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} }, "cell_type": "markdown", "metadata": {}, "source": [ "This one was inspired by a conversation that happened at the 2020 RDKit (virtual) UGM. \n", "\n", "During Dominique Sydow's presentation she showed some pictures of molecules with some regions of the molecule highlighted (in her case to indicate which kinase pocket they interact with). Dominique had created the images by hand, but I wanted to explore what's possible using the 2020.09 RDKit release.\n", "\n", "What this post is going to demonstrate is doing R-group decomposition (RGD) on a set of molecules that share a common scaffold, generating coordinates for those molecules that are aligned to the scaffold, and generating images of the molecules where the R groups are colored to make them easy to pick out.\n", "\n", "The final images we create will look like this:\n", "\n", "![image.png](attachment:image.png)\n", "\n", "The rest of this post will go through the steps to create images like this.\n", "\n", "Let's get started" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021.03.4\n" ] } ], "source": [ "from rdkit import Chem\n", "from rdkit.Chem import Draw\n", "from rdkit.Chem.Draw import IPythonConsole\n", "IPythonConsole.molSize=(450,350)\n", "from rdkit.Chem import rdRGroupDecomposition\n", "from rdkit.Chem import rdqueries\n", "from rdkit.Chem import rdDepictor\n", "from rdkit.Chem.Draw import rdMolDraw2D\n", "from rdkit import Geometry\n", "rdDepictor.SetPreferCoordGen(True)\n", "import pandas as pd\n", "\n", "from IPython.display import SVG,Image\n", "from ipywidgets import interact\n", "\n", "import rdkit\n", "print(rdkit.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Start by reading in the data we will use. This is a collection of ChEMBL compounds with Ki data measured for CDK2. The dataset includes compounds from a number of different documents and, since these are medchem papers, many of the documents contain groups of compounds that share a common scaffold." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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assay_iddoc_iddescriptionassay_organismassay_chembl_idaidxpref_nameactivity_idmolregnostandard_relation...src_id (#1)typerelationvalueunitstext_valuestandard_text_valuestandard_inchi_keycanonical_smilescompound_chembl_id
05064117759Inhibitory activity against human CDK2 (Cyclin...NaNCHEMBL658107CLD0Cyclin-dependent kinase 226581468026>...1Ki>20.00uMNaNNaNRPXWUUDZINQPTJ-UHFFFAOYSA-NCNc1nccc(n1)c2sc(C)nc2CCHEMBL46474
15064117759Inhibitory activity against human CDK2 (Cyclin...NaNCHEMBL658107CLD0Cyclin-dependent kinase 226581767880=...1Ki=0.14uMNaNNaNGDZTURHUKDAJGD-UHFFFAOYSA-NCc1nc(C)c(s1)c2ccnc(Nc3ccc(O)cc3)n2CHEMBL442957
25064117759Inhibitory activity against human CDK2 (Cyclin...NaNCHEMBL658107CLD0Cyclin-dependent kinase 226707867751=...1Ki=6.50uMNaNNaNCTFDMGIBHFQWKB-UHFFFAOYSA-NCc1nc(C)c(s1)c2ccnc(N)n2CHEMBL47302
35064117759Inhibitory activity against human CDK2 (Cyclin...NaNCHEMBL658107CLD0Cyclin-dependent kinase 226708167782=...1Ki=1.20uMNaNNaNHOKDXVAONYXHJK-UHFFFAOYSA-NCc1nc(C)c(s1)c2ccnc(Nc3ccccc3F)n2CHEMBL297447
45064117759Inhibitory activity against human CDK2 (Cyclin...NaNCHEMBL658107CLD0Cyclin-dependent kinase 226708467961=...1Ki=0.11uMNaNNaNXNKSRGHGPSHYIW-UHFFFAOYSA-NCNc1nc(C)c(s1)c2ccnc(Nc3cccc(O)c3)n2CHEMBL44119
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5 rows × 28 columns

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" ], "text/plain": [ " assay_id doc_id description \\\n", "0 50641 17759 Inhibitory activity against human CDK2 (Cyclin... \n", "1 50641 17759 Inhibitory activity against human CDK2 (Cyclin... \n", "2 50641 17759 Inhibitory activity against human CDK2 (Cyclin... \n", "3 50641 17759 Inhibitory activity against human CDK2 (Cyclin... \n", "4 50641 17759 Inhibitory activity against human CDK2 (Cyclin... \n", "\n", " assay_organism assay_chembl_id aidx pref_name \\\n", "0 NaN CHEMBL658107 CLD0 Cyclin-dependent kinase 2 \n", "1 NaN CHEMBL658107 CLD0 Cyclin-dependent kinase 2 \n", "2 NaN CHEMBL658107 CLD0 Cyclin-dependent kinase 2 \n", "3 NaN CHEMBL658107 CLD0 Cyclin-dependent kinase 2 \n", "4 NaN CHEMBL658107 CLD0 Cyclin-dependent kinase 2 \n", "\n", " activity_id molregno standard_relation ... src_id (#1) type relation \\\n", "0 265814 68026 > ... 1 Ki > \n", "1 265817 67880 = ... 1 Ki = \n", "2 267078 67751 = ... 1 Ki = \n", "3 267081 67782 = ... 1 Ki = \n", "4 267084 67961 = ... 1 Ki = \n", "\n", " value units text_value standard_text_value standard_inchi_key \\\n", "0 20.00 uM NaN NaN RPXWUUDZINQPTJ-UHFFFAOYSA-N \n", "1 0.14 uM NaN NaN GDZTURHUKDAJGD-UHFFFAOYSA-N \n", "2 6.50 uM NaN NaN CTFDMGIBHFQWKB-UHFFFAOYSA-N \n", "3 1.20 uM NaN NaN HOKDXVAONYXHJK-UHFFFAOYSA-N \n", "4 0.11 uM NaN NaN XNKSRGHGPSHYIW-UHFFFAOYSA-N \n", "\n", " canonical_smiles compound_chembl_id \n", "0 CNc1nccc(n1)c2sc(C)nc2C CHEMBL46474 \n", "1 Cc1nc(C)c(s1)c2ccnc(Nc3ccc(O)cc3)n2 CHEMBL442957 \n", "2 Cc1nc(C)c(s1)c2ccnc(N)n2 CHEMBL47302 \n", "3 Cc1nc(C)c(s1)c2ccnc(Nc3ccccc3F)n2 CHEMBL297447 \n", "4 CNc1nc(C)c(s1)c2ccnc(Nc3cccc(O)c3)n2 CHEMBL44119 \n", "\n", "[5 rows x 28 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('../data/cdk2_rgd_dataset.csv')\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We pick a group of compounds by selecting all the rows with a given assay ID:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "91\n" ] }, { "data": { "text/html": [ "
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assay_iddoc_iddescriptionassay_organismassay_chembl_idaidxpref_nameactivity_idmolregnostandard_relation...src_id (#1)typerelationvalueunitstext_valuestandard_text_valuestandard_inchi_keycanonical_smilescompound_chembl_id
4730252421080Binding affinity for human cyclin-dependent ki...Homo sapiensCHEMBL827377CLD0Cyclin-dependent kinase 21438958305637>...1Ki>19.95uMNaNNaNTWQUOUJLNRGSRZ-UHFFFAOYSA-NCc1ccc2c(c3ccnc(Nc4cccc(c4)C(F)(F)F)n3)c(nn2n1...CHEMBL182493
4830252421080Binding affinity for human cyclin-dependent ki...Homo sapiensCHEMBL827377CLD0Cyclin-dependent kinase 21438962305651>...1Ki>19.95uMNaNNaNCYHPFZLFUXOCJJ-UHFFFAOYSA-NCc1ccc2c(c3ccnc(Nc4ccc(F)c(F)c4)n3)c(nn2n1)c5c...CHEMBL182326
4930252421080Binding affinity for human cyclin-dependent ki...Homo sapiensCHEMBL827377CLD0Cyclin-dependent kinase 21439061305664>...1Ki>19.95uMNaNNaNMYSOMHSTKVRJRA-UHFFFAOYSA-NCc1ccc2c(c3ccnc(Nc4ccc5OCCOc5c4)n3)c(nn2n1)c6c...CHEMBL183064
5030252421080Binding affinity for human cyclin-dependent ki...Homo sapiensCHEMBL827377CLD0Cyclin-dependent kinase 21439063305674>...1Ki>19.95uMNaNNaNVUGNSTAXWJUVEZ-UHFFFAOYSA-NCc1ccc2c(c3ccnc(Nc4ccc(Cl)c(c4)C(F)(F)F)n3)c(n...CHEMBL361038
5130252421080Binding affinity for human cyclin-dependent ki...Homo sapiensCHEMBL827377CLD0Cyclin-dependent kinase 21439065305687=...1Ki=3.98uMNaNNaNBWBMBCPGRIOUNV-UHFFFAOYSA-NC1CC1c2nn3ncccc3c2c4ccnc(Nc5ccccc5)n4CHEMBL362296
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5 rows × 28 columns

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" ], "text/plain": [ " assay_id doc_id description \\\n", "47 302524 21080 Binding affinity for human cyclin-dependent ki... \n", "48 302524 21080 Binding affinity for human cyclin-dependent ki... \n", "49 302524 21080 Binding affinity for human cyclin-dependent ki... \n", "50 302524 21080 Binding affinity for human cyclin-dependent ki... \n", "51 302524 21080 Binding affinity for human cyclin-dependent ki... \n", "\n", " assay_organism assay_chembl_id aidx pref_name \\\n", "47 Homo sapiens CHEMBL827377 CLD0 Cyclin-dependent kinase 2 \n", "48 Homo sapiens CHEMBL827377 CLD0 Cyclin-dependent kinase 2 \n", "49 Homo sapiens CHEMBL827377 CLD0 Cyclin-dependent kinase 2 \n", "50 Homo sapiens CHEMBL827377 CLD0 Cyclin-dependent kinase 2 \n", "51 Homo sapiens CHEMBL827377 CLD0 Cyclin-dependent kinase 2 \n", "\n", " activity_id molregno standard_relation ... src_id (#1) type relation \\\n", "47 1438958 305637 > ... 1 Ki > \n", "48 1438962 305651 > ... 1 Ki > \n", "49 1439061 305664 > ... 1 Ki > \n", "50 1439063 305674 > ... 1 Ki > \n", "51 1439065 305687 = ... 1 Ki = \n", "\n", " value units text_value standard_text_value \\\n", "47 19.95 uM NaN NaN \n", "48 19.95 uM NaN NaN \n", "49 19.95 uM NaN NaN \n", "50 19.95 uM NaN NaN \n", "51 3.98 uM NaN NaN \n", "\n", " standard_inchi_key \\\n", "47 TWQUOUJLNRGSRZ-UHFFFAOYSA-N \n", "48 CYHPFZLFUXOCJJ-UHFFFAOYSA-N \n", "49 MYSOMHSTKVRJRA-UHFFFAOYSA-N \n", "50 VUGNSTAXWJUVEZ-UHFFFAOYSA-N \n", "51 BWBMBCPGRIOUNV-UHFFFAOYSA-N \n", "\n", " canonical_smiles compound_chembl_id \n", "47 Cc1ccc2c(c3ccnc(Nc4cccc(c4)C(F)(F)F)n3)c(nn2n1... CHEMBL182493 \n", "48 Cc1ccc2c(c3ccnc(Nc4ccc(F)c(F)c4)n3)c(nn2n1)c5c... CHEMBL182326 \n", "49 Cc1ccc2c(c3ccnc(Nc4ccc5OCCOc5c4)n3)c(nn2n1)c6c... CHEMBL183064 \n", "50 Cc1ccc2c(c3ccnc(Nc4ccc(Cl)c(c4)C(F)(F)F)n3)c(n... CHEMBL361038 \n", "51 C1CC1c2nn3ncccc3c2c4ccnc(Nc5ccccc5)n4 CHEMBL362296 \n", "\n", "[5 rows x 28 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_doc1 = df[df.assay_chembl_id=='CHEMBL827377']\n", "print(len(df_doc1))\n", "df_doc1.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look at some of the compounds:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rdDepictor.SetPreferCoordGen(True)\n", "smis = df_doc1['canonical_smiles']\n", "cids = list(df_doc1.compound_chembl_id)\n", "ms = [Chem.MolFromSmiles(x) for x in smis]\n", "for m in ms:\n", " rdDepictor.Compute2DCoords(m)\n", "Draw.MolsToGridImage(ms[:12],legends=cids,molsPerRow=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define a core. I'm doing this manually and am only specifically labeling four of the seven R-groups in this set of molecules. The others will be labelled automatically by the RGD code. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "core = Chem.MolFromSmiles('c1cc(-c2c([*:1])nn3nc([*:2])ccc23)nc(N(c2ccc([*:4])c([*:3])c2))n1')\n", "rdDepictor.SetPreferCoordGen(True)\n", "rdDepictor.Compute2DCoords(core)\n", "core" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some pre-processing work we need to do:\n", "- convert the dummy atoms in the scaffold into query atoms that match anything\n", "- add hydrogens to the molecules\n", "- select only the subset of molecules which match the core\n", "- set a property on each atom which is used to track its original index (we use this later in the RGD analysis)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "91 91\n" ] } ], "source": [ "ps = Chem.AdjustQueryParameters.NoAdjustments()\n", "ps.makeDummiesQueries=True\n", "qcore = Chem.AdjustQueryProperties(core,ps)\n", "mhs = [Chem.AddHs(x,addCoords=True) for x in ms]\n", "mms = [x for x in mhs if x.HasSubstructMatch(qcore)]\n", "for m in mms:\n", " for atom in m.GetAtoms():\n", " atom.SetIntProp(\"SourceAtomIdx\",atom.GetIdx())\n", "print(len(mhs),len(mms))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now do the actual RGD:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "rdkit.RDLogger.DisableLog('rdApp.warning')\n", "groups,_ = rdRGroupDecomposition.RGroupDecompose([qcore],mms,asSmiles=False,asRows=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the function that actually does the work of generating aligned coordinates and creating the image with highlighted R groups" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from collections import defaultdict\n", "\n", "def highlight_rgroups(mol,row,core,width=350,height=200,\n", " fillRings=True,legend=\"\",\n", " sourceIdxProperty=\"SourceAtomIdx\",\n", " lbls=('R1','R2','R3','R4')):\n", " # copy the molecule and core\n", " mol = Chem.Mol(mol)\n", " core = Chem.Mol(core)\n", "\n", " # -------------------------------------------\n", " # include the atom map numbers in the substructure search in order to \n", " # try to ensure a good alignment of the molecule to symmetric cores\n", " for at in core.GetAtoms():\n", " if at.GetAtomMapNum():\n", " at.ExpandQuery(rdqueries.IsotopeEqualsQueryAtom(200+at.GetAtomMapNum()))\n", " \n", " for lbl in row:\n", " if lbl=='Core':\n", " continue\n", " rg = row[lbl]\n", " for at in rg.GetAtoms():\n", " if not at.GetAtomicNum() and at.GetAtomMapNum() and \\\n", " at.HasProp('dummyLabel') and at.GetProp('dummyLabel')==lbl:\n", " # attachment point. the atoms connected to this\n", " # should be from the molecule\n", " for nbr in at.GetNeighbors():\n", " if nbr.HasProp(sourceIdxProperty):\n", " mAt = mol.GetAtomWithIdx(nbr.GetIntProp(sourceIdxProperty))\n", " if mAt.GetIsotope():\n", " mAt.SetIntProp('_OrigIsotope',mAt.GetIsotope())\n", " mAt.SetIsotope(200+at.GetAtomMapNum())\n", " # remove unmapped hs so that they don't mess up the depiction\n", " rhps = Chem.RemoveHsParameters()\n", " rhps.removeMapped = False\n", " tmol = Chem.RemoveHs(mol,rhps)\n", " rdDepictor.GenerateDepictionMatching2DStructure(tmol,core)\n", "\n", " oldNewAtomMap={}\n", " # reset the original isotope values and account for the fact that\n", " # removing the Hs changed atom indices\n", " for i,at in enumerate(tmol.GetAtoms()):\n", " if at.HasProp(sourceIdxProperty):\n", " oldNewAtomMap[at.GetIntProp(sourceIdxProperty)] = i\n", " if at.HasProp(\"_OrigIsotope\"):\n", " at.SetIsotope(at.GetIntProp(\"_OrigIsotope\"))\n", " at.ClearProp(\"_OrigIsotope\")\n", " else:\n", " at.SetIsotope(0)\n", " \n", " # ------------------\n", " # set up our colormap\n", " # the three choices here are all \"colorblind\" colormaps\n", " \n", " # \"Tol\" colormap from https://davidmathlogic.com/colorblind\n", " colors = [(51,34,136),(17,119,51),(68,170,153),(136,204,238),(221,204,119),(204,102,119),(170,68,153),(136,34,85)]\n", " # \"IBM\" colormap from https://davidmathlogic.com/colorblind\n", " colors = [(100,143,255),(120,94,240),(220,38,127),(254,97,0),(255,176,0)]\n", " # Okabe_Ito colormap from https://jfly.uni-koeln.de/color/\n", " colors = [(230,159,0),(86,180,233),(0,158,115),(240,228,66),(0,114,178),(213,94,0),(204,121,167)]\n", " for i,x in enumerate(colors):\n", " colors[i] = tuple(y/255 for y in x)\n", " \n", " #----------------------\n", " # Identify and store which atoms, bonds, and rings we'll be highlighting\n", " highlightatoms = defaultdict(list)\n", " highlightbonds = defaultdict(list)\n", " atomrads = {}\n", " widthmults = {}\n", "\n", " rings = []\n", " for i,lbl in enumerate(lbls): \n", " color = colors[i%len(colors)]\n", " rquery = row[lbl]\n", " Chem.GetSSSR(rquery)\n", " rinfo = rquery.GetRingInfo()\n", " for at in rquery.GetAtoms():\n", " if at.HasProp(sourceIdxProperty):\n", " origIdx = oldNewAtomMap[at.GetIntProp(sourceIdxProperty)]\n", " highlightatoms[origIdx].append(color)\n", " atomrads[origIdx] = 0.4\n", " if fillRings:\n", " for aring in rinfo.AtomRings():\n", " tring = []\n", " allFound = True\n", " for aid in aring:\n", " at = rquery.GetAtomWithIdx(aid)\n", " if not at.HasProp(sourceIdxProperty):\n", " allFound = False\n", " break\n", " tring.append(oldNewAtomMap[at.GetIntProp(sourceIdxProperty)])\n", " if allFound:\n", " rings.append((tring,color))\n", " for qbnd in rquery.GetBonds():\n", " batom = qbnd.GetBeginAtom()\n", " eatom = qbnd.GetEndAtom()\n", " if batom.HasProp(sourceIdxProperty) and eatom.HasProp(sourceIdxProperty):\n", " origBnd = tmol.GetBondBetweenAtoms(oldNewAtomMap[batom.GetIntProp(sourceIdxProperty)],\n", " oldNewAtomMap[eatom.GetIntProp(sourceIdxProperty)])\n", " bndIdx = origBnd.GetIdx()\n", " highlightbonds[bndIdx].append(color)\n", " widthmults[bndIdx] = 2\n", "\n", " d2d = rdMolDraw2D.MolDraw2DCairo(width,height)\n", " dos = d2d.drawOptions()\n", " dos.useBWAtomPalette()\n", " \n", " #----------------------\n", " # if we are filling rings, go ahead and do that first so that we draw\n", " # the molecule on top of the filled rings\n", " if fillRings and rings:\n", " # a hack to set the molecule scale\n", " d2d.DrawMoleculeWithHighlights(tmol,legend,dict(highlightatoms),\n", " dict(highlightbonds),\n", " atomrads,widthmults)\n", " d2d.ClearDrawing()\n", " conf = tmol.GetConformer()\n", " for (aring,color) in rings:\n", " ps = []\n", " for aidx in aring:\n", " pos = Geometry.Point2D(conf.GetAtomPosition(aidx))\n", " ps.append(pos)\n", " d2d.SetFillPolys(True)\n", " d2d.SetColour(color)\n", " d2d.DrawPolygon(ps)\n", " dos.clearBackground = False\n", "\n", " #----------------------\n", " # now draw the molecule, with highlights:\n", " d2d.DrawMoleculeWithHighlights(tmol,legend,dict(highlightatoms),dict(highlightbonds),\n", " atomrads,widthmults)\n", " d2d.FinishDrawing()\n", " png = d2d.GetDrawingText()\n", " return png\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interactively try that out on all the molecules in our set:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "65c52f1d60c84dfc971efdbf5959006d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='idx', options=(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 1…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@interact(idx=range(0,len(ms)))\n", "def draw_it(idx=0):\n", " m = mms[idx]\n", " row = groups[idx]\n", " return Image(highlight_rgroups(m,row,qcore,lbls=('R1','R2','R3','R4')))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It would be cool to do see multiple molecules at once. Unforunately `DrawMolsToGridImage()` doesn't support the multiple highlighting we're doing here (we decided that the API for that would just be too complex; this may change in the future if we can figure out a sensible API for it), so we have to manually combine the images. Fortunately the pillow package makes that easy:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from PIL import Image as pilImage\n", "from io import BytesIO\n", "\n", "def draw_multiple(ms,groups,qcore,lbls,legends=None,nPerRow=4,subImageSize=(250,200)):\n", " nRows = len(ms)//nPerRow\n", " if len(ms)%nPerRow:\n", " nRows+=1\n", " nCols = nPerRow\n", " imgSize = (subImageSize[0]*nCols,subImageSize[1]*nRows)\n", " res = pilImage.new('RGB',imgSize)\n", " \n", " for i,m in enumerate(ms):\n", " col = i%nPerRow\n", " row = i//nPerRow\n", " if legends:\n", " legend = legends[i]\n", " else:\n", " legend = ''\n", " png = highlight_rgroups(m,groups[i],qcore,lbls=lbls,legend=legend,\n", " width=subImageSize[0],height=subImageSize[1])\n", " bio = BytesIO(png)\n", " img = pilImage.open(bio)\n", " res.paste(img,box=(col*subImageSize[0],row*subImageSize[1]))\n", " bio = BytesIO()\n", " res.save(bio,format='PNG')\n", " return bio.getvalue()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the first 16 molecules in the dataset:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(draw_multiple(mms[:16],groups,qcore,('R1','R2','R3','R4'),legends=cids,subImageSize=(300,250)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Repeat that analysis with the compounds from another document just to make sure we did everything sufficiently generally:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "33\n" ] }, { "data": { "text/html": [ "
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assay_iddoc_iddescriptionassay_organismassay_chembl_idaidxpref_nameactivity_idmolregnostandard_relation...src_id (#1)typerelationvalueunitstext_valuestandard_text_valuestandard_inchi_keycanonical_smilescompound_chembl_id
05064117759Inhibitory activity against human CDK2 (Cyclin...NaNCHEMBL658107CLD0Cyclin-dependent kinase 226581468026>...1Ki>20.00uMNaNNaNRPXWUUDZINQPTJ-UHFFFAOYSA-NCNc1nccc(n1)c2sc(C)nc2CCHEMBL46474
15064117759Inhibitory activity against human CDK2 (Cyclin...NaNCHEMBL658107CLD0Cyclin-dependent kinase 226581767880=...1Ki=0.14uMNaNNaNGDZTURHUKDAJGD-UHFFFAOYSA-NCc1nc(C)c(s1)c2ccnc(Nc3ccc(O)cc3)n2CHEMBL442957
25064117759Inhibitory activity against human CDK2 (Cyclin...NaNCHEMBL658107CLD0Cyclin-dependent kinase 226707867751=...1Ki=6.50uMNaNNaNCTFDMGIBHFQWKB-UHFFFAOYSA-NCc1nc(C)c(s1)c2ccnc(N)n2CHEMBL47302
35064117759Inhibitory activity against human CDK2 (Cyclin...NaNCHEMBL658107CLD0Cyclin-dependent kinase 226708167782=...1Ki=1.20uMNaNNaNHOKDXVAONYXHJK-UHFFFAOYSA-NCc1nc(C)c(s1)c2ccnc(Nc3ccccc3F)n2CHEMBL297447
45064117759Inhibitory activity against human CDK2 (Cyclin...NaNCHEMBL658107CLD0Cyclin-dependent kinase 226708467961=...1Ki=0.11uMNaNNaNXNKSRGHGPSHYIW-UHFFFAOYSA-NCNc1nc(C)c(s1)c2ccnc(Nc3cccc(O)c3)n2CHEMBL44119
\n", "

5 rows × 28 columns

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" ], "text/plain": [ " assay_id doc_id description \\\n", "0 50641 17759 Inhibitory activity against human CDK2 (Cyclin... \n", "1 50641 17759 Inhibitory activity against human CDK2 (Cyclin... \n", "2 50641 17759 Inhibitory activity against human CDK2 (Cyclin... \n", "3 50641 17759 Inhibitory activity against human CDK2 (Cyclin... \n", "4 50641 17759 Inhibitory activity against human CDK2 (Cyclin... \n", "\n", " assay_organism assay_chembl_id aidx pref_name \\\n", "0 NaN CHEMBL658107 CLD0 Cyclin-dependent kinase 2 \n", "1 NaN CHEMBL658107 CLD0 Cyclin-dependent kinase 2 \n", "2 NaN CHEMBL658107 CLD0 Cyclin-dependent kinase 2 \n", "3 NaN CHEMBL658107 CLD0 Cyclin-dependent kinase 2 \n", "4 NaN CHEMBL658107 CLD0 Cyclin-dependent kinase 2 \n", "\n", " activity_id molregno standard_relation ... src_id (#1) type relation \\\n", "0 265814 68026 > ... 1 Ki > \n", "1 265817 67880 = ... 1 Ki = \n", "2 267078 67751 = ... 1 Ki = \n", "3 267081 67782 = ... 1 Ki = \n", "4 267084 67961 = ... 1 Ki = \n", "\n", " value units text_value standard_text_value standard_inchi_key \\\n", "0 20.00 uM NaN NaN RPXWUUDZINQPTJ-UHFFFAOYSA-N \n", "1 0.14 uM NaN NaN GDZTURHUKDAJGD-UHFFFAOYSA-N \n", "2 6.50 uM NaN NaN CTFDMGIBHFQWKB-UHFFFAOYSA-N \n", "3 1.20 uM NaN NaN HOKDXVAONYXHJK-UHFFFAOYSA-N \n", "4 0.11 uM NaN NaN XNKSRGHGPSHYIW-UHFFFAOYSA-N \n", "\n", " canonical_smiles compound_chembl_id \n", "0 CNc1nccc(n1)c2sc(C)nc2C CHEMBL46474 \n", "1 Cc1nc(C)c(s1)c2ccnc(Nc3ccc(O)cc3)n2 CHEMBL442957 \n", "2 Cc1nc(C)c(s1)c2ccnc(N)n2 CHEMBL47302 \n", "3 Cc1nc(C)c(s1)c2ccnc(Nc3ccccc3F)n2 CHEMBL297447 \n", "4 CNc1nc(C)c(s1)c2ccnc(Nc3cccc(O)c3)n2 CHEMBL44119 \n", "\n", "[5 rows x 28 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_doc2 = df[df.assay_chembl_id=='CHEMBL658107']\n", "print(len(df_doc2))\n", "df_doc2.head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smis = df_doc2['canonical_smiles']\n", "cids = list(df_doc2.compound_chembl_id)\n", "ms = [Chem.MolFromSmiles(x) for x in smis]\n", "for m in ms:\n", " rdDepictor.Compute2DCoords(m)\n", "Draw.MolsToGridImage(ms[:12],legends=cids,molsPerRow=4)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "33 33\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "core = Chem.MolFromSmiles('Cc1nc([*:3])sc1-c1ccnc(N([*:1])[*:2])n1')\n", "ps = Chem.AdjustQueryParameters.NoAdjustments()\n", "ps.makeDummiesQueries=True\n", "qcore = Chem.AdjustQueryProperties(core,ps)\n", "mhs = [Chem.AddHs(x,addCoords=True) for x in ms]\n", "mms = [x for x in mhs if x.HasSubstructMatch(qcore)]\n", "for m in mms:\n", " for atom in m.GetAtoms():\n", " atom.SetIntProp(\"SourceAtomIdx\",atom.GetIdx())\n", "print(len(mhs),len(mms))\n", "rdDepictor.SetPreferCoordGen(True)\n", "rdDepictor.Compute2DCoords(qcore)\n", "qcore" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "rdkit.RDLogger.DisableLog('rdApp.warning')\n", "groups,_ = rdRGroupDecomposition.RGroupDecompose([qcore],mms,asSmiles=False,asRows=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ecbaa6cb1e604eeb857c39cc35749044", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='idx', options=(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 1…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@interact(idx=range(0,len(mms)))\n", "def draw_it(idx=0):\n", " m = mms[idx]\n", " row = groups[idx]\n", " return Image(highlight_rgroups(m,row,qcore,lbls=('R1','R2','R3')))\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(draw_multiple(mms[:12],groups,qcore,('R1','R2','R3'),subImageSize=(300,250)))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25\n" ] }, { "data": { "text/html": [ "
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assay_iddoc_iddescriptionassay_organismassay_chembl_idaidxpref_nameactivity_idmolregnostandard_relation...src_id (#1)typerelationvalueunitstext_valuestandard_text_valuestandard_inchi_keycanonical_smilescompound_chembl_id
1129128134076402Displacement of B-Alexa-Fluor647 from CDK2 (un...Homo sapiensCHEMBL3101313CLD0Cyclin-dependent kinase 2138598351610535<...1Ki<0.10uMNaNNaNUSOUMMYIFYDJEI-ZZTDINLMSA-NCOC[C@H](Cc1ccc(O)cc1)NC(=O)c2cc(C(=O)O)c3cc(\\...CHEMBL3099753
1130128134076402Displacement of B-Alexa-Fluor647 from CDK2 (un...Homo sapiensCHEMBL3101313CLD0Cyclin-dependent kinase 2138598361610534=...1Ki=0.10uMNaNNaNDLJWCYCMLMVSML-FQEVSTJZSA-NCOC[C@H](Cc1ccc(O)cc1)NC(=O)c2cc(C(=O)O)c3cc(c...CHEMBL3099752
1131128134076402Displacement of B-Alexa-Fluor647 from CDK2 (un...Homo sapiensCHEMBL3101313CLD0Cyclin-dependent kinase 2138598371610533=...1Ki=0.16uMNaNNaNBHBDKGIDYKROMY-BAJJQUEBSA-NCN(C)C(=O)[C@H](Cc1ccc(O)cc1)NC(=O)c2cc(C(=O)O...CHEMBL3099751
1132128134076402Displacement of B-Alexa-Fluor647 from CDK2 (un...Homo sapiensCHEMBL3101313CLD0Cyclin-dependent kinase 2138598381610532=...1Ki=0.10uMNaNNaNIYRLCOILNQBJEJ-ZNOKPGKASA-NCNC(=O)[C@H](Cc1ccc(O)cc1)NC(=O)c2cc(C(=O)O)c3...CHEMBL3099750
1133128134076402Displacement of B-Alexa-Fluor647 from CDK2 (un...Homo sapiensCHEMBL3101313CLD0Cyclin-dependent kinase 2138598391610531=...1Ki=0.30uMNaNNaNDDIHZTFUIFPFOO-OAQYLSRUSA-NCCC[C@H](Cc1ccc(O)cc1)NC(=O)c2cc(C(=O)O)c3cc(c...CHEMBL3099749
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5 rows × 28 columns

\n", "
" ], "text/plain": [ " assay_id doc_id description \\\n", "1129 1281340 76402 Displacement of B-Alexa-Fluor647 from CDK2 (un... \n", "1130 1281340 76402 Displacement of B-Alexa-Fluor647 from CDK2 (un... \n", "1131 1281340 76402 Displacement of B-Alexa-Fluor647 from CDK2 (un... \n", "1132 1281340 76402 Displacement of B-Alexa-Fluor647 from CDK2 (un... \n", "1133 1281340 76402 Displacement of B-Alexa-Fluor647 from CDK2 (un... \n", "\n", " assay_organism assay_chembl_id aidx pref_name \\\n", "1129 Homo sapiens CHEMBL3101313 CLD0 Cyclin-dependent kinase 2 \n", "1130 Homo sapiens CHEMBL3101313 CLD0 Cyclin-dependent kinase 2 \n", "1131 Homo sapiens CHEMBL3101313 CLD0 Cyclin-dependent kinase 2 \n", "1132 Homo sapiens CHEMBL3101313 CLD0 Cyclin-dependent kinase 2 \n", "1133 Homo sapiens CHEMBL3101313 CLD0 Cyclin-dependent kinase 2 \n", "\n", " activity_id molregno standard_relation ... src_id (#1) type \\\n", "1129 13859835 1610535 < ... 1 Ki \n", "1130 13859836 1610534 = ... 1 Ki \n", "1131 13859837 1610533 = ... 1 Ki \n", "1132 13859838 1610532 = ... 1 Ki \n", "1133 13859839 1610531 = ... 1 Ki \n", "\n", " relation value units text_value standard_text_value \\\n", "1129 < 0.10 uM NaN NaN \n", "1130 = 0.10 uM NaN NaN \n", "1131 = 0.16 uM NaN NaN \n", "1132 = 0.10 uM NaN NaN \n", "1133 = 0.30 uM NaN NaN \n", "\n", " standard_inchi_key \\\n", "1129 USOUMMYIFYDJEI-ZZTDINLMSA-N \n", "1130 DLJWCYCMLMVSML-FQEVSTJZSA-N \n", "1131 BHBDKGIDYKROMY-BAJJQUEBSA-N \n", "1132 IYRLCOILNQBJEJ-ZNOKPGKASA-N \n", "1133 DDIHZTFUIFPFOO-OAQYLSRUSA-N \n", "\n", " canonical_smiles compound_chembl_id \n", "1129 COC[C@H](Cc1ccc(O)cc1)NC(=O)c2cc(C(=O)O)c3cc(\\... CHEMBL3099753 \n", "1130 COC[C@H](Cc1ccc(O)cc1)NC(=O)c2cc(C(=O)O)c3cc(c... CHEMBL3099752 \n", "1131 CN(C)C(=O)[C@H](Cc1ccc(O)cc1)NC(=O)c2cc(C(=O)O... CHEMBL3099751 \n", "1132 CNC(=O)[C@H](Cc1ccc(O)cc1)NC(=O)c2cc(C(=O)O)c3... CHEMBL3099750 \n", "1133 CCC[C@H](Cc1ccc(O)cc1)NC(=O)c2cc(C(=O)O)c3cc(c... CHEMBL3099749 \n", "\n", "[5 rows x 28 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_doc3 = df[df.assay_chembl_id=='CHEMBL3101313']\n", "print(len(df_doc3))\n", "df_doc3.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, do another document, just because it's fun. :-)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smis = df_doc3['canonical_smiles']\n", "cids = list(df_doc3.compound_chembl_id)\n", "ms = [Chem.MolFromSmiles(x) for x in smis]\n", "for m in ms:\n", " rdDepictor.Compute2DCoords(m)\n", "Draw.MolsToGridImage(ms[:12],legends=cids,molsPerRow=4)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25 22\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "core = Chem.MolFromSmiles('OC(=O)c1cc(C(=O)NC(C[*:1])[*:2])nc2ccc([*:3])cc12')\n", "ps = Chem.AdjustQueryParameters.NoAdjustments()\n", "ps.makeDummiesQueries=True\n", "qcore = Chem.AdjustQueryProperties(core,ps)\n", "mhs = [Chem.AddHs(x,addCoords=True) for x in ms]\n", "mms = [x for x in mhs if x.HasSubstructMatch(qcore)]\n", "for m in mms:\n", " for atom in m.GetAtoms():\n", " atom.SetIntProp(\"SourceAtomIdx\",atom.GetIdx())\n", "print(len(mhs),len(mms))\n", "rdDepictor.SetPreferCoordGen(True)\n", "rdDepictor.Compute2DCoords(qcore)\n", "qcore" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "rdkit.RDLogger.DisableLog('rdApp.warning')\n", "groups,_ = rdRGroupDecomposition.RGroupDecompose([qcore],mms,asSmiles=False,asRows=True)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "60ed706ff14d41e680ee2482d0a80147", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='idx', options=(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 1…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@interact(idx=range(0,len(mms)))\n", "def draw_it(idx=0):\n", " m = mms[idx]\n", " row = groups[idx]\n", " return Image(highlight_rgroups(m,row,qcore,lbls=('R1','R2','R3')))\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(draw_multiple(mms[:12],groups,qcore,('R1','R2','R3'),subImageSize=(300,250)))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "_draft": { "nbviewer_url": "https://gist.github.com/22f018a4a91bc0cd08a53667a2d3f4c9" }, "gist": { "data": { "description": "RGD_making_cores_specific.ipynb", "public": false }, "id": "22f018a4a91bc0cd08a53667a2d3f4c9" }, "hide_input": false, "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }