threshold branching_factor = self.branching_factor + idx_provider: tp.Iterator[tp.Sequence[int]] if reinsert_index_sequences is None: - idx_provider = map(list, range(self.index_tracker)) + idx_provider = map(list, range(self.index_tracker)) # type: ignore else: idx_provider = reinsert_index_sequences for idxs, buf in zip(idx_provider, arr_iterator): @@ -821,7 +775,7 @@ def _store_centroids_array(self) -> None: self.subcluster_centers_ = centroids self._n_features_out = self.subcluster_centers_.shape[0] - def _get_leaves(self): + def _get_leaves(self) -> tp.Iterator[_BFNode]: r"""Iterate over the leaf nodes of the tree Yields @@ -847,21 +801,21 @@ def get_centroids_mol_ids(self, sort: bool = True): mol_ids.append(subcluster.mol_indices) return {"centroids": centroids, "mol_ids": mol_ids} - def get_centroids(self, sort: bool = True): + def get_centroids(self, sort: bool = True) -> list[NDArray[np.uint8]]: """Get a list of arrays with the centroids' fingerprints""" # NOTE: This is different from the original bitbirch, here outputs are sorted # by default if self.first_call: raise ValueError("The model has not been fitted yet.") - return [s.centroids_ for s in self._get_BFs(sort=sort)] + return [s.centroid_ for s in self._get_BFs(sort=sort)] - def get_cluster_mol_ids(self, sort: bool = True): + def get_cluster_mol_ids(self, sort: bool = True) -> list[list[int]]: """Get the indices of the molecules in each cluster""" if self.first_call: raise ValueError("The model has not been fitted yet.") return [s.mol_indices for s in self._get_BFs(sort=sort)] - def _get_BFs(self, sort: bool = True): + def _get_BFs(self, sort: bool = True) -> list[_BFSubcluster]: """Get the BitFeatures of the leaves""" if self.first_call: raise ValueError("The model has not been fitted yet.") @@ -920,9 +874,9 @@ def _prepare_bf_to_buffer_dicts(BFs): dtypes_to_mols[BF.dtype_name].append(BF.mol_indices) return dtypes_to_fp, dtypes_to_mols - def get_assignments(self, n_mols): + def get_assignments(self, n_mols: int) -> NDArray[np.uint64]: clustered_ids = self.get_cluster_mol_ids() - assignments = np.full(n_mols, -1, dtype=int) + assignments = np.full(n_mols, -1, dtype=np.uint64) for i, cluster in enumerate(clustered_ids, 1): assignments[cluster] = i # Check that there are no unassigned molecules @@ -951,7 +905,7 @@ def __repr__(self) -> str: # Output is *always* of dtype uint8, but input (if unpacked) can be of arbitrary dtype # It is most efficient for input to be uint8 to prevent copies def _get_array_iterator( - X: tp.Any, + X, input_is_packed: bool = True, n_features: int | None = None, dtype: DTypeLike = np.uint8, @@ -971,7 +925,7 @@ def _get_array_iterator( return (a.astype(dtype, copy=True) for a in X) -def _iter_sparse(X: tp.Any) -> tp.Iterator[NDArray[np.uint8]]: +def _iter_sparse(X) -> tp.Iterator[NDArray[np.uint8]]: n_samples, n_features = X.shape X_indices = X.indices # type: ignore X_data = X.data diff --git a/bbtools/cli.py b/bbtools/cli.py index 620d1794..1e3f8cfd 100644 --- a/bbtools/cli.py +++ b/bbtools/cli.py @@ -19,7 +19,8 @@ from bbtools.memory import monitor_rss_daemon, get_peak_memory from bbtools.config import DEFAULTS, collect_system_specs_and_dump_config -from bbtools.utils import _import_bitbirch_variant, pack_fingerprints, batched +from bbtools.packing import pack_fingerprints +from bbtools.utils import _import_bitbirch_variant, batched app = Typer( rich_markup_mode="markdown", diff --git a/bbtools/merges.py b/bbtools/merges.py index 0daa5892..69b6f8b7 100644 --- a/bbtools/merges.py +++ b/bbtools/merges.py @@ -46,6 +46,8 @@ def jt_isim(c_total: NDArray[np.integer], n_objects: int) -> float: class MergeAcceptFunction: # For the merge functions, although outputs of jt_isim f64, directly using f64 is # *not* faster than starting with uint64 + name: str = "" + def __call__( self, threshold: float, diff --git a/bbtools/packing.py b/bbtools/packing.py new file mode 100644 index 00000000..a181f169 --- /dev/null +++ b/bbtools/packing.py @@ -0,0 +1,56 @@ +import numpy as np +from numpy.typing import NDArray + + +# Requires numpy >= 2.0 +def popcount(a: NDArray[np.uint8]) -> NDArray[np.uint32]: + # a is packed uint8 array with last axis = bytes + # Sum bit-counts across bytes to get per-object totals + + # If the array has columns that are a multiple of 8, doing a bitwise count + # over the buffer reinterpreted as uint64 is slightly faster. + # This is zero cost if the exception is not triggered. Not having a be a multiple of + # 8 is a very unlikely scenario, since fps are typically 1024 or 2048 + b: NDArray[np.integer] + try: + b = a.view(np.uint64) + except ValueError: + b = a + return np.bitwise_count(b).sum(axis=-1, dtype=np.uint32) + + +def pack_fingerprints(a: NDArray[np.uint8]) -> NDArray[np.uint8]: + """Packs binary uint8 arrays (only 0s and 1s) to uint8 arrays""" + # packbits may pad with zeros if n_features is not a multiple of 8 + return np.packbits(a, axis=-1) + + +def unpack_fingerprints(a: NDArray[np.uint8], n_features: int) -> NDArray[np.uint8]: + """Unpacks packed uint8 arrays into binary uint8 arrays (with only 0s and 1s)""" + # n_features is required to discard padded zeros if it is not a multiple of 8 + return np.unpackbits(a, axis=-1, count=n_features) + + +def jt_sim_packed( + arr: NDArray[np.uint8], + vec: NDArray[np.uint8], + cardinalities: NDArray[np.integer] | None = None, +) -> NDArray[np.float64]: + r"""Tanimoto similarity between a matrix of packed fingerprints and a single packed + fingerprint. + + If "cardinalities" is passed, it must be the result of calling popcount(arr). + """ + # Maximum value in the denominator sum is the 2 * n_features (which is typically + # uint16, but we use uint32 for safety) + intersection = popcount(np.bitwise_and(arr, vec)) + if cardinalities is None: + cardinalities = popcount(arr) + # Return value requires an out-of-place operation since it casts uints to f64 + # + # There may be NaN in the similarity array if the both the cardinality + # and the vector are just zeros, in which case the intersection is 0 -> 0 / 0 + # + # In these cases the fps are equal so the similarity *should be 1*, so we + # clamp the denominator, which is A | B (zero only if A & B is zero too). + return intersection / np.maximum(cardinalities + popcount(vec) - intersection, 1) diff --git a/bbtools/utils.py b/bbtools/utils.py index 38726793..f0b0e8f0 100644 --- a/bbtools/utils.py +++ b/bbtools/utils.py @@ -106,24 +106,22 @@ def calc_centroid( centroid : np.ndarray[np.uint8] Centroid fingerprints of the given set """ - # NOTE: I believe np guarantees bools are stored as 0xFF -> True and 0x00 -> False, + # NOTE: Numpy guarantees bools are stored as 0xFF -> True and 0x00 -> False, # so this view is fully safe if n_samples <= 1: centroid = linear_sum.astype(np.uint8, copy=False) else: centroid = (linear_sum >= n_samples * 0.5).view(np.uint8) if pack: - return pack_fingerprints(centroid) + return np.packbits(centroid, axis=-1) return centroid -def pack_fingerprints(a: NDArray[np.uint8]) -> NDArray[np.uint8]: - """Packs boolean or integer arrays into uint8 arrays""" - # packbits may pad with zeros if n_features is not a multiple of 8 - return np.packbits(a, axis=-1) - - -def unpack_fingerprints(a: NDArray[np.uint8], n_features: int) -> NDArray[np.uint8]: - """Unpacks uint8 arrays into boolean arrays""" - # n_features is required to discard padded zeros if it is not a multiple of 8 - return np.unpackbits(a, axis=-1, count=n_features) +# Returns the minimum uint dtype that safely holds a (positive) python int +# Input must be a positive python integer +def min_safe_uint(nmax: int) -> np.dtype: + out = np.min_scalar_type(nmax) + # Check if the dtype is a pointer to a python bigint + if out.hasobject: + raise ValueError(f"n_samples: {nmax} is too large to hold in a uint64 array") + return out diff --git a/tests/test_bb_consistency.py b/tests/test_bb_consistency.py index d514da8f..a533bb44 100644 --- a/tests/test_bb_consistency.py +++ b/tests/test_bb_consistency.py @@ -9,8 +9,8 @@ BitBirch as BitBirchUint8, set_merge as set_merge_uint8, ) -from bbtools.bb_lean import BitBirch # type: ignore -from bbtools.utils import unpack_fingerprints +from bbtools.bb_lean import BitBirch +from bbtools.packing import unpack_fingerprints from bbtools.fake_fingerprints import make_fake_fingerprints diff --git a/tests/test_simple.py b/tests/test_simple.py index c450f289..0fb9f24e 100644 --- a/tests/test_simple.py +++ b/tests/test_simple.py @@ -1,7 +1,7 @@ import numpy as np -from bbtools.bb_lean import BitBirch # type: ignore -from bbtools.utils import pack_fingerprints +from bbtools.bb_lean import BitBirch +from bbtools.packing import pack_fingerprints def test_bb_lean_defaults() -> None: diff --git a/tests/test_utils.py b/tests/test_utils.py index 8583559d..71b6f80d 100644 --- a/tests/test_utils.py +++ b/tests/test_utils.py @@ -1,5 +1,5 @@ import pytest -from bbtools.bb_lean import min_safe_uint # type: ignore +from bbtools.utils import min_safe_uint def test_min_safe_uint() -> None: From cd7e5c4b40cf36004adc5fd097e33c35e1f22701 Mon Sep 17 00:00:00 2001 From: ipickering Date: Sun, 14 Sep 2025 22:53:34 -0400 Subject: [PATCH 05/10] Ignore types in bb_lean --- bbtools/bb_lean/bitbirch.py | 1 + 1 file changed, 1 insertion(+) diff --git a/bbtools/bb_lean/bitbirch.py b/bbtools/bb_lean/bitbirch.py index 3d82626b..8c9700ba 100644 --- a/bbtools/bb_lean/bitbirch.py +++ b/bbtools/bb_lean/bitbirch.py @@ -1,3 +1,4 @@ +# type: ignore # BitBirch-Tools Python Package: An open-source clustering module based on iSIM. # # If you find this code useful, please cite the BitBirch paper: From 6e45b970232d2c95b60e85a50364a4124ad3bca0 Mon Sep 17 00:00:00 2001 From: ipickering Date: Sun, 14 Sep 2025 23:21:59 -0400 Subject: [PATCH 06/10] Add not-ported examples --- _examples_NOT_PORTED/README.md | 3 + .../data_splitting/biogen_logS.csv | 2174 + .../data_splitting/biogen_logS_results.csv | 271626 +++++++++++++++ .../data_splitting/dataset_splitting.ipynb | 2098 + .../data_splitting/lgbm_wrapper.py | 73 + .../parallel_birch/birch_BFs.py | 49 + .../parallel_birch/birch_parallel.py | 67 + .../parallel_birch/chembl_33_np.smi | 64086 ++++ .../parallel_birch/parallel_example.ipynb | 399 + .../parallel_birch/sub_final_clustering.sh | 2 + .../parallel_birch/sub_parallel.sh | 15 + .../parallel_birch/sub_slurm.sh | 24 + .../refinement/refine_tutorial.ipynb | 4942 + .../birch_tutorial-checkpoint.ipynb | 482 + .../simple_birch/birch_tutorial.ipynb | 439 + environment.yaml | 8 + 16 files changed, 346487 insertions(+) create mode 100644 _examples_NOT_PORTED/README.md create mode 100644 _examples_NOT_PORTED/data_splitting/biogen_logS.csv create mode 100644 _examples_NOT_PORTED/data_splitting/biogen_logS_results.csv create mode 100644 _examples_NOT_PORTED/data_splitting/dataset_splitting.ipynb create mode 100755 _examples_NOT_PORTED/data_splitting/lgbm_wrapper.py create mode 100644 _examples_NOT_PORTED/parallel_birch/birch_BFs.py create mode 100644 _examples_NOT_PORTED/parallel_birch/birch_parallel.py create mode 100644 _examples_NOT_PORTED/parallel_birch/chembl_33_np.smi create mode 100644 _examples_NOT_PORTED/parallel_birch/parallel_example.ipynb create mode 100755 _examples_NOT_PORTED/parallel_birch/sub_final_clustering.sh create mode 100755 _examples_NOT_PORTED/parallel_birch/sub_parallel.sh create mode 100755 _examples_NOT_PORTED/parallel_birch/sub_slurm.sh create mode 100644 _examples_NOT_PORTED/refinement/refine_tutorial.ipynb create mode 100644 _examples_NOT_PORTED/simple_birch/.ipynb_checkpoints/birch_tutorial-checkpoint.ipynb create mode 100644 _examples_NOT_PORTED/simple_birch/birch_tutorial.ipynb diff --git a/_examples_NOT_PORTED/README.md b/_examples_NOT_PORTED/README.md new file mode 100644 index 00000000..ef7cc8f4 --- /dev/null +++ b/_examples_NOT_PORTED/README.md @@ -0,0 +1,3 @@ +# BitBirch Examples + +TODO: Examples have not yet been ported from the BitBirch repo diff --git a/_examples_NOT_PORTED/data_splitting/biogen_logS.csv b/_examples_NOT_PORTED/data_splitting/biogen_logS.csv new file mode 100644 index 00000000..92464db7 --- /dev/null +++ b/_examples_NOT_PORTED/data_splitting/biogen_logS.csv @@ -0,0 +1,2174 @@ +Internal ID,Vendor ID,SMILES,CollectionName,logS +Mol1,317714313,CNc1cc(Nc2cccn(-c3ccccn3)c2=O)nn2c(C(=O)N[C@@H]3C[C@@H]3F)cnc12,emolecules,-5.54801969566953 +Mol2,324056965,CCOc1cc2nn(CCC(C)(C)O)cc2cc1NC(=O)c1cccc(C(F)F)n1,emolecules,-5.071408991961754 +Mol4,194963090,CC(C)(Oc1ccc(-c2cnc(N)c(-c3ccc(Cl)cc3)c2)cc1)C(=O)O,emolecules,-3.925969395299357 +Mol6,316230505,CC#CC(=O)N[C@H]1CCCN(c2c(F)cc(C(N)=O)c3[nH]c(C)c(C)c23)C1,emolecules,-4.535280051805512 +Mol9,EN300-97039,C=CC(=O)N1CCC[C@@H](n2nc(-c3ccc(Oc4ccccc4)cc3)c3c(N)ncnc32)C1,enamineBB_pmc,-4.70996281408114 +Mol12,2171363,COc1ccc(S(=O)(=O)N2CCC(N3CCC(C)CC3)CC2)cc1,emolecules,-3.795549032327418 +Mol16,300112437,COc1cc2c(cc1OC)CC(=O)N(CCCN(C)C[C@H]1Cc3cc(OC)c(OC)cc31)CC2,emolecules,-3.852570829476536 +Mol17,48544545,N#Cc1ccc2[nH]c(O)c(-c3ccc(CN4CCOCC4)cn3)c2c1,emolecules,-4.110101632632705 +Mol18,44507857,CCCc1cc(N2CCc3c(nc(C4CC4)n3C)C2)n2ncnc2n1,emolecules,-3.80170228199551 +Mol21,106663882,C=CC(=O)N1C[C@H](Nc2ncnc3[nH]ccc23)CC[C@@H]1C,emolecules,-3.72540511285351 +Mol23,316756775,[2H]C([2H])([2H])NC(=O)c1nnc(NC(=O)C2CC2)cc1Nc1cccc(-c2ncn(C)n2)c1OC,emolecules,-4.399056409720074 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100644 index 00000000..a6b8732c --- /dev/null +++ b/_examples_NOT_PORTED/data_splitting/dataset_splitting.ipynb @@ -0,0 +1,2098 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "941f1f5b-e97b-4827-85c3-8f27a3f91943", + "metadata": {}, + "source": [ + "** This notebook was taken from the original work of Pat Walters ([Some Thoughts on\n", + "Splitting Chemical\n", + "Datasets](https://practicalcheminformatics.blogspot.com/2024/11/some-thoughts-on-splitting-chemical.html))\n", + "and modified to include the new clustering algorithm\n", + "[BitBIRCH](https://www.biorxiv.org/content/10.1101/2024.08.10.607459v1) from the work of\n", + "the Miranda-Quintana Research Group.\n", + "\n", + "A comparison of timing between the BitBIRCH and the Butina clustering methods has also\n", + "been added. \n", + "\n", + "### Dataset Splitting\n", + "\n", + "This notebook explores a few strategies for dataset splitting. It also serves as a\n", + "demonstration of some of the splitting capabilities in useful_rdkit_utils. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "391d2219-8f4d-4c8d-8169-92a8a1900567", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/kdavis2/mambaforge/envs/isim_env/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "import itertools\n", + "import time\n", + "\n", + "import pandas as pd\n", + "from rdkit import Chem\n", + "from rdkit.Chem import rdFingerprintGenerator, AllChem\n", + "from rdkit.DataStructs import BulkTanimotoSimilarity, ExplicitBitVect\n", + "from rdkit.ML.Cluster import Butina\n", + "import numpy as np\n", + "from tqdm.auto import tqdm\n", + "import seaborn as sns\n", + "from statsmodels.stats.multicomp import pairwise_tukeyhsd\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.manifold import TSNE\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.metrics import r2_score\n", + "from lgbm_wrapper import LGBMMorganCountWrapper\n", + "from sklearn.metrics import r2_score, mean_absolute_error\n", + "import useful_rdkit_utils as uru\n", + "\n", + "import bitbirch as bb" + ] + }, + { + "cell_type": "markdown", + "id": "667188df-fb58-4d86-b144-4e8161061e68", + "metadata": {}, + "source": [ + "#### Read the Input Data\n", + "\n", + "Here are two demo datasets. The **biogen_logS** dataset contains the log of aqueous\n", + "solubility for a diverse datasets. The **Carbonic.smi** set is a more congeneric set of\n", + "carbonic anyhydrase inhibitors. The file **biogen_logS.csv** is from [this paper](https://pubs.acs.org/doi/10.1021/acs.jcim.3c00160)\n", + "The file **Carbonic.smi** is from [this paper](https://pubs.acs.org/doi/10.1021/acs.jcim.8b00542). " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "54efc1b7-d438-477c-ab59-fe1188972dfe", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df = pd.read_csv(\"biogen_logS.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "168b96a9-b86f-4ed4-8aba-3fd32983e902", + "metadata": {}, + "source": [ + "#### Cluster the Data\n", + "\n", + "In the next four cells we use functions from [useful_rdkit_utils](xxx) to define groups\n", + "that will be used with **GroupKFoldShuffle** to generate training and test sets for\n", + "cross validation. Molecules in the same cluster will be placed in either the training\n", + "set or the test set, but not both. The first method **get_random_split** simply puts\n", + "every molecule into its own cluster, and can be used to generate a random split. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "996a8671-3879-4024-81e9-cf73ae8c806e", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df['random_cluster'] = uru.get_random_clusters(df.SMILES)" + ] + }, + { + "cell_type": "markdown", + "id": "0c51fde6-f5b8-439f-a41e-f91fed0fb063", + "metadata": {}, + "source": [ + "The **get_bemis_murcko_clusters** method identifies the [Bemis-Murcko frameworks](https://pubs.acs.org/doi/10.1021/jm9602928),\n", + "as defined by the [RDKit](https://www.rdkit.org/docs/source/rdkit.Chem.Scaffolds.MurckoScaffold.html),\n", + "in each molecule and assigns each unique scaffold to a cluster. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "debcf496-af39-4508-ba00-ea37f6e2b6e5", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df['scaffold_cluster'] = uru.get_bemis_murcko_clusters(df.SMILES)" + ] + }, + { + "cell_type": "markdown", + "id": "615b961a-357b-4131-9bca-782ce885a53e", + "metadata": {}, + "source": [ + "The **get_butina_clusters** method starts by using the [Butina clustering method](https://pubs.acs.org/doi/pdf/10.1021/ci9803381)\n", + "in the [RDKit](https://rdkit.org/docs/source/rdkit.ML.Cluster.Butina.html) to cluster molecules.\n", + "The default distance cutoff is 0.65, which corresponds to Tanimoto similairity of 0.35. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a8508b6b-d522-4a4d-be57-63ec6d920fc8", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df['butina_cluster'] = uru.get_butina_clusters(df.SMILES)" + ] + }, + { + "cell_type": "markdown", + "id": "c8608132-77fd-4de7-997b-2f05610bfb14", + "metadata": {}, + "source": [ + "The **get_umap_clusters** method follows a [paper](https://arxiv.org/abs/2406.00873) by Pedro Ballester's group. In the paper, the Morgan fingerprints for the molecules are projected into a 2-dimensional space using the umap algorithm. This 2-dimensional space is then clustered into 7 clusters using the AgglomerativeClustering method in scikit-learn. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9b4d7d41-7deb-455c-899b-cdb64b6ba875", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df['umap_cluster'] = uru.get_umap_clusters(df.SMILES, n_clusters=7)" + ] + }, + { + "cell_type": "markdown", + "id": "a0fcb119-3f6a-47b3-bac7-a19893654645", + "metadata": {}, + "source": [ + "After the operations above, the dataframe has four new columns corresponding to the clusters obtained using the methods in **useful_rdkit_utils**." + ] + }, + { + "cell_type": "markdown", + "id": "e70e1fa9-018c-4cd3-820c-9ab87b2e0876", + "metadata": {}, + "source": [ + "We now are adding a function, **get_bitbirch_clusters**, to compute **BitBIRCH** clusters from SMILES given in the dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "aed14591-0f49-4b02-b035-d1a246504817", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def get_bitbirch_clusters(smiles_list):\n", + " mols = [Chem.MolFromSmiles(smiles) for smiles in smiles_list]\n", + " fps = np.array([Chem.RDKFingerprint(mol) for mol in mols])\n", + " bitbirch = bb.BitBirch(branching_factor=50, threshold=0.65) \n", + " bitbirch.fit(fps)\n", + " cluster_list = bitbirch.get_cluster_mol_ids() \n", + " \n", + " # Map each mol ID to its cluster ID\n", + " n_molecules = len(fps)\n", + " cluster_labels = [0] * n_molecules\n", + " for cluster_id, indices in enumerate(cluster_list):\n", + " for idx in indices:\n", + " cluster_labels[idx] = cluster_id\n", + " return cluster_labels" + ] + }, + { + "cell_type": "markdown", + "id": "8b113261-e6ce-406a-9752-94a9d79b4280", + "metadata": {}, + "source": [ + "The following cell will add a column to the dataframe with a the corresponding **BitBIRCH** cluster IDs, as well as save the binary fingerprints. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5182ac56-25fc-4932-93ad-c6278be30222", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df['bitbirch_cluster'] = get_bitbirch_clusters(df.SMILES)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3881b13d-d9a0-4a5b-aec1-f1f4d4e3b0ce", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Internal IDVendor IDSMILESCollectionNamelogSrandom_clusterscaffold_clusterbutina_clusterumap_clusterbitbirch_cluster
0Mol1317714313CNc1cc(Nc2cccn(-c3ccccn3)c2=O)nn2c(C(=O)N[C@@H...emolecules-5.5480200010674626
1Mol2324056965CCOc1cc2nn(CCC(C)(C)O)cc2cc1NC(=O)c1cccc(C(F)F)n1emolecules-5.0714091110664626
2Mol4194963090CC(C)(Oc1ccc(-c2cnc(N)c(-c3ccc(Cl)cc3)c2)cc1)C...emolecules-3.92596922106521266
3Mol6316230505CC#CC(=O)N[C@H]1CCCN(c2c(F)cc(C(N)=O)c3[nH]c(C...emolecules-4.5352803310642626
4Mol9EN300-97039C=CC(=O)N1CCC[C@@H](n2nc(-c3ccc(Oc4ccccc4)cc3)...enamineBB_pmc-4.70996344555626
.................................
2168Mol349336272797Cc1cc(C)cc(C(=O)NCCCNc2ncccn2)c1emolecules-3.73342421681880248497
2169Mol349448313392CCc1noc(COc2c(C)ccnc2Cl)n1emolecules-4.037319216918811890444
2170Mol349537024444CC(C)(C)Cc1nnc(-c2cnc3onc(C4CCCC4)c3c2)o1emolecules-4.912777217018823590670
2171Mol3496419556Cc1nonc1C(=O)NCCc1c[nH]c2cccc(C3(O)CCOCC3)c12emolecules-3.781930217118833584685
2172Mol349742587186CN1CC(=O)N(CCOc2ccccc2)C1=Oemolecules-4.007018217218841832912
\n", + "

2173 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " Internal ID Vendor ID \\\n", + "0 Mol1 317714313 \n", + "1 Mol2 324056965 \n", + "2 Mol4 194963090 \n", + "3 Mol6 316230505 \n", + "4 Mol9 EN300-97039 \n", + "... ... ... \n", + "2168 Mol3493 36272797 \n", + "2169 Mol3494 48313392 \n", + "2170 Mol3495 37024444 \n", + "2171 Mol3496 419556 \n", + "2172 Mol3497 42587186 \n", + "\n", + " SMILES CollectionName \\\n", + "0 CNc1cc(Nc2cccn(-c3ccccn3)c2=O)nn2c(C(=O)N[C@@H... emolecules \n", + "1 CCOc1cc2nn(CCC(C)(C)O)cc2cc1NC(=O)c1cccc(C(F)F)n1 emolecules \n", + "2 CC(C)(Oc1ccc(-c2cnc(N)c(-c3ccc(Cl)cc3)c2)cc1)C... emolecules \n", + "3 CC#CC(=O)N[C@H]1CCCN(c2c(F)cc(C(N)=O)c3[nH]c(C... emolecules \n", + "4 C=CC(=O)N1CCC[C@@H](n2nc(-c3ccc(Oc4ccccc4)cc3)... enamineBB_pmc \n", + "... ... ... \n", + "2168 Cc1cc(C)cc(C(=O)NCCCNc2ncccn2)c1 emolecules \n", + "2169 CCc1noc(COc2c(C)ccnc2Cl)n1 emolecules \n", + "2170 CC(C)(C)Cc1nnc(-c2cnc3onc(C4CCCC4)c3c2)o1 emolecules \n", + "2171 Cc1nonc1C(=O)NCCc1c[nH]c2cccc(C3(O)CCOCC3)c12 emolecules \n", + "2172 CN1CC(=O)N(CCOc2ccccc2)C1=O emolecules \n", + "\n", + " logS random_cluster scaffold_cluster butina_cluster \\\n", + "0 -5.548020 0 0 1067 \n", + "1 -5.071409 1 1 1066 \n", + "2 -3.925969 2 2 1065 \n", + "3 -4.535280 3 3 1064 \n", + "4 -4.709963 4 4 55 \n", + "... ... ... ... ... \n", + "2168 -3.733424 2168 1880 248 \n", + "2169 -4.037319 2169 1881 189 \n", + "2170 -4.912777 2170 1882 359 \n", + "2171 -3.781930 2171 1883 358 \n", + "2172 -4.007018 2172 1884 183 \n", + "\n", + " umap_cluster bitbirch_cluster \n", + "0 4 626 \n", + "1 4 626 \n", + "2 2 1266 \n", + "3 2 626 \n", + "4 5 626 \n", + "... ... ... \n", + "2168 4 97 \n", + "2169 0 444 \n", + "2170 0 670 \n", + "2171 4 685 \n", + "2172 2 912 \n", + "\n", + "[2173 rows x 10 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "markdown", + "id": "0b7788a3-57f7-43d3-9551-5eb93dd6c1bd", + "metadata": {}, + "source": [ + "#### Comparing Dataset Sizes\n", + "\n", + "Perform 5x5 cross-validation and examine the dataset sizes produced by the five splitting strategies. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "5a0fb045-9f58-4730-81fb-f234063db9ee", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "random_cluster: 100%|██████████| 5/5 [00:00<00:00, 267.10it/s]\n", + "butina_cluster: 100%|██████████| 5/5 [00:03<00:00, 1.39it/s]\n", + "umap_cluster: 100%|██████████| 5/5 [00:05<00:00, 1.04s/it]\n", + "scaffold_cluster: 100%|██████████| 5/5 [00:02<00:00, 1.94it/s]\n", + "bitbirch_cluster: 100%|██████████| 5/5 [00:24<00:00, 4.99s/it]\n" + ] + } + ], + "source": [ + "size_df = pd.read_csv(\"biogen_logS.csv\")\n", + "size_df['mol'] = size_df.SMILES.apply(Chem.MolFromSmiles)\n", + "fpgen = rdFingerprintGenerator.GetMorganGenerator()\n", + "size_df['fp'] = size_df.mol.apply(fpgen.GetCountFingerprintAsNumPy)\n", + "size_df['binary_fps'] = size_df.mol.apply(Chem.RDKFingerprint)\n", + "\n", + "split_list = [\"random_cluster\",\"butina_cluster\",\"umap_cluster\",\"scaffold_cluster\", \"bitbirch_cluster\"]\n", + "split_dict = {\"random_cluster\" : uru.get_random_clusters,\n", + " \"butina_cluster\" : uru.get_butina_clusters,\n", + " \"umap_cluster\" : uru.get_umap_clusters,\n", + " \"scaffold_cluster\" : uru.get_bemis_murcko_clusters, \n", + " \"bitbirch_cluster\" : get_bitbirch_clusters}\n", + "\n", + "result_list = []\n", + "for split in split_list:\n", + " for i in tqdm(range(0,5),desc=split):\n", + " cluster_list = split_dict[split](size_df.SMILES)\n", + " group_kfold_shuffle = uru.GroupKFoldShuffle(n_splits=5, shuffle=True)\n", + " if split == 'bitbirch_cluster':\n", + " for train, test in group_kfold_shuffle.split(np.stack(size_df.binary_fps),size_df.logS,cluster_list):\n", + " result_list.append([split,len(test)])\n", + " else:\n", + " for train, test in group_kfold_shuffle.split(np.stack(size_df.fp),size_df.logS,cluster_list):\n", + " result_list.append([split,len(test)])\n", + "result_df = pd.DataFrame(result_list,columns=[\"split\",\"num_test\"])" + ] + }, + { + "cell_type": "markdown", + "id": "4178fc9a-22ec-44ed-9792-124f22ab83fa", + "metadata": {}, + "source": [ + "As expected, the test set sizes are the same when **random_cluster** is used. With\n", + "**butina_cluster**, **scaffold_cluster**, and **bitbirch_cluster** we see a bit more\n", + "variability in test set sizes. When we use **umap_cluster** there a large variability\n", + "in the test size. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c212e276-6a1b-4609-bc71-6e7c2d699da2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('whitegrid')\n", + "plt.figure(figsize=(8,5))\n", + "ax = sns.boxplot(x=\"split\",y=\"num_test\",data=result_df)\n", + "ax.set_xlabel(\"Dataset Splitting Strategy\")\n", + "ax.set_ylabel(\"Test Set Size\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d8b1d280-dd43-49cd-bf8b-2ce7d805d486", + "metadata": {}, + "source": [ + "The variability in test set size with **umap_cluster** can be attributed to the\n", + "variation in cluster sizes. Some of this may be due to the fact that we're only using 7\n", + "clusters. Let's examine the impact of the number of clusters from\n", + "AgglomerativeClustering on the size of the test sets. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "18443c08-1684-4ee7-a340-bed6150b2a83", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 15/15 [01:17<00:00, 5.17s/it]\n" + ] + } + ], + "source": [ + "urc_result_list = []\n", + "for num_clus in tqdm(range(5,76,5)):\n", + " for i in range(0,5):\n", + " cluster_list = uru.get_umap_clusters(size_df.SMILES,n_clusters=num_clus)\n", + " group_kfold_shuffle = uru.GroupKFoldShuffle(n_splits=5, shuffle=True)\n", + " for train, test in group_kfold_shuffle.split(np.stack(size_df.fp),size_df.logS,cluster_list):\n", + " urc_result_list.append([num_clus,len(test)])\n", + "urc_result_df = pd.DataFrame(urc_result_list,columns=[\"num_clus\",\"num_test\"]) " + ] + }, + { + "cell_type": "markdown", + "id": "a2b38642-2965-46f2-82eb-fcaff5e2adad", + "metadata": {}, + "source": [ + "Looking at the plot below, the test set size seems to stabilize when we reach about 35 clusters. " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "405a4ee0-ca3c-4db9-ae83-11116f92ed5e", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Number of Test Set Molecules')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('whitegrid')\n", + "ax = sns.boxplot(x=\"num_clus\",y=\"num_test\",data=urc_result_df)\n", + "ax.set_xlabel(\"Number of Clusters\")\n", + "ax.set_ylabel(\"Number of Test Set Molecules\")" + ] + }, + { + "cell_type": "markdown", + "id": "e0f09d87-9bbb-446a-9de7-1b5178b20e1e", + "metadata": {}, + "source": [ + "#### Make tSNE Plots to Compare the Data Splits \n", + "\n", + "We would like to generate a plot to visualize the training and test set distributions\n", + "for our dataset using the different splitting methods. To do this, we'll project the\n", + "fingerprints into two dimensions using truncate stochastic neighbor embedding (tSNE). " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "1b083867-a9fd-4aca-9855-c1ad82444480", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def get_tsne_coords(smiles_list):\n", + " fp_gen = rdFingerprintGenerator.GetMorganGenerator()\n", + " mol_list = [Chem.MolFromSmiles(x) for x in smiles_list]\n", + " fp_list = [fp_gen.GetFingerprintAsNumPy(x) for x in mol_list] #Using binary fingerprints in this test\n", + " pca = PCA(n_components=50)\n", + " pcs = pca.fit_transform(fp_list)\n", + " tsne = TSNE(n_components=2, init='pca', learning_rate='auto')\n", + " res = tsne.fit_transform(pcs)\n", + " tsne_x = res[:,0]\n", + " tsne_y = res[:,1]\n", + " return tsne_x, tsne_y" + ] + }, + { + "cell_type": "markdown", + "id": "2493d93c-b1b1-4143-8f25-ca45a9d753c2", + "metadata": {}, + "source": [ + "Use **GroupKFoldShuffle** to split the dataset using each of methods we defined above.\n", + "Since this is simply a visual illustration, we'll only do one round of cross validation. " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "de4795bf-0945-4620-b3f9-59705d0240c8", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "split_list = [\"random_cluster\",\"butina_cluster\",\"umap_cluster\",\"scaffold_cluster\", \"bitbirch_cluster\"]\n", + "split_dict = {}\n", + "for split in split_list:\n", + " kf = uru.GroupKFoldShuffle(n_splits=5, shuffle=True)\n", + " for train_idx, test_idx in kf.split(df,groups=df[split]):\n", + " split_dict[split] = [train_idx, test_idx]\n", + " break" + ] + }, + { + "cell_type": "markdown", + "id": "586252f5-6ab1-431b-9b8f-4e7b93c0c567", + "metadata": {}, + "source": [ + "Any cross validation method that splits a dataset based on clusters, won't produce the\n", + "same test set size every time. Let's look at the training and test set sizes. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "b6ca1319-839f-4a06-b9dd-d8c40020813e", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "random_cluster 1738 435\n", + "butina_cluster 1749 424\n", + "umap_cluster 1795 378\n", + "scaffold_cluster 1741 432\n", + "bitbirch_cluster 1764 409\n" + ] + } + ], + "source": [ + "for k,v in split_dict.items():\n", + " print(k,len(v[0]),len(v[1]))" + ] + }, + { + "cell_type": "markdown", + "id": "7604c87b-ff33-4836-b734-33c49521303a", + "metadata": {}, + "source": [ + "Get tSNE 2D coordinates for the molecules and add them to the dataframe. " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "c14c942a-867f-40c8-bd26-ae4fcdf381f5", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "tsne_x, tsne_y = get_tsne_coords(df.SMILES)\n", + "\n", + "df['tsne_x'] = tsne_x\n", + "df['tsne_y'] = tsne_y" + ] + }, + { + "cell_type": "markdown", + "id": "19c72d52-fad0-414e-93f9-610d54849c70", + "metadata": {}, + "source": [ + "Create a new dataframe with the tSNE coordiantes. " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "549d06c9-d929-448b-bee3-4301a31c26cc", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "tmp_df = df[['tsne_x','tsne_y']].copy()\n", + "tmp_df.reset_index(inplace=True)" + ] + }, + { + "cell_type": "markdown", + "id": "e2680574-79d1-4667-9c20-d3b265b94ee1", + "metadata": {}, + "source": [ + "Add training and test set labels to **tmp_df** using the four splitting methods defined above. " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "2f004fb9-7f8d-4e51-87ce-2b0563b53dfe", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "split_list = [\"random_cluster\",\"butina_cluster\",\"umap_cluster\",\"scaffold_cluster\", \"bitbirch_cluster\"]\n", + "for split in split_list:\n", + " tmp_df[split] = \"train\"\n", + " _, test_idx = split_dict[split]\n", + " for t in test_idx:\n", + " tmp_df[split].at[t] = \"test\"" + ] + }, + { + "cell_type": "markdown", + "id": "98796e1c-53f7-4379-9466-0748266352d8", + "metadata": {}, + "source": [ + "Plot the chemical space of the dataset and show the training set in light blue and the\n", + "test set in red. To be honest, I don't see a large difference between the plots. The\n", + "only obvious difference is with **umap_cluster** where the test set is much more\n", + "localized. " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "7114d572-d408-4d63-8332-6e795578c126", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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indextsne_xtsne_yrandom_clusterbutina_clusterumap_clusterscaffold_clusterbitbirch_cluster
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22-18.3320750.492822traintraintraintraintrain
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...........................
21682168-9.48688925.568024traintraintraintraintrain
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" + ], + "text/plain": [ + " index tsne_x tsne_y random_cluster butina_cluster umap_cluster \\\n", + "0 0 11.749401 0.560243 train train train \n", + "1 1 6.294118 44.305431 train test train \n", + "2 2 -18.332075 0.492822 train train train \n", + "3 3 28.602287 -20.914253 train train train \n", + "4 4 24.047338 -43.549046 train train test \n", + "... ... ... ... ... ... ... \n", + "2168 2168 -9.486889 25.568024 train train train \n", + "2169 2169 -34.739124 -6.495655 train test train \n", + "2170 2170 -23.455921 -12.110656 train train train \n", + "2171 2171 11.954920 50.115593 train test train \n", + "2172 2172 10.029863 -6.365654 train train train \n", + "\n", + " scaffold_cluster bitbirch_cluster \n", + "0 test train \n", + "1 test train \n", + "2 train train \n", + "3 train train \n", + "4 train train \n", + "... ... ... \n", + "2168 train train \n", + "2169 test train \n", + "2170 train test \n", + "2171 test train \n", + "2172 train train \n", + "\n", + "[2173 rows x 8 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tmp_df" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "ccbfdeb5-00d3-474c-a0e0-9d0cc9e55362", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('white')\n", + "sns.set_context('talk')\n", + "figure, axes = plt.subplots(1,5, figsize=(15,5),sharey=True)\n", + "for i,split in enumerate(split_list):\n", + " scatter_ax = sns.scatterplot(x=\"tsne_x\",y=\"tsne_y\",data=tmp_df.query(f\"{split} == 'train'\"),ax=axes[i],color=\"lightblue\", \n", + " alpha=0.3, legend=False)\n", + " sns.scatterplot(x=\"tsne_x\",y=\"tsne_y\",data=tmp_df.query(f\"{split} == 'test'\"),ax=axes[i],color=\"red\", \n", + " alpha=0.5, legend=False)\n", + " scatter_ax.set_title(split)\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "303527f1-4baf-4189-bf5a-8dc4d2a99878", + "metadata": {}, + "source": [ + "#### Calculate the Tanimoto Similarity Between the Training and Test Sets\n", + "\n", + "The tSNE plots weren't very satisfying. Instead, let's try another approach. We will\n", + "make box plots comparing the similarity to the 5 nearest training set neighbors for each\n", + "test set molecule. First we'll write a function to do the similarity calculations." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "83605fec-28d3-4029-8a8a-847d95705c07", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def train_test_tanimoto(train_smiles_list, test_smiles_list, top_n=5):\n", + " fp_gen = rdFingerprintGenerator.GetMorganGenerator()\n", + " train_mol_list = [Chem.MolFromSmiles(x) for x in train_smiles_list]\n", + " train_fp_list = [fp_gen.GetFingerprint(x) for x in train_mol_list] #Using binary fingerprints in this test\n", + " test_mol_list = [Chem.MolFromSmiles(x) for x in test_smiles_list]\n", + " test_fp_list = [fp_gen.GetFingerprint(x) for x in test_mol_list]\n", + " result_list = []\n", + " for test_fp in test_fp_list:\n", + " sim_list = BulkTanimotoSimilarity(test_fp, train_fp_list)\n", + " sim_array = np.array(sim_list)\n", + " idx = np.argpartition(np.array(sim_array),-top_n)[-top_n:]\n", + " best_n_tanimoto = sim_array[idx]\n", + " result_list.append(best_n_tanimoto) \n", + " return np.array(result_list).flatten()" + ] + }, + { + "cell_type": "markdown", + "id": "dcfdc14e-b8a8-4ddd-9828-c85e12d95a1e", + "metadata": {}, + "source": [ + "Perform 5x5-fold cross validation calculating the Tanimoto similarity between test set\n", + "molecules and training set molecules. " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "6664f594-4514-49f1-98fc-957c802f4dd3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "random_cluster: 100%|██████████| 5/5 [00:09<00:00, 1.99s/it]\n", + "butina_cluster: 100%|██████████| 5/5 [00:10<00:00, 2.02s/it]\n", + "umap_cluster: 100%|██████████| 5/5 [00:09<00:00, 1.97s/it]\n", + "scaffold_cluster: 100%|██████████| 5/5 [00:10<00:00, 2.00s/it]\n", + "bitbirch_cluster: 100%|██████████| 5/5 [00:10<00:00, 2.02s/it]\n" + ] + } + ], + "source": [ + "df_list = []\n", + "split_list = [\"random_cluster\",\"butina_cluster\",\"umap_cluster\",\"scaffold_cluster\", \"bitbirch_cluster\"]\n", + "for split in split_list:\n", + " fold = 0\n", + " idx = 0\n", + " for i in tqdm(range(0,5),desc=split):\n", + " kf = uru.GroupKFoldShuffle(n_splits=5, shuffle=True)\n", + " for train_idx, test_idx in kf.split(df,groups=df[split]):\n", + " train = df.iloc[train_idx]\n", + " test = df.iloc[test_idx] \n", + " sim_vals = train_test_tanimoto(train.SMILES, test.SMILES)\n", + " idx = np.arange(0,len(sim_vals)) + fold*len(sim_vals)\n", + " sim_df = pd.DataFrame({\"sim\" : sim_vals, \"fold\" : fold, \"split\" : split, \"idx\" : idx })\n", + " fold += 1\n", + " df_list.append(sim_df)" + ] + }, + { + "cell_type": "markdown", + "id": "c981239a-449e-4932-9fa5-0d1e1cd90258", + "metadata": {}, + "source": [ + "Plot distributions of Tamimoto similarity for the 5 nearest neighbors for each test set\n", + "molecule. Only plot the first 10 cross-validation folds so the plot doesn't get overly\n", + "crowded. " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "6931b5eb-16b2-4c40-ad59-2469441496fe", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "combo_df = pd.concat(df_list)\n", + "sns.set(rc={'figure.figsize' : (15,10)})\n", + "sns.set_style('whitegrid')\n", + "sns.set_context('talk')\n", + "ax = sns.boxplot(data=combo_df.query(\"fold < 10\"),x=\"fold\",y=\"sim\",hue=\"split\")\n", + "ax.legend(loc='upper left', bbox_to_anchor=(1.00, 0.75), ncol=1)\n", + "ax.set_xlabel(\"Cross-validation Fold\")\n", + "ax.set_ylabel(\"Tanimoto Similairty to 5 Nearest Neighbors\");" + ] + }, + { + "cell_type": "markdown", + "id": "220adaf7-fa14-4266-9ea5-f756e0541131", + "metadata": {}, + "source": [ + "Make boxplots of Tanimoto similarity of each test set molecule to its 5 nearest\n", + "neighbors. This is simply the plot above where all cross-validation fold are pooled. " + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "610714f2-f4d0-4f62-a999-f5c0c9119856", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set(rc={'figure.figsize' : (10,5)})\n", + "sns.set_style('whitegrid')\n", + "sns.boxplot(data=combo_df, x=\"split\", y=\"sim\", hue=\"split\")" + ] + }, + { + "cell_type": "markdown", + "id": "d227aae2-364f-4a61-9f91-3729b0351f15", + "metadata": {}, + "source": [ + "As stated by Walters, there is a \"a strong correlation between model performance and the\n", + "similarity of each test set molecule to its five nearest training set neighbors\".\n", + "**random_cluster**, **bitbirch_cluster** and **scaffold_cluster** provide more neighbors\n", + "compared to the other methods. \n", + "\n", + "Use the Tukey Honestly Significant Difference (HSD) test to determine whether the\n", + "differences between Tanimoto similairty distributions are signficant. " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "ebc10123-0a11-44ea-8e04-cecef8a86cab", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "tukey_res = pairwise_tukeyhsd(combo_df.sim, combo_df.split)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "414bcb70-b840-445d-b778-97565ff1c692", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Multiple Comparison of Means - Tukey HSD, FWER=0.05 \n", + "=======================================================================\n", + " group1 group2 meandiff p-adj lower upper reject\n", + "-----------------------------------------------------------------------\n", + "bitbirch_cluster butina_cluster -0.0256 0.0 -0.0269 -0.0242 True\n", + "bitbirch_cluster random_cluster 0.0115 0.0 0.0101 0.0129 True\n", + "bitbirch_cluster scaffold_cluster 0.0013 0.059 -0.0 0.0027 False\n", + "bitbirch_cluster umap_cluster -0.0466 0.0 -0.0479 -0.0452 True\n", + " butina_cluster random_cluster 0.037 0.0 0.0357 0.0384 True\n", + " butina_cluster scaffold_cluster 0.0269 0.0 0.0255 0.0283 True\n", + " butina_cluster umap_cluster -0.021 0.0 -0.0224 -0.0196 True\n", + " random_cluster scaffold_cluster -0.0101 0.0 -0.0115 -0.0088 True\n", + " random_cluster umap_cluster -0.0581 0.0 -0.0594 -0.0567 True\n", + "scaffold_cluster umap_cluster -0.0479 0.0 -0.0493 -0.0465 True\n", + "-----------------------------------------------------------------------\n" + ] + } + ], + "source": [ + "print(tukey_res)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "60d7b62c-6843-46a7-8ee5-734f4845e49b", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('whitegrid')\n", + "sns.set_context('talk')\n", + "_ = tukey_res.plot_simultaneous()" + ] + }, + { + "cell_type": "markdown", + "id": "f03f0212-29f2-41e9-8591-5eccdb10cbb7", + "metadata": {}, + "source": [ + "#### Examine the Impact of Dataset Splitting on ML Model Performance \n", + "\n", + "We've seen how the different splitting methods affect the similairty between the\n", + "training and test sets. Now let's see how the same splits impact model performance. To\n", + "do this, we will use the **cross_validate** function in useful_rdkit_utils. To use the\n", + "function we pass the following arguments. \n", + "* An input dataframe, which must contain a SMILES column\n", + "* A list of tuples containing a model name and and instance of a wrapper class that runs\n", + " a model. The wrapper class must support an **evaluate** function which takes\n", + " dataframes containing training and test sets as input and returns a list of\n", + " predictions for the test set.\n", + "* The name of the **y** variable in the dataframe\n", + "* A list of tuples containing a name and a function to group the data. These groups\n", + " will be passed to an instance of **GroupKFoldShuffle**\n", + "* The number of outer cross-validation folds\n", + "* The number of inner cross-validation folds\n", + "\n", + "While this may sound complicated, it's actually simple. The code block below defines\n", + "the model list, the group list, and the y column. We are comparing:\n", + "\n", + "* one model - LightGBM\n", + "* five splitting methods - butina, random, scaffold, bitbirch, and umap\n", + " \n", + "The **y** column in the dataset is **logS**. That's it. " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "6eb7e21f-88da-49c7-8aa8-1131146f8e01", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "model_list = [(\"lgbm_morgan\", LGBMMorganCountWrapper)]\n", + "group_list = [(\"butina\", uru.get_butina_clusters), (\"random\", uru.get_random_clusters),\n", + " (\"scaffold\", uru.get_bemis_murcko_clusters), (\"umap\", uru.get_umap_clusters),\n", + " (\"bitbirch\", get_bitbirch_clusters)]\n", + "y = \"logS\"" + ] + }, + { + "cell_type": "markdown", + "id": "ee9f5a13-7204-4fcb-ae37-3fd9a1ffdbb8", + "metadata": {}, + "source": [ + "With the definitions above, call **cross_validate**, which returns a dataframe with the\n", + "training and test sets for each fold, as well as the predicted values. " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "ab6c4610-7156-4dd5-b827-429489aa1d9e", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/5 [00:00\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
splitfoldr2
0bitbirch00.318144
1bitbirch10.332527
2bitbirch20.358442
3bitbirch30.346443
4bitbirch40.335413
............
120umap200.315700
121umap210.009773
122umap220.263458
123umap230.319726
124umap240.413780
\n", + "

125 rows × 3 columns

\n", + "" + ], + "text/plain": [ + " split fold r2\n", + "0 bitbirch 0 0.318144\n", + "1 bitbirch 1 0.332527\n", + "2 bitbirch 2 0.358442\n", + "3 bitbirch 3 0.346443\n", + "4 bitbirch 4 0.335413\n", + ".. ... ... ...\n", + "120 umap 20 0.315700\n", + "121 umap 21 0.009773\n", + "122 umap 22 0.263458\n", + "123 umap 23 0.319726\n", + "124 umap 24 0.413780\n", + "\n", + "[125 rows x 3 columns]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "out_df" + ] + }, + { + "cell_type": "markdown", + "id": "36b92c11-048f-4e40-85a5-35cfef0fe52d", + "metadata": {}, + "source": [ + "Plot a boxplot showing the $R^2$ distributions for each splitting method. " + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "dfb0b085-d784-4713-b44b-ee3287dc5f0f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Split')" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('whitegrid')\n", + "ax = sns.boxplot(x=\"split\",y=\"r2\",hue=\"split\",data=out_df)\n", + "ax.set_ylabel(\"$R^2$\")\n", + "ax.set_xlabel(\"Split\")" + ] + }, + { + "cell_type": "markdown", + "id": "06ef0e6e-dbba-4406-acaf-192085defafc", + "metadata": {}, + "source": [ + "From the plot above, it's clear that the **umap** splits are the most challenging for\n", + "the model. The $R^2$ distributions for the **bitbirch** split and the **random** split\n", + "appear similar, generating models with higher $R^2$ values. We can use the Tukey HSD\n", + "test to determine whether statistically significant differences exist between the\n", + "splitting methods. The table **tukey_res** table below shows the following:\n", + "\n", + "* **group1** - the first split being compared\n", + "* **group2** - the second split being compared\n", + "* **meandiff** - the mean difference between the two splitting methods\n", + "* **p-adj** - the p-value for the difference between distributions, corrected for multiple comparisons\n", + "* **lower** - the lower bound of the confidence interval\n", + "* **upper** - the upper bound of thhe confidence interval\n", + "* **reject** - can we reject the null hypothesis that the means of the distributions are the same" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "1711e87f-9de3-485b-9b6d-cd74f12376cb", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "tukey_res = pairwise_tukeyhsd(out_df.r2, out_df.split)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "b02f6cd8-15a0-4feb-844f-0483f2e0308f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Multiple Comparison of Means - Tukey HSD, FWER=0.05 \n", + "========================================================\n", + " group1 group2 meandiff p-adj lower upper reject\n", + "--------------------------------------------------------\n", + "bitbirch butina -0.0197 0.8988 -0.0809 0.0414 False\n", + "bitbirch random 0.0386 0.4088 -0.0226 0.0997 False\n", + "bitbirch scaffold 0.0012 1.0 -0.06 0.0623 False\n", + "bitbirch umap -0.0851 0.0017 -0.1462 -0.0239 True\n", + " butina random 0.0583 0.0693 -0.0028 0.1195 False\n", + " butina scaffold 0.0209 0.878 -0.0402 0.0821 False\n", + " butina umap -0.0653 0.0299 -0.1265 -0.0042 True\n", + " random scaffold -0.0374 0.441 -0.0986 0.0237 False\n", + " random umap -0.1237 0.0 -0.1848 -0.0625 True\n", + "scaffold umap -0.0862 0.0014 -0.1474 -0.0251 True\n", + "--------------------------------------------------------\n" + ] + } + ], + "source": [ + "print(tukey_res)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "b96b600a-1180-43ea-85e9-d324f010cc74", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('whitegrid')\n", + "sns.set_context('talk')\n", + "_ = tukey_res.plot_simultaneous(comparison_name=\"umap\")" + ] + }, + { + "cell_type": "markdown", + "id": "9dca423d-4afd-41d7-b9d0-631875fdf79b", + "metadata": { + "tags": [] + }, + "source": [ + "## Compare BitBIRCH and Butina Timing\n", + "\n", + "We would like to see how the speed of **BitBIRCH** compares to that of **Butina**. We\n", + "want to only compare the clustering method itself, without having to account for the\n", + "fingerprint computation. Now that we have stored fingerprints in size_df, we will do a\n", + "quick comparison of the two methods. " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "c6256463-8d53-4633-9201-7c87df5b8828", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def numpy_to_explicit_bitvect(fp):\n", + " bitvect = ExplicitBitVect(len(fp)) \n", + " for idx, val in enumerate(fp):\n", + " if val: \n", + " bitvect.SetBit(idx)\n", + " return bitvect" + ] + }, + { + "cell_type": "markdown", + "id": "0953432a-23c3-4f4a-ae39-a46c847cc0ad", + "metadata": {}, + "source": [ + "#### Comparison with biogen data (2173 total molecules)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "8fcbdbdb-7877-4050-a087-c1bb87992973", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "data = np.array(size_df.binary_fps.values.tolist())\n", + "\n", + "rdkit_fp_list = [numpy_to_explicit_bitvect(fp) for fp in data]" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "eb054db6-265d-45e6-a4fc-a3e25a93210f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time for BitBIRCH Clustering (s): 0.4019613265991211\n", + "Time for Butina Clustering (s): 0.4210681915283203\n" + ] + } + ], + "source": [ + "s_time = time.time()\n", + "bitbirch = bb.BitBirch(branching_factor=50, threshold=0.65) \n", + "bitbirch.fit(data)\n", + "bitbirch_time = time.time() - s_time\n", + "print('Time for BitBIRCH Clustering (s):', bitbirch_time)\n", + "\n", + "dists = []\n", + "nfps = len(rdkit_fp_list)\n", + "s_time = time.time()\n", + "for i in range(1, nfps):\n", + " sims = BulkTanimotoSimilarity(rdkit_fp_list[i], rdkit_fp_list[:i])\n", + " dists.extend([1 - x for x in sims])\n", + "cluster_res = Butina.ClusterData(dists, nfps, 0.65, isDistData=True)\n", + "butina_time = time.time() - s_time\n", + "print('Time for Butina Clustering (s):', butina_time)\n" + ] + }, + { + "cell_type": "markdown", + "id": "8ab70866-4571-48fb-8590-2f000d741afd", + "metadata": {}, + "source": [ + "We see on the biogen dataset, of 2173 structures, **BitBIRCH** performs slightly faster\n", + "than **Butina**, although they are very similar. Let's see how the two methods compare\n", + "on a larger dataset. \n", + "\n", + "#### Comparison with sample of the Chembl library (20,000 total molecules)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "5cd70451-a5d8-47dd-a8ad-d34b9c3cdc51", + "metadata": {}, + "outputs": [], + "source": [ + "chembl_fps = np.load('chembl_20Ksample_fps.npy')\n", + "\n", + "chembl_rdkit_fp_list = [numpy_to_explicit_bitvect(fp) for fp in chembl_fps]" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "332da7b4-a316-4464-8056-b6ac38248df9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/kdavis2/notebook_workflow/splitting_personal/bitbirch.py:279: RuntimeWarning: invalid value encountered in divide\n", + " sim_matrix = a / (np.sum(self.centroids_, axis = 1) + set_bits - a)\n", + "/home/kdavis2/notebook_workflow/splitting_personal/bitbirch.py:51: RuntimeWarning: invalid value encountered in scalar divide\n", + " return a/(a + n_objects * sum_kq - sum_kqsq)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time for BitBIRCH Clustering (s): 3.7092125415802\n", + "Time for Butina Clustering (s): 37.512155294418335\n" + ] + } + ], + "source": [ + "s_time = time.time()\n", + "bitbirch = bb.BitBirch(branching_factor=50, threshold=0.65) \n", + "bitbirch.fit(chembl_fps)\n", + "bitbirch_time = time.time() - s_time\n", + "print('Time for BitBIRCH Clustering (s):', bitbirch_time)\n", + "\n", + "dists = []\n", + "nfps = len(chembl_rdkit_fp_list)\n", + "s_time = time.time()\n", + "for i in range(1, nfps):\n", + " sims = BulkTanimotoSimilarity(chembl_rdkit_fp_list[i], chembl_rdkit_fp_list[:i])\n", + " dists.extend([1 - x for x in sims])\n", + "cluster_res = Butina.ClusterData(dists, nfps, 0.65, isDistData=True)\n", + "butina_time = time.time() - s_time\n", + "print('Time for Butina Clustering (s):', butina_time)" + ] + }, + { + "cell_type": "markdown", + "id": "430305a4-486e-4428-9b25-c4bffbc176ec", + "metadata": {}, + "source": [ + "We see that BitBIRCH out performs Butina in regards to speed on a dataset of 20K\n", + "structures. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_examples_NOT_PORTED/data_splitting/lgbm_wrapper.py b/_examples_NOT_PORTED/data_splitting/lgbm_wrapper.py new file mode 100755 index 00000000..1bede1f7 --- /dev/null +++ b/_examples_NOT_PORTED/data_splitting/lgbm_wrapper.py @@ -0,0 +1,73 @@ +#!/usr/bin/env python + +from lightgbm import LGBMRegressor +from rdkit import Chem +from rdkit.Chem import rdFingerprintGenerator +import numpy as np +from sklearn.model_selection import train_test_split +import pandas as pd +import useful_rdkit_utils as uru + + +class LGBMPropWrapper: + def __init__(self, y_col): + self.lgbm = LGBMRegressor(verbose=-1) + self.y_col = y_col + self.rdkit_desc = uru.RDKitDescriptors(hide_progress=True) + self.desc_name = "desc" + + def fit(self, train): + train[self.desc_name] = self.rdkit_desc.pandas_smiles( + train.SMILES + ).values.tolist() + self.lgbm.fit(np.stack(train[self.desc_name]), train[self.y_col]) + + def predict(self, test): + test[self.desc_name] = self.rdkit_desc.pandas_smiles( + test.SMILES + ).values.tolist() + pred = self.lgbm.predict(np.stack(np.stack(test[self.desc_name]))) + return pred + + def validate(self, train, test): + self.fit(train) + pred = self.predict(test) + return pred + + +class LGBMMorganCountWrapper: + def __init__(self, y_col): + self.lgbm = LGBMRegressor(verbose=-1) + self.y_col = y_col + self.fp_name = "fp" + self.fg = rdFingerprintGenerator.GetMorganGenerator(radius=2, fpSize=1024) + + def fit(self, train): + train["mol"] = train.SMILES.apply(Chem.MolFromSmiles) + train[self.fp_name] = train.mol.apply(self.fg.GetCountFingerprintAsNumPy) + self.lgbm.fit(np.stack(train.fp), train[self.y_col]) + + def predict(self, test): + test["mol"] = test.SMILES.apply(Chem.MolFromSmiles) + test[self.fp_name] = test.mol.apply(self.fg.GetCountFingerprintAsNumPy) + pred = self.lgbm.predict(np.stack(np.stack(test[self.fp_name]))) + return pred + + def validate(self, train, test): + self.fit(train) + pred = self.predict(test) + return pred + + +def main(): + df = pd.read_csv( + "https://raw.githubusercontent.com/PatWalters/datafiles/refs/heads/main/biogen_logS.csv" + ) + train, test = train_test_split(df) + lgbm_wrapper = LGBMMorganCountWrapper("logS") + pred = lgbm_wrapper.validate(train, test) + print(pred) + + +if __name__ == "__main__": + main() diff --git a/_examples_NOT_PORTED/parallel_birch/birch_BFs.py b/_examples_NOT_PORTED/parallel_birch/birch_BFs.py new file mode 100644 index 00000000..e98d562c --- /dev/null +++ b/_examples_NOT_PORTED/parallel_birch/birch_BFs.py @@ -0,0 +1,49 @@ +import argparse +import pickle +import time + +if __name__ == "__main__": + import bitbirch.bitbirch as bb + # Parse the arguments + parser = argparse.ArgumentParser() + parser.add_argument( + "-t", "--threshold", help="The threshold for the BitBirch model", required=True + ) + + # Parse the arguments + args = parser.parse_args() + + # Read the fps_split indexes from the .txt file + with open("fps_splits.txt", "r") as f: + splits = f.read().splitlines() + + start = time.time() + bb.set_merge("tolerance", 0.00) + brc = bb.BitBirch( + threshold=float(args.threshold), branching_factor=50 + ) # threshold could be changed by the user + for split in splits: + with open(f"BFs/BFs_{split}.pkl", mode="rb") as fb: + data = pickle.load(fb) + brc.fit_BFs(data) + + for split in splits: + with open(f"BFs/BFs_problematic_{split}.pkl", mode="rb") as fb: + data = pickle.load(fb) + brc.fit_BFs(data) + + f.close() + del data + + # Save centroids and clusters + with open("final_centroids_parallel.pkl", "wb") as fwb: + pickle.dump(brc.get_centroids(), fwb) + + # Save the clustered_ids + with open("clustered_ids_parallel.pkl", "wb") as fwb: + pickle.dump(brc.get_cluster_mol_ids(), fwb) + + # Save the time in a .txt file + with open("time_centroid_clustering.txt", "w") as fwt: + fwt.write(str(time.time() - start)) + fwt.write("\n") diff --git a/_examples_NOT_PORTED/parallel_birch/birch_parallel.py b/_examples_NOT_PORTED/parallel_birch/birch_parallel.py new file mode 100644 index 00000000..e478a680 --- /dev/null +++ b/_examples_NOT_PORTED/parallel_birch/birch_parallel.py @@ -0,0 +1,67 @@ +import argparse +import bitbirch.bitbirch as bb +import numpy +import time +import pickle as pkl +import os + +# Parse the arguments +parser = argparse.ArgumentParser() +parser.add_argument( + "-f", "--file", help="The file containing the fingerprints", required=True +) +parser.add_argument( + "-t", "--threshold", help="The threshold for the BIRCH algorithm", required=True +) + +# Parse the arguments +args = parser.parse_args() + +# Check that directory centroids and mol_ind exists +if not os.path.exists("BFs"): + os.makedirs("BFs") + +# Set the merging criterion +bb.set_merge("diameter") + +# Initiate the BIRCH model +birch = bb.BitBirch(threshold=float(args.threshold), branching_factor=50) + +# Read the fingerprints +fps_npy = numpy.load(args.file, mmap_mode="r") + +# Get the initial index and the final index +name_without_extension = args.file.split(".")[0] +name_without_path = name_without_extension.split("/")[-1] + +initial_index = int(name_without_path.split("_")[-2]) +final_index = int(name_without_path.split("_")[-1]) + +# Start the timer +start = time.time() + +# Fit the BIRCH model +birch.fit_reinsert(fps_npy, list(range(initial_index, final_index + 1)), singly=True) + +# End the timer +end = time.time() + +# Get the BFs of the leave nodes +BFs, BFs_problematic = birch.prepare_data_BFs(fps_npy, initial_mol=initial_index) + +# Delete the fingerprints +del fps_npy + +# Save the centroids and indexes +pkl.dump(BFs, open(f"BFs/BFs_{initial_index}_{final_index}.pkl", "wb")) +pkl.dump( + BFs_problematic, + open(f"BFs/BFs_problematic_{initial_index}_{final_index}.pkl", "wb"), +) + +if not os.path.exists("times"): + os.makedirs("times") + +with open(f"times/time_{initial_index}_{final_index}.txt", "w") as f: + f.write(str(end - start)) + f.write("\n") diff --git a/_examples_NOT_PORTED/parallel_birch/chembl_33_np.smi b/_examples_NOT_PORTED/parallel_birch/chembl_33_np.smi new file mode 100644 index 00000000..91870efc --- /dev/null +++ b/_examples_NOT_PORTED/parallel_birch/chembl_33_np.smi @@ -0,0 +1,64086 @@ +BrC1CCC(Br)C(Br)CCC(Br)C(Br)CCC1Br +BrCCCCCCBr +BrCc1cc(Br)c2cc(NBr)c(Br)c(Br)c2c1 +BrCc1cc(Br)c2cc(NBr)c(Br)cc2c1Br +BrCc1cc2cc(Br)c(NBr)cc2c(Br)c1Br +BrCc1ccccc1 +Br[C@H](c1ccccc1)[C@@H](Br)c1ccccc1 +Brc1c(Br)c(Br)c(Oc2c(Br)c(Br)c(Br)c(Br)c2Br)c(Br)c1Br +Brc1c[nH]c(Br)c1Br 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+CC(C)=CC[C@]12C[C@H]3C[C@H]4C(C)(C)CC[C@@]4(C1=O)C(=O)[C@](C(=O)c1ccccc1)(C2=O)C3(C)C +CC(C)=CC[C@]12C[C@H]3C[C@H]4C(C)(C)O[C@@H](C=C(C)C)[C@@]4(C1=O)C(=O)[C@](C(=O)c1ccccc1)(C2=O)C3(C)C +CC(C)=CC[C@]12OC(C)(C)[C@@H]3C[C@@H](C=C4C(=O)c5c(O)cc6c(c5O[C@]431)C(C)(C)[C@H](C)O6)C2=O +CC(C)=CC[C@]12OC(C)(C)[C@H]3C[C@H](C=C4C(=O)c5c(O)cc(O)cc5O[C@@]431)C2=O +CC(C)=CC[C@]12O[C@H]1C(=O)c1cccc(O)c1C2=O +CC(C)=CC[C@]12O[C@H]1C(=O)c1ccccc1C2=O +CC(C)=CC[C@]12O[C@H]1[C@@H](O)CC1=C2OC(C)(C)CC1=O +CC(C)=CC[C@]12Oc3c4c(cc(O)c3C(=O)[C@@]1(O)Oc1cc(O)ccc12)OC(C)(C)C=C4 +CC(C)=CC[C@]12Oc3cc(O)c([C@H]4C=C(C)C[C@H](c5ccc(O)cc5O)C4C(=O)c4ccc(O)cc4O)c(O)c3C(=O)[C@@]1(O)Oc1cc(O)ccc12 +CC(C)=CC[C@]12Oc3cc(O)c([C@H]4C=C(C)C[C@H](c5ccc(O)cc5O)[C@H]4C(=O)c4ccc(O)cc4O)c(O)c3C(=O)[C@@]1(O)Oc1cc(O)ccc12 +CC(C)=CC[C@]12Oc3cc4c(c(O)c3C(=O)[C@@]1(O)Oc1cc(O)ccc12)C=CC(C)(C)O4 +CC(C)=CC[C@]12Oc3cc4c(c(O)c3C(=O)[C@@]1(O)Oc1cc(O)ccc12)C[C@@H](C(C)(C)O)O4 +CC(C)=CC[C@]12Oc3cc4c(c(O)c3C(=O)[C@@]1(O)Oc1cc(O)ccc12)C[C@@H](O)C(C)(C)O4 +CC(C)=CC[C@]12Oc3cc4c(c(O)c3C(=O)[C@@]1(O)Oc1cc(O)ccc12)C[C@H](C(C)(C)O)O4 +CC(C)=CC[C@]12Oc3cc4c(c(O)c3C(=O)[C@@]1(O)Oc1cc(O)ccc12)C[C@H](O)C(C)(C)O4 +CC(C)=CCc1[nH]c2cc(O)ccc2c1C[C@@H]1NC(=O)[C@@H]2CCCN2C1=O +CC(C)=CCc1[nH]c2ccccc2c1C1=C(O)C(=O)C(c2c(CC=C(C)C)[nH]c3ccccc23)=C(O)C1=O +CC(C)=CCc1[nH]c2ccccc2c1C[C@@H]1NC(=O)[C@@H]2CCCN2C1=O +CC(C)=CCc1[nH]c2ccccc2c1C[C@@H]1NC(=O)[C@H]2CCCN2C1=O +CC(C)=CCc1[nH]c2ccccc2c1C[C@H]1NC(=O)[C@@H]2CCCN2C1=O +CC(C)=CCc1[nH]c2ccccc2c1C[C@H]1NC(=O)[C@H]2CCCN2C1=O +CC(C)=CCc1c(-c2cc(O)c(O)cc2O)oc2c(CC=C(C)C)c3c(c(O)c2c1=O)C=CC(C)(C)O3 +CC(C)=CCc1c(-c2cc(O)c(O)cc2O)oc2c3c(cc(O)c2c1=O)OC(C)(C)C=C3 +CC(C)=CCc1c(-c2cc3ccc(O)cc3o2)cc2c3c1O[C@@]1(C)CCC([C@@H]3C1)C(C)(C)O2 +CC(C)=CCc1c(-c2ccc(O)c3c2OC(C)(C)C=C3)oc2cc(O)cc(O)c2c1=O +CC(C)=CCc1c(-c2ccc(O)cc2O)oc2c(CC=C(C)C)c(O)cc(O)c2c1=O +CC(C)=CCc1c(-c2ccc(O)cc2O)oc2c([C@@H]3C=C(C)C[C@H](c4ccc(O)cc4O)[C@H]3C(=O)c3ccc(O)cc3O)c(O)cc(O)c2c1=O +CC(C)=CCc1c(-c2ccc(O)cc2O)oc2c([C@H]3C=C(C)C[C@@H](c4ccc(O)cc4O)[C@@H]3C(=O)c3ccc(O)cc3O)c(O)cc(O)c2c1=O +CC(C)=CCc1c(-c2ccc(O)cc2O)oc2c([C@H]3Oc4cc(O)c5c(=O)c(CC=C(C)C)c(-c6ccc(O)cc6O)oc5c4[C@@H]4C=C(C)CC(C)(C)[C@H]34)c(O)cc(O)c2c1=O +CC(C)=CCc1c(-c2ccc(O)cc2O)oc2c3c(cc(O)c2c1=O)OC(C)(C)C=C3 +CC(C)=CCc1c(-c2ccc(O)cc2O)oc2c3c(cc(O)c2c1=O)O[C@H](C)C3(C)C +CC(C)=CCc1c(-c2ccc(O)cc2O)oc2cc(O)cc(O)c2c1=O +CC(C)=CCc1c(-c2ccc(O)cc2O)oc2cc3c(c(O)c2c1=O)C=CC(C)(C)O3 +CC(C)=CCc1c(-c2ccc(O)cc2O)oc2cc3c(c(O)c2c1=O)CC(C(C)(C)O)O3 +CC(C)=CCc1c(-c2ccc(O)cc2O)oc2cc3c(c(O)c2c1=O)CCC(C)(C)O3 +CC(C)=CCc1c(-c2coc3cc(O)cc(O)c3c2=O)cc2c(c1O)OC(C)(C)C=C2 +CC(C)=CCc1c(-c2coc3cc(O)cc(O)c3c2=O)ccc(O)c1O +CC(C)=CCc1c(-c2oc3c(CC=C(C)C)c(O)cc(O)c3c(=O)c2O)cc(O)c(O)c1CC=C(C)C +CC(C)=CCc1c(C)c(CC=C(C)C)c2c(c1O)C(=O)c1c(O)cc(O)c(CC=C(C)C)c1C2 +CC(C)=CCc1c(C)cc(O)c2c(O)c3c(cc12)C(CC=C(C)C)(CC=C(C)C)C(O)=CC3=O +CC(C)=CCc1c(C)cc(O)c2c(O)c3c(cc12)[C@]1(CC=C(C)C)C[C@H](O)C(C)(C)[C@@H](C3=O)C1=O +CC(C)=CCc1c(C)cc(O)c2c1C(O)c1c(CC=C(C)C)c(O)cc(O)c1C2=O +CC(C)=CCc1c(C)cc(O)c2c1Cc1c(CC=C(C)C)c(O)cc(O)c1C2=O +CC(C)=CCc1c(C)cc2cc3c(c(O)c2c1O)C(=O)C=C(O)C3(CC=C(C)C)CC=C(C)C +CC(C)=CCc1c(C2CCc3ccc(O)cc3O2)cc2c(c1O)OC(C)(C)C=C2 +CC(C)=CCc1c(C2CCc3ccc(O)cc3O2)ccc(O)c1O +CC(C)=CCc1c(C=O)cc(O)c2[nH]c3ccccc3c12 +CC(C)=CCc1c(C=O)cc2c([nH]c3ccccc32)c1O +CC(C)=CCc1c(CCCc2ccc(O)cc2O)cc(O)c(O)c1CC=C(C)C +CC(C)=CCc1c(CCc2ccccc2)cc(O)c(O)c1O +CC(C)=CCc1c(C[C@H]2C(=O)N3CCC[C@H]3C(=O)N2C(=O)OC(C)(C)C)c2ccccc2n1C(=O)OC(C)(C)C +CC(C)=CCc1c(O)c(C(=O)C(C)C)c(O)c2c(-c3ccccc3)cc(=O)oc12 +CC(C)=CCc1c(O)c(C(=O)C(C)C)c2oc(=O)cc(-c3ccccc3)c2c1O +CC(C)=CCc1c(O)c(C(=O)CC(C)C)c(O)c2c(-c3ccccc3)cc(=O)oc12 +CC(C)=CCc1c(O)c(C(=O)CC(C)C)c2oc(=O)cc(-c3ccccc3)c2c1O +CC(C)=CCc1c(O)c(C(=O)CC(C)CO)c2oc(=O)cc(-c3ccccc3)c2c1O +CC(C)=CCc1c(O)c(C)cc2c1O[C@H]1c3cc4c(cc3OC[C@@H]21)OC(C)(C)C=C4 +CC(C)=CCc1c(O)c(C)cc2c1O[C@H]1c3ccc(O)c(CC=C(C)C)c3OC[C@@H]21 +CC(C)=CCc1c(O)c(C)cc2c1O[C@H]1c3ccc(O)cc3OC[C@@H]21 +CC(C)=CCc1c(O)c(C)cc2c1[nH]c1ccccc12 +CC(C)=CCc1c(O)c(C=O)cc2c1[nH]c1cc(O)ccc12 +CC(C)=CCc1c(O)c(C=O)cc2c1[nH]c1ccccc12 +CC(C)=CCc1c(O)c(CC2=C(O)C(CC=C(C)C)(C(=O)C(C)C)C(O)=C(C)C2=O)c(O)c(C(=O)C(C)C)c1O +CC(C)=CCc1c(O)c(CC=C(C)C)c2c(c1O)-c1cc(O)c(O)cc1CC2 +CC(C)=CCc1c(O)c(CC=C(C)C)c2c(c1O)C(=O)CC(c1ccc(O)cc1)O2 +CC(C)=CCc1c(O)c(CC=C(C)C)c2c(c1O)C(=O)C[C@@H](c1cc(O)cc(O)c1)O2 +CC(C)=CCc1c(O)c(CC=C(C)C)c2c(c1O)C(=O)C[C@@H](c1cc3c(cc1O)OC(C)(C)C=C3)O2 +CC(C)=CCc1c(O)c(CC=C(C)C)c2c(c1O)C(=O)C[C@@H](c1ccc(O)c(O)c1)O2 +CC(C)=CCc1c(O)c(CC=C(C)C)c2c(c1O)C(=O)C[C@@H](c1ccc(O)cc1)O2 +CC(C)=CCc1c(O)c(CC=C(C)C)c2c(c1O)C(=O)C[C@@H](c1ccc(O)cc1O)O2 +CC(C)=CCc1c(O)c(CC=C(C)C)c2c(c1O)C(=O)Oc1c(cc(O)c3c1C=CC(C)(C)O3)O2 +CC(C)=CCc1c(O)c(CC=C(C)C)c2c(c1O)C(=O)[C@H](O)[C@@H](c1ccc(O)cc1)O2 +CC(C)=CCc1c(O)c(CC=C(C)C)c2c(c1O)C(=O)c1c(O)cc(C)c(CC=C(C)C)c1C2O +CC(C)=CCc1c(O)c(CC=C(C)C)c2c(c1O)c(=O)c1cccc(O)c1n2C +CC(C)=CCc1c(O)c(CC=C(C)C)c2oc(-c3cc(O)c(O)cc3O)c(CC=C(C)C)c(=O)c2c1O +CC(C)=CCc1c(O)c(CC=C(C)C)c2oc(-c3ccc(O)cc3)c(O)c(=O)c2c1O +CC(C)=CCc1c(O)c(CC=C(C)C)c2oc(-c3ccc(O)cc3O)c(CC=C(C)C)c(=O)c2c1O +CC(C)=CCc1c(O)c(CC=C(C)C)c2oc(-c3ccc4c(c3)OC(C)(C)C=C4)c(O)c(=O)c2c1O +CC(C)=CCc1c(O)c(CC=C(C)C)c2oc(-c3ccccc3)cc(=O)c2c1O +CC(C)=CCc1c(O)c(CC=C(C)C)c2oc3c(O)cc(O)cc3c(=O)c2c1O +CC(C)=CCc1c(O)c(CC=C(C)C)c2oc3c(O)ccc(O)c3c(=O)c2c1O +CC(C)=CCc1c(O)c(CC=C(C)C)c2oc3c(O)cccc3c(=O)c2c1O +CC(C)=CCc1c(O)c(CC=C(C)C)c2oc3c(c(=O)c2c1O)C(C=C(C)C)Oc1cc(O)c(O)cc1-3 +CC(C)=CCc1c(O)c(CC=C(C)C)c2oc3c(c(=O)c2c1O)C(C=C(C)C)Oc1cc(O)ccc1-3 +CC(C)=CCc1c(O)c(CC=C(C)C)c2oc3cc(O)c(O)cc3c(=O)c2c1O +CC(C)=CCc1c(O)c(CC=C(C)C)c2oc3cc(O)ccc3c(=O)c2c1O +CC(C)=CCc1c(O)c(CC=C(C)C)c2oc3ccc(O)cc3c(=O)c2c1O +CC(C)=CCc1c(O)c(CC=C(C)C)c2occ(-c3ccc(O)c(O)c3)c(=O)c2c1O +CC(C)=CCc1c(O)c(CC=C(C)C)c2occ(-c3ccc(O)cc3)c(=O)c2c1O +CC(C)=CCc1c(O)c(CCC(C)(C)O)cc2c1O[C@H](c1ccc(O)cc1)[C@@H](O)C2=O +CC(C)=CCc1c(O)c(Cc2ccc(O)cc2)c(O)c2c1O[C@H](c1ccc(O)cc1)CC2=O +CC(C)=CCc1c(O)c(O)c(CC=C(C)C)c2c(=O)c3c(O)c4c(cc3oc12)OC(C)(C)C=C4 +CC(C)=CCc1c(O)c(O)c2oc3c(CC=C(C)C)c(O)cc(O)c3c(=O)c2c1CC=C(C)C +CC(C)=CCc1c(O)c(O)c2oc3c(O)ccc(O)c3c(=O)c2c1CC=C(C)C +CC(C)=CCc1c(O)c(O)cc2c(=O)c3c(O)c4c(cc3oc12)OC(C)C4(C)C +CC(C)=CCc1c(O)c(O)cc2c1oc1c3ccc(O)cc3oc(=O)c21 +CC(C)=CCc1c(O)c(O)cc2c3c(oc12)-c1ccc(O)cc1OC3 +CC(C)=CCc1c(O)c(O)cc2oc3c4c(cc(O)c3c(=O)c12)OC(C)C4(C)C +CC(C)=CCc1c(O)c(O)cc2oc3c4c(ccc3c(=O)c12)OC(C)(C)C=C4 +CC(C)=CCc1c(O)c(O)cc2oc3cc(O)cc(O)c3c(=O)c12 +CC(C)=CCc1c(O)c2c(c(C(=O)CC(C)C)c1O)O[C@@H](C(C)(C)O)C2 +CC(C)=CCc1c(O)c2c(c(C(=O)CC(C)C)c1O)O[C@H](C(C)(C)O)C2 +CC(C)=CCc1c(O)c2c(c3c1OC(=O)C[C@H]3c1ccccc1)O[C@@H](C)[C@@H](C)C2=O +CC(C)=CCc1c(O)c2c(c3c1OC(=O)C[C@H]3c1ccccc1)O[C@@H](C)[C@H](C)C2=O +CC(C)=CCc1c(O)c2c(c3c1OC(C)(C)C=C3)CC=C(c1ccc(O)c(O)c1)C2=O +CC(C)=CCc1c(O)c2c(c3c1OC(C)(C)C=C3)O[C@H](c1ccc(O)cc1)CC2=O +CC(C)=CCc1c(O)c2c(c3c1OC(C)(C)C=C3)O[C@H](c1ccc(O)cc1O)CC2=O +CC(C)=CCc1c(O)c2c(c3c1OC(C)(C)C=C3)O[C@H](c1ccccc1)[C@@H](O)C2=O +CC(C)=CCc1c(O)c2c(c3c1OC(C)(C)C=C3)Oc1cc(O)c3c(c1OC2=O)C=CC(C)(C)O3 +CC(C)=CCc1c(O)c2c(c3c1O[C@H]1c4cc5c(cc4OC[C@@H]31)OC(C)(C)C=C5)C=CC(C)(C)O2 +CC(C)=CCc1c(O)c2c(c3c1[C@@H]1COc4cc5c(cc4[C@@H]1O3)C=CC(C)(C)O5)C=CC(C)(C)O2 +CC(C)=CCc1c(O)c2c3c(c1O)-c1oc4cc(O)cc(O)c4c(=O)c1CC3C(C)(C)O2 +CC(C)=CCc1c(O)cc(-c2cc3ccc(O)cc3o2)cc1O +CC(C)=CCc1c(O)cc(C)c(C(=O)O)c1O +CC(C)=CCc1c(O)cc(C)c(C=O)c1O +CC(C)=CCc1c(O)cc(C)cc1Oc1cc(C)c(C(=O)O)c(O)c1 +CC(C)=CCc1c(O)cc(C)oc1=O +CC(C)=CCc1c(O)cc(CCc2ccc(O)cc2)cc1O +CC(C)=CCc1c(O)cc(O)c(-c2c(O)cc(O)c(CC=C(C)C)c2O)c1O +CC(C)=CCc1c(O)cc(O)c(C(=O)C(C)C)c1O +CC(C)=CCc1c(O)cc(O)c2c(-c3ccccc3)cc(=O)oc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)c(-c3ccc(O)c(O)c3)coc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)c(-c3ccc(O)cc3)coc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)c(-c3ccc(O)cc3O)coc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)c(-c3ccc4c(c3)C=CC(C)(C)O4)coc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)c(O)c(-c3ccc(O)c(O)c3)oc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)c(O)c(-c3ccc(O)cc3)oc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)c(O)c(-c3ccccc3)oc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)c(O[C@@H]3O[C@@H](C)[C@H](O)[C@@H](O)[C@H]3O)c(-c3ccc(O)cc3)oc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)c3c(CC=C(C)C)c(O)ccc3oc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)c3c(oc12)-c1c(O)cc(O)c2c1C(C3)C(C)(C)O2 +CC(C)=CCc1c(O)cc(O)c2c(=O)c3c(oc12)-c1ccc(O)cc1OC3C=C(C)C +CC(C)=CCc1c(O)cc(O)c2c(=O)c3cc4c(c(O)c3oc12)OC(C)(C)C=C4 +CC(C)=CCc1c(O)cc(O)c2c(=O)c3cccc(O)c3n(C)c12 +CC(C)=CCc1c(O)cc(O)c2c(=O)c3cccc(O)c3oc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)c3ccccc3n(C)c12 +CC(C)=CCc1c(O)cc(O)c2c(=O)cc(-c3cc(O)c4c(c3)C=CC(C)(C)O4)oc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)cc(-c3ccc(O)c(O)c3)oc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)cc(-c3ccc(O)cc3)oc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)cc(-c3ccc(O)cc3O)oc12 +CC(C)=CCc1c(O)cc(O)c2c(=O)cc(-c3ccccc3)oc12 +CC(C)=CCc1c(O)cc(O)c2c1C(=O)c1c(O)c(Cl)c(C)c(Cl)c1OC2 +CC(C)=CCc1c(O)cc(O)c2c1OC(c1ccc(O)cc1)C(O)C2=O +CC(C)=CCc1c(O)cc(O)c2c1OC(c1ccc(O)cc1)CC2=O +CC(C)=CCc1c(O)cc(O)c2c1OC(c1ccc(O)cc1O)CC2=O +CC(C)=CCc1c(O)cc(O)c2c1OC(c1ccccc1)CC2=O +CC(C)=CCc1c(O)cc(O)c2c1O[C@@H](c1ccc(O)cc1)[C@@H](O)C2=O +CC(C)=CCc1c(O)cc(O)c2c1O[C@@]13C(=C[C@@H]4CC1C(C)(C)O[C@]3(CC=C(C)C)C4=O)C2=O +CC(C)=CCc1c(O)cc(O)c2c1O[C@H](c1ccc(O)cc1)CC2=O +CC(C)=CCc1c(O)cc(O)c2c1O[C@H](c1ccc(O)cc1O)CC2=O +CC(C)=CCc1c(O)cc(O)c2c1O[C@H](c1ccccc1)CC2=O +CC(C)=CCc1c(O)cc(O)c2c1O[C@H](c1ccccc1O)CC2=O +CC(C)=CCc1c(O)cc(O)c2c1O[C@]13C(=C[C@@H]4C[C@H]1C(C)(C)OC3(CC=C(C)C)C4=O)C2=O +CC(C)=CCc1c(O)cc(O)c2c1O[C@]13C(=C[C@@H]4C[C@H]1C(C)(C)O[C@@]3(CC=C(C)C)C4=O)C2=O +CC(C)=CCc1c(O)cc(O)c2c1O[C@]13C(=C[C@H]4C[C@@H]1C(C)(C)O[C@@]3(CC=C(C)C)C4=O)C2=O +CC(C)=CCc1c(O)cc(O)c2oc3cc(O)cc(O)c3c(=O)c12 +CC(C)=CCc1c(O)cc(O)cc1-c1cc(=O)c2c(O)cc(O)c(CC=C(C)C)c2o1 +CC(C)=CCc1c(O)cc(O)cc1-c1cc2ccc(O)c(CC=C(C)C)c2o1 +CC(C)=CCc1c(O)cc(O)cc1-c1cc2ccc(O)cc2o1 +CC(C)=CCc1c(O)cc(O)cc1CCc1ccccc1 +CC(C)=CCc1c(O)cc2c(=O)c3ccc(O)cc3oc2c1O +CC(C)=CCc1c(O)cc2c(c1-c1cc3ccc(O)cc3o1)C=CC(C)(C)O2 +CC(C)=CCc1c(O)cc2c(c1C)OC(=O)c1c(C)c(Cl)c(O)c(C=O)c1O2 +CC(C)=CCc1c(O)cc2c(c1C)OC(=O)c1c(C)cc(O)c(C=O)c1O2 +CC(C)=CCc1c(O)cc2c(c1O)C(=O)CC(c1ccc(O)c(O)c1)O2 +CC(C)=CCc1c(O)cc2c(c1O)C(=O)CC(c1ccc(O)cc1)O2 +CC(C)=CCc1c(O)cc2c(c1O)C(=O)CC(c1ccc(O)cc1O)O2 +CC(C)=CCc1c(O)cc2c(c1O)C(=O)CC(c1ccccc1)O2 +CC(C)=CCc1c(O)cc2c(c1O)C(=O)C[C@@H](c1cc3c(cc1O)OC(C)(C)C=C3)O2 +CC(C)=CCc1c(O)cc2c(c1O)C(=O)C[C@@H](c1ccccc1)O2 +CC(C)=CCc1c(O)cc2c(c1O)C(=O)[C@@]1(O)Oc3c(ccc(O)c3CC=C(C)C)[C@@]1(CC=C(C)C)O2 +CC(C)=CCc1c(O)cc2c(c1O)c(=O)c1c(CC=C(C)C)ccc(O)c1n2C +CC(C)=CCc1c(O)cc2oc(-c3ccc(O)c(O)c3)c(O)c(=O)c2c1O +CC(C)=CCc1c(O)cc2oc(-c3ccc(O)c(O)c3)cc(=O)c2c1O +CC(C)=CCc1c(O)cc2oc(-c3ccc(O)cc3)c(O)c(=O)c2c1O +CC(C)=CCc1c(O)cc2oc(-c3ccc(O)cc3)cc(=O)c2c1O +CC(C)=CCc1c(O)cc2oc(-c3ccc(O)cc3O)c(CC=C(C)C)c(=O)c2c1O +CC(C)=CCc1c(O)cc2oc(-c3ccc(O)cc3O)cc(=O)c2c1O +CC(C)=CCc1c(O)cc2oc(-c3ccccc3)c(O)c(=O)c2c1O +CC(C)=CCc1c(O)cc2oc(-c3ccccc3)cc(=O)c2c1O +CC(C)=CCc1c(O)cc2oc(C)cc(=O)c2c1O +CC(C)=CCc1c(O)cc2oc3c(CC=C(C)C)c(O)c(O)c(CC=C(C)C)c3c(=O)c2c1O +CC(C)=CCc1c(O)cc2oc3c(CC=C(C)C)c(O)c4c(c3c(=O)c2c1O)C=CC(C)(C)O4 +CC(C)=CCc1c(O)cc2oc3c(CC=C(C)C)c(O)c4c(c3c(=O)c2c1O)CC(O)C(C)(C)O4 +CC(C)=CCc1c(O)cc2oc3c(O)c(O)ccc3c(=O)c2c1O +CC(C)=CCc1c(O)cc2oc3c(O)c4c(cc3c(=O)c2c1O)C=CC(C)(C)O4 +CC(C)=CCc1c(O)cc2oc3c(O)cc(O)c(CC=C(C)C)c3c(=O)c2c1O +CC(C)=CCc1c(O)cc2oc3c(O)ccc(CCC(C)(C)O)c3c(=O)c2c1O +CC(C)=CCc1c(O)cc2oc3c(O)cccc3c(=O)c2c1O +CC(C)=CCc1c(O)cc2oc3c(c(=O)c2c1O)C(C=C(C)C)Oc1cc(O)ccc1-3 +CC(C)=CCc1c(O)cc2oc3c(c(=O)c2c1O)C(CC=C(C)C)(CC=C(C)C)C(=O)C(O)(CC=C(C)C)C3=O +CC(C)=CCc1c(O)cc2oc3cc(O)c(O)c(CC=C(C)C)c3c(=O)c2c1O +CC(C)=CCc1c(O)cc2oc3cc(O)c(O)c(CCC(C)(C)O)c3c(=O)c2c1O +CC(C)=CCc1c(O)cc2oc3cc(O)c4c(c3c(=O)c2c1O)C=CC(C)(C)O4 +CC(C)=CCc1c(O)cc2oc3cc(O)c4c(c3c(=O)c2c1O)CCC(C)(C)O4 +CC(C)=CCc1c(O)cc2oc3cc(O)ccc3c(=O)c2c1O +CC(C)=CCc1c(O)cc2oc3ccc(O)cc3c(=O)c2c1O +CC(C)=CCc1c(O)cc2oc3ccc4c(c3c(=O)c2c1O)C=CC(C)(C)O4 +CC(C)=CCc1c(O)cc2oc3cccc(O)c3c(=O)c2c1O +CC(C)=CCc1c(O)cc2occ(-c3cc(O)c4c(c3)C=CC(C)(C)O4)c(=O)c2c1O +CC(C)=CCc1c(O)cc2occ(-c3ccc(O)c(O)c3)c(=O)c2c1O +CC(C)=CCc1c(O)cc2occ(-c3ccc(O)cc3)c(=O)c2c1O +CC(C)=CCc1c(O)cc2occ(-c3ccc(O)cc3O)c(=O)c2c1O +CC(C)=CCc1c(O)cc2occ(-c3ccc4c(c3)C=CC(C)(C)O4)c(=O)c2c1O +CC(C)=CCc1c(O)cc2occ(-c3ccc4c(c3)OCO4)c(=O)c2c1O +CC(C)=CCc1c(O)cc2occ(-c3ccc4c(c3O)C=CC(C)(C)O4)c(=O)c2c1O +CC(C)=CCc1c(O)ccc(-c2cc3ccc(O)cc3o2)c1O +CC(C)=CCc1c(O)ccc(-c2coc3c(CC=C(C)C)c(O)cc(O)c3c2=O)c1O +CC(C)=CCc1c(O)ccc(-c2coc3cc(O)c(CC=C(C)C)c(O)c3c2=O)c1O +CC(C)=CCc1c(O)ccc(-c2coc3cc(O)cc(O)c3c2=O)c1O +CC(C)=CCc1c(O)ccc(-c2coc3cc(O)ccc3c2=O)c1O +CC(C)=CCc1c(O)ccc(C(=O)[C@@H]2[C@@H](c3c(O)cc(O)c4c(=O)c(CC=C(C)C)c(-c5ccc(O)cc5O)oc34)C=C(C)C[C@H]2c2ccc(O)cc2O)c1O +CC(C)=CCc1c(O)ccc(C(=O)[C@@H]2[C@@H](c3ccc(O)cc3O)CC(C)=C[C@H]2c2c(O)cc(O)c3c(=O)c(CC=C(C)C)c(-c4ccc(O)cc4O)oc23)c1O +CC(C)=CCc1c(O)ccc(C(=O)[C@@H]2[C@@H](c3ccc(O)cc3O)CC(C)=C[C@H]2c2c(O)cc3c(c2O)C(=O)[C@@H]2Oc4cc(O)ccc4[C@]2(CC=C(C)C)O3)c1O +CC(C)=CCc1c(O)ccc(C(=O)[C@H]2[C@@H](c3c(O)cc(-c4cc5ccc(O)cc5o4)cc3O)C=C(C)C[C@@H]2c2ccc(O)cc2O)c1O +CC(C)=CCc1c(O)ccc(C(=O)[C@H]2[C@H](c3c(O)cc(-c4cc5ccc(O)cc5o4)cc3O)C=C(C)C[C@H]2c2ccc(O)cc2O)c1O +CC(C)=CCc1c(O)ccc(C2COc3c(CC=C(C)C)c(O)cc(O)c3C2=O)c1O +CC(C)=CCc1c(O)ccc(C2COc3cc(O)c(CC=C(C)C)c(O)c3C2=O)c1O +CC(C)=CCc1c(O)ccc(CCCc2ccc(O)cc2)c1O +CC(C)=CCc1c(O)ccc([C@@H]2COc3c(ccc(O)c3CC=C(C)C)C2)c1O +CC(C)=CCc1c(O)ccc([C@@H]2COc3c(ccc4c3C=CC(C)(C)O4)C2)c1O +CC(C)=CCc1c(O)ccc([C@@]23Oc4cc(O)ccc4[C@@H]4CC(C)=C[C@@H](c5c(O)cc(-c6cc7ccc(O)cc7o6)cc5O2)[C@H]43)c1O +CC(C)=CCc1c(O)ccc([C@H]2COc3cc(O)c(CC=C(C)C)c(O)c3C2=O)c1O +CC(C)=CCc1c(O)ccc2[nH]c3cc(O)c(C)cc3c12 +CC(C)=CCc1c(O)ccc2[nH]c3ccc(C=O)cc3c12 +CC(C)=CCc1c(O)ccc2c(=O)c(-c3ccc(O)cc3)coc12 +CC(C)=CCc1c(O)ccc2c(=O)c(-c3ccc(O)cc3O)coc12 +CC(C)=CCc1c(O)ccc2c1OC(c1ccc(O)c(O)c1)CC2=O +CC(C)=CCc1c(O)ccc2c1OC(c1ccc(O)cc1O)CC2=O +CC(C)=CCc1c(O)ccc2c1OC1c3ccc(O)c(CC=C(C)C)c3OCC21 +CC(C)=CCc1c(O)ccc2c1OCC(c1ccc(O)cc1O)C2=O +CC(C)=CCc1c(O)ccc2c1OCC1c3cc4c(cc3OC21)OCO4 +CC(C)=CCc1c(O)ccc2c1OC[C@@H](c1ccc3c(c1O)C=CC(C)(C)O3)C2 +CC(C)=CCc1c(O)ccc2c1OC[C@H]1c3cc4c(cc3O[C@@H]21)OCO4 +CC(C)=CCc1c(O)ccc2c1OC[C@H]1c3ccc(O)cc3O[C@@H]21 +CC(C)=CCc1c(O)ccc2c1OC[C@H]1c3ccc4c(c3O[C@@H]21)C=CC(C)(C)O4 +CC(C)=CCc1c(O)ccc2c1OC[C@H]1c3ccc4c(c3O[C@@H]21)OC(C)(C)C=C4 +CC(C)=CCc1c(O)ccc2c1O[C@H](c1ccc(O)cc1)CC2 +CC(C)=CCc1c(O)ccc2c1O[C@H](c1ccc(O)cc1)CC2=O +CC(C)=CCc1c(O)ccc2c1O[C@H](c1ccc(O)cc1)[C@@H](O)C2=O +CC(C)=CCc1c(O)ccc2c1O[C@H](c1ccc(O)cc1O)CC2 +CC(C)=CCc1c(O)ccc2c1O[C@H](c1ccc(O)cc1O)CC2=O +CC(C)=CCc1c(O)ccc2c1O[C@H](c1ccc3c(c1)C(O)C(O)C(C)(C)O3)CC2=O +CC(C)=CCc1c(O)ccc2c1O[C@H](c1ccc3c(c1)C=CC(C)(C)O3)CC2=O +CC(C)=CCc1c(O)ccc2c1O[C@H]1c3cc(CCC(C)(C)O)c(O)cc3OC[C@@H]21 +CC(C)=CCc1c(O)ccc2c1O[C@H]1c3cc4c(cc3OC[C@@H]21)OC(C)(C)C(O)C4 +CC(C)=CCc1c(O)ccc2c1O[C@H]1c3ccc(O)c(CC=C(C)C)c3OC[C@@H]21 +CC(C)=CCc1c(O)ccc2c1O[C@H]1c3ccc(O)cc3OC[C@@H]21 +CC(C)=CCc1c(O)ccc2c1O[C@]1(O)C(=O)c3c(cc4c(c3O)C=CC(C)(C)O4)O[C@]21CC=C(C)C +CC(C)=CCc1c(O)ccc2c1[nH]c1cc(O)c(C)cc12 +CC(C)=CCc1c(O)ccc2c1oc(=O)c1c3ccc(O)cc3oc21 +CC(C)=CCc1c(O)ccc2c1oc1c3ccc(O)cc3oc(=O)c21 +CC(C)=CCc1c(O)ccc2c3c(oc12)-c1cc(C=O)c(O)cc1OC3 +CC(C)=CCc1c(O)ccc2cc(-c3cc(O)cc(O)c3)oc12 +CC(C)=CCc1c(O)ccc2ccc(=O)oc12 +CC(C)=CCc1c(O)ccc2oc3c(O)c4c(c(O)c3c(=O)c12)C=CC(C)(C)O4 +CC(C)=CCc1c(O)ccc2oc3c4c(cc(O)c3c(=O)c12)OC(C)(C)C=C4 +CC(C)=CCc1c(O)ccc2oc3cc4c(c(O)c3c(=O)c12)C=CC(C)(C)O4 +CC(C)=CCc1c(O)cccc1C(=O)c1c(O)cc(O)c(CC=C(C)C)c1O +CC(C)=CCc1c(O)cccc1C(=O)c1c(O)cc(O)c2c1OC(C)(C)C=C2 +CC(C)=CCc1c(O)cccc1C(=O)c1cc2c(cc1O)OC(C)(C)C=C2 +CC(C)=CCc1c(OC(=O)c2c(C)cc(O)cc2O)cc(CO)c(CO)c1O +CC(C)=CCc1c(O[C@@H]2O[C@H](CO)[C@@H](O)[C@H](O)[C@H]2O)cc(O)c2c1O[C@H](c1ccc(O)cc1)[C@@H](O)C2=O +CC(C)=CCc1c([C@@H]2CC(=O)c3c(O)cc(O)c(CC=C(C)C)c3O2)cc2c(c1O)OC(C)(C)C=C2 +CC(C)=CCc1c([C@@H]2CC(=O)c3c(O)cc(O)cc3O2)cc(O)c2c1C=CC(C)(C)O2 +CC(C)=CCc1c([C@@H]2CC(=O)c3c(O)cc(O)cc3O2)cc2c(c1O)OC(C)(C)C(O)C2O +CC(C)=CCc1c([C@@H]2CCc3ccc(O)cc3O2)cc2c(c1O)OC(C)(C)C(O)C2O +CC(C)=CCc1c([C@@H]2CCc3ccc(O)cc3O2)cc2c(c1O)OC(C)(C)C=C2 +CC(C)=CCc1c([C@@H]2CCc3ccc(O)cc3O2)ccc(O)c1O +CC(C)=CCc1c([C@H]2CC(=O)c3c(O)cc(O)cc3O2)cc2c(c1O)OC(C)(C)C=C2 +CC(C)=CCc1c([C@H]2CCc3ccc(O)cc3O2)cc(O)c(O)c1CC=C(C)C +CC(C)=CCc1c([C@H]2CCc3ccc(O)cc3O2)cc2c(c1O)OC(C)(C)C=C2 +CC(C)=CCc1c([C@H]2CCc3ccc(O)cc3O2)ccc(O)c1O +CC(C)=CCc1c2c(c(O)c3c(=O)c(-c4ccc(O)c(O)c4)coc13)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c(-c4ccc(O)cc4)coc13)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c(-c4ccc(O)cc4)coc13)CC(C(C)(C)O)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c(-c4ccc(O)cc4O)coc13)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c(C(O)C=C(C)C)c(-c4cc(O)c(O)cc4O)oc13)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c(O)c(-c4ccc(O)cc4)oc13)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c(O)c(-c4ccccc4)oc13)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c4c(oc13)-c1c(O)cc(O)c3c1C(C4)C(C)(C)O3)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c4c(oc13)-c1cc(O)c(O)cc1OC4C=C(C)C)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c4c(oc13)-c1ccc(O)cc1OC4C=C(C)C)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c4c(oc5cc(O)ccc54)oc13)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c4cc(O)c(O)cc4oc13)C(C)(C)C(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c4cc(O)cc(O)c4oc13)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c4ccc(O)c(O)c4oc13)C(C)(C)C(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)c4ccccc4[nH]c13)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c(=O)cc(-c4ccc(O)cc4)oc13)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c1O[C@@]14C(=C[C@H]5CC1C(C)(C)O[C@]4(CC=C(C)C)C5=O)C3=O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c1O[C@H](c1ccc(O)cc1)CC3=O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c1O[C@H](c1ccc(O)cc1)[C@@H](O)C3=O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c1O[C@H](c1ccc(O)cc1)[C@H]3c1cc(O)cc(O)c1)C(=O)C[C@@H](c1ccc(O)cc1)O2 +CC(C)=CCc1c2c(c(O)c3c1O[C@H](c1ccc(O)cc1)[C@H]3c1cc(O)cc(O)c1)C(=O)C[C@@H](c1ccc(O)cc1O)O2 +CC(C)=CCc1c2c(c(O)c3c1O[C@H](c1ccc(O)cc1O)CC3=O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c1O[C@H](c1ccccc1)[C@@H](O)C3=O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c1O[C@H](c1ccccc1O)CC3=O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c1O[C@H](c1ccccc1O)[C@@H](O)C3=O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c1O[C@]14C(=C[C@@H]5C[C@H]1C(C)(C)OC4(CC=C(C)C)C5=O)C3=O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c1O[C@]14C(=C[C@@H]5C[C@H]1C(C)(C)O[C@@]4(CC=C(C)C)C5=O)C3=O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c(O)c3c1Oc1cc(O)c4c(c1OC3=O)C=CC(C)(C)O4)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c3[nH]c4c(O)cccc4c(=O)c3c1O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c3[nH]c4ccccc4c(=O)c3c1O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c3c(c1O)c(=O)c1cccc(O)c1n3C)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c3c(c1O)c(=O)c1ccccc1n3C)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c3oc(-c4cc(O)c(O)cc4O)c(CC=C(C)C)c(=O)c3c1O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c3oc(=O)cc(-c4ccccc4)c3c1O)C(=O)[C@H](C)[C@@H](C)O2 +CC(C)=CCc1c2c(c3oc4c(C(C)(C)O)cc(O)cc4c(=O)c3c1O)C(C)(C)[C@@H](C)O2 +CC(C)=CCc1c2c(c3oc4c(O)c(O)ccc4c(=O)c3c1O)C(C)(C)C(C)O2 +CC(C)=CCc1c2c(c3oc4c(O)cc(O)cc4c(=O)c3c1O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c3oc4c(O)ccc(O)c4c(=O)c3c1O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c3oc4c(O)cccc4c(=O)c3c1O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c3oc4c(O)cccc4c(=O)c3c1O)CCC(C)(C)O2 +CC(C)=CCc1c2c(c3oc4cc(O)c(O)cc4c(=O)c3c1O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c3occ(-c4ccc(O)c(O)c4)c(=O)c3c1O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c3occ(-c4ccc(O)c(O)c4)c(=O)c3c1O)CC(C(C)(C)O)O2 +CC(C)=CCc1c2c(c3occ(-c4ccc(O)cc4)c(=O)c3c1O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(c3occ(-c4ccc(O)cc4)c(=O)c3c1O)CC(C(C)(C)O)O2 +CC(C)=CCc1c2c(c3occ(-c4ccc(O)cc4O)c(=O)c3c1O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(cc3c1O[C@H](c1ccc(O)cc1O)CC3=O)C=CC(C)(C)O2 +CC(C)=CCc1c2c(cc3c4c([nH]c13)[C@@]1(C)[C@@H](CC[C@@H]3[C@]1(C)CC[C@]1(O)O[C@H]([C@H](O)[C@H](C)C(=O)O)C[C@@]31C)C4)C1=CC(C)(C)OC(C)(C)[C@H]1[C@@H]2O +CC(C)=CCc1c2oc(C(C)(C)O)cc2c(O)c2c(=O)c(-c3ccc(O)cc3)coc12 +CC(C)=CCc1c[nH]c2ccccc12 +CC(C)=CCc1cc(-c2cc(=O)c3c(O)c(CC=C(C)C)c(O)cc3o2)ccc1O +CC(C)=CCc1cc(-c2cc(=O)c3c(O)cc(O)c(CC=C(C)C)c3o2)ccc1O +CC(C)=CCc1cc(-c2cc(=O)c3c(O)cc(O)cc3o2)cc(O)c1O +CC(C)=CCc1cc(-c2cc(=O)c3c(O)cc(O)cc3o2)ccc1O +CC(C)=CCc1cc(-c2cc(=O)c3cc(CC=C(C)C)c(O)cc3o2)ccc1O +CC(C)=CCc1cc(-c2cc(=O)c3ccc(O)cc3o2)ccc1O +CC(C)=CCc1cc(-c2cc3cc4c(cc3o2)OCO4)c(O)cc1O +CC(C)=CCc1cc(-c2coc3c(C(C=C(C)C)c4cc(-c5coc6cc(O)cc(O)c6c5=O)ccc4O)c(O)cc(O)c3c2=O)ccc1O +CC(C)=CCc1cc(-c2coc3c(CC=C(C)C)c(O)cc(O)c3c2=O)cc(O)c1O +CC(C)=CCc1cc(-c2coc3c(CC=C(C)C)c(O)cc(O)c3c2=O)ccc1O +CC(C)=CCc1cc(-c2coc3c(CC=C(C)C)c(O)ccc3c2=O)ccc1O +CC(C)=CCc1cc(-c2coc3cc(O)c(CC=C(C)C)c(O)c3c2=O)cc(O)c1O +CC(C)=CCc1cc(-c2coc3cc(O)c(CC=C(C)C)c(O)c3c2=O)ccc1O +CC(C)=CCc1cc(-c2coc3cc(O)cc(O)c3c2=O)c(CC=C(C)C)c(O)c1O +CC(C)=CCc1cc(-c2coc3cc(O)cc(O)c3c2=O)c(O)cc1O +CC(C)=CCc1cc(-c2coc3cc(O)cc(O)c3c2=O)cc(O)c1O +CC(C)=CCc1cc(-c2coc3cc(O)cc(O)c3c2=O)cc2c1OC(C)(C)C(O)C2 +CC(C)=CCc1cc(-c2coc3cc(O)cc(O)c3c2=O)ccc1O +CC(C)=CCc1cc(-c2coc3cc(O)ccc3c2=O)ccc1O +CC(C)=CCc1cc(-c2oc3c(CC=C(C)C)c(O)c(O)cc3c2C(=O)c2cc3c(c(CC=C(C)C)c2O)O[C@H]2c4cc(CC=C(C)C)c(O)cc4OC[C@@H]32)c(O)cc1O +CC(C)=CCc1cc(-c2oc3c(CC=C(C)C)c(O)c(O)cc3c2C(=O)c2cc3c(c(CC=C(C)C)c2O)O[C@H]2c4ccc(O)c(CC=C(C)C)c4OC[C@@H]32)c(O)cc1O +CC(C)=CCc1cc(-c2oc3c(CC=C(C)C)c(O)cc(O)c3c(=O)c2O)cc(O)c1O +CC(C)=CCc1cc(-c2oc3c(CC=C(C)C)c(O)cc(O)c3c(=O)c2O)ccc1O +CC(C)=CCc1cc(-c2oc3c(CC=C(C)C)c(O)ccc3c2C(=O)O)c(O)cc1O +CC(C)=CCc1cc(-c2oc3c(CC=C(C)C)c(O)ccc3c2C=O)c(O)cc1O +CC(C)=CCc1cc(-c2oc3c4c(cc(O)c3c(=O)c2O)OC(C)C4(C)C)cc(O)c1O +CC(C)=CCc1cc(-c2oc3cc(O)c(CC=C(C)C)c(O)c3c(=O)c2O)cc(O)c1O +CC(C)=CCc1cc(-c2oc3cc(O)c(CC=C(C)C)c(O)c3c(=O)c2O)ccc1O +CC(C)=CCc1cc(-c2oc3cc(O)cc(O)c3c(=O)c2O)cc(O)c1O +CC(C)=CCc1cc(-c2oc3cc(O)cc(O)c3c(=O)c2O)ccc1O +CC(C)=CCc1cc(-c2oc3cc(O[C@@H]4O[C@H](CO)[C@@H](O)[C@H](O)[C@H]4O[C@@H]4O[C@H](CO)[C@@H](O)[C@H](O)[C@H]4O)cc(O)c3c(=O)c2CO)cc(O)c1O +CC(C)=CCc1cc(-c2oc3cc(O[C@@H]4O[C@H](CO)[C@@H](O)[C@H](O)[C@H]4O[C@@H]4O[C@H](CO)[C@@H](O)[C@H](O)[C@H]4O)cc(O)c3c(=O)c2CO)cc(O)c1O[C@@H]1O[C@H](CO)[C@@H](O)[C@H](O)[C@H]1O +CC(C)=CCc1cc(=O)cc2n(C)c3cccc(C(=O)O)c3nc1-2 +CC(C)=CCc1cc(=O)cc2n(CC=C(C)C)c3cccc(C(=O)O)c3nc1-2 +CC(C)=CCc1cc(Br)c2c(c1O)[C@]1(CC=C(C)C)CCN(C)[C@@H]1N2 +CC(C)=CCc1cc(C(=O)CC(=O)c2cc(CC=C(C)C)c(O)cc2O)ccc1O +CC(C)=CCc1cc(C(=O)Nc2c(O)c3ccc(O)c(C)c3oc2=O)ccc1O +CC(C)=CCc1cc(C(=O)Nc2c(O)c3ccc(O[C@@H]4OC(C)(C)[C@H](O)[C@@H](O)[C@H]4O)c(C)c3oc2=O)cc(O)c1O +CC(C)=CCc1cc(C(=O)Nc2c(O)c3ccc(O[C@@H]4OC(C)(C)[C@H](O)[C@@H](O)[C@H]4O)c(C)c3oc2=O)ccc1O +CC(C)=CCc1cc(C(=O)Nc2c(O)c3ccc(O[C@@H]4OC(C)(C)[C@H](O)[C@@H](OC(N)=O)[C@H]4O)c(C)c3oc2=O)ccc1O +CC(C)=CCc1cc(C(=O)O)cc(CC=C(C)C)c1O +CC(C)=CCc1cc(C(=O)O)cc2c1OC(C)(C)C=C2 +CC(C)=CCc1cc(C(=O)O)ccc1O +CC(C)=CCc1cc(C(=O)[C@@H](O)Cc2ccc(O)cc2)c(O)c(C)c1O +CC(C)=CCc1cc(C(=O)[C@@H](O)Cc2ccc(O)cc2)c(O)c(CC=C(C)C)c1O +CC(C)=CCc1cc(C(=O)[C@@H](O)Cc2ccc(O)cc2)c(O)cc1O +CC(C)=CCc1cc(C(=O)c2cccc(O)c2CC=C(C)C)c(O)cc1O +CC(C)=CCc1cc(C(O)C2NC(=O)CNC(=O)[C@H](C(C)C)NC(=O)CNC(=O)[C@@H]3CCCN3C(=O)[C@@H](Cc3c[nH]c4ccccc34)NC(=O)CNC2=O)ccc1O +CC(C)=CCc1cc(C2CC(=O)c3c(O)cc(O)cc3O2)cc(CC=C(C)C)c1O +CC(C)=CCc1cc(C2CC(=O)c3c(O)cc(O)cc3O2)ccc1O +CC(C)=CCc1cc(C2CC(=O)c3c(cc(O)c(CC=C(C)C)c3O)O2)cc(CC=C(C)C)c1O +CC(C)=CCc1cc(C2CC(=O)c3cc(CC=C(C)C)c(O)c(CC=C(C)C)c3O2)ccc1O +CC(C)=CCc1cc(C2CC(=O)c3ccc(O)c(CC=C(C)C)c3O2)ccc1O +CC(C)=CCc1cc(C2CC(=O)c3ccc(O)cc3O2)cc2c1OC(C)(C)C=C2 +CC(C)=CCc1cc(C2CC(=O)c3ccc(O)cc3O2)ccc1O +CC(C)=CCc1cc(C2CC(=O)c3ccc4c(c3O2)C=CC(C)(C)O4)ccc1O +CC(C)=CCc1cc(C2CCc3ccc(O)cc3O2)c(CC=C(C)C)c(O)c1O +CC(C)=CCc1cc(C2CCc3ccc(O)cc3O2)cc(O)c1O +CC(C)=CCc1cc(C2COc3cc4c(c(O)c3C2=O)C=CC(C)(C)O4)c(O)cc1O +CC(C)=CCc1cc(C2Oc3c(ccc(O)c3CC=C(C)C)C(=O)C2O)ccc1O +CC(C)=CCc1cc(CCC(=O)c2c(O)cc3c(c2O)CCC(C)(C)O3)ccc1O +CC(C)=CCc1cc(CCCc2ccc(O)cc2O)ccc1O +CC(C)=CCc1cc(CCc2cc(O)c(CC=C(C)C)c(O)c2)cc(O)c1O +CC(C)=CCc1cc(CCc2cc(O)c(CC=C(C)C)c(O)c2)ccc1O +CC(C)=CCc1cc(CCc2cc(O)cc(O)c2)cc(O)c1O +CC(C)=CCc1cc(CCc2cc(O)cc(O)c2)ccc1O +CC(C)=CCc1cc(C[C@@H](O)C(=O)c2cc(CC=C(C)C)c(O)cc2O)ccc1O +CC(C)=CCc1cc(C[C@H](N)C(=O)O)ccc1O +CC(C)=CCc1cc(O)c(O)c(CC=C(C)C)c1-c1oc2c(CC=C(C)C)c(O)cc(O)c2c(=O)c1O +CC(C)=CCc1cc(O)c(O)c(CC=C(C)C)c1[C@H]1Oc2c(CC=C(C)C)c(O)cc(O)c2C(=O)[C@@H]1O +CC(C)=CCc1cc(O)c(O)c2oc3cc(O)cc(O)c3c(=O)c12 +CC(C)=CCc1cc(O)c(O)c2oc3cc4c(c(O)c3c(=O)c12)C=CC(C)(C)O4 +CC(C)=CCc1cc(O)c2c(=O)c3cccc(O)c3oc2c1O +CC(C)=CCc1cc(O)cc2c1OC(C)(C)CC2=O +CC(C)=CCc1cc(O)ccc1O +CC(C)=CCc1cc(O)ccc1O[C@@H]1O[C@H](CO)[C@@H](O)[C@H](O)[C@H]1O +CC(C)=CCc1cc(O[C@@H]2O[C@H](CO)[C@@H](O)[C@H](O)[C@H]2O)ccc1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(O)c(CC=C(C)C)c(O)c(CC=C(C)C)c3O2)cc(O)c1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(O)c(CC=C(C)C)c(O)c(CC=C(C)C)c3O2)ccc1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(O)cc(O)c(CC=C(C)C)c3O2)ccc1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(O)cc(O)cc3O2)c(CC=C(C)C)c(O)c1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(O)cc(O)cc3O2)c(O)c(CC=C(C)C)c1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(O)cc(O)cc3O2)cc(CC=C(C)C)c1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(O)cc(O)cc3O2)cc(O)c1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(O)cc(O)cc3O2)cc2c1OC(C)(C)C(O)C2 +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(O)cc(O)cc3O2)cc2c1OC(C)(C)C(O)C2O +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(O)cc(O)cc3O2)cc2c1OC(C)(C)C=C2 +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(O)cc(O)cc3O2)cc2ccoc12 +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(O)cc(O)cc3O2)ccc1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(cc(O)c(CC=C(C)C)c3O)O2)c(O)cc1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3c(cc(O)c(CC=C(C)C)c3O)O2)ccc1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3cc(CC=C(C)C)c(O)c(CC=C(C)C)c3O2)ccc1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3ccc(O)c(CC=C(C)C)c3O2)cc(CC=C(C)C)c1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3ccc(O)c(CC=C(C)C)c3O2)cc2c1OC(C(C)(C)O)C2 +CC(C)=CCc1cc([C@@H]2CC(=O)c3ccc(O)c(CC=C(C)C)c3O2)cc2c1OC(C)(C)C(O)C2 +CC(C)=CCc1cc([C@@H]2CC(=O)c3ccc(O)c(CC=C(C)C)c3O2)cc2c1OC(C)(C)C=C2 +CC(C)=CCc1cc([C@@H]2CC(=O)c3ccc(O)c(CC=C(C)C)c3O2)ccc1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3ccc(O)cc3O2)cc(CC=C(C)C)c1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3ccc(O)cc3O2)cc2c1OC(C)(C)C(O)C2 +CC(C)=CCc1cc([C@@H]2CC(=O)c3ccc(O)cc3O2)cc2c1OC(C)(C)C=C2 +CC(C)=CCc1cc([C@@H]2CC(=O)c3ccc(O)cc3O2)ccc1O +CC(C)=CCc1cc([C@@H]2CC(=O)c3ccc4c(c3O2)C=CC(C)(C)O4)ccc1O +CC(C)=CCc1cc([C@@H]2CCc3ccc(O)cc3O2)c(CC=C(C)C)c(O)c1O +CC(C)=CCc1cc([C@@H]2CCc3ccc(O)cc3O2)ccc1O +CC(C)=CCc1cc([C@@H]2COc3c(ccc4c3C=CC(C)(C)O4)C2)c(O)cc1O +CC(C)=CCc1cc([C@@H]2COc3cc(O)c(CC=C(C)C)c(O)c3C2=O)ccc1O +CC(C)=CCc1cc([C@H](O)[C@@H]2NC(=O)CNC(=O)[C@H](C(C)C)NC(=O)CNC(=O)[C@@H]3CCCN3C(=O)[C@H](Cc3c[nH]c4ccccc34)NC(=O)CNC2=O)ccc1O +CC(C)=CCc1cc([C@H]2CC(=O)c3ccc(O)cc3O2)cc2c1OC(C)(C)C=C2 +CC(C)=CCc1cc([C@H]2CC(=O)c3ccc(O)cc3O2)ccc1O +CC(C)=CCc1cc([C@H]2Oc3c(CC=C(C)C)c(O)c(CC=C(C)C)c(O)c3C(=O)[C@@H]2O)ccc1O +CC(C)=CCc1cc([C@H]2Oc3c(CC=C(C)C)c(O)cc(O)c3C(=O)[C@@H]2O)ccc1O +CC(C)=CCc1cc([C@H]2Oc3c(cc(CC=C(C)C)c(O)c3CC=C(C)C)C(=O)[C@@H]2O)ccc1O +CC(C)=CCc1cc([C@H]2Oc3c(ccc(O)c3CC=C(C)C)C(=O)C2O)ccc1O +CC(C)=CCc1cc([C@H]2Oc3c(ccc(O)c3CC=C(C)C)C(=O)[C@@H]2O)ccc1O +CC(C)=CCc1cc([C@H]2Oc3c(ccc4c3C=CC(C)(C)O4)C(=O)[C@@H]2O)ccc1O +CC(C)=CCc1cc([C@H]2Oc3cc(O)c(CC=C(C)C)cc3C(=O)[C@@H]2O)ccc1O +CC(C)=CCc1cc([C@H]2Oc3cc(O)ccc3C(=O)[C@@H]2O)ccc1O +CC(C)=CCc1cc([C@H]2Oc3cc(O)ccc3C[C@H]2O)ccc1O +CC(C)=CCc1cc([C@]23Oc4cc(O)c(CC=C(C)C)cc4C(=O)[C@H]2[C@H]2c4ccc(O)cc4O[C@@H]4Oc5c(ccc(O)c5CC=C(C)C)[C@@]42O3)ccc1O +CC(C)=CCc1cc2[nH]c3c(c2cc1CC=C(C)C)C[C@@H]1CC[C@@]2(O)C4=CC(=O)[C@@H](C(C)(C)O)O[C@H]4CC[C@]2(C)[C@@]31C +CC(C)=CCc1cc2[nH]c3c(c2cc1CC=C(C)C)C[C@@H]1CC[C@@]2(O)C4=CC(=O)[C@@H]5O[C@@]4(CC[C@]2(C)[C@@]31C)OC5(C)C +CC(C)=CCc1cc2c(=O)c(-c3ccc(O)cc3O)coc2c(CC=C(C)C)c1O +CC(C)=CCc1cc2c(=O)c3c(O)c(CC=C(C)C)c(O)c(CC=C(C)C)c3oc2c(O)c1O +CC(C)=CCc1cc2c(=O)c3c(O)c4c(cc3oc2c(O)c1O)OC(C)C4(C)C +CC(C)=CCc1cc2c(=O)cc(-c3ccc(O)cc3)oc2cc1O +CC(C)=CCc1cc2c(=O)cc(-c3ccc4c(c3)C=CC(C)(C)O4)oc2cc1O +CC(C)=CCc1cc2c(c(CC=C(C)C)c1O)O[C@H](c1ccc(O)cc1)CC2=O +CC(C)=CCc1cc2c(c(CC=C(C)C)c1O)O[C@H](c1ccc(O)cc1)[C@@H](O)C2=O +CC(C)=CCc1cc2c(c(CC=C(C)C)c1O)O[C@H](c1ccc3c(c1)C=CC(C)(C)O3)CC2=O +CC(C)=CCc1cc2c(c3c1[C@@H]1C[C@H](C3=O)[C@@H]1C)OC(C)(C)[C@@H](O)C2=O +CC(C)=CCc1cc2c(c3c1[C@@H]1C[C@H](C3=O)[C@@H]1C)OC(C)(C)[C@H](O)C2=O +CC(C)=CCc1cc2c(cc1O)OCC(c1ccc(O)cc1O)C2=O +CC(C)=CCc1cc2c(cc1O)OCC1c3cc(C)c(O)c(CC=C(C)C)c3OC21 +CC(C)=CCc1cc2c(cc1O)OC[C@@]1(O)c3ccc4c(c3O[C@@H]21)C=CC(C)(C)O4 +CC(C)=CCc1cc2c(cc1O)OC[C@H]1c3c4c(c(O)c(CC=C(C)C)c3O[C@@H]21)OC(C)(C)C=C4 +CC(C)=CCc1cc2c(cc1O)OC[C@H]1c3cc(C)c(O)c(CC=C(C)C)c3O[C@@H]21 +CC(C)=CCc1cc2c(cc1O)OC[C@H]1c3cc(O)c4c(c3O[C@@H]21)C=CC(C)(C)O4 +CC(C)=CCc1cc2c(cc1O)OC[C@H]1c3cc4c(cc3O[C@@H]21)OCO4 +CC(C)=CCc1cc2c(cc1O)OC[C@H]1c3ccc(O)c(CC=C(C)C)c3O[C@@H]21 +CC(C)=CCc1cc2c(cc1O)OC[C@H]1c3ccc(O)cc3O[C@@H]21 +CC(C)=CCc1cc2c(cc1O)OC[C@H]1c3ccc4c(c3O[C@@H]21)C=CC(C)(C)O4 +CC(C)=CCc1cc2c(cc1O)OC[C@H]1c3ccc4c(c3O[C@@H]21)CC(O)C(C)(C)O4 +CC(C)=CCc1cc2c(cc1O)OCc1c-2oc2c(CC=C(C)C)c(O)c(O)cc12 +CC(C)=CCc1cc2c(cc1O)OCc1c-2oc2c(CC=C(C)C)c(O)ccc12 +CC(C)=CCc1cc2c(cc1O)O[C@H](c1ccc(O)cc1)CC2=O +CC(C)=CCc1cc2c(cc1O)O[C@H]1c3ccc(O)c(CC=C(C)C)c3OC[C@@H]21 +CC(C)=CCc1cc2c(cc1O)O[C@H]1c3ccc(O)c(O)c3OC[C@@H]21 +CC(C)=CCc1cc2c(cc1O)O[C@H]1c3ccc(O)cc3OC[C@@H]21 +CC(C)=CCc1cc2c(cc1O)[nH]c1ccc(C)cc12 +CC(C)=CCc1cc2c(cc1O)oc(=O)c1c3cc(O)c(O)c(CC=C(C)C)c3oc21 +CC(C)=CCc1cc2c(cc1O)oc(=O)c1c3cc(O)c(O)cc3oc21 +CC(C)=CCc1cc2c(cc1O)oc(=O)c1c3ccc(O)c(CC=C(C)C)c3oc21 +CC(C)=CCc1cc2c(cc1O)oc(=O)c1c3ccc(O)cc3oc21 +CC(C)=CCc1cc2c3c(c1)N(C)C(=O)[C@]31O[C@]3(O)[C@@H](O)C(=O)N4C(C)(C)[C@H](C2)[C@H]1[C@@]43O +CC(C)=CCc1cc2cc(-c3cc(O)cc(O)c3)oc2cc1O +CC(C)=CCc1cc2ccc(=O)oc2c(CC=C(C)C)c1O +CC(C)=CCc1cc2ccc(=O)oc2c2c1OC(C)(C)C=C2 +CC(C)=CCc1cc2ccc(=O)oc2cc1O +CC(C)=CCc1ccc(-c2oc3c(CC=C(C)C)c(O)c(CC=C(C)C)c(O)c3c(=O)c2O)cc1O +CC(C)=CCc1ccc(-c2oc3c(CC=C(C)C)c(O)c4c(c3c(=O)c2O)OC(C)(C)CC4)cc1O +CC(C)=CCc1ccc(-c2oc3c4c(c5c(c3c(=O)c2O)OC(C)(C)CC5)OC(C)(C)CC4)cc1O +CC(C)=CCc1ccc(=O)c(O)cc1C(C)C 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+CC1(C)C=Cc2c(cc(O)c3c(=O)c4c5c(ccc4oc23)OC(C)(C)C=C5)O1 +CC1(C)C=Cc2c(cc(O)c3c(=O)c4cc(O)ccc4oc23)O1 +CC1(C)C=Cc2c(cc(O)c3c(=O)c4cccc(O)c4[nH]c23)O1 +CC1(C)C=Cc2c(cc(O)c3c(=O)c4cccc(O)c4oc23)O1 +CC1(C)C=Cc2c(cc(O)c3c(=O)c4ccccc4[nH]c23)O1 +CC1(C)C=Cc2c(cc(O)c3c(=O)cc(-c4ccc(O)c(O)c4)oc23)O1 +CC1(C)C=Cc2c(cc(O)c3c(=O)cc(-c4ccc(O)cc4)oc23)O1 +CC1(C)C=Cc2c(cc(O)c3c(=O)cc(CCCO)oc23)O1 +CC1(C)C=Cc2c(cc(O)c3c(=O)cc(CO)oc23)O1 +CC1(C)C=Cc2c(cc(O)c3c(=O)cc(Oc4ccc(O)cc4)oc23)O1 +CC1(C)C=Cc2c(cc(O)c3c2OC(c2ccc(O)cc2)CC3=O)O1 +CC1(C)C=Cc2c(cc(O)c3c2OCC(c2cc4c(cc2O)OCO4)C3=O)O1 +CC1(C)C=Cc2c(cc(O)c3c2OCC(c2ccc(O)cc2O)C3=O)O1 +CC1(C)C=Cc2c(cc(O)c3c2O[C@H](c2ccc(O)cc2)[C@@H](O)C3=O)O1 +CC1(C)C=Cc2c(cc(O)c3c2O[C@H](c2ccccc2)CC3=O)O1 +CC1(C)C=Cc2c(cc(O)c3ccc(=O)oc23)O1 +CC1(C)C=Cc2c(cc(O)cc2-c2cc3ccc(O)cc3o2)O1 +CC1(C)C=Cc2c(cc3c(c2O)C(=O)CC(c2ccc(O)cc2)O3)O1 +CC1(C)C=Cc2c(cc3c(c2O)C(=O)CC(c2ccc(O)cc2O)O3)O1 +CC1(C)C=Cc2c(cc3c(c2O)C(=O)C[C@@H](c2ccccc2O)O3)O1 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+CC1(C)C=Cc2c(ccc(CCC(=O)O)c2O[C@@H]2O[C@H](CO[C@@H]3O[C@H](CO)[C@@H](O)[C@H](O)[C@H]3O)[C@@H](O)[C@H](O)[C@H]2O)O1 +CC1(C)C=Cc2c(ccc([C@@H]3COc4c(ccc5c4C=CC(C)(C)O5)C3)c2O)O1 +CC1(C)C=Cc2c(ccc([C@@H]3COc4cc(O)cc(O)c4C3=O)c2O)O1 +CC1(C)C=Cc2c(ccc([C@@H]3COc4cc(O)ccc4C3)c2O)O1 +CC1(C)C=Cc2c(ccc([C@]3(O)COc4cc(O)cc(O)c4C3=O)c2O)O1 +CC1(C)C=Cc2c(ccc3[nH]c4cc(O)c(C=O)cc4c23)O1 +CC1(C)C=Cc2c(ccc3c(=O)c(-c4ccc(O)cc4)coc23)O1 +CC1(C)C=Cc2c(ccc3c(=O)c(-c4ccc(O)cc4O)coc23)O1 +CC1(C)C=Cc2c(ccc3c(=O)c(-c4ccc5c(c4)OCO5)coc23)O1 +CC1(C)C=Cc2c(ccc3c(=O)cc(-c4ccccc4)oc23)O1 +CC1(C)C=Cc2c(ccc3c2N(O)C(=O)[C@@]32C[C@@]34NC(=O)[C@]5(CCCN5C3=O)C[C@H]4C2(C)C)O1 +CC1(C)C=Cc2c(ccc3c2N(O)C(=O)[C@]32C[C@]34NC(=O)[C@@]5(CCCN5C3=O)C[C@@H]4C2(C)C)O1 +CC1(C)C=Cc2c(ccc3c2NC(=O)[C@@]32C[C@@]34NC(=O)[C@]5(CCCN5C3=O)C[C@H]4C2(C)C)O1 +CC1(C)C=Cc2c(ccc3c2NC(=O)[C@@]32[C@@H](O)[C@@]34NC(=O)[C@]5(CCCN5C3=O)C[C@H]4C2(C)C)O1 +CC1(C)C=Cc2c(ccc3c2NC(=O)[C@@]32[C@H](O)[C@@]34NC(=O)[C@]5(CCCN5C3=O)C[C@H]4C2(C)C)O1 +CC1(C)C=Cc2c(ccc3c2NC(=O)[C@]32C[C@]34NC(=O)[C@@]5(CCCN5C3=O)C[C@@H]4C2(C)C)O1 +CC1(C)C=Cc2c(ccc3c2N[C@]2(C[C@@]45NC(=O)[C@]6(CCCN6C4=O)CC5C2(C)C)C3=O)O1 +CC1(C)C=Cc2c(ccc3c2OC(c2ccc(O)cc2)CC3=O)O1 +CC1(C)C=Cc2c(ccc3c2OC(c2ccccc2)CC3=O)O1 +CC1(C)C=Cc2c(ccc3c2OCC(O)C3)O1 +CC1(C)C=Cc2c(ccc3c2OCC(c2cc4c(cc2O)OCO4)C3)O1 +CC1(C)C=Cc2c(ccc3c2OCC(c2ccc(O)cc2O)=C3)O1 +CC1(C)C=Cc2c(ccc3c2OCC2(O)c4ccc(O)cc4OC32)O1 +CC1(C)C=Cc2c(ccc3c2OCC2c4cc5c(cc4OC32)OCO5)O1 +CC1(C)C=Cc2c(ccc3c2OC[C@@H](c2cc(C=O)c(O)cc2O)C3)O1 +CC1(C)C=Cc2c(ccc3c2OC[C@@H](c2ccc(O)c4c2OC(C)(C)C=C4)C3)O1 +CC1(C)C=Cc2c(ccc3c2OC[C@@H](c2ccc(O)cc2O)C3)O1 +CC1(C)C=Cc2c(ccc3c2OC[C@@]2(O)c4ccc(O)cc4O[C@@H]32)O1 +CC1(C)C=Cc2c(ccc3c2OC[C@H](c2ccc(O)cc2O)C3)O1 +CC1(C)C=Cc2c(ccc3c2OC[C@H]2c4ccc(O)cc4O[C@@H]32)O1 +CC1(C)C=Cc2c(ccc3c2OC[C@]2(O)c4ccc(O)cc4O[C@H]32)O1 +CC1(C)C=Cc2c(ccc3c2O[C@@H](O)[C@@H]2c4ccc(O)cc4O[C@H]32)O1 +CC1(C)C=Cc2c(ccc3c2O[C@@H]2COc4cc5c(cc4[C@@]2(O)C3=O)OCO5)O1 +CC1(C)C=Cc2c(ccc3c2O[C@@H]2COc4cc5c(cc4[C@]2(O)C3=O)OCO5)O1 +CC1(C)C=Cc2c(ccc3c2O[C@H](c2ccc(O)cc2)CC3)O1 +CC1(C)C=Cc2c(ccc3c2O[C@H](c2ccc4c(c2)OCO4)CC3=O)O1 +CC1(C)C=Cc2c(ccc3c2O[C@H]2c4ccc(O)cc4OC[C@@H]32)O1 +CC1(C)C=Cc2c(ccc3c4c([nH]c23)C(C)(C)C2C[C@]35CCCN3C(=O)[C@@]2(C4)NC5=O)O1 +CC1(C)C=Cc2c(ccc3c4c([nH]c23)C(C)(C)[C@@H]2C[C@]35CCCN3C(=O)[C@@]2(C4)NC5=O)O1 +CC1(C)C=Cc2c(ccc3c4c([nH]c23)C(C)(C)[C@@H]2C[C@]35CCCN3C(=O)[C@]2(NC5=O)C4=O)O1 +CC1(C)C=Cc2c(ccc3c4c([nH]c23)C(C)(C)[C@@H]2C[C@]35CCCN3C(=O)[C@]2(NC5=O)[C@H]4O)O1 +CC1(C)C=Cc2c(ccc3c4c([nH]c23)C(C)(C)[C@H]2C[C@@]35CCCN3C(=O)[C@]2(C4)NC5=O)O1 +CC1(C)C=Cc2c(ccc3c4c(n(O)c23)C(C)(C)C2C[C@]35CCCN3C(=O)[C@]2(NC5=O)C4=O)O1 +CC1(C)C=Cc2c(ccc3c4c(n(O)c23)C(C)(C)[C@H]2C[C@]35CCCN3C(=O)[C@@]2(C4)NC5=O)O1 +CC1(C)C=Cc2c(ccc3cc(-c4ccc(O)cc4O)c(=O)oc23)O1 +CC1(C)C=Cc2c(ccc3ccc(=O)oc23)O1 +CC1(C)C=Cc2c3c(cc(Cl)c2O1)[C@@]1(C(=O)N3)[C@H](O)[C@@]23NC(=O)[C@]4(CCCN4C2=O)C[C@H]3C1(C)C +CC1(C)C=Cc2cc(-c3coc4cc(O)cc(O)c4c3=O)cc(O)c2O1 +CC1(C)C=Cc2cc(-c3coc4cc(O)cc(O)c4c3=O)ccc2O1 +CC1(C)C=Cc2cc(-c3coc4cc(O)ccc4c3=O)c(O)cc2O1 +CC1(C)C=Cc2cc(-c3coc4cc(O)ccc4c3=O)cc(O)c2O1 +CC1(C)C=Cc2cc(-c3coc4cc(O)ccc4c3=O)ccc2O1 +CC1(C)C=Cc2cc(-c3coc4cc5c(c(O)c4c3=O)CC(C(C)(C)O)O5)ccc2O1 +CC1(C)C=Cc2cc(-c3coc4cc5oc(C(C)(C)O)cc5c(O)c4c3=O)ccc2O1 +CC1(C)C=Cc2cc(C(=O)CC(=O)c3ccc(O)cc3)c(O)cc2O1 +CC1(C)C=Cc2cc(C(=O)O)ccc2O1 +CC1(C)C=Cc2cc(C(=O)c3cccc(O)c3)c(O)c(O)c2O1 +CC1(C)C=Cc2cc(C3CC(=O)c4ccc(O)cc4O3)ccc2O1 +CC1(C)C=Cc2cc(C=O)ccc2O1 +CC1(C)C=Cc2cc(CCO)ccc2O1 +CC1(C)C=Cc2cc(CO)ccc2O1 +CC1(C)C=Cc2cc([C@@H]3CC(=O)c4c(O)cc(O)cc4O3)c3c(c2O1)OC(C)(C)C=C3 +CC1(C)C=Cc2cc([C@@H]3CC(=O)c4c(O)cc(O)cc4O3)cc(O)c2O1 +CC1(C)C=Cc2cc([C@@H]3CC(=O)c4c(O)cc(O)cc4O3)ccc2O1 +CC1(C)C=Cc2cc([C@@H]3CC(=O)c4ccc(O)cc4O3)ccc2O1 +CC1(C)C=Cc2cc([C@@H]3CC(=O)c4ccc5c(c4O3)C=CC(C)(C)O5)ccc2O1 +CC1(C)C=Cc2cc([C@H]3CC(=O)c4ccc(O)cc4O3)ccc2O1 +CC1(C)C=Cc2cc3c(=O)c4c(O)cc(O)cc4oc3c(O)c2O1 +CC1(C)C=Cc2cc3c(cc2O1)NC(=O)[C@]31C[C@@]23NC(=O)[C@]4(CCCN4C2=O)C[C@@H]3C1(C)C +CC1(C)C=Cc2cc3c(cc2O1)OCO3 +CC1(C)C=Cc2cc3c(cc2O1)OC[C@@]1(O)c2ccc(O)cc2O[C@@H]31 +CC1(C)C=Cc2cc3c(cc2O1)OC[C@H]1c2ccc(O)cc2O[C@@H]31 +CC1(C)C=Cc2cc3c(cc2O1)OC[C@H]1c2ccc4c(c2O[C@@H]31)C=CC(C)(C)O4 +CC1(C)C=Cc2cc3c(cc2O1)O[C@@H]1c2ccc(O)cc2OC[C@@]31O +CC1(C)C=Cc2cc3c(cc2O1)O[C@H]1c2ccc(O)cc2OC[C@@H]31 +CC1(C)C=Cc2cc3c(cc2O1)Oc1cc(O)ccc1C(O)=C3 +CC1(C)C=Cc2cc3cc(-c4cc(O)cc(O)c4)oc3cc2O1 +CC1(C)C=Cc2cc3cc(-c4ccc(O)cc4)oc3cc2O1 +CC1(C)C=Cc2cc3ccc(=O)oc3cc2O1 +CC1(C)C=Cc2ccc(-c3coc4cc(O)cc(O)c4c3=O)cc2O1 +CC1(C)C=Cc2ccc(O[C@@H]3O[C@H](CO)[C@@H](O)[C@H]3O)cc2O1 +CC1(C)C=Cc2ccc3c(=O)c4ccccc4oc3c2O1 +CC1(C)CC(=NO)CC(C)(C)N1 +CC1(C)CC(=O)C(=NNc2ccc(Br)cc2)C(=O)C1 +CC1(C)CC(=O)C(C2(O)C(=O)N(Cc3ccccc3)c3ccccc32)CO1 +CC1(C)CC(=O)C(C2(O)C(=O)NC(=O)NC2=O)=C(O)C1 +CC1(C)CC(=O)C(C2(O)C(=O)Nc3ccc(Br)cc32)CO1 +CC1(C)CC(=O)C2(CC(=O)N3CCc4ccccc4[C@@H]32)C(=O)C1 +CC1(C)CC(=O)C2=C(C1)Nc1c(ccc3ccccc13)C2c1ccc(Cl)cc1 +CC1(C)CC(=O)C2=C(C1)Nc1c(ccc3ccccc13)C2c1ccc(O)cc1 +CC1(C)CC(=O)C2=C(C1)OC(N)=C(C#N)C2C1CC=CCC1 +CC1(C)CC(=O)C2=C(C[C@]3(O)C[C@H](C(C)(C)O)O[C@H]3C2)O1 +CC1(C)CC(=O)C2=C(O1)C1=C[C@@H](C(C)(C)O)O[C@H]1[C@@H](O)C2 +CC1(C)CC(=O)C2=C(O1)[C@@]1(C[C@H]1C(C)(C)O)[C@@H](O)[C@@H](O)C2 +CC1(C)CC(=O)C2=C(O1)[C@@]13C[C@@H]1C(C)(C)O[C@H]3[C@@H](O)C2 +CC1(C)CC(=O)C2=C(O1)[C@H](O)[C@]1(O)C[C@H](C(C)(C)O)O[C@H]1C2 +CC1(C)CC(=O)C2=C(O1)[C@]1(C[C@@H]1C(C)(C)O)[C@@H](O)[C@@H](O)C2 +CC1(C)CC(=O)C=C(CO)[C@H]1CO +CC1(C)CC(=O)C=C(Nc2ccccc2C#N)C1 +CC1(C)CC(=O)CC(C)(C)N1 +CC1(C)CC(=O)C[C@]1(C)C1=CC=C(C(=O)OCC[C@@](C)(O)CC(=O)O)CC1 +CC1(C)CC(=O)C[C@]1(C)c1ccc(C(=O)OCC[C@@](C)(O)CC(=O)O)cc1 +CC1(C)CC(=O)C[C@]2(C)[C@@H](CO)[C@](C)(O)CC[C@@H]12 +CC1(C)CC(=O)NC1(C)C#N +CC1(C)CC(=O)[C@]2(C)CC[C@]3(C)C(=CC[C@@H]4[C@@]5(C)CC[C@H](O)[C@](C)(CO)[C@@H]5CC[C@]43C)[C@@H]2C1 +CC1(C)CC(=O)[C@]23CCC(=O)[C@@](C)(CC[C@@H]12)C3 +CC1(C)CC(=O)c2c(O)cc(O)cc2O1 +CC1(C)CC(=O)c2c(O)cc(OCC(=O)N3CCN(c4ccccc4)CC3)cc2O1 +CC1(C)CC(=O)c2c(O)cc(OCC(=O)NCCc3ccc(S(N)(=O)=O)cc3)cc2O1 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+COc1cc2c(cc1OC)-c1cc(NC(C)c3ccccc3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(NC3CCCCC3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(NC3CCCCCC3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(NC3CCCCCCC3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(NCCN(C)C)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(NCCN3CCN(C(=O)c4ccc(F)cc4)CC3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(NCc3ccc4c(c3)OCO4)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(NCc3ccccc3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(NCc3cccnc3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(Nc3c(C)cc(C)cc3C)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(Nc3cc(C)cc(C)c3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(Nc3ccc(C(=O)O)cc3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(Nc3ccc(C)cc3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(Nc3ccc(N(C)C)cc3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(Nc3ccc4c(c3)OCCO4)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(Nc3ccccc3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(Nc3ccccc3Br)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(OC)c(OC)c(OC)c1C[C@H]1C(=O)OC[C@@H]1C2 +COc1cc2c(cc1OC)-c1cc(OC)c(OC)cc1[C@H]1CN3CCC[C@@]3(O)C=C21 +COc1cc2c(cc1OC)-c1cc(OCCN3CCCCC3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(OCCN3CCOCC3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(OCc3ccccc3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc(OCc3cccnc3)nc(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc3c(cc1CCCN(C)CC2)OCO3 +COc1cc2c(cc1OC)-c1cc3cc(O)c(OC)c(OC)c3c[n+]1CC2 +COc1cc2c(cc1OC)-c1cc3cc(OC)c(OC)cc3c(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc3cc(OC)c(OC)cc3c[n+]1CC2 +COc1cc2c(cc1OC)-c1cc3ccc(O)c(OC)c3c[n+]1CC2 +COc1cc2c(cc1OC)-c1cc3ccc(OC)c(O)c3c[n+]1CC2 +COc1cc2c(cc1OC)-c1cc3ccc(OC)c(OC)c3c(=O)n1CC2 +COc1cc2c(cc1OC)-c1cc3ccc(OC)c(OC)c3c[n+]1CC2.[Cl-] +COc1cc2c(cc1OC)-c1cc3ccc4c(c3c[n+]1CC2)OCO4 +COc1cc2c(cc1OC)-c1cc3ccccc3c(=O)n1CC2 +COc1cc2c(cc1OC)-c1ccc3cc4c(cc3c1N(C)C2)OCO4 +COc1cc2c(cc1OC)-c1cccc3c1N(CC3)C2 +COc1cc2c(cc1OC)-c1ccccc1CCN(C)C2 +COc1cc2c(cc1OC)-c1nccc(C)c1C2=O +COc1cc2c(cc1OC)-c1nnc(-c3ccco3)n1C1(CCCC1)C2 +COc1cc2c(cc1OC)-c1nnc(-c3cccs3)n1C(C)(C)C2 +COc1cc2c(cc1OC)-c1nnc(-c3cccs3)n1C1(CCCC1)C2 +COc1cc2c(cc1OC)-c1nnc(C)n1C1(CCCC1)C2 +COc1cc2c(cc1OC)-c1nncn1C(C)(C)C2 +COc1cc2c(cc1OC)/C(=N\c1ccc(C(C)=O)cc1)NC1(CCCC1)C2 +COc1cc2c(cc1OC)C(=O)C(CC1CCN(Cc3ccccc3)CC1)C2 +COc1cc2c(cc1OC)C(=O)C(O)=C(C)C2=O +COc1cc2c(cc1OC)C(=O)CC2 +COc1cc2c(cc1OC)C(=O)CCC2 +COc1cc2c(cc1OC)C(=O)CCS2 +COc1cc2c(cc1OC)C(=O)Cc1ccc(OC)c(OC)c1CN(C)CC2 +COc1cc2c(cc1OC)C(=O)Cc1ccc3c(c1CN(C)CC2)OCO3 +COc1cc2c(cc1OC)C(=O)Cc1ccc3c(c1CNCC2)OCO3 +COc1cc2c(cc1OC)C(=O)N(C)CC2 +COc1cc2c(cc1OC)C(=O)N(Cc1ccccc1)C(=O)C2=O +COc1cc2c(cc1OC)C(=O)N1CCc3cc(OC)c(OC)cc3[C@@H]1C2 +COc1cc2c(cc1OC)C(=O)OC2 +COc1cc2c(cc1OC)C(=O)[C@@H](CC1CCN(Cc3ccccc3)CC1)C2 +COc1cc2c(cc1OC)C(=O)[C@H](CC1CCN(Cc3ccccc3)CC1)C2 +COc1cc2c(cc1OC)C(=O)c1ccc(OC)c(OC)c1OCC(=O)C2 +COc1cc2c(cc1OC)C(=O)c1nccc3ccc(OC)c(c13)O2 +COc1cc2c(cc1OC)C(C)=NCC2 +COc1cc2c(cc1OC)C(C)N(C(=O)C(NC(=O)c1ccccc1)C(C)C)CC2 +COc1cc2c(cc1OC)C(C)N(C(=O)CCc1c[nH]c3ccccc13)CC2 +COc1cc2c(cc1OC)C(C)N(C(=O)NCc1ccccc1)CC2 +COc1cc2c(cc1OC)C(C)N(C(=O)[C@@H](NC(=O)c1ccccc1)C(C)C)CC2 +COc1cc2c(cc1OC)C(C)N(C(=O)c1cc3ccccc3o1)CC2 +COc1cc2c(cc1OC)C(C)N(C(=O)c1ccc(Br)o1)CC2 +COc1cc2c(cc1OC)C(C)N(C(=O)c1ccc(C)o1)CC2 +COc1cc2c(cc1OC)C(C)N(CCN1C(=O)c3ccccc3C1=O)CC2 +COc1cc2c(cc1OC)C(C)N(Cc1ccc3c(c1)OCO3)CC2 +COc1cc2c(cc1OC)C(C)NCC2 +COc1cc2c(cc1OC)C(CC(C)C)N(C)CC2 +COc1cc2c(cc1OC)C(CCc1ccccc1)=NCC2 +COc1cc2c(cc1OC)C(Cc1ccc(O)c(Oc3ccc(C[C@H]4c5cc(OC)c(OC)cc5CCN4C)cc3)c1)N(C)CC2 +COc1cc2c(cc1OC)C(Cc1ccc(O)cc1)N(C)CC2 +COc1cc2c(cc1OC)C(Cc1ccc(O)cc1)NCC2 +COc1cc2c(cc1OC)C(Cc1ccc(OCc3ccccc3)c(OC)c1)=NCC2 +COc1cc2c(cc1OC)C(Cc1ccc(Oc3cc(CC4c5cc(OC)c(OC)cc5CCN4C)ccc3O)cc1)N(C)CC2 +COc1cc2c(cc1OC)C(Cc1ccccc1)=NC(C)(C)C2 +COc1cc2c(cc1OC)C(O)C(O)(CO)C(C(=O)O)C2c1cc(OC)c(OC)c(OC)c1 +COc1cc2c(cc1OC)C(O)c1c(C=O)cc3ccc(O)c(OC)c3c1-2 +COc1cc2c(cc1OC)C(OC)N(C)c1c-2ccc2cc3c(cc12)OCO3 +COc1cc2c(cc1OC)C(SC)=NC(C)(C)C2 +COc1cc2c(cc1OC)C(c1c[nH]c3ccccc13)NCC2 +COc1cc2c(cc1OC)C(c1cc(OC)c(O)c(OC)c1)CC(=O)N2 +COc1cc2c(cc1OC)C(c1cc(OC)c(OC)c(OC)c1)C1(O)C(=O)OCC1(O)C2 +COc1cc2c(cc1OC)C(c1cc(OC)c(OC)c(OC)c1)NCC2 +COc1cc2c(cc1OC)C(c1cc3ccccc3oc1=O)=NC(C)(C)C2 +COc1cc2c(cc1OC)C(c1ccc(-c3cc(Cl)ccc3Cl)o1)=NCC2 +COc1cc2c(cc1OC)C(c1ccc(-c3ccc(Cl)c(Cl)c3)o1)=NCC2 +COc1cc2c(cc1OC)C(c1ccc(-c3ccc(Cl)cc3Cl)o1)=NCC2 +COc1cc2c(cc1OC)C(c1ccc(-c3ccccc3Cl)o1)=NCC2 +COc1cc2c(cc1OC)C(c1ccc(Cl)cc1)N(C(C)=O)CC2 +COc1cc2c(cc1OC)C(c1ccc(F)cc1)N(C(C)=O)CC2 +COc1cc2c(cc1OC)C(c1ccc(N(C)C)cc1)NCC2 +COc1cc2c(cc1OC)C(c1ccc(O)c(O)c1)CNC2 +COc1cc2c(cc1OC)C(c1ccc(O)cc1)NCC2 +COc1cc2c(cc1OC)C(c1ccccc1)=NCC2 +COc1cc2c(cc1OC)C(c1ccccc1)N(C(C)=O)CC2 +COc1cc2c(cc1OC)C(c1ccccc1)NCC2 +COc1cc2c(cc1OC)C1(C(=O)c3ccc4c(c3[C@H]1O)OCO4)N(C)CC2 +COc1cc2c(cc1OC)C1(CCCC1)C(=O)OC2 +COc1cc2c(cc1OC)C1(CCCC1)CN(C(C)=O)C2 +COc1cc2c(cc1OC)C1(CCCC1)CNC2C +COc1cc2c(cc1OC)C1(CCCCC1)CN(C)C2 +COc1cc2c(cc1OC)C1(COc3cc(O)c(O)c(O)c3C1=O)C2 +COc1cc2c(cc1OC)C1(O)C(=O)c3ccc(O)c(C(=O)O)c3OC1CO2 +COc1cc2c(cc1OC)C13CCN4CC5=CCOC(CC(=O)O)C(C5CC41)C3N2 +COc1cc2c(cc1OC)C13CCN4CC5=CCOC6CC(=O)N2C1C6C5CC43O +COc1cc2c(cc1OC)C13CCN4CC5CCOC6CC(=O)N2C1C6C5CC43 +COc1cc2c(cc1OC)C13C[C@@H](OC)C=C[C@@]14O[C@H]4C(=O)N3CCC2 +COc1cc2c(cc1OC)C1=Cc3ccc(OC)c(OC)c3C(C#N)N1CC2 +COc1cc2c(cc1OC)C1C(=O)c3c(O)cc4c(c3OC1CO2)C=CC(C)(C)O4 +COc1cc2c(cc1OC)C1C(=O)c3c(cc4c(c3O)C=CC(C)(C)O4)OC1CO2 +COc1cc2c(cc1OC)C1C(=O)c3ccc4c(c3OC1CO2)C(C)(C)C=CO4 +COc1cc2c(cc1OC)C1C(=O)c3ccc4c(c3OC1CO2)C=CC(C)(C)O4 +COc1cc2c(cc1OC)C1C(=O)c3ccc4c(c3OC1CO2)CC(C(C)C)O4 +COc1cc2c(cc1OC)C1CC(=O)C(CC(C)C)CN1CC2 +COc1cc2c(cc1OC)C1CCC3=C([C@H](C)OC3=O)N1CC2 +COc1cc2c(cc1OC)C1CCCN1CC2 +COc1cc2c(cc1OC)C1Cc3cc(O)c(O)cc3CN1CC2 +COc1cc2c(cc1OC)C1Cc3cc(OC)c(OC)cc3C(C2)N1C +COc1cc2c(cc1OC)C1Cc3cc(OC)c(OC)cc3[C@H](C2)N1C +COc1cc2c(cc1OC)C1Cc3ccc(O)c(O)c3CN1CC2 +COc1cc2c(cc1OC)C1Cc3ccc(O)c(OC)c3CN1CC2 +COc1cc2c(cc1OC)C1Cc3ccc(OC)c(O)c3CN1CC2 +COc1cc2c(cc1OC)C1Cc3ccc(OC)c(OC)c3CN1CC2 +COc1cc2c(cc1OC)C1Cc3ccc(OC)c(OC)c3C[N+]1([O-])CC2 +COc1cc2c(cc1OC)C1Cc3ccc4c(c3CN1CC2)OCO4 +COc1cc2c(cc1OC)C1[C@H]3C(=CC[C@H]1OC2O)CCN3C +COc1cc2c(cc1OC)CC(=O)N(CC(=O)c1ccc3c(c1)OCCO3)C=C2 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+Clc1ccc(-c2c[nH]c([C@@H]3COCCN3C3CCCCC3)n2)s1 +Clc1ccc(-c2cc(Cl)c(Cl)c(Cl)c2)c(Cl)c1 +Clc1ccc(-c2cc(Cl)c(Cl)c(Cl)c2)cc1 +Clc1ccc(-c2cc(Cl)c(Cl)c(Cl)c2)cc1Cl +Clc1ccc(-c2cc(Cl)c(Cl)c(Cl)c2Cl)cc1 +Clc1ccc(-c2cc(Cl)c(Cl)c(Cl)c2Cl)cc1Cl +Clc1ccc(-c2cc(Cl)c(Cl)cc2Cl)c(Cl)c1 +Clc1ccc(-c2cc(Cl)c(Cl)cc2Cl)cc1Cl +Clc1ccc(-c2ccc(Cl)c(Cl)c2)cc1Cl +Clc1ccc(-c2ccc(Cl)c(Cl)c2Cl)c(Cl)c1Cl +Clc1ccc(-c2ccc(Cl)c(Cl)c2Cl)cc1Cl +Clc1ccc(-c2ccc(Cl)cc2)cc1 +Clc1ccc(-c2ccc(Cl)cc2Cl)c(Cl)c1 +Clc1ccc(-c2ccccc2Cl)c(Cl)c1 +Clc1ccc(-c2ccccc2Cl)cc1 +Clc1ccc(-c2cn3c(n2)sc2ccccc23)cc1 +Clc1ccc(-c2cn3ccccc3n2)cc1 +Clc1ccc(-c2csc(Nc3cccc4ccccc34)n2)cc1 +Clc1ccc(-c2csc(Nc3ccccc3)n2)cc1 +Clc1ccc(-c2nc3sccn3c2C=NOCc2ccc(Cl)c(Cl)c2)cc1 +Clc1ccc(-c2nnc([C@H]3CCN(C4CCCCC4)C3)o2)cc1 +Clc1ccc(C(Cn2ccnc2)OCc2c(Cl)cccc2Cl)c(Cl)c1 +Clc1ccc(C(Cn2ccnc2)OCc2ccc(Sc3ccccc3)cc2)c(Cl)c1 +Clc1ccc(C(Cn2ccnc2)OCc2ccsc2Cl)c(Cl)c1 +Clc1ccc(C(Cn2ccnc2)OCc2csc3c(Cl)cccc23)c(Cl)c1 +Clc1ccc(C(OCCN2CCCCC2)c2ccccc2)cc1 +Clc1ccc(C(c2ccc(Cl)cc2)C(Cl)(Cl)Cl)cc1 +Clc1ccc(C(c2ccc(Cl)cc2)C(Cl)Cl)cc1 +Clc1ccc(C(c2ccccc2)N2CCNCC2)cc1 +Clc1ccc(C(c2ccccc2Cl)C(Cl)(Cl)Cl)cc1 +Clc1ccc(C(c2ccccc2Cl)C(Cl)Cl)cc1 +Clc1ccc(C2(Cn3cncn3)CC(Br)CO2)c(Cl)c1 +Clc1ccc(C2(Cn3cncn3)OCCO2)c(Cl)c1 +Clc1ccc(C2CC3CCC2N3)cn1 +Clc1ccc(C2C[C@@H]3CCC2N3)cn1 +Clc1ccc(C2C[C@@H]3CC[C@H]2N3)cn1 +Clc1ccc(C2NCCc3[nH]cnc32)cc1 +Clc1ccc(C2NCCc3c2[nH]c2ccccc32)c(Cl)c1 +Clc1ccc(C2NCCc3c2[nH]c2ccccc32)cc1 +Clc1ccc(CCC(Cn2ccnc2)Sc2c(Cl)cccc2Cl)cc1 +Clc1ccc(CC[C@H](Cn2ccnc2)Sc2c(Cl)cccc2Cl)cc1 +Clc1ccc(CN2CCN(C3=NCCN3)CC2)cc1Cl +Clc1ccc(CN2CCc3c([nH]c4ccccc34)C2)cc1Cl +Clc1ccc(CNCCC(c2ccccc2)c2ccc3c(c2)OCO3)cc1 +Clc1ccc(COC(Cn2ccnc2)c2ccc(Cl)cc2Cl)c(Cl)c1 +Clc1ccc(COC(Cn2ccnc2)c2ccc(Cl)cc2Cl)cc1 +Clc1ccc(CO[C@@H](Cn2ccnc2)c2ccc(Cl)cc2Cl)c(Cl)c1 +Clc1ccc(CO[C@@H](Cn2ccnc2)c2ccc(Cl)cc2Cl)cc1 +Clc1ccc(CO[C@H](Cn2ccnc2)c2ccc(Cl)cc2Cl)c(Cl)c1 +Clc1ccc(CSC(Cn2ccnc2)c2ccc(Cl)cc2Cl)cc1 +Clc1ccc(CS[C@@H](Cn2ccnc2)c2ccc(Cl)cc2Cl)cc1 +Clc1ccc(Cl)c(-c2cc(Cl)c(Cl)cc2Cl)c1 +Clc1ccc(Cl)c(-c2cc(Cl)ccc2Cl)c1 +Clc1ccc(Cl)c(-c2ccccc2)c1 +Clc1ccc(Cl)c(-c2ccccc2Cl)c1 +Clc1ccc(Cl)c(Cl)c1 +Clc1ccc(Cl)c(Cl)c1Cl +Clc1ccc(Cl)cc1 +Clc1ccc(Cn2c(CN3CCCC3)nc3ccccc32)cc1 +Clc1ccc(N2CCN(Cc3c[nH]c4ncccc34)CC2)cc1 +Clc1ccc(N2CCOCC2)nn1 +Clc1ccc(N2OC3C=CC2C3)nc1 +Clc1ccc(N2O[C@H]3C=C[C@@H]2C3)nc1 +Clc1ccc(Nc2nc(Cl)nc(Cl)n2)cc1 +Clc1ccc(Nc2ncnc3c2cnn3-c2ccccc2)cc1 +Clc1ccc(OCCN2CCCCC2c2cccnc2)c(Cl)c1 +Clc1ccc([C@@H](OCCN2CCCCC2)c2ccccc2)cc1 +Clc1ccc([C@@H](c2ccccc2)N2CCNCC2)cc1 +Clc1ccc([C@@H](c2ccccc2Cl)C(Cl)Cl)cc1 +Clc1ccc([C@@H]2C[C@H]3CC[C@@H]2N3)cn1 +Clc1ccc([C@@]2(Cn3cncn3)C[C@@H](Br)CO2)c(Cl)c1 +Clc1ccc([C@@]2(Cn3cncn3)C[C@H](Br)CO2)c(Cl)c1 +Clc1ccc([C@H](Cn2ccnc2)OCc2c(Cl)cccc2Cl)c(Cl)c1 +Clc1ccc([C@H](Cn2ccnc2)OCc2csc3c(Cl)cccc23)c(Cl)c1 +Clc1ccc([C@H](c2ccccc2)N2CCNCC2)cc1 +Clc1ccc([C@H]2CC3CCC2N3)cn1 +Clc1ccc([C@H]2C[C@@H]3CC[C@H]2N3)cn1 +Clc1ccc([C@H]2C[C@H]3CC[C@H]2N3)cn1 +Clc1ccc([C@]2(Cn3cncn3)C[C@@H](Br)CO2)c(Cl)c1 +Clc1ccc([C@]2(Cn3cncn3)C[C@H](Br)CO2)c(Cl)c1 +Clc1ccc2[nH]c3c(c2c1)CCNC3 +Clc1ccc2[nH]c3c(c2c1)CNCC3 +Clc1ccc2[nH]c3ccccc3c2c1 +Clc1ccc2[nH]nnc2c1 +Clc1ccc2c(Cl)ccnc2c1 +Clc1ccc2c(c1)C(N1CCNCC1)=Nc1ccccc1O2 +Clc1ccc2c(c1)CCc1cccnc1C2=C1CCNCC1 +Clc1ccc2c(c1)N=C(N1CCNCC1)c1ccccc1N2 +Clc1ccc2c(n1)OC13CCC1NCC23 +Clc1ccc2c(n1)O[C@@]13CC[C@@H]1NC[C@@H]23 +Clc1ccc2c(n1)O[C@]13CC[C@H]1NC[C@H]23 +Clc1ccc2ccccc2n1 +Clc1ccc2noc(-c3ccccc3)c2c1 +Clc1ccc2nsnc2c1NC1=NCCN1 +Clc1cccc(-c2c[nH]c([C@@H]3COCCN3C3CCOCC3)n2)c1 +Clc1cccc(-c2cc(Cl)cc(Cl)c2)c1 +Clc1cccc(CN2CCc3c([nH]c4ccccc34)C2)c1Cl +Clc1cccc(Cl)c1 +Clc1cccc(Cl)c1-c1ccccc1 +Clc1cccc(Cl)c1NC1=NCCN1 +Clc1cccc(N2CCNCC2)c1 +Clc1cccc2sc(Nc3nc4ccccc4s3)nc12 +Clc1ccccc1 +Clc1ccccc1-c1ccccc1 +Clc1ccccc1-c1nnc(-c2ccccc2Cl)nn1 +Clc1ccccc1-c1nnc(-c2ccccc2Cl)o1 +Clc1ccccc1C(c1ccccc1)(c1ccccc1)n1cccn1 +Clc1ccccc1C(c1ccccc1)(c1ccccc1)n1ccnc1 +Clc1ccccc1CN1CCc2sccc2C1 +Clc1ccccc1Cl +Clc1ccccc1N1CCNCC1 +Clc1nc(Cl)nc(Nc2ccccc2)n1 +Clc1nc(Nc2ccccc2)nc(Nc2ccccc2)n1 +Clc1ncoc1-c1c[nH]c2ccccc12 +Cn1[nH]nnc1=S +Cn1c(-c2cc3ccc(OC(=O)C(C)(C)C)cc3oc2=O)nc2ccccc21 +Cn1c(-c2ccc(O)cc2)cc(=O)c2ccccc21 +Cn1c(-c2ccc3c(c2)OCO3)cc(=O)c2ccccc21 +Cn1c(-c2ccccc2)cc(=O)c2ccccc21 +Cn1c(-c2ccccc2)cccc1=O +Cn1c(/N=C2\NC(=N)N=C2Cc2ccc3c(c2)OCO3)c(N)c(=O)n(C)c1=O +Cn1c(=N)c2[nH]c(=O)[nH]c2n(C)c1=O +Cn1c(=N)c2nc[nH]c2n(C)c1=O +Cn1c(=N)ccn([C@@H]2O[C@H](CO)[C@@H](O)[C@H]2O)c1=O +Cn1c(=N)ccn([C@H]2C[C@H](O)[C@@H](CO)O2)c1=O +Cn1c(=O)[nH]c(=N)c2[nH]c(=O)n(C)c21 +Cn1c(=O)[nH]c(=O)c2[nH]c(O)nc21 +Cn1c(=O)[nH]c(=O)c2[nH]cnc21 +Cn1c(=O)[nH]c(=O)c2c1[nH]c(=O)n2C +Cn1c(=O)[nH]c(=O)c2nccnc21 +Cn1c(=O)[nH]c2[nH]c(-c3ccccc3)nc2c1=O +Cn1c(=O)[nH]c2[nH]c(=O)[nH]c2c1=O +Cn1c(=O)[nH]c2[nH]c(=O)n(C)c2c1=O +Cn1c(=O)[nH]c2[nH]cnc2c1=O +Cn1c(=O)[nH]c2c(=N)[nH]c(=O)[nH]c21 +Cn1c(=O)[nH]c2c(=O)[nH]c(=O)[nH]c21 +Cn1c(=O)[nH]c2c([nH]c(=O)n2C)c1=N +Cn1c(=O)[nH]c2c(c1=O)n(C)c(=O)n2C +Cn1c(=O)[nH]c2c(ncn2C2O[C@H](CO)[C@@H](O)[C@@H]2O)c1=N +Cn1c(=O)[nH]c2c(ncn2C2O[C@H](CO)[C@@H](O)[C@H]2O)c1=N +Cn1c(=O)[nH]c2c(ncn2[C@@H]2O[C@H](CO)[C@@H](O)[C@H]2O)c1=N +Cn1c(=O)[nH]c2nccnc2c1=O +Cn1c(=O)[nH]c2ncn(C)c2c1=O +Cn1c(=O)[nH]c2ncnc(NCCS(=O)(=O)O)c21 +Cn1c(=O)[nH]c2nncnc2c1=O +Cn1c(=O)c(-c2ccccc2)c(O)c2ccccc21 +Cn1c(=O)c(C(=O)c2ccccc2)c2c3c(cccc31)C(=O)c1ccccc1-2 +Cn1c(=O)c(CC(=O)O)c(O)c2ccccc21 +Cn1c(=O)c(CCC(=O)O)nc2ccccc21 +Cn1c(=O)c(NC2CCCCC2)c2c3c(c(Br)ccc31)C(=O)c1ccccc1-2 +Cn1c(=O)c2[nH]c(=O)[nH]c2n(C)c1=O +Cn1c(=O)c2[nH]c(Br)nc2n(C)c1=O +Cn1c(=O)c2[nH]cnc2n(C)c1=O +Cn1c(=O)c2c([nH]c(=O)n2C)n(C)c1=O +Cn1c(=O)c2c(c3ccccc31)OC(C(C)(C)O)C2 +Cn1c(=O)c2c(c3ccccc31)OC(C)(C)C(O)C2 +Cn1c(=O)c2c(c3ccccc31)OC(C)(C)C=C2 +Cn1c(=O)c2c(c3ccccc31)OC(C)(C)CC2 +Cn1c(=O)c2c(c3ccccc31)OC(C)(C)[C@@H]1[C@@H]2C[C@]2(C)C[C@H]1c1c(c3ccccc3n(C)c1=O)O2 +Cn1c(=O)c2c(c3ccccc31)OC(C)(C)[C@H]1CC[C@@](C)(O)[C@H](Cl)[C@H]21 +Cn1c(=O)c2c(c3ccccc31)OC(C)(CO)C(O)C2 +Cn1c(=O)c2c(c3ccccc31)O[C@]1(C)C[C@@H]3c4c(c5ccccc5[nH]c4=O)OC(C)(C)[C@H]3[C@H]2C1 +Cn1c(=O)c2c(ccn2C)n(C)c1=O +Cn1c(=O)c2c(n(C)c1=O)n(C)c(=O)n2C +Cn1c(=O)c2c(nc(Br)n2Cc2ccccc2Cl)n(C)c1=O +Cn1c(=O)c2c(nc(NCCO)n2CCCc2ccccc2)n(C)c1=O +Cn1c(=O)c2c(nc(NCCOc3ccc(C(C)(C)C)cc3)n2C)n(C)c1=O +Cn1c(=O)c2c(nc(SCCOc3ccc4ccc(=O)oc4c3)n2C)n(C)c1=O +Cn1c(=O)c2c(nc3[nH]c(-c4ccccc4)cn32)n(C)c1=O +Cn1c(=O)c2c(ncn2C)n(C)c1=N +Cn1c(=O)c2c(ncn2C)n(C)c1=O +Cn1c(=O)c2c(ncn2CC(=O)N2CC3(CCN(CCc4ccccc4)CC3)OC2=O)n(C)c1=O +Cn1c(=O)c2c(ncn2CC(=O)O)n(C)c1=O +Cn1c(=O)c2c(ncn2CC(=O)OCC(C)(C)Oc2ccc(Cl)cc2)n(C)c1=O +Cn1c(=O)c2c(ncn2CC(COC(=O)c2cccnc2)OC(=O)c2cccnc2)n(C)c1=O +Cn1c(=O)c2c(ncn2CC(O)CN2CCN(CCCSc3ccccc3)CC2)n(C)c1=O +Cn1c(=O)c2c(ncn2CC(O)CO)n(C)c1=O +Cn1c(=O)c2c(ncn2CC2OCCO2)n(C)c1=O +Cn1c(=O)c2c(ncn2CC2SCCS2)n(C)c1=O +Cn1c(=O)c2c(ncn2CCCCN2CCC(C(=O)c3ccc(F)cc3)CC2)n(C)c1=O +Cn1c(=O)c2c(ncn2CCCN2CCC(C(=O)c3ccc(F)cc3)CC2)n(C)c1=O +Cn1c(=O)c2c(ncn2CCCNCC(O)c2cc(O)cc(O)c2)n(C)c1=O +Cn1c(=O)c2c(ncn2CCCl)n(C)c1=O +Cn1c(=O)c2c(ncn2CCN2CCC(C(=O)c3ccc(F)cc3)CC2)n(C)c1=O +Cn1c(=O)c2c(ncn2CCN2CCC(c3c[nH]c4ccccc34)CC2)n(C)c1=O +Cn1c(=O)c2c(ncn2CCNCC(O)c2ccc(O)c(O)c2)n(C)c1=O +Cn1c(=O)c2c(ncn2CCNCc2cccnc2)n(C)c1=O +Cn1c(=O)c2c(ncn2CCO)n(C)c1=O +Cn1c(=O)c2c(ncn2CCOC(=O)C(C)(C)Oc2ccc(Cl)cc2)n(C)c1=O +Cn1c(=O)c2c(ncn2CCOC(=O)c2cccnc2)n(C)c1=O +Cn1c(=O)c2c(ncn2CCOC(O)C(Cl)(Cl)Cl)n(C)c1=O +Cn1c(=O)c2c(ncn2C[C@@H](O)CO)n(C)c1=O +Cn1c(=O)c2c3c(ccc2c2ccc4cc5c(cc4c21)OCO5)OCO3 +Cn1c(=O)c2cc3c(cc2c2ccccc21)OCO3 +Cn1c(=O)c2cnc(N3CCOCC3)nc2n(C)c1=O +Cn1c(=O)c2nc(-c3ccc(S(=O)(=O)O)cc3)[nH]c2n(C)c1=O +Cn1c(=O)c2nc(C3CCCC3)[nH]c2n(C)c1=O +Cn1c(=O)c2nc(N)[nH]c2n(C)c1=O +Cn1c(=O)c2nc(Nc3ccccc3)[nH]c2n(C)c1=O +Cn1c(=O)c2ncn(C)c2n(C)c1=O +Cn1c(=O)cc(N2CCC[C@@H](N)C2)n(Cc2ccccc2C#N)c1=O +Cn1c(=O)cc(O)c2ccccc21 +Cn1c(=O)cc(Oc2ccc(F)cc2F)c2cnc(NCC(C)(C)O)nc21 +Cn1c(=O)cc2c3c(c(N4CCOCC4)ccc31)C(=O)c1ccccc1-2 +Cn1c(=O)cc2c3ccccc3n3c(=O)ccc1c23 +Cn1c(=O)ccc2ccccc21 +Cn1c(=O)ccn(C2O[C@H](CO)[C@@H](O)[C@H]2O)c1=O +Cn1c(=O)ccn([C@H]2C[C@H](O)[C@@H](CO)O2)c1=O +Cn1c(=O)n(C)c2cc([C@H]3CC(=O)Nc4cccc5c4c3cn5Cc3ccccc3)ccc21 +Cn1c(=O)nc2[nH]nc(-c3ccccc3)nc-2c1=O +Cn1c(=O)nc2[nH]nc(-c3cccs3)nc-2c1=O +Cn1c(=O)sc2c(-c3ccccc3)c(O)c(O[C@@H]3O[C@H](C(=O)O)[C@@H](O)[C@H](O)[C@H]3O)c(-c3ccccc3)c21 +Cn1c(Br)c(C=O)c2cc(Br)c(Br)cc21 +Cn1c(C(=O)N2CCC(O)=C3N=C(N)N=C32)cc(Br)c1Br +Cn1c(C(=O)N2CC[C@@]3(O)CCCC[C@H]3C2)cc2ccccc21 +Cn1c(C(=O)NCC(=O)N[C@H]2CNC(=O)[C@@H](Cc3c[nH]c4ccc(Br)cc34)NC(=O)[C@@H](O)CNC(=O)[C@@H](CC(N)=O)NC2=O)cc(Cl)c1Cl +Cn1c(C(=O)NCC2CCCN3CCCC[C@H]23)cc2c(Cl)cccc21 +Cn1c(C(=O)NCCCC(=O)O)cc(Br)c1Br +Cn1c(C(=O)NCCCC2(NCCS(=O)(=O)O)NC(=N)NC2=O)cc(Br)c1Br +Cn1c(C(=O)NCCOc2ccccc2Cl)cc(=O)n(C)c1=O +Cn1c(C(=O)NCCS(=O)(=O)O)cc(Br)c1Br +Cn1c(C(=O)NC[C@@H]2CCCN3CCCC[C@H]23)cc2c(Cl)cccc21 +Cn1c(C(=O)NC[C@H]2CCCN3CCCC[C@@H]23)cc2ccc(Cl)cc21 +Cn1c(C(=O)O)cc(Br)c1Br +Cn1c(C(=O)O)cc2ccccc21 +Cn1c(CC(=O)[O-])c[n+](C)c1N +Cn1c(CCCC(=O)O)nc2cc(N(CCCl)CCCl)ccc21 +Cn1c(CCCCCCc2ccc3c(c2)OCO3)cc(=O)c2ccccc21 +Cn1c(CN2CCCCC2)cc(=O)c(O)c1CN1CCCCC1 +Cn1c(CN2CCOC[C@H]2c2nc(C(C)(C)C)co2)nc2ccccc21 +Cn1c(CO[C@H]2CN(Cc3c[nH]c4ccccc34)C[C@H]2F)nc2ccccc21 +Cn1c(CO[C@H]2CN(S(C)(=O)=O)C[C@H]2F)nc2ccccc21 +Cn1c(COc2ccccc2)nnc1SCc1cc(O)nc2ccccc12 +Cn1c(C[C@H]2CN(C(=O)c3ccc(Cl)cc3)CC[C@H]2CC(=O)O)nc2ccccc21 +Cn1c(C[C@H]2CN(C(=O)c3ccccc3)CC[C@H]2CC(=O)O)nc2ccccc21 +Cn1c(C[C@H]2CN(CC3CCCCC3)CC[C@H]2CC(=O)O)nc2ccccc21 +Cn1c(C[C@H]2CN(Cc3cccc(F)c3)CC[C@H]2CC(=O)O)nc2ccccc21 +Cn1c(Cc2ccccc2)nc(=O)c2ccccc21 +Cn1c(Cl)c(C(=O)O)c2ccccc21 +Cn1c(N)nc(Cc2ccc3c(c2)OCO3)c1Cc1ccc2c(c1)OCO2 +Cn1c(N)nc2c(ncn2C)c1=O +Cn1c(N)nc2c(ncn2[C@@H]2O[C@H](CO)[C@@H](O)[C@H]2O)c1=O +Cn1c(N)nc2c3cccnc3ccc21 +Cn1c(N)nc2ccccc21 +Cn1c(N)nc2nc[nH]c2c1=O +Cn1c(N)nc2ncc(-c3ccccc3)cc21 +Cn1c(NO)nc2ncc(-c3ccccc3)cc21 +Cn1c(O)cc(=O)c2cccc(OC[C@H](O)C(C)(C)O)c21 +Cn1c(O)nc2[nH]c(=O)[nH]c(=O)c21 +Cn1c([C@H]2CCN(C(=O)C3CCCCC3)C2)nc2ccccc21 +Cn1c([C@H]2CCN(C(=O)c3cnccn3)C2)nc2ccccc21 +Cn1c([C@H]2CCN(Cc3ccc(Cl)cc3)C2)nc2ccccc21 +Cn1c([C@H]2CCN(Cc3ccccc3)C2)nc2ccccc21 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+O=C(C[C@@H]1O[C@H](CNS(=O)(=O)c2ccc(Cl)cc2)[C@@H](O)[C@H]1O)NC1CC1 +O=C(C[C@@]1(O)C(=O)N(Cc2ccccc2F)c2ccccc21)c1ccc2c(c1)OCO2 +O=C(C[C@H]1NCCC[C@@H]1O)Cn1cnc2cc(Br)c(Cl)cc2c1=O +O=C(C[C@H]1NCCC[C@@H]1O)Cn1cnc2ccccc2c1=O +O=C(C[C@](O)(Cc1ccc(O)cc1)C(=O)O)OCc1ccc(O[C@@H]2O[C@H](CO)[C@@H](O)[C@H](O)[C@H]2O)cc1 +O=C(C[C@](O)(Cc1ccc(O)cc1)C(=O)OCc1ccc(O[C@@H]2O[C@H](CO)[C@@H](O)[C@H](O)[C@H]2O)cc1)OCc1ccc(O[C@@H]2O[C@H](CO)[C@@H](O)[C@H](O)[C@H]2O)cc1 +O=C(C[S+]([O-])Cc1ccco1)NCC=CCOc1cc(CN2CCCCC2)ccn1 +O=C(C[n+]1ccc(Cc2ccc([N+](=O)[O-])cc2)cc1)c1ccccc1 +O=C(C[n+]1cccc2ccccc21)c1ccc(Br)cc1 +O=C(C[n+]1cccc2ccccc21)c1ccc(Cl)cc1 +O=C(C[n+]1cccc2ccccc21)c1ccc([N+](=O)[O-])cc1 +O=C(C[n+]1cccc2ccccc21)c1ccccc1 +O=C(C[n+]1ccccc1)c1ccc(-c2ccccc2)cc1 +O=C(C[n+]1ccccc1)c1ccc(Cl)cc1 +O=C(Cc1c(O)c2ccccc2[nH]c1=O)NCCO +O=C(Cc1c(O)c2ccccc2oc1=O)c1ccc(F)cc1 +O=C(Cc1c[nH]c2cc(Br)ccc12)N[C@@H](Cc1c[nH]cn1)C(=O)O +O=C(Cc1c[nH]c2ccccc12)N[C@@H](Cc1c[nH]c2ccccc12)C(=O)O 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+O=C(Nc1cccc(C(F)(F)F)c1)N[C@H]1CO[C@H]2[C@@H]1OC[C@@H]2Nc1nccc(-c2ccco2)n1 +O=C(Nc1cccc(C(F)(F)F)c1)N[C@H]1CO[C@H]2[C@@H]1OC[C@@H]2Nc1nccc(-c2cccs2)n1 +O=C(Nc1cccc(C(F)(F)F)c1)N[C@H]1CO[C@H]2[C@@H]1OC[C@@H]2Nc1nccc(C2CCCC2)n1 +O=C(Nc1cccc(C(F)(F)F)c1)N[C@H]1CO[C@H]2[C@@H]1OC[C@@H]2OC(=O)Nc1ccc(Oc2ccccc2)cc1 +O=C(Nc1cccc(C(F)(F)F)c1)N[C@H]1CO[C@H]2[C@@H]1OC[C@@H]2n1nnnc1-c1cccc(CN2CCCC2)c1 +O=C(Nc1cccc(C(F)(F)F)c1)N[C@H]1CO[C@H]2[C@@H]1OC[C@H]2OC(=O)Nc1ccc(Oc2ccccc2)cc1 +O=C(Nc1cccc(C(F)(F)F)c1)N[C@H]1CO[C@H]2[C@@H]1OC[C@H]2OC(=O)Nc1cccc2ccccc12 +O=C(Nc1cccc(C(F)(F)F)c1)Nc1cc(Cl)ccc1O +O=C(Nc1cccc(C(F)(F)F)c1)Nc1cccc(C(F)(F)F)c1 +O=C(Nc1cccc(C(F)(F)F)c1)O[C@@H]1CO[C@H]2[C@@H]1OC[C@@H]2NC(=S)Nc1ccc(Cl)cc1 +O=C(Nc1cccc(C(F)(F)F)c1)O[C@@H]1CO[C@H]2[C@@H]1OC[C@@H]2Nc1nccc(-c2ccc3c(c2)OCO3)n1 +O=C(Nc1cccc(C(F)(F)F)c1)c1cc(Br)cc(Br)c1O +O=C(Nc1cccc(C(F)(F)F)c1)c1cc2ccccc2oc1=O +O=C(Nc1cccc(C2=NCCN2)c1)Nc1cccc(C2=NCCN2)c1 +O=C(Nc1cccc(Cl)c1)N1CCCCC1c1cccnc1 +O=C(Nc1cccc(Cl)c1)N1CCOCC1 +O=C(Nc1cccc(Cl)c1)N1C[C@H]2C[C@@H](C1)c1cccc(=O)n1C2 +O=C(Nc1cccc(Cl)c1)OCCOC(=O)Nc1cccc(Cl)c1 +O=C(Nc1cccc(F)c1)N1C[C@@H]2C[C@H](C1)c1c(-c3ccc4ccccc4c3)ccc(=O)n1C2 +O=C(Nc1cccc(F)c1)N1C[C@@H]2C[C@H](C1)c1c(-c3ccccc3)ccc(=O)n1C2 +O=C(Nc1cccc(Nc2ncc(Br)c(NCCc3cnc[nH]3)n2)c1)N1CCCC1 +O=C(Nc1cccc2[nH]ccc12)c1cc(O)nc2ccccc12 +O=C(Nc1cccc2ccccc12)N[C@H]1CO[C@H]2[C@@H]1OC[C@H]2OC(=O)Nc1ccccc1 +O=C(Nc1cccc2ccccc12)O[C@@H]1CO[C@H]2[C@@H]1OC[C@@H]2NC(=S)Nc1ccc(Cl)cc1 +O=C(Nc1ccccc1)C(F)(OC(F)(F)C(F)(OC(F)(F)C(F)(F)C(F)(F)F)C(F)(F)F)C(F)(F)F +O=C(Nc1ccccc1)C(O)C(O)C(=O)Nc1ccccc1 +O=C(Nc1ccccc1)C(c1ccccc1)c1ccccc1 +O=C(Nc1ccccc1)C1C(=O)NC2(c3ccccc3)CC1c1ccccc1O2 +O=C(Nc1ccccc1)C1CCCCC1 +O=C(Nc1ccccc1)N(Cc1ccc(Cl)cc1)C1CCCC1 +O=C(Nc1ccccc1)N(Cc1ccccc1)Cc1ccccc1 +O=C(Nc1ccccc1)N1CC2CC(C1)c1cccc(=O)n1C2 +O=C(Nc1ccccc1)N1CCCC1 +O=C(Nc1ccccc1)N1CCCCC1c1cccnc1 +O=C(Nc1ccccc1)N1CCN(Cc2ccc3ccccc3n2)CC1 +O=C(Nc1ccccc1)N1CCN2C(=O)c3ccccc3C12c1ccccc1 +O=C(Nc1ccccc1)N1CCN2C(=O)c3ccccc3[C@]12c1ccccc1 +O=C(Nc1ccccc1)N1CC[C@H]2COC(=O)N2c2ccccc2C1 +O=C(Nc1ccccc1)N1C[C@@H]2COCCN2C2(C1)CN(C(=O)c1ccc(C(F)(F)F)cc1)C2 +O=C(Nc1ccccc1)N1C[C@@H]2C[C@H](C1)c1c(-c3cccnc3)ccc(=O)n1C2 +O=C(Nc1ccccc1)NC1C(=O)N(CC23CC4CC(CC(C4)C2)C3)c2ccccc2N(c2ccccc2)C1=O +O=C(Nc1ccccc1)NC1C(=O)N(CC23C[C@H]4C[C@@H](C2)C[C@@H](C3)C4)c2ccccc2N(c2ccccc2)C1=O +O=C(Nc1ccccc1)NC1CCCCC1 +O=C(Nc1ccccc1)N[C@@H]1C(=O)N(CC23CC4CC(CC(C4)C2)C3)c2ccccc2N(c2ccccc2)C1=O +O=C(Nc1ccccc1)N[C@H]1CO[C@H]2[C@@H]1OC[C@@H]2Nc1nccc(-c2cccs2)n1 +O=C(Nc1ccccc1)N[C@H]1C[C@H]2C(=O)NC[C@@H](CCC(=O)N3CCN(c4ccccn4)CC3)N2C1 +O=C(Nc1ccccc1)Nc1[nH]nc2nnc(-c3ccccc3)c(-c3ccccc3)c12 +O=C(Nc1ccccc1)Nc1ccc(=O)n2c1[C@@H]1C[C@@H](CN(C(=O)Nc3ccc(F)cc3)C1)C2 +O=C(Nc1ccccc1)Nc1ccccc1 +O=C(Nc1ccccc1)Nc1ccnc(Cl)c1 +O=C(Nc1ccccc1)Nc1cnns1 +O=C(Nc1ccccc1)Nc1nnc(C(F)(F)F)s1 +O=C(Nc1ccccc1)OCC(CN1CCCCC1)OC(=O)Nc1ccccc1 +O=C(Nc1ccccc1)OCC1CCCN2CCCCC12 +O=C(Nc1ccccc1)OC[C@H](CN1CCCCC1)OC(=O)Nc1ccccc1 +O=C(Nc1ccccc1)OC[C@H]1C[C@@H]2CCN1C[C@@H]2c1cc(C2CCCC2)nc(-c2ccncc2)n1 +O=C(Nc1ccccc1)[C@H]1CN2CCC1C[C@@H]2Cn1cc(CO)nn1 +O=C(Nc1ccccc1)[C@H]1CN2CC[C@H]1C[C@@H]2Cn1cc(CCO)nn1 +O=C(Nc1ccccc1)[C@H]1O[C@H](CCN2CCCCC2)CC[C@@H]1O +O=C(Nc1ccccc1)c1cc(Br)cc(Br)c1O +O=C(Nc1ccccc1)c1cc(Cl)ccc1O +O=C(Nc1ccccc1)c1cc(O)c(O)c(O)c1 +O=C(Nc1ccccc1)c1cc2ccccc2[nH]1 +O=C(Nc1ccccc1)c1cccc2c(Br)cccc12 +O=C(Nc1ccccc1)c1ccccc1 +O=C(Nc1ccccc1)c1ccccc1I +O=C(Nc1ccccc1)c1ccccc1O +O=C(Nc1ccccc1-c1ccc(Cl)cc1)c1cccnc1Cl +O=C(Nc1ccccc1C(=O)NC(Cc1c[nH]c2ccccc12)C(=O)O)c1ccco1 +O=C(Nc1ccccc1C(=O)NC(Cc1ccc(O)cc1)C(=O)O)c1ccccc1 +O=C(Nc1ccccc1C(=O)Nc1ccccc1C(=O)O)c1ccccc1 +O=C(Nc1ccccc1C(=O)O)c1cccc(C(=O)Nc2ccccc2C(=O)O)c1 +O=C(Nc1ccccc1C(=O)O)c1ccccc1 +O=C(Nc1ccccc1C(F)(F)F)C(F)(F)F +O=C(Nc1ccccc1NC(=O)c1ccccc1)c1ccccc1 +O=C(Nc1ccccc1O)c1ccccc1 +O=C(Nc1ccccc1OC(=O)c1ccccc1)c1ccccc1 +O=C(Nc1ccccc1SC(=O)c1ccccc1)c1ccccc1 +O=C(Nc1ccccc1SSc1ccccc1NC(=O)c1ccccc1)c1ccccc1 +O=C(Nc1ccccn1)C(F)(F)F +O=C(Nc1ccccn1)NC(C(F)(F)F)C(F)(F)F +O=C(Nc1ccccn1)c1ccccc1Cl +O=C(Nc1cccnc1)N[C@H]1CO[C@@H](CN2CCC(F)(F)CC2)[C@@H]1O +O=C(Nc1cccnc1Cl)c1ccc(Cl)cc1 +O=C(Nc1cccs1)N[C@H]1CO[C@@H](CN2CCC(F)(F)CC2)[C@@H]1O +O=C(Nc1cccs1)O[C@H]1COCCN(c2nc3ccccc3o2)C1 +O=C(Nc1cccs1)O[C@H]1COCCN(c2nc3ccccc3s2)C1 +O=C(Nc1ccn(C2CC(OC(=O)c3ccccc3)C(CO)O2)c(=O)n1)c1ccccc1 +O=C(Nc1ccn(C2O[C@H](CO)[C@@H](O)[C@H]2O)c(=O)n1)c1ccccc1 +O=C(Nc1ccnc(=O)[nH]1)c1ccccc1 +O=C(Nc1ccsc1)N[C@H]1C[C@H]2C(=O)NC[C@@H](CCC(=O)N3CCCC3)N2C1 +O=C(Nc1ccsc1)N[C@H]1C[C@H]2C(=O)NC[C@@H](CCC(=O)N3CCCCC3)N2C1 +O=C(Nc1nc(-c2ccc(Br)cc2)cs1)c1ccccc1 +O=C(Nc1nc(-c2ccc(Cl)cc2)cs1)c1ccccc1 +O=C(Nc1nc(-c2ccccc2)cs1)c1ccccc1 +O=C(Nc1nc2ccccc2s1)NC(C(F)(F)F)C(F)(F)F +O=C(Nc1nc2ccccc2s1)c1ccccc1 +O=C(Nc1nc2ccccc2s1)c1cccnc1Cl +O=C(Nc1ncccc1O)C12CC3CC(CC(C3)C1)C2 +O=C(Nc1nccs1)C(F)(F)F +O=C(Nc1nccs1)NC(C(F)(F)F)C(F)(F)F +O=C(Nc1nccs1)c1ccc2c(c1)OCO2 +O=C(Nc1nccs1)c1cccnc1Cl +O=C(Nc1ncnc2c1ncn2C1OC(COC(=O)c2ccccc2)C(F)C1O)c1ccccc1 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+O=C([O-])[C@H](O)[C@@H](O)[C@H](O)[C@H](O)CO.[Na+] +O=C([O-])c1ccc[n+](CCO)c1 +O=C(c1c(-c2ccccc2)oc2ccc(O)cc12)N1CCOCC1 +O=C(c1c(O)cc(O)cc1O)[C@H](O)[C@H](O)c1cc(O)c(O)c(O)c1 +O=C(c1c(O)cc(O)cc1O)c1c(-c2ccc(O)cc2)oc2cc(O)c3c(c12)O[C@H](c1ccc(O)cc1)CC3 +O=C(c1c(O)cc(O)cc1O)c1c(-c2ccc(O)cc2)oc2cc(O)c3c(c12)O[C@H](c1ccc(O)cc1)[C@@H](O)C3 +O=C(c1c[nH]c2ccc(O)cc12)[C@H](O)[C@@H](O)C(=O)c1c[nH]c2ccc(O)cc12 +O=C(c1c[nH]c2ccc(O)cc12)c1nccc2c1[nH]c1ccc(O)cc12 +O=C(c1c[nH]c2ccccc12)c1nc2ccccc2c2cc[nH]c12 +O=C(c1c[nH]c2ccccc12)c1nccc2c1[nH]c1ccccc12 +O=C(c1c[nH]cn1)c1nccc2c1[nH]c1ccccc12 +O=C(c1cc(=O)[nH]c2ccccc12)N1CCc2[nH]c3ccccc3c2C1 +O=C(c1cc(=O)[nH]c2ccccc12)N1C[C@H]2C[C@@H](C1)C1CCCC(=O)N1C2 +O=C(c1cc(Br)c(O)c(Br)c1)c1nccc2c1[nH]c1cc(Br)ccc12 +O=C(c1cc(Br)c(O)c(Br)c1)c1nccc2c1[nH]c1ccc(Br)cc12 +O=C(c1cc(Br)c(O)c(Br)c1)c1nccc2c1[nH]c1ccccc12 +O=C(c1cc(Br)ccc1O)c1[nH]c(Br)c(Br)c1Br +O=C(c1cc(Br)ccc1O)c1[nH]c(Br)c(Cl)c1Br +O=C(c1cc(Br)ccc1O)c1[nH]c(Cl)c(Br)c1Br +O=C(c1cc(Br)ccc1O)c1[nH]c(Cl)c(Cl)c1Br +O=C(c1cc(CC2(NC3CCC(CO)CC3)COC2)no1)N1CCCCC1 +O=C(c1cc(CC2(NC3CCCCC3)COC2)no1)N1CCCCC1 +O=C(c1cc(CC2(NCc3ccccc3)COC2)no1)N1CCCCC1 +O=C(c1cc(Cl)c(Cl)[nH]1)c1c(O)ccc(C(c2csc(-c3ccccc3O)n2)c2ccc(O)c(C(=O)c3cc(Cl)c(Cl)[nH]3)c2O)c1O +O=C(c1cc(Cl)c(Cl)[nH]1)c1c(O)ccc(Cc2cc(C(c3csc(-c4ccccc4O)n3)c3ccc(O)c(C(=O)c4cc(Cl)c(Cl)[nH]4)c3O)c(O)c(C(=O)c3cc(Cl)c(Cl)[nH]3)c2O)c1O +O=C(c1cc(Cl)c(Cl)[nH]1)c1c(O)ccc(Cc2ccc(O)c(C(=O)c3cc(Cl)c(Cl)[nH]3)c2O)c1O +O=C(c1cc(Cl)c(Cl)[nH]1)c1c(O)cccc1O +O=C(c1cc(Cl)c(Cl)[nH]1)c1cc(Cl)cc(Cl)c1O +O=C(c1cc(Cl)cc(Cl)c1O)c1[nH]c(Cl)c(Cl)c1Cl +O=C(c1cc(O)c(O)c(O)c1)c1ccc(O)c(O)c1O +O=C(c1cc(O)cc(O)c1)c1c(O)cc(O)cc1O +O=C(c1cc(O)ccc1O)c1coc2ccc(O)cc12 +O=C(c1cc(O)nc2ccccc12)N1CCc2ccccc2C1 +O=C(c1cc2cc(Cl)ccc2[nH]1)N1CCCCC1c1cccnc1 +O=C(c1cc2ccccc2[nH]1)N1CCN(C(=O)c2cccc3[nH]ccc23)CC1 +O=C(c1cc2ccccc2[nH]1)N1O[C@@H]2C=C[C@H]1C2 +O=C(c1cc2ccccc2o1)N1CCN(Cc2ccc3c(c2)OCO3)CC1 +O=C(c1cc2ccccc2o1)[C@@H]1[C@@H]2CCCN2[C@]2(C(=O)Nc3ccc(Cl)cc32)[C@@]12C(=O)Nc1ccccc12 +O=C(c1cc2ccccc2o1)c1cc2ccccc2o1 +O=C(c1ccc(-c2nnc(Nc3cccc(Cl)c3)c3ccccc23)cc1)N1C[C@H]2C[C@H](C1)c1cccc(=O)n1C2 +O=C(c1ccc(-c2nnc(Nc3ccccc3)c3ccccc23)cc1)N1C[C@H]2C[C@H](C1)c1cccc(=O)n1C2 +O=C(c1ccc(Br)cc1)[C@@H]1[C@@H]2CCCN2[C@]2(C(=O)Nc3ccc(Cl)cc32)[C@@]12C(=O)Nc1ccccc12 +O=C(c1ccc(C(=O)N2CCC(N3CCCC3)CC2)c(Nc2ccccc2)c1)N1CCC(N2CCCC2)CC1 +O=C(c1ccc(Cl)cc1)c1ccc(Cl)cc1 +O=C(c1ccc(F)cc1)C1CCN(CCn2c(=O)[nH]c3ccccc3c2=O)CC1 +O=C(c1ccc(F)cc1)C1CCN(CCn2c(=S)[nH]c3ccccc3c2=O)CC1 +O=C(c1ccc(F)cc1)N(CCNc1ccccc1)c1ccccc1 +O=C(c1ccc(F)cc1)N1CCc2[nH]c3ccccc3c2C1 +O=C(c1ccc(F)cc1)N1C[C@@H]2C[C@H](C1)c1c(-c3ccc(OC(F)(F)F)cc3)ccc(=O)n1C2 +O=C(c1ccc(NCCO)cc1)C1CC1c1ccc(Cl)cc1 +O=C(c1ccc(NCCO)cc1)C1C[C@H]1c1ccc(Cl)cc1 +O=C(c1ccc(O)c(Br)c1)c1nccc2c1[nH]c1ccc(Br)cc12 +O=C(c1ccc(O)c(Br)c1)c1nccc2c1[nH]c1ccccc12 +O=C(c1ccc(O)c(O)c1)C1(O)Oc2cc(O)cc(O)c2C1=O +O=C(c1ccc(O)c(O)c1)c1c(O)cc(O)c([C@@H]2O[C@H](CO)[C@@H](O)[C@H](O)[C@H]2O)c1O +O=C(c1ccc(O)c(O)c1)c1c(O)cc(O)cc1O +O=C(c1ccc(O)cc1)[C@H]1c2cc(O)cc(O)c2[C@@H](c2ccc(O)cc2)[C@H]1c1cc(O)cc(O)c1 +O=C(c1ccc(O)cc1)c1[nH]c2[nH]c(=O)[nH]c(=O)c2c1-c1ccc(O)cc1 +O=C(c1ccc(O)cc1)c1c(O)cc(O)c([C@@H]2O[C@H](CO)[C@@H](O)[C@H](O)[C@H]2O)c1O +O=C(c1ccc(O)cc1)c1c(O)cc(O)cc1O +O=C(c1ccc(O)cc1)c1c(O)cc(O[C@@H]2O[C@H](CO)[C@@H](O)[C@H](O)[C@H]2O)c([C@@H]2O[C@H](CO)[C@@H](O)[C@H](O)[C@H]2O)c1O +O=C(c1ccc(O)cc1)c1cc(O)cc(O)c1 +O=C(c1ccc(O)cc1)c1ccc(O)cc1 +O=C(c1ccc(O)cc1)c1ccc(O)cc1O +O=C(c1ccc(O)cc1)c1cncc(-c2ccc(O)cc2)n1 +O=C(c1ccc(O)cc1)c1nc(-c2ccc(O)cc2)c[nH]1 +O=C(c1ccc(O)cc1)c1nc2ccccc2c(=O)[nH]1 +O=C(c1ccc(O)cc1)c1ncc(-c2ccc(O)cc2)nc1C(=O)c1ccc(O)cc1 +O=C(c1ccc(O)cc1)c1nccc2c1[nH]c1ccc(Br)cc12 +O=C(c1ccc(O)cc1)c1nccc2c1[nH]c1ccccc12 +O=C(c1ccc(O)cc1O)C1C(c2ccc(O)cc2)OC(c2ccc(O)cc2)C1C(=O)c1ccc(O)cc1O +O=C(c1ccc(O)cc1O)[C@@H](O)Cc1ccc(O)cc1 +O=C(c1ccc(O)cc1O)[C@@H]1[C@@H](C(=O)c2ccc(O)cc2O)[C@H](c2ccccc2)[C@@H]1c1ccccc1 +O=C(c1ccc(O)cc1O)[C@@H]1[C@@H](C(=O)c2ccc(O)cc2O)[C@H](c2ccccc2)[C@H]1c1ccccc1 +O=C(c1ccc(O)cc1O)[C@@H]1[C@H](C(=O)c2ccc(O)cc2O)[C@@H](c2ccccc2)[C@H]1c1ccccc1 +O=C(c1ccc(O)cc1O)[C@H](O)Cc1ccc(O)c(O)c1 +O=C(c1ccc(O)cc1O)[C@H](O)Cc1ccc(O)cc1 +O=C(c1ccc(O)cc1O)[C@H]1[C@H](C(=O)c2ccc(O)cc2O)[C@@H](c2ccccc2)[C@@H]1c1ccccc1 +O=C(c1ccc(O)cc1O)[C@H]1[C@H](C(=O)c2ccc(O)cc2O)[C@H](c2ccc(O)cc2)O[C@@H]1c1ccc(O)cc1 +O=C(c1ccc(O)cc1O)[C@H]1[C@H](C(=O)c2ccc(O)cc2O)[C@H](c2ccccc2)[C@@H]1c1ccccc1 +O=C(c1ccc(O)cc1O)[C@H]1[C@H](c2ccccc2)[C@@H](C(=O)c2ccc(O)cc2O)[C@@H]1c1ccccc1 +O=C(c1ccc(O)cc1O)[C@H]1[C@H](c2ccccc2)[C@H](C(=O)c2ccc(O)cc2O)[C@@H]1c1ccccc1 +O=C(c1ccc(O)cc1O)[C@H]1[C@H](c2ccccc2)[C@H](C(=O)c2ccc(O)cc2O)[C@H]1c1ccccc1 +O=C(c1ccc(O)cc1O)c1ccc(O)cc1O +O=C(c1ccc(OCCN2CCCCC2)cc1)c1c(-c2ccc(O)cc2)sc2cc(O)ccc12 +O=C(c1ccc2c(=O)n3c(nc2c1)CCCCC3)N1CCCCC1 +O=C(c1ccc2c(c1)OCO2)N1CCCCCC1 +O=C(c1ccc2c(c1)OCO2)N1CCN2C(=O)NC[C@H]2C1 +O=C(c1ccc2nccnc2c1)N1CCCCC1 +O=C(c1ccc[nH]1)N1O[C@@H]2C=C[C@H]1C2 +O=C(c1cccc(C(F)(F)F)c1)N1C[C@H]2C[C@@H](C1)c1cccc(=O)n1C2 +O=C(c1cccc(O)c1)c1c(O)cc(O)cc1O +O=C(c1cccc(O)c1)c1cc(O)c(O)c(O)c1 +O=C(c1ccccc1)C(O)c1ccccc1 +O=C(c1ccccc1)N1CCCCC1 +O=C(c1ccccc1)N1CCN(C(=O)c2ccccc2)CC1 +O=C(c1ccccc1)N1CCN(CC(O)Cn2c3ccccc3c3ccccc32)CC1 +O=C(c1ccccc1)N1CCOC[C@H](OCc2ccccc2)C1 +O=C(c1ccccc1)N1CC[C@H](c2nnc(-c3ccncc3)o2)C1 +O=C(c1ccccc1)N1C[C@@H](F)[C@@H](OCc2nc3cc(C(F)(F)F)ccc3[nH]2)C1 +O=C(c1ccccc1)N1C[C@@H]2COCCN2C2(C1)CN(C1CCCCC1)C2 +O=C(c1ccccc1)N1C[C@@H]2C[C@@H](O)CN2C2(C1)CN(C(=O)c1ccccc1)C2 +O=C(c1ccccc1)N1C[C@@H]2C[C@H](C1)c1c(-c3cncnc3)ccc(=O)n1C2 +O=C(c1ccccc1)N1C[C@@H]2Oc3ncccc3S(=O)(=O)N[C@@H]2C1 +O=C(c1ccccc1)[C@H]1[C@]2(C(=O)Nc3ccccc32)[C@H](Cc2ccccc2)N[C@@]12C(=O)Nc1ccccc12 +O=C(c1ccccc1)c1cc(O)c([C@@H]2O[C@H](CO)[C@@H](O)[C@H](O)[C@H]2O)c(O)c1 +O=C(c1ccccc1)c1cc2ccc(O)cc2oc1=O +O=C(c1ccccc1)c1cc2ccccc2o1 +O=C(c1ccccc1)c1ccc(-c2ccccc2)cc1 +O=C(c1ccccc1)c1ccc(Cl)cc1 +O=C(c1ccccc1)c1ccc(O)c(O)c1O +O=C(c1ccccc1)c1ccc(O)cc1 +O=C(c1ccccc1)c1ccc(O)cc1O +O=C(c1ccccc1)c1ccc(OC(=O)C2CCCCC2)cc1 +O=C(c1ccccc1)c1ccc2n1CCC2C(=O)O +O=C(c1ccccc1)c1ccc2n1CC[C@H]2C(=O)O +O=C(c1ccccc1)c1ccc2nc(O)oc2c1 +O=C(c1ccccc1)c1ccccc1 +O=C(c1ccccc1)c1ccccc1O +O=C(c1ccccc1)c1ccccn1 +O=C(c1ccccc1)c1ccncc1 +O=C(c1ccccc1)c1cncc(Br)c1 +O=C(c1ccccc1)c1coc2ccc(O)cc12 +O=C(c1ccccc1)n1c(=O)cc[nH]c1=O +O=C(c1ccccc1)n1ccc2ccccc21 +O=C(c1ccccc1)n1nnc2ccccc21 +O=C(c1ccccc1F)N1C[C@H]2C[C@@H](C1)c1cccc(=O)n1C2 +O=C(c1ccccc1O)c1[nH]c(Cl)c(Cl)c1-n1c(C(=O)c2cc(Cl)ccc2O)cc(Cl)c1Cl +O=C(c1ccccc1O)c1[nH]c(Cl)c(Cl)c1-n1c(C(=O)c2ccccc2O)cc(Cl)c1Cl +O=C(c1ccccc1O)c1ccccc1O +O=C(c1ccccn1)N1CC[C@H]2COC(=O)N2c2cc(F)ccc2C1 +O=C(c1ccccn1)N1C[C@@H]2OCC(=O)N(CC3CC3)[C@@H]2C1 +O=C(c1ccccn1)N1C[C@@H]2OCC(=O)N(CC3CCCCC3)[C@@H]2C1 +O=C(c1cccnc1)N1CCN2C(=O)N(Cc3ccc(F)cc3)C[C@H]2C1 +O=C(c1cccnc1)N1CC[C@H](c2nnc(-c3ccncc3)o2)C1 +O=C(c1cccnc1)N1CC[C@H](c2nnc(Cc3ccccc3)o2)C1 +O=C(c1cccnc1)N1C[C@@H](F)[C@@H](OCc2nc3cc(C(F)(F)F)ccc3[nH]2)C1 +O=C(c1cccnc1)N1C[C@@H]2C[C@@H](O)CN2C2(CN(CC3CC3)C2)C1 +O=C(c1cccnc1)N1C[C@@H]2C[C@@H](O)CN2C2(CN(Cc3ccc(F)cc3)C2)C1 +O=C(c1cccnc1)N1C[C@@H]2C[C@@H](O)CN2C2(CN(Cc3ccc4c(c3)OCO4)C2)C1 +O=C(c1cccnc1)N1C[C@@H]2C[C@@H](O)CN2C2(CN(Cc3cccc(Cl)c3)C2)C1 +O=C(c1cccnc1)N1C[C@@H]2OCC(=O)N(CC3CC3)[C@@H]2C1 +O=C(c1cccnc1)N1C[C@@H]2OCC(=O)N(Cc3ccccn3)[C@@H]2C1 +O=C(c1cccnc1)N1C[C@@H]2OCC(=O)N(Cc3cccnc3)[C@@H]2C1 +O=C(c1cccnc1)N1C[C@@H]2OCC(=O)N(Cc3ccncc3)[C@@H]2C1 +O=C(c1ccco1)N1CCN(Cc2ccccc2)CC1 +O=C(c1cccs1)N1CC[C@H](c2nnc(Cc3ccccc3)o2)C1 +O=C(c1ccncc1)N1CC[C@H](c2nc3ccccc3[nH]2)C1 +O=C(c1ccncc1)N1CC[C@H](c2nc3ccccc3o2)C1 +O=C(c1ccncc1)N1CC[C@H](c2nnc(Cc3ccccc3)o2)C1 +O=C(c1ccncc1)N1C[C@@H](F)[C@@H](OCc2nc3ccc(F)cc3[nH]2)C1 +O=C(c1ccncc1)N1C[C@@H]2C[C@H](C1)c1ccc(-c3cccnc3)c(=O)n1C2 +O=C(c1ccncc1)N1C[C@@H]2OCC(=O)N(Cc3ccccn3)[C@@H]2C1 +O=C(c1ccncc1)N1C[C@@H]2OCC(=O)N(Cc3cccnc3)[C@@H]2C1 +O=C(c1ccncc1)N1C[C@@H]2OCC(=O)N(Cc3ccncc3)[C@@H]2C1 +O=C(c1ccncc1)N1C[C@H](OCc2nc3ccccc3[nH]2)[C@@H](F)C1 +O=C(c1ccncc1)N1N=C(c2ccccc2)CC1c1cn(-c2ccccc2)nc1-c1ccccc1 +O=C(c1ccno1)N1CCN2C(=O)N(Cc3ccc(F)cc3)C[C@H]2C1 +O=C(c1ccno1)N1CCOC[C@H](Oc2cnccn2)C1 +O=C(c1ccno1)N1C[C@@H](F)[C@@H](OCc2nc3ccccc3o2)C1 +O=C(c1cn(CCCCCF)c2ccccc12)C12CC3CC(CC(C3)C1)C2 +O=C(c1cnc2ccccc2c1)c1nc(O)c2ccccc2n1 +O=C(c1cnccn1)N1CC[C@H](c2nc3ccccc3o2)C1 +O=C(c1cnccn1)N1CC[C@H]2COC(=O)N2c2ccccc2C1 +O=C(c1cnccn1)N1C[C@@H]2C[C@H](C1)c1c(-c3ccccc3)ccc(=O)n1C2 +O=C(c1cnccn1)N1C[C@@H]2OCC(=O)N(CC3CCCCC3)[C@@H]2C1 +O=C(c1cnccn1)N1C[C@@H]2OCC(=O)N(Cc3ccc(F)cc3)[C@@H]2C1 +O=C(c1cncnc1)N1CC[C@H](c2nc3cc(F)ccc3[nH]2)C1 +O=C(c1csc(-c2cccc(O)c2O)n1)N(O)CCc1c[nH]cn1 +O=C(c1nc(-c2c[nH]c3cc(Br)ccc23)c[nH]1)c1c[nH]c2c1CCC=C2 +O=C(c1nc(-c2c[nH]c3cc(Br)ccc23)c[nH]1)c1c[nH]c2cc(O)ccc12 +O=C(c1nc(-c2c[nH]c3ccccc23)c[nH]1)c1c[nH]c2cc(O)ccc12 +O=C(c1nc(-c2c[nH]c3ccccc23)c[nH]1)c1c[nH]c2ccccc12 +O=C(c1ncc(-c2c[nH]c3cc(Br)ccc23)[nH]1)c1c[nH]c2cc(Br)ccc12 +O=C(c1ncc(-c2c[nH]c3cc(Br)ccc23)[nH]1)c1c[nH]c2ccccc12 +O=C(c1ncc(-c2c[nH]c3ccccc23)[nH]1)c1c[nH]c2cc(Br)ccc12 +O=C(c1nccs1)c1c[nH]c2ccccc12 +O=C(n1ccnc1)n1ccnc1 +O=C1/C=C(/c2ccc(O)cc2)[C@@H](O)Cc2ccc(O)cc2O1 +O=C1C(=Cc2ccc(Br)cc2)C(=O)c2ccccc21 +O=C1C(=Cc2ccc(F)cc2)C(=O)c2ccccc21 +O=C1C(=Cc2ccc(O)cc2)C(=O)c2ccccc21 +O=C1C(=Cc2ccccc2)C(=O)c2ccccc21 +O=C1C(=Cc2ccccc2)Oc2c1ccc(O)c2CN1CCCCC1 +O=C1C(=Cc2ccco2)CCC1=Cc1ccco1 +O=C1C(=O)N(CC(=O)N2CCc3ccccc3C2)c2ccccc21 +O=C1C(=O)N(CO)c2ccc(Br)cc21 +O=C1C(=O)N(CO)c2ccccc21 +O=C1C(=O)c2[nH]cc3c2C(=C1Br)NCC3 +O=C1C(=O)c2c(-c3ccccc3)ccc3cccc1c23 +O=C1C(=O)c2c(ccc3ccccc23)-c2ccccc21 +O=C1C(=O)c2c(oc3cc(O)c(O)cc23)-c2oc3cc(O)c(O)cc3c21 +O=C1C(=O)c2cccc3cccc1c23 +O=C1C(=O)c2ccccc2-c2ccccc21 +O=C1C(=O)c2ccccc2C(O)=C1C1CCC(c2ccc(Cl)cc2)CC1 +O=C1C(=O)c2ccccc2C2=C1CCO2 +O=C1C(=O)c2ccccc2CCc2ccccc21 +O=C1C(=O)c2ccoc2-c2ccccc21 +O=C1C(Br)=C(Br)[C@@](O)(C(Br)Br)[C@@H]1Br +O=C1C(Br)=CC2(C=C1Br)CCNC1=C2C2=NCCc3c(Br)[nH]c(c32)C1=O +O=C1C(Br)=CC2(C=C1Br)CCNC1=C2C2=NCCc3c[nH]c(c32)C1=O +O=C1C(Br)=C[C@@H](O)[C@@H]2O[C@H]12 +O=C1C(Br)=C[C@@H](O)[C@H]2O[C@@H]12 +O=C1C(Br)=C[C@H](O)[C@@H]2O[C@H]12 +O=C1C(Br)=C[C@H](O)[C@H]2O[C@@H]12 +O=C1C(C2(C3(C4=Nc5ccccc5C4=O)Nc4ccccc4C3=O)Nc3ccccc3C2=O)=Nc2ccccc21 +O=C1C(CC(=O)N2CCCC[C@H]2c2cccnc2)N=C(O)N1CCc1ccccc1 +O=C1C(CCC(O)c2ccc(F)cc2)C(c2ccc(O)cc2)N1c1ccc(F)cc1 +O=C1C(CC[S+]([O-])c2ccccc2)C(=O)N(c2ccccc2)N1c1ccccc1 +O=C1C(CO)=C[C@@H](O)[C@@H](O)[C@@H]1Br +O=C1C(CO)=C[C@@H](O)[C@@H](O)[C@@H]1Cl +O=C1C(CO)=C[C@@H](O)[C@@H](O)[C@H]1Br +O=C1C(CO)=C[C@@H](O)[C@@H](O)[C@H]1Cl +O=C1C(CO)=C[C@@H](O)[C@H]2O[C@@H]12 +O=C1C(CO)=C[C@H](O)[C@H]2O[C@@H]12 +O=C1C(Cc2c[nH]c3ccccc23)NC(=S)N1Cc1ccccc1 +O=C1C(Cc2ccc(O)cc2)=C(Cc2ccc(O)cc2)C(=O)C1(c1ccc(O)cc1)C1(c2ccc(O)cc2)C(=O)C(Cc2ccc(O)cc2)=C(Cc2ccc(O)cc2)C1=O +O=C1C(Cl)=C(Cl)C(=O)C(Cl)=C1Cl +O=C1C(Cl)=C(Cl)C(=O)c2c(O)ccc(O)c21 +O=C1C(Cl)=C(Cl)C(=O)c2ccccc21 +O=C1C(Cl)=C(NCCN2CCOCC2)C(=O)c2ncccc21 +O=C1C(Cl)=CC(=Nc2ccc(O)cc2)C=C1Cl +O=C1C(Cl)=CC2(Oc3cccc4cccc(c34)O2)[C@]23O[C@]12[C@H](O)CCC3=O +O=C1C(Cl)C(CCl)CN1c1cccc(C(F)(F)F)c1 +O=C1C(NC2Cc3cc(Br)c(O)cc3S2)=CC2=NCCc3c[nH]c1c32 +O=C1C(NCCc2ccc(O)cc2)=CC2=NCCc3c[nH]c1c32 +O=C1C(NCCc2ccccc2)=CC2=NCCc3c[nH]c1c32 +O=C1C(O)=C(C2=C(O)C(=O)c3ccccc3C2=O)C(=O)c2ccccc21 +O=C1C(O)=C(C2CCC(c3ccc(Cl)cc3)CC2)C(=O)c2ccccc21 +O=C1C(O)=C(C2CCC(c3ccc(Cl)cc3)CC2)C(=O)c2ccccc21 +O=C1C(O)=C(Cl)C(=O)c2ccccc21 +O=C1C(O)=C(O)C(=O)C(O)=C1O +O=C1C(O)=C(O)C(=O)c2c(O)c(Cl)cc(O)c21 +O=C1C(O)=C(O)C(=O)c2c(O)c(O)cc(O)c21 +O=C1C(O)=C(O)C(=O)c2c(O)ccc(O)c21 +O=C1C(O)=C(O)C(=O)c2ccccc21 +O=C1C(O)=C(O)O[C@@H]1[C@@H](O)CO +O=C1C(O)=C(O)O[C@H]1[C@H](O)CO +O=C1C(O)=C([C@H]2CC[C@H](c3ccc(Cl)cc3)CC2)C(=O)c2ccccc21 +O=C1C(O)=C(c2cc(O)c(O)c(O)c2)C(=O)C(O)=C1c1ccccc1 +O=C1C(O)=C(c2ccc(O)c(O)c2)C(=O)C(O)=C1c1ccc(O)cc1 +O=C1C(O)=C(c2ccc(O)c(O)c2)C(=O)C(O)=C1c1ccccc1 +O=C1C(O)=C(c2ccc(O)cc2)C(=O)C(O)=C1c1ccc(O)cc1 +O=C1C(O)=C(c2ccc(O)cc2)C(=O)C(O)=C1c1ccccc1 +O=C1C(O)=C(c2ccc(O)cc2)C2CCCN12 +O=C1C(O)=C(c2ccc(O)cc2)[C@@H]2CCCN12 +O=C1C(O)=C(c2ccccc2)C(=O)C(O)=C1c1ccccc1 +O=C1C(O)=C(c2ccccc2)C2CCCN12 +O=C1C(O)=CC(=O)c2c(O)cc(O)cc21 +O=C1C(O)=CC(=O)c2c(O)cccc21 +O=C1C(O)=CC2(Oc3cccc4cccc(c34)O2)[C@@]23O[C@@]12[C@@H](O)C=C[C@H]3O +O=C1C(O)=CC2(Oc3cccc4cccc(c34)O2)[C@@]23O[C@@]12[C@@H](O)CC[C@H]3O +O=C1C(O)=Cc2c(-c3ccc(O)cc3)ccc3cccc1c23 +O=C1C(O)=Cc2c(-c3ccccc3)ccc3cccc1c23 +O=C1C(O)=Cc2cccc3ccc(-c4ccc(O)cc4)c1c23 +O=C1C(O)=Cc2cccc3ccc(-c4ccccc4)c1c23 +O=C1C(O)=Cc2cccc3cccc1c23 +O=C1C(O)=Cc2cn(CCO)c(=O)c3ccc(-c4ccccc4)c1c23 +O=C1C(O)=Cc2coc(=O)c3ccc(-c4ccccc4)c1c23 +O=C1C(O)C(O)C(O)C(O)C1O +O=C1C(O)Oc2ccccc2N1O +O=C1C(OC(=O)c2ccccc2)=C(c2ccc(O)cc2)C(=O)C(OC(=O)c2ccccc2)=C1c1ccc(O)cc1 +O=C1C(O[C@@H]2O[C@H](CO)[C@@H](O)[C@H](O)[C@H]2O)Oc2ccccc2N1O +O=C1C(P(=O)(O)O)CC(O)N1O +O=C1C(c2[nH]c3ccccc3c2O)=Nc2ccccc21 +O=C1C(c2c(O)[nH]c3ccccc23)=Nc2ccccc21 +O=C1C(c2ccc(O)c(O)c2)=C2C(=C(c3ccc(O)c(O)c3)C(=O)N2CCc2ccc(O)cc2)c2cc(O)c(O)cc21 +O=C1C(c2ccc(O)c(O)c2)=C2C(=C(c3ccc(O)c(O)c3)C(=O)N2CCc2ccc(OS(=O)(=O)O)cc2)c2cc(O)c(O)cc21 +O=C1C(c2ccc(O)c(O)c2)=c2c(c3c(n2CCc2ccc(O)cc2)=C(c2ccc(O)c(O)c2)C(=O)c2cc(O)c(O)cc2-3)-c2cc(O)c(O)cc21 +O=C1C(c2ccc(O)c(O)c2)=c2c(c3c(n2CCc2ccc(O)cc2)=C(c2ccc(O)c(O)c2)C(=O)c2cc(O)c(OS(=O)(=O)O)cc2-3)-c2cc(O)c(O)cc21 +O=C1C(c2ccc(O)c(O)c2)=c2c(c3c(n2CCc2ccc(O)cc2)=C(c2ccc(O)c(O)c2)C(=O)c2cc(O)c(OS(=O)(=O)O)cc2-3)-c2cc(OS(=O)(=O)O)c(O)cc21 +O=C1C(c2ccc(O)c(O)c2)=c2c(c3c(n2CCc2ccc(O)cc2)=C(c2ccc(O)c(OS(=O)(=O)O)c2)C(=O)c2cc(O)c(O)cc2-3)-c2cc(O)c(O)cc21 +O=C1C(c2ccc(O)c(O)c2)=c2c(c3c(n2CCc2ccc(O)cc2)=C(c2ccc(O)c(OS(=O)(=O)O)c2)C(=O)c2cc(O)c(OS(=O)(=O)O)cc2-3)-c2cc(O)c(O)cc21 +O=C1C(c2ccc(O)c(O)c2)=c2c(c3c(n2CCc2ccc(O)cc2)=C(c2ccc(O)c(OS(=O)(=O)O)c2)C(=O)c2cc(O)c(OS(=O)(=O)O)cc2-3)-c2cc(OS(=O)(=O)O)c(O)cc21 +O=C1C(c2ccc(O)c(OS(=O)(=O)O)c2)=c2c(c3c(n2CCc2ccc(O)cc2)=C(c2ccc(O)c(O)c2)C(=O)c2cc(O)c(OS(=O)(=O)O)cc2-3)-c2cc(O)c(O)cc21 +O=C1C(c2ccc(O)c(OS(=O)(=O)O)c2)=c2c(c3c(n2CCc2ccc(O)cc2)=C(c2ccc(O)c(OS(=O)(=O)O)c2)C(=O)c2cc(O)c(O)cc2-3)-c2cc(O)c(O)cc21 +O=C1C(c2ccc(O)c(OS(=O)(=O)O)c2)=c2c(c3c(n2CCc2ccc(O)cc2)=C(c2ccc(O)c(OS(=O)(=O)O)c2)C(=O)c2cc(O)c(OS(=O)(=O)O)cc2-3)-c2cc(O)c(O)cc21 +O=C1C(c2ccc(O)cc2)=C2C(=C(c3ccc(O)cc3)C(=O)N2CCc2ccc(O)cc2)c2c1[nH]c1c(O)cccc21 +O=C1C(c2ccccc2)=C(O)C(=O)c2c1oc1cc(O)c(O)cc21 +O=C1C(c2ccccc2)=C(c2ccccc2)c2ccccc21 +O=C1C(c2ccccc2)=Cc2cccc3cccc1c23 +O=C1C2=C(C(=O)c3c(O)cccc31)[C@]1(O)C[C@H]2C(=O)c2c(O)cccc21 +O=C1C2=C(C(=O)c3ccccc31)C(O)OCC2 +O=C1C2=C(C3=NCCc4c(Br)[nH]c1c43)C1(C=C(Br)C(O)C(Br)=C1)CCN2 +O=C1C2=C(C3=NCCc4c(Br)[nH]c1c43)C1(C=CN2)C=C(Br)C(O)C(Br)=C1 +O=C1C2=C(C3=NCCc4c[nH]c1c43)C1(C=C(Br)C(O)C(Br)=C1)CCN2 +O=C1C2=C(C3=NCCc4c[nH]c1c43)C1(C=CN2)C=C(Br)C(O)C(Br)=C1 +O=C1C2=C(C3=NCCc4c[nH]c1c43)[C@]1(C=C(Br)[C@H](O)C(Br)=C1)CCN2 +O=C1C2=C(C3=NCCc4c[nH]c1c43)[C@]13C=C(Br)[C@@H](O)C[C@H]1S[C@@H](C3)N2 +O=C1C2=C(C3=NCCc4c[nH]c1c43)c1c(Br)cc(Br)cc1CCN2 +O=C1C2=C(C=CC(C(=O)O)N2)C(=O)C2=C1NCCS2(=O)=O +O=C1C2=C(CC(O)OC2)C(=O)c2ccccc21 +O=C1C2=C(CCCC2)C(=O)N1c1ccc(Br)cc1 +O=C1C2=C(NC(=S)NC2c2ccccc2)c2ccccc21 +O=C1C2=C(NC(=S)N[C@@H]2c2ccccc2)c2ccccc21 +O=C1C2=C(NC(=S)N[C@H]2c2ccccc2)c2ccccc21 +O=C1C2=C(SCCN2)C2=NCCc3c[nH]c1c32 +O=C1C2=C(S[C@@H]3O[C@H](CO)[C@@H](O)[C@H](O)[C@H]3O2)C(=O)c2ccccc21 +O=C1C2=C(S[C@H]3O[C@@H](CO)[C@H](O)[C@@H](O)[C@@H]3O2)C(=O)c2ccccc21 +O=C1C2=CCCC3(Oc4cccc5cccc(c45)O3)[C@@H]2[C@H](O)[C@@H]2O[C@H]12 +O=C1C2C(C(=O)N1CCCCN1CCN(c3ncccn3)CC1)[C@H]1CC[C@@H]2C1 +O=C1C2C(C(=O)N1c1cccc3ccccc13)C1(Br)c3ccccc3C2(Br)c2ccccc21 +O=C1C2C(c3ccccc3)NC(c3ccccc3)C1C(c1ccccc1)NC2c1ccccc1 +O=C1C2C3C=CC(C3)C2C(=O)N1Cc1ccccc1 +O=C1C2C3C=CC(C3)C2C(=O)N1c1cccc2ccccc12 +O=C1C2C3C=CC(C3)C2C(=O)N1c1ccccc1 +O=C1C2C3C=CC(C4C=CC43)C2C(=O)N1CCCCN1CCN(c2ncccn2)CC1 +O=C1C2C3C=CC(c4ccccc4)(C2C(=O)N1c1cccc(Cl)c1)C1C(=O)N(c2cccc(Cl)c2)C(=O)C31 +O=C1C2C3CCC(C3)C2C(=O)N1CC1CCCCC1CN1CCN(c2nsc3ccccc23)CC1 +O=C1C2C3c4ccccc4C(c4ccccc43)C2C(=O)N1c1ccccc1 +O=C1C2CC3CC(C2)CC1C3 +O=C1C2CC3CC1CC(O)(C3)C2 +O=C1C2CC=CCC2C(=O)N1SC(Cl)(Cl)C(Cl)Cl +O=C1C2CC=CCC2C(=O)N1SC(Cl)(Cl)Cl +O=C1C2CCC3(CC2C(=O)N1CCc1c[nH]c2ccccc12)OCCO3 +O=C1C2CCCN2C(=S)N1c1ccccc1 +O=C1C2Cc3c([nH]c4ccccc34)C(CCc3ccccc3)N2C(=O)CN1Cc1ccc(Cl)cc1 +O=C1C=C(Br)C(=O)C(Br)=C1 +O=C1C=C(Br)C(=O)N1 +O=C1C=C(C2OC(CO)C(O)C2O)C(=O)N1 +O=C1C=C(CCc2ccccc2)O[C@H](C[C@H]2CC=CC(=O)O2)C1 +O=C1C=C(CO)[C@H](O)[C@@H]2O[C@H]12 +O=C1C=C(CO)[C@H](O)[C@H]2O[C@@H]12 +O=C1C=C(Cl)C(=O)c2ccccc21 +O=C1C=C(N2CCCCC2c2cccnc2)C2(CCCCC2)O1 +O=C1C=C(NCCO)C(=O)c2cnccc21 +O=C1C=C(NCCc2ccccc2)C(=O)c2ccccc21 +O=C1C=C(NCc2ccc(Cl)c(Cl)c2)C(=O)c2ccccc21 +O=C1C=C(NCc2ccc(Cl)cc2)C(=O)c2ccccc21 +O=C1C=C(NCc2cccc(Cl)c2)C(=O)c2ccccc21 +O=C1C=C(NCc2ccccc2)C(=O)c2ccccc21 +O=C1C=C(NCc2ccccc2)CCC1 +O=C1C=C(NCc2ccccn2)C(=O)c2ccccc21 +O=C1C=C(NCc2cccnc2)C(=O)c2ccccc21 +O=C1C=C(NCc2ccncc2)C(=O)c2ccccc21 +O=C1C=C(Nc2ccc(Cl)cc2)CCC1 +O=C1C=C(Nc2ccc(F)cc2)CCC1 +O=C1C=C(Nc2ccccc2)C(=O)c2ccccc21 +O=C1C=C(Nc2ccccc2)CCC1 +O=C1C=C(Nc2ccccc2)c2ccccc2C1=O +O=C1C=C(O)C(=O)c2c(O)c(O)cc(O)c21 +O=C1C=C(O)C(=O)c2c(O)ccc(O)c21 +O=C1C=C(O)C(=O)c2c(O)cccc21 +O=C1C=C(O)C(=O)c2ccccc21 +O=C1C=C(O)c2c(O)cc(O)c(O)c2C1=O +O=C1C=C(O)c2c(O)cccc2C1=O +O=C1C=C(O)c2cccc(O)c2C1=O +O=C1C=C(OCc2ccccc2)CN1 +O=C1C=C(S(=O)(=O)O)c2ccccc2C1=O +O=C1C=C(SSC2=CC(=O)C(Br)=C[C@]23C=CNC2=C3C3=NCCc4c[nH]c(c43)C2=O)[C@@]2(C=CNC3=C2C2=NCCc4c[nH]c(c42)C3=O)C=C1Br +O=C1C=C([C@@H]2O[C@H](CO)[C@@H](O)[C@H]2O)C(=O)N1 +O=C1C=C(c2cc(Br)c(O)c(Br)c2)C(O)(Cc2cc(Br)c(O)c(Br)c2)O1 +O=C1C=C(c2cc(Br)c(O)c(Br)c2)[C@]2(O1)O[C@]1(OC(=O)C=C1c1cc(Br)c(O)c(Br)c1)C(c1cc(Br)c(O)c(Br)c1)=C2c1cc(Br)c(O)c(Br)c1 +O=C1C=C(c2cc(Br)c(O)c(Br)c2)[C@]2(O1)O[C@]1(OC(=O)C=C1c1cc(Br)c(O)c(Br)c1)C(c1ccc(O)c(Br)c1)=C2c1ccc(O)c(Br)c1 +O=C1C=C(c2ccc(O)cc2)[C@]2(O1)O[C@@]1(OC(=O)C=C1c1ccc(O)cc1)C(c1ccc(O)cc1)=C2c1ccc(O)cc1 +O=C1C=C(c2ccc(O)cc2)[C@]2(O1)O[C@]1(OC(=O)C=C1c1ccc(O)cc1)C(c1ccc(O)cc1)=C2c1ccc(O)cc1 +O=C1C=C(c2ccc(O)cc2O)C(Cc2ccc(O)cc2)O1 +O=C1C=C(c2ccc(O)cc2O[C@@H]2O[C@H](CO)[C@@H](O)[C@H](O)[C@H]2O)C(Cc2ccc(O)cc2)O1 +O=C1C=C(c2ccc(O)cc2O[C@@H]2O[C@H](CO)[C@@H](O)[C@H](O)[C@H]2O)O[C@@H]1Cc1ccc(O)cc1 +O=C1C=C(c2ccccc2)CO1 +O=C1C=C2C(=CCOC2O)O1 +O=C1C=C2C=CC3CC2(O1)C1CCCCN31 +O=C1C=C2C=CC3C[C@@]2(O1)C1CCCCN31 +O=C1C=C2C=C[C@@H](O)C[C@H]2O1 +O=C1C=C2C=C[C@@H](O)[C@H](O)[C@H]2O1 +O=C1C=C2C=C[C@@H]3CC2(O1)[C@H]1CCCCN31 +O=C1C=C2C=C[C@@H]3C[C@@]2(O1)[C@@H]1CCCCN1O3 +O=C1C=C2C=C[C@@H]3C[C@@]2(O1)[C@H]1CCCCN31 +O=C1C=C2C=C[C@@H]3C[C@@]2(O1)[C@H]1C[C@@H](O)CCN31 +O=C1C=C2C=C[C@H](O)C[C@@H]2O1 +O=C1C=C2C=C[C@H]3C[C@@]2(O1)[C@H]1CCCCN31 +O=C1C=C2C=C[C@H]3C[C@]2(O1)[C@@H]1CCCCN13 +O=C1C=C2C=C[C@H]3C[C@]2(O1)[C@H]1CCCCN1O3 +O=C1C=C2CC3(O)COc4c(ccc(O)c4O)C3=C2C=C1O +O=C1C=C2CC3(O)COc4cc(O)ccc4C3=C2C=C1O 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+S=C(Nc1ccccc1)N1CCCN1c1ccccc1 +S=C(Nc1ccccc1)Nc1ccccc1 +S=C(S)N1CCCC1 +S=C(S)N1CCNCC1 +S=C(S)NCCNC(=S)S +S=C(c1ccc2c(c1)OCO2)N1CCCCC1 +S=C(c1ccc2c(c1)OCO2)N1CCOCC1 +S=C1NCC(c2ccccc2)O1 +S=C1NCCN1 +S=C1NNC(=S)NN1 +S=C=NCCCCc1ccccc1 +S=C=NCCCc1ccccc1 +S=C=NCCc1ccccc1 +S=C=NCc1ccccc1 +S=C=Nc1ccccc1 +S=P(N1CC1)(N1CC1)N1CC1 +S=c1c2ccccc2oc2ccccc12 +S=c1ccss1 +S=c1n(-c2ccc(Br)cc2)c(=S)n2n1CCCC2 +SC1=NCCC12C(S)=Nc1ccccc12 +SC1CCCC1 +SCCCCCCCCS +SCCc1cnccn1 +SCc1ccccc1 +SCc1ccco1 +SCc1cccs1 +Sc1ccccc1 +Sc1nc(-c2ccccc2)nn1-c1ccccc1 +Sc1nc2ccccc2[nH]1 +Sc1nc2ccccc2s1 +Sc1ncnc2c1cnn2-c1ccccc1 +Sc1ncnc2nc[nH]c12 +Sc1nnnn1-c1ccccc1 +[O-][N+]12CCCCC1CCCC2CO +[O-][N+]12CCC[C@]3(O)CCCCCC[C@@H]4CCN5CCC[C@@H](CCCCCC[C@H](CC1)O[C@@H]32)[C@@H]5O4 +[O-][N+]12CCC[C@]3(O)CCCCCC[C@@H]4CCN5CCC[C@](O)(CCCCCC[C@H](CC1)O[C@@H]32)[C@@H]5O4 +[O-][S+](Cc1ccccc1)Cc1ccccc1 +[O-][S+](Cc1ccccc1)SCc1ccccc1 +[O-][S+](c1ccccc1)c1ccccc1 +[O-][S+]1CC(O)C(O)C(O)CC(O)CC(O)C(O)C(O)C(O)C1 +[O-][S+]1CSCS1 +[O-][S+]1CSSC1 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+c1ccc2c(C3NCCc4c3[nH]c3ccccc43)c[nH]c2c1 +c1ccc2c(CC3=NCCN3)cccc2c1 +c1ccc2c(CCNc3[nH]cnc4ncnc3-4)c[nH]c2c1 +c1ccc2c(CCc3c[nH]c4ccccc34)c[nH]c2c1 +c1ccc2c(CCc3ccncc3)c[nH]c2c1 +c1ccc2c(CNCc3cccc4ccccc34)cccc2c1 +c1ccc2c(Cc3c[nH]c4ccccc34)c[nH]c2c1 +c1ccc2c(Cc3cnc(Cc4c[nH]c5ccccc45)cn3)c[nH]c2c1 +c1ccc2c(Cc3nnc([C@H]4CCN(C5CCC5)C4)o3)c[nH]c2c1 +c1ccc2c(Cc3nnc([C@H]4CCN(C5CCCCC5)C4)o3)c[nH]c2c1 +c1ccc2c(Cc3nnc([C@H]4CCN(C5CCOCC5)C4)o3)c[nH]c2c1 +c1ccc2c(Cc3nnc([C@H]4CCN(CC5CC5)C4)o3)c[nH]c2c1 +c1ccc2c(Cc3nnc([C@H]4CCNC4)o3)c[nH]c2c1 +c1ccc2c(Cn3ccnc3)c[nH]c2c1 +c1ccc2c(N3CCNCC3)cccc2c1 +c1ccc2c(NCCc3c[nH]c4ccccc34)c3ccccc3nc2c1 +c1ccc2c(c1)-c1cccc3c1c-2cc1ccccc13 +c1ccc2c(c1)-c1cccc3cccc-2c13 +c1ccc2c(c1)-c1nc-2nc2[nH]c(nc3nc(nc4[nH]c(n1)c1ccccc41)-c1ccccc1-3)c1ccccc21 +c1ccc2c(c1)-c1nccc3ccnc-2c13 +c1ccc2c(c1)CCC2 +c1ccc2c(c1)CCCC2 +c1ccc2c(c1)CCCC2C1=NCCN1 +c1ccc2c(c1)CCCN2 +c1ccc2c(c1)CCC[C@@H]2C1=NCCN1 +c1ccc2c(c1)CCC[C@H]2C1=NCCN1 +c1ccc2c(c1)CCN2 +c1ccc2c(c1)CCNC2 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+c1cncc(C2CCCCN2Cc2ccc3c(c2)OCO3)c1 +c1cncc(C2CCCN2)c1 +c1cncc(CN2CC[C@H](c3nc4ccccc4s3)C2)c1 +c1cncc(CN2CC[C@H](c3nnc(-c4cccnc4)o3)C2)c1 +c1cncc(O[C@H]2COCCN(C3CCC3)C2)c1 +c1cncc(O[C@H]2COCCN(CC3CC3)C2)c1 +c1cncc([C@@H]2CCCCN2)c1 +c1cncc([C@@H]2CCCN2)c1 +c1cncc([C@H]2CCCCN2)c1 +c1cncc([C@H]2CCCN2)c1 +c1cnccn1 +c1cncnc1 +c1coc(-c2nc3ccccc3[nH]2)c1 +c1coc(-c2nnc([C@H]3CCN(Cc4cc5ccccc5o4)C3)o2)c1 +c1coc(-c2nnc([C@H]3CCN(Cc4ccc5c(c4)OCO5)C3)o2)c1 +c1coc(C2CCCCN2)c1 +c1coc(C2CCCN2)c1 +c1coc(C2Nc3ccccc3C3OCCC23)c1 +c1coc(CNc2[nH]cnc3nncc2-3)c1 +c1coc(CNc2ncnc3[nH]cnc23)c1 +c1coc(CSSCc2ccco2)c1 +c1coc(Cn2cccc2)c1 +c1coc([C@@H]2CCCN2)c1 +c1coc([C@H]2CCCN2)c1 +c1csc(-c2ccc(-c3cccs3)s2)c1 +c1csc(CN2CC[C@H](c3nc4ccccc4s3)C2)c1 +c1csc(SSc2cccs2)c1 +c1nc(NCc2ccc3c(c2)OCO3)c2nc[nH]c2n1 +c1nc2c[nH]cnc-2n1 +c1nc2cnncc2[nH]1 +c1ncc(-c2ccc(-c3noc([C@@H]4CCCN4C4CCOCC4)n3)cn2)cn1 diff --git a/_examples_NOT_PORTED/parallel_birch/parallel_example.ipynb b/_examples_NOT_PORTED/parallel_birch/parallel_example.ipynb new file mode 100644 index 00000000..4723b214 --- /dev/null +++ b/_examples_NOT_PORTED/parallel_birch/parallel_example.ipynb @@ -0,0 +1,399 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "import glob as glob\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import os\n", + "import pickle\n", + "\n", + "from rdkit import Chem\n", + "from rdkit.Chem import Draw\n", + "from rdkit.Chem.Scaffolds import MurckoScaffold" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Read the smiles input file" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "with open('chembl_33_np.smi', 'r') as f:\n", + " smiles = np.array(f.readlines())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Generate the fingerprints with RDKit, if fingerprints are already generated, skip this step" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mols = [Chem.MolFromSmiles(smi) for smi in smiles]\n", + "fps = np.array([Chem.RDKFingerprint(mol) for mol in mols]) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check the data type" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Bits are binary: True\n", + "Data type is int64: True\n" + ] + } + ], + "source": [ + "print(f'Bits are binary: {np.all(np.isin(fps, [0, 1]))}')\n", + "print(f'Data type is int64: {fps.dtype == np.int64 or fps.dtype == np.float64}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check the data size" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of fingerprints: 64086\n", + "Number of bits: 2048\n", + "Number of fingerprints mathces the number of smiles: True\n" + ] + } + ], + "source": [ + "print(f'Number of fingerprints: {fps.shape[0]}')\n", + "print(f'Number of bits: {fps.shape[1]}')\n", + "print(f'Number of fingerprints mathces the number of smiles: {fps.shape[0] == len(smiles)}')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Delete the mols to save memory\n", + "del mols" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we are going to split our fingerprints in 10 batches and then recluster. We recommend saving the fingerprints in separate files or generating them in batches as we pass them. It all depends in the available disk and memory available" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "n_splits = 5\n", + "fps_splits = np.array_split(fps, n_splits)\n", + "index_splits = np.array_split(np.arange(len(fps)), n_splits)\n", + "\n", + "os.makedirs('fps', exist_ok=True)\n", + "\n", + "with open('fps_splits.txt', 'w') as f:\n", + " for i, (index_split, fps_split) in enumerate(zip(index_splits, fps_splits)):\n", + " initial_index = index_split[0]\n", + " final_index = index_split[-1]\n", + " f.write(f'{initial_index}_{final_index}\\n')\n", + " np.save(f'fps/fps_{initial_index}_{final_index}.npy', fps_split)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we are going to do the clustering of each split, for this we attach .sh examples that will run the jobs to cluster each of the splits. The use of parallelization with subprocess module is possible, but it is not as fast. \n", + "\n", + "The jobs can we execute in the next cell, but is much faster to do it directly from the command line doing `./sub.sh` or `./sub_slurm.sh` in case of access to a cluster/supercomputer. Please modify you .sh file to match the requirements of your clusters, the attached files are just examples." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.system('./sub_parallel.sh')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we proceed to cluster the generated centroids.\n", + "This will generated two files, clustered_ids_parallel.pkl (which contains the clustered ids of the molecules) and final_centroids_parallel.pkl (which contains the fingerprints of the final centroids for further analysis if needed).\n", + "\n", + "If wanted, the threshold can be changed by the user. We recommend a higher threshold than the former, because we are not clustering the molecules directly.\n", + "\n", + "You only have to run `python birch_BFs.py -t 0.675` on your command line.\n", + "\n", + "Depending on the size of your set, you would have to run this on command line or submit a job to a cluster/supercomputer. Again, as example .sh file are provided, please modify to your necessity. \n", + "\n", + "Notice that for the final clustering we increase a little bit the clustering." + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.system('./sub_final_clustering.sh')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Now let's take a look at the results" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Read .npy files and put them in a list\n", + "fps = []\n", + "for file in glob.glob('fps/*.npy'):\n", + " fps.extend(np.load(file))\n", + "\n", + "fps = np.array(fps)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [], + "source": [ + "# Read the clustered_ids_parallel.pkl file\n", + "with open('clustered_ids_parallel.pkl', 'rb') as f:\n", + " clustered_ids = pickle.load(f)\n", + "\n", + "# Sort clustered_ids by the number of elements in each cluster\n", + "clustered_ids = sorted(clustered_ids, key=len, reverse=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "def population_plot(clustered_ids, smiles, top_clusters=20):\n", + " # Sort BFs by size\n", + " clustered_ids = sorted(clustered_ids, key=lambda x: len(x), reverse=True)\n", + "\n", + " # Get the BFs of interest\n", + " mol_indices = clustered_ids[:top_clusters]\n", + "\n", + " # Plot the population\n", + " plt.figure(figsize=(10, 10))\n", + " plt.bar(range(top_clusters), [len(x) for x in mol_indices], color = 'blue', label='Population')\n", + "\n", + " # Anotate the number of molecules in each cluster above the bars\n", + " for i, mol in enumerate(mol_indices):\n", + " plt.text(i, len(mol), len(mol), ha='center', va='bottom')\n", + "\n", + " # Get the number of unique scaffolds in each cluster\n", + " unique_scaffolds = []\n", + " for cluster_of_interest in mol_indices:\n", + " # Get the smiles in the cluster of interest\n", + " smiles_interest = [smiles[i] for i in cluster_of_interest]\n", + "\n", + " # Get the Scaffols of the molecules in the cluster of interest\n", + " scaffolds = [MurckoScaffold.MurckoScaffoldSmilesFromSmiles(smile) for smile in smiles_interest]\n", + "\n", + " # Get the unique scaffolds\n", + " unique_scaffolds.append(len(list(set(scaffolds))))\n", + " \n", + " # Plot the number of unique scaffolds in each cluster\n", + " plt.bar(range(top_clusters), unique_scaffolds, color = 'orange', label='Unique Scaffolds')\n", + "\n", + " # Anotate the number of unique scaffolds in each cluster above the bars\n", + " for i, mol in enumerate(unique_scaffolds):\n", + " plt.text(i, mol, mol, ha='center', va='bottom', color='white')\n", + "\n", + " plt.xticks(range(top_clusters), rotation=45)\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "population_plot(clustered_ids, smiles, top_clusters=20)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can notice that the quality of some clusters might not be the best, but it is on par with Taylor-Butina. A way of getting better clusters with BitBIRCH is coming up... Follow the MQ-lab for more updates" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Generate images of the molecules in a particular cluster" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of molecules: 748\n" + ] + } + ], + "source": [ + "label = 0\n", + "mols = [Chem.MolFromSmiles(smiles[i]) for i in clustered_ids[label]]\n", + "print('Number of molecules:', len(mols))\n", + "\n", + "for i in range(0, len(mols), 30):\n", + "\n", + " img_1 = Draw.MolsToGridImage(mols[i:i+30], molsPerRow=5)\n", + "\n", + " # Save the images from the .data attribute\n", + " with open(f'cluster_{label}_{i}.png', 'wb') as f:\n", + " f.write(img_1.data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get number of clusters" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of clusters: 15249\n", + "number of clusters with more than 10 molecules: 1011\n" + ] + } + ], + "source": [ + "print(f'Number of clusters: {len(clustered_ids)}')\n", + "print(f'number of clusters with more than 10 molecules: {len([cluster for cluster in clustered_ids if len(cluster) > 10])}')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/_examples_NOT_PORTED/parallel_birch/sub_final_clustering.sh b/_examples_NOT_PORTED/parallel_birch/sub_final_clustering.sh new file mode 100755 index 00000000..b8a9db4d --- /dev/null +++ b/_examples_NOT_PORTED/parallel_birch/sub_final_clustering.sh @@ -0,0 +1,2 @@ +#!/bin/bash +python3 birch_BFs.py -t 0.675 diff --git a/_examples_NOT_PORTED/parallel_birch/sub_parallel.sh b/_examples_NOT_PORTED/parallel_birch/sub_parallel.sh new file mode 100755 index 00000000..c5860865 --- /dev/null +++ b/_examples_NOT_PORTED/parallel_birch/sub_parallel.sh @@ -0,0 +1,15 @@ +#!/bin/bash +file_path="fps_splits.txt" +while IFS= read -r line; do + filename="fps/fps_${line}.npy" + job_script="job_${line}.sh" + cat > $job_script << EOL +#!/bin/bash +python3 birch_parallel.py -f $filename -t 0.65 +EOL + # Submit the job + bash $job_script + + # Remove the job script + rm $job_script +done < "$file_path" \ No newline at end of file diff --git a/_examples_NOT_PORTED/parallel_birch/sub_slurm.sh b/_examples_NOT_PORTED/parallel_birch/sub_slurm.sh new file mode 100755 index 00000000..8bc94ccb --- /dev/null +++ b/_examples_NOT_PORTED/parallel_birch/sub_slurm.sh @@ -0,0 +1,24 @@ +#!/bin/bash +file_path="fps_splits.txt" +while IFS= read -r line; do + filename="fps/fps_${line}.npy" + job_script="job_${line}.sh" + cat > $job_script << EOL +#!/bin/bash +#SBATCH --job-name=${line} +#SBATCH --nodes=1 +#SBATCH --ntasks=1 +#SBATCH --cpus-per-task=2 +#SBATCH --mem-per-cpu=4gb +#SBATCH --time=7-00:00:00 +#SBATCH --output=${line}.log + +module load python +python birch_parallel.py -f $filename +EOL + # Submit the job + bash $job_script + + # Remove the job script + rm $job_script +done < "$file_path" diff --git a/_examples_NOT_PORTED/refinement/refine_tutorial.ipynb b/_examples_NOT_PORTED/refinement/refine_tutorial.ipynb new file mode 100644 index 00000000..30aac5df --- /dev/null +++ b/_examples_NOT_PORTED/refinement/refine_tutorial.ipynb @@ -0,0 +1,4942 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "8d4457db-98eb-4cbe-a45e-581f64c92899", + "metadata": { + "tags": [] + }, + "source": [ + "# BitBIRCH with Refinement\n", + "\n", + "This notebook acts as a tutorial for the usage of the new refinement methods available\n", + "in [BitBIRCH](https://www.biorxiv.org/content/10.1101/2024.08.10.607459v1).\n", + "(REPLACE WITH PAPER ONCE OUT)\n", + "\n", + "Please reach out to one of the following with any questions or concerns. \n", + "\n", + "Ramon Alain Miranda Quintana: , \n", + "Kate Huddleston: \n", + "Kenneth Lopez Perez: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fb7202cf-4af2-4fda-8782-dc957cbbd389", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# Imports \n", + "import numpy as np\n", + "from rdkit import Chem\n", + "import bitbirch.plotting_utils as plotting_utils\n", + "import bitbirch.bitbirch as bb" + ] + }, + { + "cell_type": "markdown", + "id": "00dbb066-4da8-44d7-9cf6-9df6588e2d01", + "metadata": {}, + "source": [ + "## Setting up our data\n", + "\n", + "First let's take our SMILES strings and compute our molecular fingerprints. With\n", + "BitBIRCH, it is **REQUIRED** that the molecular representations are binary fingerprints\n", + "of dtype int64. Below we are reading the .smi file and outputting some np.array of\n", + "SMILES strings. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "383bef0c-2b46-4d78-b929-4814bfe18c43", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of smiles: 64086\n" + ] + } + ], + "source": [ + "with open('../../data/chembl_33_np.smi', 'r') as f:\n", + " smiles = np.array(f.readlines())\n", + "print(\"Number of smiles: \", smiles.shape[0])" + ] + }, + { + "cell_type": "markdown", + "id": "1463851d-7aee-4737-a84e-3460444cf424", + "metadata": {}, + "source": [ + "We then use [RDKIT](https://github.com/rdkit/rdkit) to generate our binary fingerprints." + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "65bde165-7545-4bf8-9752-7e87b4721369", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mols = [Chem.MolFromSmiles(S) for S in smiles]\n", + "fps = np.array([Chem.RDKFingerprint(mol) for mol in mols]) " + ] + }, + { + "cell_type": "markdown", + "id": "21c919ef-cc31-49c4-94ed-d38796282340", + "metadata": {}, + "source": [ + "Now let's check the quality of the generated fingerprints. As stated about we need them\n", + "to be binary of dtype int64. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "5efb1c5e-5741-4763-9023-cdf07809c630", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of fingerprints: 64086\n", + "All are binary.\n", + "Some are not int64.\n" + ] + } + ], + "source": [ + "print(\"Number of fingerprints: \", fps.shape[0])\n", + "is_binary = np.all(np.isin(fps, [0, 1]))\n", + "is_int64 = fps.dtype == np.int64\n", + "\n", + "assert fps.shape[0] == smiles.shape[0]\n", + "\n", + "if is_binary:\n", + " print(\"All are binary.\")\n", + "else:\n", + " print(\"Some non-binary values.\")\n", + "\n", + "if is_int64:\n", + " print(\"All are int64.\")\n", + "else:\n", + " print(\"Some are not int64.\")" + ] + }, + { + "cell_type": "markdown", + "id": "52e9d9fe-687c-4a86-b711-fc0e36add603", + "metadata": {}, + "source": [ + "## Refinement\n", + "\n", + "Now we will take you through possible \"recipes\" of refinement for BitBIRCH. \n", + "\n", + "\n", + "\n", + "With the new version of BitBIRCH, we are able to improve upon the overall cluster\n", + "quality using a few different methods:\n", + " \n", + "1. Changing merge criteria from radius to diameter\n", + "2. Adding pruning\n", + "3. Adding tolerance\n", + "4. Reassigning the molecules in the top user-specified clusters\n", + "\n", + "Within each following section a function is provided that takes you through the exact\n", + "steps needed to run the given recipe. The functions are named, similarly to the section\n", + "names, based on the combination of methods used. \n", + "\n", + "All methods are using a branching factor of 50 and a threshold of 0.65, these variables\n", + "are user defined. The values used in this notebook are our set defaults. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ea414792-9c3e-4c80-b14c-11e2e558ef2d", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "branching_factor = 50 \n", + "threshold = 0.65" + ] + }, + { + "cell_type": "markdown", + "id": "5ac77ab3-38b4-45e7-96cc-3f884abc27fa", + "metadata": { + "tags": [] + }, + "source": [ + "### Radius \n", + "\n", + "First, let's start with BitBIRCH with **radius** merge criteria. It should be noted that\n", + "this is the same as \"classic\" BitBIRCH and reflects the same method as presented in the\n", + "[BitBIRCH paper](https://www.biorxiv.org/content/10.1101/2024.08.10.607459v1). \n", + "\n", + "The only change in code from the original BitBIRCH formalism is the addition of the\n", + "first line within the radius function. We now must intialize the merge criteria before\n", + "fitting our tree. \n", + "\n", + "This functions can also be imported from the refinement module, for purposes of\n", + "explaining them we will explicitly define them in this notebook" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6cf19de3", + "metadata": {}, + "outputs": [], + "source": [ + "# This function can be found in bbtools.refinement\n", + "def radius(fps):\n", + " bb.set_merge('radius')\n", + " brc = bb.BitBirch(branching_factor=branching_factor, threshold=threshold)\n", + " brc.fit(fps)\n", + " return brc" + ] + }, + { + "cell_type": "markdown", + "id": "a1ea1f61-a840-4638-b8b9-afd097aed000", + "metadata": {}, + "source": [ + "Now lets build our tree. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "488d2cff-1b3c-414a-9ed8-2469ee557bbc", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "brc_radius = radius(fps)\n", + "method = 'radius'" + ] + }, + { + "cell_type": "markdown", + "id": "3368dd80-eb5c-4f76-b017-4a3f6b2728e9", + "metadata": {}, + "source": [ + "Now let's examine the cluster quality of our resulting tree. \n", + "\n", + "In our first check, we are looking at the top 20 largest clusters in our tree. For each\n", + "cluster we want to see the number of molecules within the cluster (purple-bar), the\n", + "number of unique scaffolds (green-bar and green number above bar), and the instant\n", + "tanimoto similarity ([iSIM](https://github.com/mqcomplab/iSIM)) value of the cluster\n", + "(red line). \n", + "\n", + "When running the cell below, a directory with the name 'data' will be created, and the\n", + "above metrics will be saved as a .csv file. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "cdf9bdc5-6ea9-4acc-be79-82f5ccf87965", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved cluster metrics for radius to data/radius_cluster_metrics.csv\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting_utils.save_metrics_to_csv(brc_radius, fps, smiles, method=method)\n", + "plotting_utils.init_plot(method)" + ] + }, + { + "cell_type": "markdown", + "id": "adf09f56-8da3-4eac-a3c1-aa8587b0d667", + "metadata": {}, + "source": [ + "We can see in the largest cluster of the tree we have a much larger number of molecules\n", + "and number of unique scaffolds, while also have a much lower iSIM value. This is a\n", + "problem with original BitBIRCH, where this cluster is too large and possesses noise. \n", + "\n", + "We can also represent the general size of the clusters using a t-SNE plot, colored by\n", + "the cluster label (cluster 1 through 20). " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c0038d10-15b3-4780-8f2d-44c2d05bfebd", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting_utils.tsne_plot(brc_radius, fps, method)" + ] + }, + { + "cell_type": "markdown", + "id": "391641f3-12c9-4201-9885-544cd5a255c4", + "metadata": { + "tags": [] + }, + "source": [ + "### Diameter\n", + "\n", + "Now we will simply change the merge criteria from **radius** to **diameter**." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "b96e99d5-21db-45a8-8d91-8e664a3ed77c", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def diameter(fps):\n", + " bb.set_merge('diameter')\n", + " brc = bb.BitBirch(branching_factor=branching_factor, threshold=threshold)\n", + " brc.fit(fps)\n", + " return brc\n", + "\n", + "brc_diameter = diameter(fps)\n", + "method = 'diameter'\n", + "\n", + "plotting_utils.save_metrics_to_csv(brc_diameter, fps, smiles, method=method)\n", + "plotting_utils.init_plot(method)\n", + "\n", + "plotting_utils.tsne_plot(brc_diameter, fps, method)" + ] + }, + { + "cell_type": "markdown", + "id": "08c958df-4ec7-4e77-ae67-d52a569ce4be", + "metadata": {}, + "source": [ + "With simply changing to **diameter** merge criteria, not only do the number of molecules\n", + "and number of scaffolds in the largest cluster greatly reduce, the iSIM and separation\n", + "of the clusters increases on average across the top 20 clusters. \n", + "\n", + "While these improvements are very promising, we aren't seeing as much uniformity across\n", + "the clusters as we would like. How can we further improve upon the cluster quality? \n", + "\n", + "Also, due to the improvements we are seeing, we will use **diameter** merge criteria for\n", + "the rest of the following methods. \n", + "\n", + "### Diameter with Pruning\n", + "\n", + "We will now add the **prune** functionality to our clustering method. This function\n", + "takes the largest cluster in the tree and reclusters the molecules within this cluster,\n", + "redistributing them throughout the tree. \n", + "\n", + "Note that when calling the **fit** function, you now must set the **singly** property to\n", + "**False**. This allows for the building of a doubly-linked tree, and is required for\n", + "pruning. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4b51e361", + "metadata": {}, + "outputs": [], + "source": [ + "def diameter_prune(fps):\n", + " bb.set_merge('diameter')\n", + " brc = bb.BitBirch(branching_factor=branching_factor, threshold=threshold)\n", + " brc.fit(fps, singly=False)\n", + " brc.prune(fps)\n", + " return brc\n", + "\n", + "brc_diam_prune = diameter_prune(fps)\n", + "method = 'diameter_prune'\n", + "title = 'Diameter + Prune'\n", + "\n", + "plotting_utils.save_metrics_to_csv(brc_diam_prune, fps, smiles, method=method)\n", + "plotting_utils.init_plot(method, title=title)\n", + "\n", + "plotting_utils.tsne_plot(brc_diam_prune, fps, method, title=title)" + ] + }, + { + "cell_type": "markdown", + "id": "3d086a8d", + "metadata": {}, + "source": [ + "Now we will represent the molecule relocation after pruning the biggest cluster. " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "2f7bb460", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "link": { + "source": [ + 26, + 26, + 26, + 4, + 14, + 7, + 15, + 27, + 29, + 20, + 28, + 3, + 13, + 24, + 23, + 17, + 8, + 6, + 1, + 18, + 25, + 40 + ], + "target": [ + 9, + 34, + 16, + 10, + 21, + 37, + 35, + 16, + 33, + 38, + 32, + 5, + 36, + 0, + 39, + 19, + 30, + 31, + 11, + 2, + 22, + 12 + ], + "value": [ + 216, + 2980, + 4, + 705, + 647, + 459, + 435, + 395, + 333, + 330, + 283, + 283, + 270, + 263, + 255, + 253, + 238, + 227, + 223, + 222, + 213, + 205 + ] + }, + "node": { + "label": [ + "Cluster 2-11", + "Cluster 1-16", + "Cluster 2-17", + "Cluster 1-9", + "Cluster 1-1", + "Cluster 2-9", + "Cluster 1-15", + "Cluster 1-3", + "Cluster 1-14", + "Other smaller cluster", + "Cluster 2-1", + "Cluster 2-16", + "Cluster 2-19", + "Cluster 1-10", 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+ "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Molecule relocation: Diameter vs Diameter + Prune" + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting_utils.mol_relocation_plots(brc_diameter, brc_diam_prune, title=\"Molecule relocation: Diameter vs Diameter + Prune\", top_n=20)" + ] + }, + { + "cell_type": "markdown", + "id": "f901bceb-dcd7-43e6-a9c0-707049fdeb84", + "metadata": {}, + "source": [ + "With just adding **prune** we see that in some places the results slightly improve,\n", + "however they are comparable to that when only **diameter** merge criteria is called.\n", + "Plus only very few molecules are added to other clusters, and a big clusters is formed\n", + "again. \n", + "\n", + "### Diameter + Prune + Tolerance \n", + "\n", + "In order to further improve upon the cluster quality, let's incorporate the\n", + "**tolerance** merge criteria before we **prune** the largest cluster. This method\n", + "ensures that we are not diminishing the cluster quality of an already well formed,\n", + "\"tight\" cluster. Here we are setting the default tolerance as 0.05, which is the maximum\n", + "decrease allowed in cluster similarity/quaility when reinserting the molecules. Notice\n", + "we re-set the merge criteria before calling the **prune** function. " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "dd0232ee-9397-4ff4-aa44-4b7a03a9d8a8", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def diameter_prune_tolerance(fps, tol=0.05):\n", + " bb.set_merge('diameter')\n", + " brc = bb.BitBirch(branching_factor=branching_factor, threshold=threshold)\n", + " brc.fit(fps, singly=False)\n", + " bb.set_merge('tolerance', tolerance=tol)\n", + " brc.prune(fps)\n", + " return brc" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "7e2da150-7c03-40d5-86de-faee756ba10e", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "brc_diam_prune_tol = diameter_prune_tolerance(fps)\n", + "method = 'diameter_prune_tolerance'\n", + "title = 'Diameter + Prune + Tolerance'" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "99c67a7d-5c83-48f0-bcf9-5334e8c40b3e", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved cluster metrics for diameter_prune_tolerance to data/diameter_prune_tolerance_cluster_metrics.csv\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting_utils.save_metrics_to_csv(brc_diam_prune_tol, fps, smiles, method=method)\n", + "plotting_utils.init_plot(method, title=title)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "c5148639-2ef7-49d8-aec2-1dc54332d15a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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"before **prune**. We see the cluster quality is enhanced by providing more separation\n", + "across clusters and more uniformity in size. \n", + "\n", + "### Diameter + Prune + Reassign\n", + "\n", + "In the new functionality of BitBIRCH we also provide the **reassign** method. This is\n", + "equivalent to \"merging refinement\" in the traditional\n", + "[BIRCH](https://dl.acm.org/doi/abs/10.1145/235968.233324) implementations. \n", + "\n", + "This method takes the top user-specified largest clusters (here our default is 20), and\n", + "re-distributes the molecules across these clusters to the closest centroids. " + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "513cb074-8ecb-4914-ae9b-7f64bda87b23", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def diameter_prune_reassign(fps):\n", + " bb.set_merge('diameter')\n", + " brc = bb.BitBirch(branching_factor=branching_factor, threshold=threshold) \n", + " brc.fit(fps, singly=False)\n", + " brc.prune(fps)\n", + " brc.reassign(fps, top=20)\n", + " return brc" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "cf542ade-feaf-414b-918a-ebc85d3fa1d4", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "brc_prune_rea = diameter_prune_reassign(fps)\n", + "method = 'diameter_prune_reassign'\n", + "title = 'Diameter + Prune + Reassign'" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "46815175-bae0-4686-b164-cc56b96919fb", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved cluster metrics for diameter_prune_reassign to data/diameter_prune_reassign_cluster_metrics.csv\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting_utils.save_metrics_to_csv(brc_prune_rea, fps, smiles, method=method)\n", + "plotting_utils.init_plot(method, title=title)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "705d4b1c-dba9-418f-80c4-eec98b676fea", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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"standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Molecule relocation: Diameter + Prune vs Diameter + Prune + Reassign" + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting_utils.mol_relocation_plots(brc_diam_prune, brc_prune_rea, title=\"Molecule relocation: Diameter + Prune vs Diameter + Prune + Reassign\", top_n=20)" + ] + }, + { + "cell_type": "markdown", + "id": "d99e4925-7256-4aab-ace0-39082a0af758", + "metadata": { + "tags": [] + }, + "source": [ + "### Diameter + Prune + Tolerance + Reassign\n", + "\n", + "We will combine all available methods: **diameter, prune, tolerance,** and **reassign**. " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "b8c7ffcd-4e62-43ba-93d3-21d62d906e76", + "metadata": {}, + "outputs": [], + "source": [ + "def diameter_prune_tolerance_reassign(fps, tol=0.05):\n", + " bb.set_merge('diameter')\n", + " brc = bb.BitBirch(branching_factor=branching_factor, threshold=threshold)\n", + " brc.fit(fps, singly=False)\n", + " bb.set_merge('tolerance', tolerance=tol)\n", + " brc.prune(fps)\n", + " brc.reassign(fps)\n", + " return brc" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "5497c882-098f-4e82-a35a-2f00d651d007", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "brc_prune_tol_rea = diameter_prune_tolerance_reassign(fps)\n", + "method = 'diameter_prune_tolerance_reassign'\n", + "title = 'Diameter + Prune + Tolerance + Reassign'" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "4eeb22af-5f27-4d1a-a342-21d29ac45830", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved cluster metrics for diameter_prune_tolerance_reassign to data/diameter_prune_tolerance_reassign_cluster_metrics.csv\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting_utils.save_metrics_to_csv(brc_prune_tol_rea, fps, smiles, method=method)\n", + "plotting_utils.init_plot(method, title=title)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "f0f14086-acac-4946-87e7-0b51f705b56b", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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"gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Molecule relocation: Diameter + Prune + Tolerance vs Diameter + Prune + Tolerance + Reassign" + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting_utils.mol_relocation_plots(brc_diam_prune_tol, brc_prune_tol_rea, title=\"Molecule relocation: Diameter + Prune + Tolerance vs Diameter + Prune + Tolerance + Reassign\", top_n=20)" + ] + }, + { + "cell_type": "markdown", + "id": "c3811aa7", + "metadata": {}, + "source": [ + "### BFs reclustering\n", + "\n", + "In this final strategy, we will do diameter clustering with a threshold of 0.65.\n", + "Then we will gather the BitFeatures from the generated clusters. We will separate the\n", + "molecules in the largest inclusters into individual subclusters. We then recluster the\n", + "initial generated clusters and the new subclusters from the largest one, we can tune the\n", + "threshold to 0.70 for this tree, but now we will use tolerance = 0." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e02957fc", + "metadata": {}, + "outputs": [], + "source": [ + "def BFs_reclustering(fps, init_threshold = 0.65, second_threshold = 0.7, second_tolerance = 0.0):\n", + " # Do the diameter clustering\n", + " bb.set_merge('diameter')\n", + " brc = bb.BitBirch(branching_factor=branching_factor, threshold=init_threshold)\n", + " brc.fit(fps, singly=True)\n", + "\n", + " # Extract the BFs for the second clustering\n", + " BFs, big = brc.prepare_data_BFs(fps)\n", + "\n", + " # Do the second clustering\n", + " bb.set_merge('tolerance', tolerance=second_tolerance)\n", + " brc = bb.BitBirch(branching_factor=branching_factor, threshold=second_threshold)\n", + " brc.fit_BFs(BFs) # Note that we fit the BFs, not the fps\n", + " brc.fit_BFs(big) # Fit the big cluster as well but in individual BFs\n", + "\n", + " return brc\n", + "\n", + "brc_bfs = BFs_reclustering(fps)\n", + "method = 'BFs reclustering'\n", + "\n", + "plotting_utils.save_metrics_to_csv(brc_bfs, fps, smiles, method=method)\n", + "plotting_utils.init_plot(method)\n", + "\n", + "plotting_utils.tsne_plot(brc_bfs, fps, method, title=method)\n", + "\n", + "plotting_utils.mol_relocation_plots(brc_diameter, brc_bfs, title=\"Molecule relocation: Diameter vs Diameter + BFs\", top_n=20)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_examples_NOT_PORTED/simple_birch/.ipynb_checkpoints/birch_tutorial-checkpoint.ipynb b/_examples_NOT_PORTED/simple_birch/.ipynb_checkpoints/birch_tutorial-checkpoint.ipynb new file mode 100644 index 00000000..8d1cf629 --- /dev/null +++ b/_examples_NOT_PORTED/simple_birch/.ipynb_checkpoints/birch_tutorial-checkpoint.ipynb @@ -0,0 +1,482 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "8d4457db-98eb-4cbe-a45e-581f64c92899", + "metadata": { + "tags": [] + }, + "source": [ + "# BitBIRCH" + ] + }, + { + "cell_type": "markdown", + "id": "f8d080e0-317b-40fb-876d-1cc3f91503dd", + "metadata": {}, + "source": [ + "This notebook acts as a tutorial for the usage of the new refinement methods available in [BitBIRCH](https://pubs.rsc.org/en/content/articlelanding/2025/dd/d5dd00030k).\n", + "\n", + "Please reach out to one of the following with any questions or concerns. \n", + "\n", + "Ramon Alain Miranda Quintana: , \n", + "\n", + "Kate Huddleston: \n", + "\n", + "Kenneth Lopez Perez: \n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "817f9b0e", + "metadata": {}, + "source": [ + "Please install the bitbirch editable package using the following commands in your terminal (individually):\n", + "```\n", + "git clone https://github.com/mqcomplab/bitbirch.git\n", + "cd bitbirch\n", + "pip install -e .\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "fb7202cf-4af2-4fda-8782-dc957cbbd389", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "## Imports \n", + "import numpy as np\n", + "from rdkit import Chem\n", + "import bitbirch.bitbirch as bb\n", + "import bitbirch.plotting_utils as plotting_utils\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "id": "00dbb066-4da8-44d7-9cf6-9df6588e2d01", + "metadata": {}, + "source": [ + "## Setting up our data" + ] + }, + { + "cell_type": "markdown", + "id": "ebd45035-670a-4c37-8833-d20f17b8fbb7", + "metadata": {}, + "source": [ + "First let's take our SMILES strings and compute our molecular fingerprints. With BitBIRCH, it is **REQUIRED** that the molecular representations are binary fingerprints of dtype int64. " + ] + }, + { + "cell_type": "markdown", + "id": "9d3fb975-70fe-4d1e-a281-8b2fdb0ff34c", + "metadata": { + "tags": [] + }, + "source": [ + "Below we are reading the .smi file and outputting some np.array of SMILES strings. " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "383bef0c-2b46-4d78-b929-4814bfe18c43", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of smiles: 64086\n" + ] + } + ], + "source": [ + "with open('../../data/chembl_33_np.smi', 'r') as f:\n", + " smiles = np.array([line.strip() for line in f])\n", + "print(\"Number of smiles: \", smiles.shape[0])" + ] + }, + { + "cell_type": "markdown", + "id": "1463851d-7aee-4737-a84e-3460444cf424", + "metadata": {}, + "source": [ + "We then use [RDKIT](https://github.com/rdkit/rdkit) to generate our binary fingerprints." + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "65bde165-7545-4bf8-9752-7e87b4721369", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mols = [Chem.MolFromSmiles(S) for S in smiles]\n", + "fps = np.array([Chem.RDKFingerprint(mol) for mol in mols]) " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9fb08709", + "metadata": {}, + "outputs": [], + "source": [ + "fps = np.load('/home/kenneth/Documents/birch/bitbirch_sandbox/data/chembl_33_np.npy', mmap_mode='r')" + ] + }, + { + "cell_type": "markdown", + "id": "843070b5", + "metadata": {}, + "source": [ + "Check that the number of fingerprints and smiles match" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d1eaf79a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of mols and smiles is the same: True\n" + ] + } + ], + "source": [ + "n_mols = len(fps)\n", + "n_smiles = len(smiles)\n", + "\n", + "print(\"Number of mols and smiles is the same: \", n_mols == n_smiles)" + ] + }, + { + "cell_type": "markdown", + "id": "21c919ef-cc31-49c4-94ed-d38796282340", + "metadata": {}, + "source": [ + "Now let's check the quality of the generated fingerprints. As stated about we need them to be binary of dtype int64. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5efb1c5e-5741-4763-9023-cdf07809c630", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Bits are binary: True\n", + "Data type is int64: True\n" + ] + } + ], + "source": [ + "print(f'Bits are binary: {np.all(np.isin(fps, [0, 1]))}')\n", + "print(f'Data type is int64: {fps.dtype == np.int64 or fps.dtype == np.float64}')" + ] + }, + { + "cell_type": "markdown", + "id": "782862fa", + "metadata": {}, + "source": [ + "Now we are going to set a threshold and branching factor for our clustering" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8ea13ec3", + "metadata": {}, + "outputs": [], + "source": [ + "branching_factor = 50\n", + "threshold = 0.65" + ] + }, + { + "cell_type": "markdown", + "id": "ebd1f2b9", + "metadata": {}, + "source": [ + "According to our observations in the refinement paper, we determined that the best way was to do initially diameter birch. We are going to fit now the fingerprints." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5e0b0c23", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bb.set_merge('diameter')\n", + "brc = bb.BitBirch(threshold=threshold, branching_factor=branching_factor)\n", + "brc.fit(fps)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "583b2d66", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved cluster metrics for diameter to data/diameter_cluster_metrics.csv\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting_utils.save_metrics_to_csv(brc, fps, smiles, method='diameter')\n", + "plotting_utils.init_plot('diameter')" + ] + }, + { + "cell_type": "markdown", + "id": "c3811aa7", + "metadata": {}, + "source": [ + "### Refining our results\n", + "\n", + "You can notice above that there's a big cluster with a numerous number of scaffolds. If your data, does not present a large cluster with high number of scaffolds, your clustering is done, no need to refine.\n", + "For this we are going to create a new tree passing at first the well-defined clusters and then the molecules in the biggest/messy cluster.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e02957fc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Prepare the data from the first tree to refit\n", + "rest, big = brc.prepare_data_BFs(fps)\n", + "\n", + "# Delete the initial tree to save memory\n", + "#del brc\n", + "\n", + "# Create a new tree, this time with the data from the first tree and using tolerance merging and a higher threshold\n", + "bb.set_merge('tolerance', 0.00)\n", + "threshold = 0.70\n", + "brc_refined = bb.BitBirch(threshold=threshold, branching_factor=branching_factor)\n", + "\n", + "# Fit the new tree, notice that for this we are using fit_BFs, since we took the BitFeatures from the first tree\n", + "brc_refined.fit_BFs(rest)\n", + "brc_refined.fit_BFs(big)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "17dae8a6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved cluster metrics for refined to data/refined_cluster_metrics.csv\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting_utils.save_metrics_to_csv(brc_refined, fps, smiles, method='refined')\n", + "plotting_utils.init_plot('refined')" + ] + }, + { + "cell_type": "markdown", + "id": "b21c98f8", + "metadata": {}, + "source": [ + "In case you want to visually inspect the cluster, with the following function you can generate images with the structres in each cluster. You just need not input the bitbirch object, the smiles, and the cluster number you want to plot. The function will generate multiple images with 30 molecules each, since it is not convenient to have all in one." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "e530b162", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of molecules: 8\n" + ] + } + ], + "source": [ + "plotting_utils.mol_visualization(smiles, brc_refined, cluster=1243)" + ] + }, + { + "cell_type": "markdown", + "id": "758503ea", + "metadata": {}, + "source": [ + "If a spatial visualization is wanted, we can create a tSNE plot" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "a69f5dff", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting_utils.tsne_plot(brc_refined, fps, \"refined\", title=\"refined\")" + ] + }, + { + "cell_type": "markdown", + "id": "840a4622", + "metadata": {}, + "source": [ + "Let's check the number of generated clusters and number of clusters above 10 molecules" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "161c6177", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of clusters: 14653\n", + "Number of clusters with more than 10 molecules: 979\n" + ] + } + ], + "source": [ + "mol_ids = brc_refined.get_cluster_mol_ids()\n", + "print(\"Number of clusters: \", len(mol_ids))\n", + "\n", + "# Get the clusters with more than 10 molecules\n", + "clusters = [cluster for cluster in mol_ids if len(cluster) > 10]\n", + "print(\"Number of clusters with more than 10 molecules: \", len(clusters))" + ] + }, + { + "cell_type": "markdown", + "id": "d10d4203", + "metadata": {}, + "source": [ + "If we are content with our clustering we can do the final assignments for our data." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "0c6d08ce", + "metadata": {}, + "outputs": [], + "source": [ + "assignments = brc_refined.get_assignments(n_mols=n_mols)\n", + "\n", + "# Save assignments to our smiles\n", + "df = pd.DataFrame({'smiles': smiles, 'assignments': assignments})\n", + "df.to_csv('smiles_assignments.csv', index=False)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_examples_NOT_PORTED/simple_birch/birch_tutorial.ipynb b/_examples_NOT_PORTED/simple_birch/birch_tutorial.ipynb new file mode 100644 index 00000000..785fa1d2 --- /dev/null +++ b/_examples_NOT_PORTED/simple_birch/birch_tutorial.ipynb @@ -0,0 +1,439 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "8d4457db-98eb-4cbe-a45e-581f64c92899", + "metadata": { + "tags": [] + }, + "source": [ + "# BitBIRCH\n", + "\n", + "This notebook acts as a tutorial for the usage of the new refinement methods available\n", + "in [BitBIRCH](https://pubs.rsc.org/en/content/articlelanding/2025/dd/d5dd00030k). Please\n", + "reach out to one of the following with any questions or concerns. \n", + "\n", + "Ramon Alain Miranda Quintana: , \n", + "Kate Huddleston: \n", + "Kenneth Lopez Perez: \n", + " \n", + "Please install the bitbirch editable package using the following commands in your\n", + "terminal:\n", + "\n", + "```\n", + "git clone https://github.com/mqcomplab/bitbirch.git\n", + "cd bitbirch\n", + "pip install -e .\n", + "```\n", + "\n", + "First we import the required files" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "fb7202cf-4af2-4fda-8782-dc957cbbd389", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "from rdkit import Chem\n", + "import bitbirch.bitbirch as bb\n", + "import bitbirch.plotting_utils as plotting_utils\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "id": "00dbb066-4da8-44d7-9cf6-9df6588e2d01", + "metadata": {}, + "source": [ + "## Setting up our data\n", + "\n", + "First let's take our SMILES strings and compute our molecular fingerprints. With\n", + "BitBIRCH, it is **REQUIRED** that the molecular representations are binary fingerprints\n", + "of dtype int64. Below we are reading the .smi file and outputting some np.array of\n", + "SMILES strings. " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "383bef0c-2b46-4d78-b929-4814bfe18c43", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of smiles: 64086\n" + ] + } + ], + "source": [ + "with open('../../data/chembl_33_np.smi', 'r') as f:\n", + " smiles = np.array([line.strip() for line in f])\n", + "print(\"Number of smiles: \", smiles.shape[0])" + ] + }, + { + "cell_type": "markdown", + "id": "1463851d-7aee-4737-a84e-3460444cf424", + "metadata": {}, + "source": [ + "We then use [RDKIT](https://github.com/rdkit/rdkit) to generate our binary fingerprints." + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "65bde165-7545-4bf8-9752-7e87b4721369", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mols = [Chem.MolFromSmiles(S) for S in smiles]\n", + "fps = np.array([Chem.RDKFingerprint(mol) for mol in mols]) " + ] + }, + { + "cell_type": "markdown", + "id": "843070b5", + "metadata": {}, + "source": [ + "Check that the number of fingerprints and smiles match" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d1eaf79a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of mols and smiles is the same: True\n" + ] + } + ], + "source": [ + "n_mols = len(fps)\n", + "n_smiles = len(smiles)\n", + "\n", + "print(\"Number of mols and smiles is the same: \", n_mols == n_smiles)" + ] + }, + { + "cell_type": "markdown", + "id": "21c919ef-cc31-49c4-94ed-d38796282340", + "metadata": {}, + "source": [ + "Now let's check the quality of the generated fingerprints. As stated about we need them\n", + "to be binary of dtype int64. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5efb1c5e-5741-4763-9023-cdf07809c630", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Bits are binary: True\n", + "Data type is int64: True\n" + ] + } + ], + "source": [ + "print(f'Bits are binary: {np.all(np.isin(fps, [0, 1]))}')\n", + "print(f'Data type is int64: {fps.dtype == np.int64 or fps.dtype == np.float64}')" + ] + }, + { + "cell_type": "markdown", + "id": "782862fa", + "metadata": {}, + "source": [ + "Now we are going to set a threshold and branching factor for our clustering" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8ea13ec3", + "metadata": {}, + "outputs": [], + "source": [ + "branching_factor = 50\n", + "threshold = 0.65" + ] + }, + { + "cell_type": "markdown", + "id": "ebd1f2b9", + "metadata": {}, + "source": [ + "According to our observations in the refinement paper, we determined that the best way\n", + "was to do initially diameter birch. We are going to fit now the fingerprints." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8a6d8397", + "metadata": {}, + "outputs": [], + "source": [ + "bb.set_merge('diameter')\n", + "brc = bb.BitBirch(threshold=threshold, branching_factor=branching_factor)\n", + "brc.fit(fps)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5e0b0c23", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plotting_utils.save_metrics_to_csv(brc, fps, smiles, method='diameter')\n", + "plotting_utils.init_plot('diameter')" + ] + }, + { + "cell_type": "markdown", + "id": "c3811aa7", + "metadata": {}, + "source": [ + "### Refining our results\n", + "\n", + "You can notice above that there's a big cluster with a numerous number of scaffolds. If\n", + "your data, does not present a large cluster with high number of scaffolds, your\n", + "clustering is done, no need to refine. For this we are going to create a new tree\n", + "passing at first the well-defined clusters and then the molecules in the biggest/messy\n", + "cluster." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e02957fc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Prepare the data from the first tree to refit\n", + "rest, big = brc.prepare_data_BFs(fps)\n", + "\n", + "# Delete the initial tree to save memory\n", + "del brc\n", + "\n", + "# Create a new tree, this time with the data from the first tree and using tolerance\n", + "# merging and a higher threshold\n", + "bb.set_merge('tolerance', 0.00)\n", + "threshold = 0.70\n", + "brc_refined = bb.BitBirch(threshold=threshold, branching_factor=branching_factor)\n", + "\n", + "# Fit the new tree, notice that for this we are using fit_BFs, since we took the\n", + "# BitFeatures from the first tree\n", + "brc_refined.fit_BFs(rest)\n", + "brc_refined.fit_BFs(big)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "17dae8a6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved cluster metrics for refined to data/refined_cluster_metrics.csv\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting_utils.save_metrics_to_csv(brc_refined, fps, smiles, method='refined')\n", + "plotting_utils.init_plot('refined')" + ] + }, + { + "cell_type": "markdown", + "id": "b21c98f8", + "metadata": {}, + "source": [ + "In case you want to visually inspect the cluster, with the following function you can\n", + "generate images with the structres in each cluster. You just need not input the bitbirch\n", + "object, the smiles, and the cluster number you want to plot. The function will generate\n", + "multiple images with 30 molecules each, since it is not convenient to have all in one." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "e530b162", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of molecules: 8\n" + ] + } + ], + "source": [ + "plotting_utils.mol_visualization(smiles, brc_refined, cluster=1243)" + ] + }, + { + "cell_type": "markdown", + "id": "758503ea", + "metadata": {}, + "source": [ + "If a spatial visualization is wanted, we can create a tSNE plot" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "a69f5dff", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotting_utils.tsne_plot(brc_refined, fps, \"refined\", title=\"refined\")" + ] + }, + { + "cell_type": "markdown", + "id": "840a4622", + "metadata": {}, + "source": [ + "Let's check the number of generated clusters and number of clusters above 10 molecules" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "161c6177", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of clusters: 14653\n", + "Number of clusters with more than 10 molecules: 979\n" + ] + } + ], + "source": [ + "mol_ids = brc_refined.get_cluster_mol_ids()\n", + "print(\"Number of clusters: \", len(mol_ids))\n", + "\n", + "# Get the clusters with more than 10 molecules\n", + "clusters = [cluster for cluster in mol_ids if len(cluster) > 10]\n", + "print(\"Number of clusters with more than 10 molecules: \", len(clusters))" + ] + }, + { + "cell_type": "markdown", + "id": "d10d4203", + "metadata": {}, + "source": [ + "If we are content with our clustering we can do the final assignments for our data." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "0c6d08ce", + "metadata": {}, + "outputs": [], + "source": [ + "assignments = brc_refined.get_assignments(n_mols=n_mols)\n", + "\n", + "# Save assignments to our smiles\n", + "df = pd.DataFrame({'smiles': smiles, 'assignments': assignments})\n", + "df.to_csv('smiles_assignments.csv', index=False)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/environment.yaml b/environment.yaml index 3a5d80eb..de78e5c7 100644 --- a/environment.yaml +++ b/environment.yaml @@ -33,3 +33,11 @@ dependencies: - rdkit - numpy - psutil +# Required for example notebooks + - pandas + - tqdm + - seaborn + - statsmodels + - scikit-learn + - matplotlib +# useful_rdkit_utils From 5068f44a00c1472b9c7c5a0f85e5b5a81220b453 Mon Sep 17 00:00:00 2001 From: ipickering Date: Sun, 14 Sep 2025 23:22:36 -0400 Subject: [PATCH 07/10] Remove checkpoint file --- .../birch_tutorial-checkpoint.ipynb | 482 ------------------ 1 file changed, 482 deletions(-) delete mode 100644 _examples_NOT_PORTED/simple_birch/.ipynb_checkpoints/birch_tutorial-checkpoint.ipynb diff --git a/_examples_NOT_PORTED/simple_birch/.ipynb_checkpoints/birch_tutorial-checkpoint.ipynb b/_examples_NOT_PORTED/simple_birch/.ipynb_checkpoints/birch_tutorial-checkpoint.ipynb deleted file mode 100644 index 8d1cf629..00000000 --- a/_examples_NOT_PORTED/simple_birch/.ipynb_checkpoints/birch_tutorial-checkpoint.ipynb +++ /dev/null @@ -1,482 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "8d4457db-98eb-4cbe-a45e-581f64c92899", - "metadata": { - "tags": [] - }, - "source": [ - "# BitBIRCH" - ] - }, - { - "cell_type": "markdown", - "id": "f8d080e0-317b-40fb-876d-1cc3f91503dd", - "metadata": {}, - "source": [ - "This notebook acts as a tutorial for the usage of the new refinement methods available in [BitBIRCH](https://pubs.rsc.org/en/content/articlelanding/2025/dd/d5dd00030k).\n", - "\n", - "Please reach out to one of the following with any questions or concerns. \n", - "\n", - "Ramon Alain Miranda Quintana: , \n", - "\n", - "Kate Huddleston: \n", - "\n", - "Kenneth Lopez Perez: \n", - " " - ] - }, - { - "cell_type": "markdown", - "id": "817f9b0e", - "metadata": {}, - "source": [ - "Please install the bitbirch editable package using the following commands in your terminal (individually):\n", - "```\n", - "git clone https://github.com/mqcomplab/bitbirch.git\n", - "cd bitbirch\n", - "pip install -e .\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "fb7202cf-4af2-4fda-8782-dc957cbbd389", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "## Imports \n", - "import numpy as np\n", - "from rdkit import Chem\n", - "import bitbirch.bitbirch as bb\n", - "import bitbirch.plotting_utils as plotting_utils\n", - "import pandas as pd" - ] - }, - { - "cell_type": "markdown", - "id": "00dbb066-4da8-44d7-9cf6-9df6588e2d01", - "metadata": {}, - "source": [ - "## Setting up our data" - ] - }, - { - "cell_type": "markdown", - "id": "ebd45035-670a-4c37-8833-d20f17b8fbb7", - "metadata": {}, - "source": [ - "First let's take our SMILES strings and compute our molecular fingerprints. With BitBIRCH, it is **REQUIRED** that the molecular representations are binary fingerprints of dtype int64. " - ] - }, - { - "cell_type": "markdown", - "id": "9d3fb975-70fe-4d1e-a281-8b2fdb0ff34c", - "metadata": { - "tags": [] - }, - "source": [ - "Below we are reading the .smi file and outputting some np.array of SMILES strings. " - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "383bef0c-2b46-4d78-b929-4814bfe18c43", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of smiles: 64086\n" - ] - } - ], - "source": [ - "with open('../../data/chembl_33_np.smi', 'r') as f:\n", - " smiles = np.array([line.strip() for line in f])\n", - "print(\"Number of smiles: \", smiles.shape[0])" - ] - }, - { - "cell_type": "markdown", - "id": "1463851d-7aee-4737-a84e-3460444cf424", - "metadata": {}, - "source": [ - "We then use [RDKIT](https://github.com/rdkit/rdkit) to generate our binary fingerprints." - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "id": "65bde165-7545-4bf8-9752-7e87b4721369", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "mols = [Chem.MolFromSmiles(S) for S in smiles]\n", - "fps = np.array([Chem.RDKFingerprint(mol) for mol in mols]) " - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "9fb08709", - "metadata": {}, - "outputs": [], - "source": [ - "fps = np.load('/home/kenneth/Documents/birch/bitbirch_sandbox/data/chembl_33_np.npy', mmap_mode='r')" - ] - }, - { - "cell_type": "markdown", - "id": "843070b5", - "metadata": {}, - "source": [ - "Check that the number of fingerprints and smiles match" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "d1eaf79a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of mols and smiles is the same: True\n" - ] - } - ], - "source": [ - "n_mols = len(fps)\n", - "n_smiles = len(smiles)\n", - "\n", - "print(\"Number of mols and smiles is the same: \", n_mols == n_smiles)" - ] - }, - { - "cell_type": "markdown", - "id": "21c919ef-cc31-49c4-94ed-d38796282340", - "metadata": {}, - "source": [ - "Now let's check the quality of the generated fingerprints. As stated about we need them to be binary of dtype int64. " - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "5efb1c5e-5741-4763-9023-cdf07809c630", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Bits are binary: True\n", - "Data type is int64: True\n" - ] - } - ], - "source": [ - "print(f'Bits are binary: {np.all(np.isin(fps, [0, 1]))}')\n", - "print(f'Data type is int64: {fps.dtype == np.int64 or fps.dtype == np.float64}')" - ] - }, - { - "cell_type": "markdown", - "id": "782862fa", - "metadata": {}, - "source": [ - "Now we are going to set a threshold and branching factor for our clustering" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "8ea13ec3", - "metadata": {}, - "outputs": [], - "source": [ - "branching_factor = 50\n", - "threshold = 0.65" - ] - }, - { - "cell_type": "markdown", - "id": "ebd1f2b9", - "metadata": {}, - "source": [ - "According to our observations in the refinement paper, we determined that the best way was to do initially diameter birch. We are going to fit now the fingerprints." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "5e0b0c23", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "bb.set_merge('diameter')\n", - "brc = bb.BitBirch(threshold=threshold, branching_factor=branching_factor)\n", - "brc.fit(fps)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "583b2d66", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Saved cluster metrics for diameter to data/diameter_cluster_metrics.csv\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plotting_utils.save_metrics_to_csv(brc, fps, smiles, method='diameter')\n", - "plotting_utils.init_plot('diameter')" - ] - }, - { - "cell_type": "markdown", - "id": "c3811aa7", - "metadata": {}, - "source": [ - "### Refining our results\n", - "\n", - "You can notice above that there's a big cluster with a numerous number of scaffolds. If your data, does not present a large cluster with high number of scaffolds, your clustering is done, no need to refine.\n", - "For this we are going to create a new tree passing at first the well-defined clusters and then the molecules in the biggest/messy cluster.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "e02957fc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Prepare the data from the first tree to refit\n", - "rest, big = brc.prepare_data_BFs(fps)\n", - "\n", - "# Delete the initial tree to save memory\n", - "#del brc\n", - "\n", - "# Create a new tree, this time with the data from the first tree and using tolerance merging and a higher threshold\n", - "bb.set_merge('tolerance', 0.00)\n", - "threshold = 0.70\n", - "brc_refined = bb.BitBirch(threshold=threshold, branching_factor=branching_factor)\n", - "\n", - "# Fit the new tree, notice that for this we are using fit_BFs, since we took the BitFeatures from the first tree\n", - "brc_refined.fit_BFs(rest)\n", - "brc_refined.fit_BFs(big)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "17dae8a6", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Saved cluster metrics for refined to data/refined_cluster_metrics.csv\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plotting_utils.save_metrics_to_csv(brc_refined, fps, smiles, method='refined')\n", - "plotting_utils.init_plot('refined')" - ] - }, - { - "cell_type": "markdown", - "id": "b21c98f8", - "metadata": {}, - "source": [ - "In case you want to visually inspect the cluster, with the following function you can generate images with the structres in each cluster. You just need not input the bitbirch object, the smiles, and the cluster number you want to plot. The function will generate multiple images with 30 molecules each, since it is not convenient to have all in one." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "e530b162", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of molecules: 8\n" - ] - } - ], - "source": [ - "plotting_utils.mol_visualization(smiles, brc_refined, cluster=1243)" - ] - }, - { - "cell_type": "markdown", - "id": "758503ea", - "metadata": {}, - "source": [ - "If a spatial visualization is wanted, we can create a tSNE plot" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "a69f5dff", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plotting_utils.tsne_plot(brc_refined, fps, \"refined\", title=\"refined\")" - ] - }, - { - "cell_type": "markdown", - "id": "840a4622", - "metadata": {}, - "source": [ - "Let's check the number of generated clusters and number of clusters above 10 molecules" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "161c6177", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of clusters: 14653\n", - "Number of clusters with more than 10 molecules: 979\n" - ] - } - ], - "source": [ - "mol_ids = brc_refined.get_cluster_mol_ids()\n", - "print(\"Number of clusters: \", len(mol_ids))\n", - "\n", - "# Get the clusters with more than 10 molecules\n", - "clusters = [cluster for cluster in mol_ids if len(cluster) > 10]\n", - "print(\"Number of clusters with more than 10 molecules: \", len(clusters))" - ] - }, - { - "cell_type": "markdown", - "id": "d10d4203", - "metadata": {}, - "source": [ - "If we are content with our clustering we can do the final assignments for our data." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "0c6d08ce", - "metadata": {}, - "outputs": [], - "source": [ - "assignments = brc_refined.get_assignments(n_mols=n_mols)\n", - "\n", - "# Save assignments to our smiles\n", - "df = pd.DataFrame({'smiles': smiles, 'assignments': assignments})\n", - "df.to_csv('smiles_assignments.csv', index=False)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From c66e641b4da94745db325ba96f81738c06758260 Mon Sep 17 00:00:00 2001 From: ipickering Date: Sun, 14 Sep 2025 23:23:07 -0400 Subject: [PATCH 08/10] Ignore ipython checkpoints --- .gitignore | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.gitignore b/.gitignore index d7d56364..074a001d 100644 --- a/.gitignore +++ b/.gitignore @@ -76,3 +76,6 @@ timings*.json # Shell and python scripts *.script.sh *.script.py + +# Jupyter checkpoints +.ipynb_checkpoints/ From 09a5f911f6e1bf78802a7a38059ee47f16534e8f Mon Sep 17 00:00:00 2001 From: ipickering Date: Sun, 14 Sep 2025 23:24:33 -0400 Subject: [PATCH 09/10] Fix env --- _examples_NOT_PORTED/data_splitting/lgbm_wrapper.py | 3 ++- _examples_NOT_PORTED/parallel_birch/birch_BFs.py | 1 + environment.yaml | 12 ++++++------ 3 files changed, 9 insertions(+), 7 deletions(-) diff --git a/_examples_NOT_PORTED/data_splitting/lgbm_wrapper.py b/_examples_NOT_PORTED/data_splitting/lgbm_wrapper.py index 1bede1f7..5b6b0c33 100755 --- a/_examples_NOT_PORTED/data_splitting/lgbm_wrapper.py +++ b/_examples_NOT_PORTED/data_splitting/lgbm_wrapper.py @@ -1,4 +1,5 @@ #!/usr/bin/env python +# type: ignore from lightgbm import LGBMRegressor from rdkit import Chem @@ -61,7 +62,7 @@ def validate(self, train, test): def main(): df = pd.read_csv( - "https://raw.githubusercontent.com/PatWalters/datafiles/refs/heads/main/biogen_logS.csv" + "https://raw.githubusercontent.com/PatWalters/datafiles/refs/heads/main/biogen_logS.csv" # noqa ) train, test = train_test_split(df) lgbm_wrapper = LGBMMorganCountWrapper("logS") diff --git a/_examples_NOT_PORTED/parallel_birch/birch_BFs.py b/_examples_NOT_PORTED/parallel_birch/birch_BFs.py index e98d562c..481363e4 100644 --- a/_examples_NOT_PORTED/parallel_birch/birch_BFs.py +++ b/_examples_NOT_PORTED/parallel_birch/birch_BFs.py @@ -4,6 +4,7 @@ if __name__ == "__main__": import bitbirch.bitbirch as bb + # Parse the arguments parser = argparse.ArgumentParser() parser.add_argument( diff --git a/environment.yaml b/environment.yaml index de78e5c7..9b1b0bcd 100644 --- a/environment.yaml +++ b/environment.yaml @@ -34,10 +34,10 @@ dependencies: - numpy - psutil # Required for example notebooks - - pandas - - tqdm - - seaborn - - statsmodels - - scikit-learn - - matplotlib + - pandas + - tqdm + - seaborn + - statsmodels + - scikit-learn + - matplotlib # useful_rdkit_utils From 80630491c94ad0062ab9764f5095e201b16b3e8e Mon Sep 17 00:00:00 2001 From: ipickering Date: Sun, 14 Sep 2025 23:26:32 -0400 Subject: [PATCH 10/10] Update comment --- _examples_NOT_PORTED/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/_examples_NOT_PORTED/README.md b/_examples_NOT_PORTED/README.md index ef7cc8f4..22746380 100644 --- a/_examples_NOT_PORTED/README.md +++ b/_examples_NOT_PORTED/README.md @@ -1,3 +1,5 @@ # BitBirch Examples TODO: Examples have not yet been ported from the BitBirch repo +Currently they are here as a reference only +Refinement functionality and plotting_utils have not been ported either