From 8a1b00b8b0eda6a53968690e58d07d4609a51ff1 Mon Sep 17 00:00:00 2001 From: dominiquesydow Date: Tue, 23 Feb 2021 18:12:53 +0100 Subject: [PATCH 1/4] Add quick start on ligand construction --- ...binatorial_library_construct_ligands.ipynb | 428 ++++++++++++++++++ 1 file changed, 428 insertions(+) create mode 100644 notebooks/4_5_combinatorial_library_construct_ligands.ipynb diff --git a/notebooks/4_5_combinatorial_library_construct_ligands.ipynb b/notebooks/4_5_combinatorial_library_construct_ligands.ipynb new file mode 100644 index 00000000..24e8aecd --- /dev/null +++ b/notebooks/4_5_combinatorial_library_construct_ligands.ipynb @@ -0,0 +1,428 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "virtual-anger", + "metadata": {}, + "source": [ + "# Combinatorial library: Construct ligands\n", + "\n", + "The combinatorial library consists of fragment IDs and connecting bond IDs, which can be used to construct the described ligand based on the reduced fragment library.\n", + "\n", + "- Fragment IDs (`fragment_ids`), e.g. `[\"B1_13\", \"SE_138\", \"GA_77\", \"AP_12\"]` (`_`)\n", + "- Bond IDs (`bond_ids`), e.g. `[[\"AP_9\", \"SE_6\"], [\"GA_14\", \"AP_10\"], [\"B1_8\", \"GA_13\"]]`: Atom (`_`) pairs per fragment bond\n", + "\n", + "Please find more information about the file format in `4_1_combinatorial_library_data.ipynb`.\n", + "\n", + "In this notebook, we show case how the molecules of the combinatorial library can be constructed." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "turkish-aquatic", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "congressional-texas", + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "\n", + "import ijson\n", + "from rdkit import Chem\n", + "from rdkit.Chem import Draw, PandasTools\n", + "\n", + "import utils" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "motivated-still", + "metadata": {}, + "outputs": [], + "source": [ + "HERE = Path(_dh[-1])\n", + "PATH_FRAGMENT_LIBRARY_REDUCED = HERE / '../data/fragment_library_reduced/'\n", + "PATH_COMBINATORIAL_LIBRARY = HERE / '../data/combinatorial_library/combinatorial_library_deduplicated.json'" + ] + }, + { + "cell_type": "markdown", + "id": "disturbed-tournament", + "metadata": {}, + "source": [ + "## Fragment library" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "built-missile", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['AP', 'FP', 'SE', 'GA', 'B1', 'B2'])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fragment_library = utils.read_fragment_library(PATH_FRAGMENT_LIBRARY_REDUCED)\n", + "fragment_library.keys()" + ] + }, + { + "cell_type": "markdown", + "id": "italic-choice", + "metadata": {}, + "source": [ + "## Combinatorial library" + ] + }, + { + "cell_type": "markdown", + "id": "favorite-gathering", + "metadata": {}, + "source": [ + "We use a generator to access the ligand metadata in `PATH_COMBINATORIAL_LIBRARY`. As an example, let's take a look at the first ligand's metadata in this file." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "analyzed-exchange", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'bond_ids': [['AP_10', 'GA_14'], ['AP_9', 'SE_6'], ['GA_13', 'B1_8']], 'fragment_ids': ['B1_13', 'GA_77', 'SE_138', 'AP_12'], 'hba': 1, 'hbd': 1, 'mwt': 1, 'logp': 1, 'n_atoms': 36, 'chembl_exact': 0, 'chembl_most_similar': ['CHEMBL1603403', Decimal('0.52')], 'original_exact': 0, 'original_substructure': 0, 'inchi': 'InChI=1S/C27H21FN6O2/c1-16-21(27(36)31-32(16)2)12-24(35)33-11-10-20-23(33)9-8-19(25(20)28)22-14-30-34-15-18(13-29-26(22)34)17-6-4-3-5-7-17/h3-11,13-15H,12H2,1-2H3,(H,31,36)'}\n" + ] + } + ], + "source": [ + "with open(PATH_COMBINATORIAL_LIBRARY, 'rb') as f:\n", + " ligand_metadata_generator = ijson.items(f, 'item')\n", + " ligand_metadata = next(ligand_metadata_generator)\n", + " print(ligand_metadata)" + ] + }, + { + "cell_type": "markdown", + "id": "minor-aerospace", + "metadata": {}, + "source": [ + "## Construct ligands from combinatorial library" + ] + }, + { + "cell_type": "markdown", + "id": "corresponding-knowing", + "metadata": {}, + "source": [ + "### Show first N ligands" + ] + }, + { + "cell_type": "markdown", + "id": "occasional-military", + "metadata": {}, + "source": [ + "#### Define function" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "false-philadelphia", + "metadata": {}, + "outputs": [], + "source": [ + "def construct_first_n_ligands_from_combinatorial_library(\n", + " path_combinatorial_library, \n", + " path_fragment_library, \n", + " n_first_ligands=20\n", + "):\n", + " \"\"\"\n", + " Construct the first N ligands in the combinatorial library from the therein stored\n", + " fragment and bond IDs (referring to fragments in the fragment library).\n", + " \n", + " Parameters\n", + " ----------\n", + " path_combinatorial_library : str or pathlib.Path\n", + " Path to combinatorial library (json file).\n", + " path_fragment_library : str or pathlib.Path\n", + " Path to underlying fragment library (folder with sdf files per subpocket).\n", + " n_first_ligands : int\n", + " Number of first ligands to be constructed (default: 20)\n", + " \n", + " Returns\n", + " -------\n", + " list of rdkit.Chem.rdchem.Mol\n", + " List of constructed ligands.\n", + " \"\"\"\n", + " \n", + " path_combinatorial_library = Path(path_combinatorial_library)\n", + " path_fragment_library = Path(path_fragment_library)\n", + " \n", + " # Load fragment library\n", + " fragment_library = utils.read_fragment_library(path_fragment_library)\n", + "\n", + " # Iterate over first N elements in combinatorial library\n", + " ligand_metadata_list = []\n", + " with open(path_combinatorial_library, 'rb') as f:\n", + " ligand_metadata_generator = ijson.items(f, 'item')\n", + "\n", + " i = 0\n", + " while i < n_first_ligands:\n", + " ligand_metadata = next(ligand_metadata_generator)\n", + " ligand_metadata_list.append(ligand_metadata)\n", + " i += 1\n", + " \n", + " # Construct ligand based on \n", + " ligand_list = [\n", + " utils.construct_ligand(ligand[\"fragment_ids\"], ligand[\"bond_ids\"], fragment_library) \n", + " for ligand in ligand_metadata_list\n", + " ]\n", + " \n", + " return ligand_list" + ] + }, + { + "cell_type": "markdown", + "id": "fabulous-territory", + "metadata": {}, + "source": [ + "#### Construct and draw N (here: 20) first ligands." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "controversial-accident", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ligand_list = construct_first_n_ligands_from_combinatorial_library(\n", + " PATH_COMBINATORIAL_LIBRARY, \n", + " PATH_FRAGMENT_LIBRARY_REDUCED, \n", + " n_first_ligands=20\n", + ")\n", + "\n", + "Draw.MolsToGridImage(mols=ligand_list, molsPerRow=5)" + ] + }, + { + "cell_type": "markdown", + "id": "noted-monthly", + "metadata": {}, + "source": [ + "### Construct all ligands and save to file(s)" + ] + }, + { + "cell_type": "markdown", + "id": "linear-civilization", + "metadata": {}, + "source": [ + "#### Define function" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "polish-bridges", + "metadata": {}, + "outputs": [], + "source": [ + "def construct_and_save_ligands_from_combinatorial_library(\n", + " path_combinatorial_library, \n", + " path_fragment_library, \n", + " path_output,\n", + " n_first_ligands=None,\n", + " n_ligands_per_sdf_file=20\n", + "):\n", + " \"\"\"\n", + " Construct and save ligands in the combinatorial library from the therein stored\n", + " fragment and bond IDs (referring to fragments in the fragment library).\n", + " \n", + " Parameters\n", + " ----------\n", + " path_combinatorial_library : str or pathlib.Path\n", + " Path to combinatorial library (json file).\n", + " path_fragment_library : str or pathlib.Path\n", + " Path to underlying fragment library (folder with sdf files per subpocket).\n", + " path_output : str or pathlib.Path\n", + " Path to output folder.\n", + " n_first_ligands : int\n", + " Number of first ligands to be constructed (default: None).\n", + " n_ligands_per_sdf_file : int\n", + " Number of ligands to be stored in one sdf file (default: 20).\n", + " \"\"\"\n", + " \n", + " path_combinatorial_library = Path(path_combinatorial_library)\n", + " path_fragment_library = Path(path_fragment_library)\n", + " path_output = Path(path_output)\n", + " \n", + " # Load fragment library\n", + " fragment_library = utils.read_fragment_library(path_fragment_library)\n", + " \n", + " # Iterate over elements in combinatorial library\n", + " with open(PATH_COMBINATORIAL_LIBRARY, 'rb') as f:\n", + " ligand_metadata_generator = ijson.items(f, 'item')\n", + " \n", + " # Initialize ligand metadata list\n", + " ligand_metadata_list = []\n", + " for i, ligand_metadata in enumerate(ligand_metadata_generator, 1):\n", + " ligand_metadata_list.append(ligand_metadata)\n", + " \n", + " # If max. number of ligands per file reached\n", + " if len(ligand_metadata_list) == n_ligands_per_sdf_file:\n", + " # Construct and save ligands\n", + " _construct_and_save_selected_ligands(\n", + " ligand_metadata_list, fragment_library, path_output, i\n", + " )\n", + " # Reinitialize ligand metadata list\n", + " ligand_metadata_list = []\n", + "\n", + " # If max. number of ligands to process reached\n", + " if i == n_first_ligands:\n", + " # Construct and save remaining ligands\n", + " _construct_and_save_selected_ligands(\n", + " ligand_metadata_list, fragment_library, path_output, i\n", + " )\n", + " # Break for-loop\n", + " break\n", + " \n", + " # When for-loop is done, construct and save remaining ligands\n", + " _construct_and_save_selected_ligands(\n", + " ligand_metadata_list, fragment_library, path_output, i\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "intellectual-tennis", + "metadata": {}, + "outputs": [], + "source": [ + "def _construct_and_save_selected_ligands(ligand_metadata_list, fragment_library, path_output, index):\n", + " \"\"\"\n", + " Construct and save selected ligands.\n", + " \n", + " Parameters\n", + " ----------\n", + " ligand_metadata_list : list of dict\n", + " Ligand metadata as dictionary with keys such as \"fragment_ids\" and \"bond_ids\"\n", + " fragment_library : dict of pandas.DataFrame\n", + " Fragment details, i.e. SMILES, kinase groups, and fragment RDKit molecules, (values) for each subpocket (key).\n", + " path_output : str or pathlib.Path\n", + " Path to output folder.\n", + " index : int\n", + " First ligand index (w.r.t. position in combinatorial library).\n", + " \"\"\"\n", + " \n", + " # Construct ligand\n", + " ligand_list = [\n", + " utils.construct_ligand(ligand[\"fragment_ids\"], ligand[\"bond_ids\"], fragment_library) \n", + " for ligand in ligand_metadata_list\n", + " ]\n", + " # Save ligands to file\n", + " with open(path_output / f'ligands{index}.sdf', 'w') as f:\n", + " w = Chem.SDWriter(f)\n", + " for mol in ligand_list:\n", + " w.write(mol)\n", + " w.close()" + ] + }, + { + "cell_type": "markdown", + "id": "interested-bikini", + "metadata": {}, + "source": [ + "#### Construct and save 111 ligands (20 ligands/sdf file)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "bulgarian-airplane", + "metadata": {}, + "outputs": [], + "source": [ + "construct_and_save_ligands_from_combinatorial_library(\n", + " PATH_COMBINATORIAL_LIBRARY, \n", + " PATH_FRAGMENT_LIBRARY_REDUCED, \n", + " HERE / \"../data\",\n", + " n_first_ligands=111,\n", + " n_ligands_per_sdf_file=20\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "found-melissa", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.8.8" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 764ef8ba4cfe59a56af720bbe82f82bf1e26225f Mon Sep 17 00:00:00 2001 From: Unknown Date: Tue, 23 Feb 2021 18:31:30 +0100 Subject: [PATCH 2/4] Correct docstring --- ...binatorial_library_construct_ligands.ipynb | 48 +++++++++---------- 1 file changed, 24 insertions(+), 24 deletions(-) diff --git a/notebooks/4_5_combinatorial_library_construct_ligands.ipynb b/notebooks/4_5_combinatorial_library_construct_ligands.ipynb index 24e8aecd..a94a83c9 100644 --- a/notebooks/4_5_combinatorial_library_construct_ligands.ipynb +++ b/notebooks/4_5_combinatorial_library_construct_ligands.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "virtual-anger", + "id": "specified-group", "metadata": {}, "source": [ "# Combinatorial library: Construct ligands\n", @@ -20,7 +20,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "turkish-aquatic", + "id": "rough-persian", "metadata": {}, "outputs": [], "source": [ @@ -31,7 +31,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "congressional-texas", + "id": "comic-dublin", "metadata": {}, "outputs": [], "source": [ @@ -47,7 +47,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "motivated-still", + "id": "frozen-zealand", "metadata": {}, "outputs": [], "source": [ @@ -58,7 +58,7 @@ }, { "cell_type": "markdown", - "id": "disturbed-tournament", + "id": "lightweight-entity", "metadata": {}, "source": [ "## Fragment library" @@ -67,7 +67,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "built-missile", + "id": "polish-reminder", "metadata": {}, "outputs": [ { @@ -88,7 +88,7 @@ }, { "cell_type": "markdown", - "id": "italic-choice", + "id": "suffering-spirit", "metadata": {}, "source": [ "## Combinatorial library" @@ -96,7 +96,7 @@ }, { "cell_type": "markdown", - "id": "favorite-gathering", + "id": "severe-literacy", "metadata": {}, "source": [ "We use a generator to access the ligand metadata in `PATH_COMBINATORIAL_LIBRARY`. As an example, let's take a look at the first ligand's metadata in this file." @@ -105,7 +105,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "analyzed-exchange", + "id": "forward-danish", "metadata": {}, "outputs": [ { @@ -125,7 +125,7 @@ }, { "cell_type": "markdown", - "id": "minor-aerospace", + "id": "internal-wright", "metadata": {}, "source": [ "## Construct ligands from combinatorial library" @@ -133,7 +133,7 @@ }, { "cell_type": "markdown", - "id": "corresponding-knowing", + "id": "instructional-weather", "metadata": {}, "source": [ "### Show first N ligands" @@ -141,7 +141,7 @@ }, { "cell_type": "markdown", - "id": "occasional-military", + "id": "robust-plain", "metadata": {}, "source": [ "#### Define function" @@ -150,7 +150,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "false-philadelphia", + "id": "premium-float", "metadata": {}, "outputs": [], "source": [ @@ -206,7 +206,7 @@ }, { "cell_type": "markdown", - "id": "fabulous-territory", + "id": "immune-symbol", "metadata": {}, "source": [ "#### Construct and draw N (here: 20) first ligands." @@ -215,14 +215,14 @@ { "cell_type": "code", "execution_count": 7, - "id": "controversial-accident", + "id": "fancy-bankruptcy", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -242,7 +242,7 @@ }, { "cell_type": "markdown", - "id": "noted-monthly", + "id": "alternative-aurora", "metadata": {}, "source": [ "### Construct all ligands and save to file(s)" @@ -250,7 +250,7 @@ }, { "cell_type": "markdown", - "id": "linear-civilization", + "id": "increased-seventh", "metadata": {}, "source": [ "#### Define function" @@ -259,7 +259,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "polish-bridges", + "id": "upper-annex", "metadata": {}, "outputs": [], "source": [ @@ -331,7 +331,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "intellectual-tennis", + "id": "unique-session", "metadata": {}, "outputs": [], "source": [ @@ -348,7 +348,7 @@ " path_output : str or pathlib.Path\n", " Path to output folder.\n", " index : int\n", - " First ligand index (w.r.t. position in combinatorial library).\n", + " Index of last ligand in list (w.r.t. position in combinatorial library).\n", " \"\"\"\n", " \n", " # Construct ligand\n", @@ -366,7 +366,7 @@ }, { "cell_type": "markdown", - "id": "interested-bikini", + "id": "racial-fossil", "metadata": {}, "source": [ "#### Construct and save 111 ligands (20 ligands/sdf file)" @@ -375,7 +375,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "bulgarian-airplane", + "id": "partial-discharge", "metadata": {}, "outputs": [], "source": [ @@ -391,7 +391,7 @@ { "cell_type": "code", "execution_count": null, - "id": "found-melissa", + "id": "approximate-chemical", "metadata": {}, "outputs": [], "source": [] From 19740767834e4ddb79e401333c7014e4f4516abb Mon Sep 17 00:00:00 2001 From: dominiquesydow Date: Tue, 2 Mar 2021 08:46:04 +0100 Subject: [PATCH 3/4] Add example: Save 20k ligands --- ...binatorial_library_construct_ligands.ipynb | 84 ++++++++++++------- 1 file changed, 55 insertions(+), 29 deletions(-) diff --git a/notebooks/4_5_combinatorial_library_construct_ligands.ipynb b/notebooks/4_5_combinatorial_library_construct_ligands.ipynb index a94a83c9..972be915 100644 --- a/notebooks/4_5_combinatorial_library_construct_ligands.ipynb +++ b/notebooks/4_5_combinatorial_library_construct_ligands.ipynb @@ -14,7 +14,7 @@ "\n", "Please find more information about the file format in `4_1_combinatorial_library_data.ipynb`.\n", "\n", - "In this notebook, we show case how the molecules of the combinatorial library can be constructed." + "__Note__: In this notebook, we showcase how the molecules described via fragment and bond indices the combinatorial library can be build into `rdkit` molecule objects. Please note that we show this molecule construction only for a small subset. If you would like to construct _all_ ligands, it might take time and storage. We offer a utility function that will loop over the library and store N (user-defined) molecules each in one SDF file each." ] }, { @@ -71,14 +71,14 @@ "metadata": {}, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "dict_keys(['AP', 'FP', 'SE', 'GA', 'B1', 'B2'])" ] }, - "execution_count": 4, "metadata": {}, - "output_type": "execute_result" + "execution_count": 4 } ], "source": [ @@ -109,8 +109,8 @@ "metadata": {}, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "{'bond_ids': [['AP_10', 'GA_14'], ['AP_9', 'SE_6'], ['GA_13', 'B1_8']], 'fragment_ids': ['B1_13', 'GA_77', 'SE_138', 'AP_12'], 'hba': 1, 'hbd': 1, 'mwt': 1, 'logp': 1, 'n_atoms': 36, 'chembl_exact': 0, 'chembl_most_similar': ['CHEMBL1603403', Decimal('0.52')], 'original_exact': 0, 'original_substructure': 0, 'inchi': 'InChI=1S/C27H21FN6O2/c1-16-21(27(36)31-32(16)2)12-24(35)33-11-10-20-23(33)9-8-19(25(20)28)22-14-30-34-15-18(13-29-26(22)34)17-6-4-3-5-7-17/h3-11,13-15H,12H2,1-2H3,(H,31,36)'}\n" ] @@ -219,15 +219,15 @@ "metadata": {}, "outputs": [ { + "output_type": "execute_result", "data": { - "image/png": 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\n", 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\n" }, - "execution_count": 7, "metadata": {}, - "output_type": "execute_result" + "execution_count": 7 } ], "source": [ @@ -357,11 +357,12 @@ " for ligand in ligand_metadata_list\n", " ]\n", " # Save ligands to file\n", - " with open(path_output / f'ligands{index}.sdf', 'w') as f:\n", - " w = Chem.SDWriter(f)\n", - " for mol in ligand_list:\n", - " w.write(mol)\n", - " w.close()" + " if len(ligand_list) > 0:\n", + " with open(path_output / f'ligands{index}.sdf', 'w') as f:\n", + " w = Chem.SDWriter(f)\n", + " for mol in ligand_list:\n", + " w.write(mol)\n", + " w.close()" ] }, { @@ -369,32 +370,57 @@ "id": "racial-fossil", "metadata": {}, "source": [ - "#### Construct and save 111 ligands (20 ligands/sdf file)" + "#### Construct and save example ligands" ] }, + { + "source": [ + "Add folder to `data/` where we will store the SDF files." + ], + "cell_type": "markdown", + "metadata": {} + }, { "cell_type": "code", "execution_count": 10, - "id": "partial-discharge", "metadata": {}, "outputs": [], "source": [ - "construct_and_save_ligands_from_combinatorial_library(\n", - " PATH_COMBINATORIAL_LIBRARY, \n", - " PATH_FRAGMENT_LIBRARY_REDUCED, \n", - " HERE / \"../data\",\n", - " n_first_ligands=111,\n", - " n_ligands_per_sdf_file=20\n", - ")" + "PATH_CONSTRUCTED_MOLECULES = HERE / \"../data/combinatorial_library_constructed\"\n", + "PATH_CONSTRUCTED_MOLECULES.mkdir(parents=True, exist_ok=True)" ] }, + { + "source": [ + "Construct and save ligands: Example 20k ligands (10k ligands/sdf file) - runtime see below; ~30 MB per file." + ], + "cell_type": "markdown", + "metadata": {} + }, { "cell_type": "code", - "execution_count": null, - "id": "approximate-chemical", + "execution_count": 11, + "id": "partial-discharge", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CPU times: user 56.6 s, sys: 269 ms, total: 56.8 s\nWall time: 56.9 s\n" + ] + } + ], + "source": [ + "%%time \n", + "construct_and_save_ligands_from_combinatorial_library(\n", + " PATH_COMBINATORIAL_LIBRARY, \n", + " PATH_FRAGMENT_LIBRARY_REDUCED, \n", + " PATH_CONSTRUCTED_MOLECULES,\n", + " n_first_ligands=20000,\n", + " n_ligands_per_sdf_file=10000\n", + ")" + ] } ], "metadata": { @@ -413,7 +439,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.8.8-final" }, "widgets": { "application/vnd.jupyter.widget-state+json": { @@ -425,4 +451,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file From 1f5431569f53ac5744120809f730055aeff2fb44 Mon Sep 17 00:00:00 2001 From: dominiquesydow Date: Tue, 2 Mar 2021 08:46:39 +0100 Subject: [PATCH 4/4] Git-ignore constructed ligand folder --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index 67648292..751eded4 100644 --- a/.gitignore +++ b/.gitignore @@ -74,3 +74,4 @@ target/ # Exclude combinatorial library data/combinatorial_library/* !data/combinatorial_library/README.md +data/combinatorial_library_constructed/*