From 2512599395ee8b0414cc11556a6996e651e2ec2d Mon Sep 17 00:00:00 2001 From: root Date: Tue, 18 Oct 2022 13:00:25 +0300 Subject: [PATCH] mols2grid example added --- devtools/test_env.yml | 1 + .../talktorial.ipynb | 660 +++++++++++++++++- 2 files changed, 642 insertions(+), 19 deletions(-) diff --git a/devtools/test_env.yml b/devtools/test_env.yml index 7d43b2dc..49438d16 100644 --- a/devtools/test_env.yml +++ b/devtools/test_env.yml @@ -17,6 +17,7 @@ dependencies: - tensorflow<=2.6 - seaborn - matplotlib-venn + - mols2grid # Add mols2grid support to display dataframes as paginated tables # Remove jsonschema once this issue is fixed: https://github.com/Yelp/bravado/issues/478 - jsonschema<4.0.0 - bravado diff --git a/teachopencadd/talktorials/T003_compound_unwanted_substructures/talktorial.ipynb b/teachopencadd/talktorials/T003_compound_unwanted_substructures/talktorial.ipynb index f946cf4f..0aee323d 100644 --- a/teachopencadd/talktorials/T003_compound_unwanted_substructures/talktorial.ipynb +++ b/teachopencadd/talktorials/T003_compound_unwanted_substructures/talktorial.ipynb @@ -122,15 +122,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - ":228: RuntimeWarning: to-Python converter for boost::shared_ptr already registered; second conversion method ignored.\n" - ] - } - ], + "outputs": [], "source": [ "from pathlib import Path\n", "\n", @@ -138,7 +130,9 @@ "from tqdm.auto import tqdm\n", "from rdkit import Chem\n", "from rdkit.Chem import PandasTools\n", - "from rdkit.Chem.FilterCatalog import FilterCatalog, FilterCatalogParams" + "from rdkit.Chem.FilterCatalog import FilterCatalog, FilterCatalogParams\n", + "\n", + "import mols2grid" ] }, { @@ -287,7 +281,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ "" ] @@ -336,7 +330,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a4409fcdbec641e08512cd46f9b81646", + "model_id": "07617d2b2267435ea852534991e6f21a", "version_major": 2, "version_minor": 0 }, @@ -406,7 +400,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ "" ] @@ -467,7 +461,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ "" ] @@ -499,7 +493,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "bb3bd89af5774ee9b9e52057c0adfde8", + "model_id": "c3f2fbf3f6e74948b58861b63fca88bf", "version_major": 2, "version_minor": 0 }, @@ -581,7 +575,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ "" ] @@ -602,6 +596,634 @@ ")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `mols2grid` package provides an enhanced visualization of Dataframes containing molecules. \n", + "It's possible to visualize a subset of the dataset matching specific unwanted substructures let's have a look at the molecules matching the following filters:\n", + "- _three-memeber-heterociclics_ `*1[O,S,N]*1`\n", + "- _aliphatic-long-chains_ `[R0&D2][R0&D2][R0&D2][R0&D2]`\n", + "- _alkyl-halide_ `[CX4][Cl,Br,I]`\n", + "\n", + "\n", + "Procedure:\n", + "1. Select SMARTS in the search box\n", + "2. Copy and paste each one of the SMARTS patterns listed above." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mols2grid.display(matches.iloc[:100], \n", + " # specify the column containing the ROMol objects\n", + " mol_col = 'rdkit_molecule',\n", + " # specify the column containg the SMILES to generate the ROMol is not available\n", + " smi_col = None,\n", + " # set what's displayed on the grid\n", + " subset = [\"img\",\"chembl_id\"],\n", + " # set what's displayed on the hover tooltip\n", + " tooltip = [\"substructure_name\"],\n", + " # number of rows and columns per page\n", + " n_cols=4, n_rows=3,\n", + " # image size\n", + " size=(200, 120),\n", + ")" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -618,7 +1240,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -638,7 +1260,7 @@ "dtype: int64" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -699,7 +1321,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.4" + "version": "3.8.13" }, "toc-autonumbering": true, "widgets": {