diff --git a/docs/tutorials/Aligning.ipynb b/docs/tutorials/Aligning.ipynb new file mode 100644 index 00000000..ff3d31b8 --- /dev/null +++ b/docs/tutorials/Aligning.ipynb @@ -0,0 +1,240 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2083cca7", + "metadata": {}, + "source": [ + "# Aligning Molecules\n", + "\n", + "Status: Published\n", + "Target Completion Date: August 19, 2022\n", + "\n", + "One of the most important things enabling us to have success in drug discovery is understanding structure-activity relationship (SAR). This is a foundation that explains how the structure of a molecule relates to its biological activity. Here is an excerpt from [CDDVault](https://info.collaborativedrug.com/tofu-content-what-is-sar#:~:text=Structure%20Activity%20Relationships%20(SAR)%20can,to%20further%20characterize%20existing%20molecules.) that explains the importance of SAR in drug discovery: \n", + "\n", + "”SAR depends on the recognition of which structural characteristics correlate with chemical and biological reactivity. Thus the ability to draw conclusions about an unknown compound depends upon both the structural features that can be characterized as well as the database of molecules against which they are compared. When combined with appropriate professional judgment, SAR can be a powerful tool for understanding functional implications when similarities are found. For example, in the case of risk assessment of uncharacterized compounds, data from the most sensitive toxicological endpoints should be included in the analysis, such as carcinogenicity or cardiotoxicity.”\n", + "\n", + "This is where aligning molecules can be useful. Given the importance of structure, aligning molecules is generally useful for a few things: \n", + "\n", + "1. Aligning molecules makes it easier to visualize and highlight substructures\n", + "2. It can help you identify and understand any shared structures between drug candidates\n", + "3. It can help you identify any potential activity patterns\n", + " 1. For example, when analyzing [activity cliffs](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6740043/#:~:text=Activity%20cliffs%20(ACs)%20are%20generally,that%20strongly%20influence%20biological%20activity.) - “defined as pairs or groups of structurally similar compounds that are active against the same target but have large differences in potency. Activity cliffs capture chemical modifications that strongly influence biological activity”. An example of some compounds with activity cliffs and their structural differences highlighted are shown below: \n", + "\n", + "![Untitled](images/Aligning_1.png)\n", + "\n", + "[Source](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6740043/#:~:text=Activity%20cliffs%20(ACs)%20are%20generally,that%20strongly%20influence%20biological%20activity.)\n", + "\n", + "**Note:** The concept of an activity cliff seems simple in this example, however, in practice it is extremely complicated to represent them computationally and derive a systematic approach for identification. Read more about the evolving concept of activity cliffs [here](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6740043/#:~:text=Activity%20cliffs%20(ACs)%20are%20generally,that%20strongly%20influence%20biological%20activity.). \n", + "\n", + "As an example to show you how alignment makes visualization easier, please see the image below. The alignment of this sample dataset makes it extremely easy to identify the core structure of 3 rings which are common in all compounds. \n", + "\n", + "![Untitled](images/Aligning_2.png)\n", + "\n", + "[Source](https://ctr.fandom.com/wiki/Align_the_depiction_using_a_fixed_substructure)\n", + "\n", + "## Tutorial\n", + "\n", + "This tutorial will show you how to: \n", + "\n", + "1. Partition a list of molecules into clusters sharing a common scaffold of a common core, then align the molecules to that common core. \n", + " 1. **Note:** this function will compute the list of smiles/smarts representative of each cluster first.\n", + "2. Aligning molecules according to a template molecule\n", + "\n", + "## Datamol example" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "312a5ca5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import datamol as dm\n", + "\n", + "data = dm.data.cdk2()[13:15]\n", + "smiles = data[\"smiles\"].iloc[:].tolist()\n", + "mols = [dm.to_mol(s) for s in smiles]\n", + "\n", + "dm.to_image(mols, use_svg=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "5080b4b9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "aligned_list = dm.align.auto_align_many(mols)\n", + "dm.to_image(aligned_list, use_svg=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "f79c103d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Align the compounds within each cluster in a set of compounds\n", + "data = dm.data.cdk2()[0:24]\n", + "smiles = data[\"smiles\"].iloc[:].tolist()\n", + "mols = [dm.to_mol(s) for s in smiles]\n", + "\n", + "aligned_list = dm.align.auto_align_many(mols, partition_method=\"cluster\")\n", + "dm.to_image(aligned_list, mol_size=(200, 150), use_svg=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "0e36348f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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69ZLJZIsXLy4tLX2iV3Oje+c/Lg07a9asCxcumF5U44IHGxsbMy54MGPck66hGBWf3bt3K5VKbuoAQGBg4E8//dRmz8fOKZtLUlJSv3792lwRpdfrExMThw0bxlU7ceLE9uLevPR6vUaj4Q5vBwwYkNh8AX/7jOJ+ypQpqampZqyq+Yqo0aNHm7giqpvinjwpilFRio2N7d27t6ura3JycpuH0p2fUzYXoxVRZ8+era+vT0pK8vb25j7ko0aNSkpK6tYaWsvLy5sxYwZXwIsvvnj9+vX2eraO+6NHj3ZTVSdPnvT19TVlwQMX94MGDWqM+5MnT3ZHqaQzKEZFac+ePQBCQ0NbP1VYWGi0YtSSkwwHDx7kksjKyqrxQ/6kiwHMy2AwJCYmct8vsrOz02g0RrNqbcZ9d1fLLXhoXBG1d+/eTr6wtrbWYnFPOoliVJR27twJYMGCBUbtf//737nDWIVCsWTJkhumLCHqqqqqqqioKIVCMWDAAHd39/aufmJhxcXF4eHhjeeRMzMzufYjR46MGzeOa/fz80tMTOzWmXQjT3QJGC7uuXW7Fot70hkUo6L0xRdfAFi6dKlR++HDh7lZWt4nGYYPHw7gstkn4k2zb98+blLO2to6PDw8KCiIiyRPT88dO3Z0be2XiYxWRLW34OHIkSPjx4/nK+5JxyhGRSkuLo6brG/9VF5enuXraY1Lq8LCQr4LMVZeXh4RESGXywcMGACgX79+j73YlQU0vwSM0Yqo//73vyEhIdxTQ4YMEcjonjRHMSpKMTExANasWcN3IYwxVl9f33ocxy0OfdKVRhaTlpaWlpa2YcOGyspKvmtpYrQiKjU1tXF+TCBxT9pEMSpKkZGRANavX893IYwxxt2WOSAgoHkjt7hVgBeLE7j79+8vXLiQW/DA/dfV1fXTTz8VVNwTI3QTEVES1N1+uGK4789w9Hp9bW2tUqnkwpR0nqura2Ji4uHDh+3t7e3t7d999938/PzIyEi71ndSIYKh4LsA0hWCitHWtx4SVHliNGvWLMZYZWXlmjVr6NcofDQaFSVB5RTdGtPsGGPV1dUymaz5GJ8IFsWoKAkqpyhGzY676IGtrS13dUQicPQ/SZQElVOti6E7DJuIfoHiQjEqSk5OHoMHezk4OPNdCEDnRrsB/QLFhaaYRCkv79vCQgjkU0YH9WZHv0BxodGoKFVWAhBKjBoMfVxd/Zyc+je2UAqYiH6B4kKjUVESVIzev7+spGSZjU1Ty6NH80aMqPbwqOGvKHGjGBUXilFRElSMti6mvNzmt9+g19u09xLSMYpRcaGDevGpq4NeD4UCvXrxXQqAtmKUa6F55i6jGBUXilHx0ekAwQxF0X6MCqdC0aEFT+JCMSo+Qgup1vUILehFh0aj4kIxKj5Ci1EuNJuPnIRWoehQjIoLxaj4CC2k6KDe7ChGxYViVHyEFlIUo2ZHMSoutOBJfIQWUt7eUCrh6NjUIrQKRYdiVFwoRsVHaMuJDh40bqEYNRHFqLhQjIqPlxeWL8cft4kUotaTTuSJcDFKC57EgmJUTHbuhJcXnnkGW7YAwOXLuHkTzz/Pd1mt0GjURNy6URqNigVNMYnJO+9g3jwUFzc8PHIEmzfzWlA7XF3h7Eyj0a6jg3pxoRgVGR8fvPsu30W0o6YGZWUAcPo0HjyAmxtKS1Ffz3dZIkQxKi4UoyITE4OffsLPPz+mm06HujqLFNTMpk1wdsaPPza19O2LK1csXUYPQDEqLhSjIuPiguhovPkmHj3qqNtbbyEwEOfOWaqsP/TrhxUrUENXyDMNxai4UIyKz5tvwt4en33WboeHD5GaiowMTJ6MlSsbJnwsY+pUeHhg3TrL7bFHohgVF4pR8bGyQkICPv0URUUNLUbnH52ckJmJ6GjI5di4EaNGtbG0s5vIZIiPR1wccnIstMeex2AwcHdXtrOz47sW0ikUo6I0cSJeeQXbtgFAXh68vbFzZ4sOtraIicEvvyA4GNeu4fnnERaGu3ctUdvYsVi8GMuXW2JfPRJ3d2U7OzuZTMZ3LaRTKEbFSqMBN1hJSEBBAV59FaGhuHWrRZ+xY5Gejs8+g50ddu9GQAB27/69O4q5d6/FqYO1a5GdjT17umNXPR8d0YsOxaiY/OMf8PZu+NnFBQcP4m9/w4YNSEyEiwv274e/PzZtgsHQ9BKFAu+8g8xMzJ4NBwf9woVB06dPz83NNVdJFRVYvx7e3oiPb2p0ckJcHKKiwJi59iMhFKOiQzEqJvPnw9W16eFTTyEkBDIZFi5EZiZeegkPH+LttxESgqysFi8cNgyHDkGjSXdwUJw8eXL8+PFxcXF1pi2JqqzEunUYOhTvvYfycuOToX/5C4YOpRjtCopR0aEY7SEGDcLu3UhJgYcH0tMxfjzee894UdTLL0/Pzc1Vq9XV1dWRkZFBQUG//PJLF/al12P7dnh74/33UVqKKVNw8iR27oSfHyZNauq2dStUKvTubdobk55Hjx45OTlRjIoJIz1LWRmLiGByOQPYiBHs2LE2+hw/ftzHxweAQqGIiIioqKjo5Mbr61lSEvPyYgAD2IQJ7MgRcxZPiBhRjPZMqanMz48BTC5ny5axsrJKow46nW7VqlUKhQJAUFCQwWDoeIMGA0tKYj4+DQEaEMCSktjjXkSIJNBBfc8UEoKMDGg0UCpx/vzdkSNHJCcnN+9gb28fFxd3/vz54ODg5cuXd7y25uDB62PHIiwMubnw9cWuXcjIgEoFWpBDCAAZo1mAHi0rC++998aBA1oAf/rTnzZv3uzm5ta8Q11dnZWVVXsxmpaWtnr16qysKzU1+S4uDh98gEWLoKDLKxLSDI1Ge7iAAKSkfKHVap2cnPbu3evv779p0yZDsyVRCoWizQxNT0+fMWNGSEhIamqqUmm1eXPOb79BraYMJcQYjUalori4OCIigju0nzJlyvbt2/39/dvsmZmZGRsbm5yczBhzcXF56623Vq1a5dj8XkuEkOZ4PjdLLCslJcXDwwOAUqmMioqqqalp/uyVK1fCw8PlcjkAe3v7qKio0tJSvkolRCwoRiWnrKwsIiKCy0pvb+9jx44xxq5fv65Wq7mJe2tra7Vaffv2bb4rJUQc6KBeolJTU9VqdU5OjlwuHzduXGZmpl6vVyqVixcvXr16tbu7O98FEiIaNMUkUVOnTr18+bJGo7GysiopKamrq1OpVNnZ2QkJCZShhDwRGo1K3SuvvPLvf//7ww8/jI2N5bsWQkSJRqNSZ21tDWDEiBF8F0KIWFGMSh1dT4gQE1GMSh3FKCEmohiVOopRQkxEMSp1Op0OgIODA9+FECJWFKNSR6NRQkxEMSp1FKOEmIhiVOooRgkxEcWo1FVVVYFilBATUIxKml6vr62tVSqVSqWS71oIESuKUUmjaXpCTEeXMpe0qiqHoKB7/frp+C6EEBGjGJU0nc76/Pm+vr59+S6EEBGjg3pJq6wEAJpeIsQUFKOSRjFKiOkoRiWNYpQQ01GMShoXozRRT4gpKEYlTacDaDRKiGkoRiWNDuoJMR3FqKRRjBJiOopRSaMYJcR0FKOSRjFKiOkoRiWNYpQQ01GMShrFKCGmkzHG+K6B8KmiAr16wdqa7zoIES0ajUrRxYtwcUF8PAA4OsLaGqGh+PJLfPghli5t0TMgAIcO8VIjIaJBMSpFdXWorMTatSgsbGjR6VBTg+pqVFW16PnwIWprLV8gIWJCMSpRDg5YsAAREXzXQYj40fVGpSsmBj4+SEnB/PlNjffv4/Tppod6veXrIkRkKEaly9kZGg3eegszZzY1/vorIiObHpaVWb4uQkSGYlTSFi3CV19h/fqmljlz8M03TQ8HD7Z8UYSIDMWopMlkSEjA1KkUl4R0HU0xSd24cXjtNWRnd9RHp0NMDF5/HceOWaosQsSDRqNSZG+PsWObHsbG4uJF9O+PujrY2rboOWoUevfGf/6Dp55CRARmzkRaGn3riZAW6FtM5AnMnInkZDg7810HIUJCB/Wks44dw8CBlKGEGKODetIphw8jIQH/+hffdRAiPDQaJY+n1SI8HEFB2LoVN2/yXQ0hAkPnRsnjFRTgwYOGn3196U6ihLRAMUoIISahg3pCCDEJxSghhJiEYpQQQkxCMUoIISahGCWEEJP8P2698Ked3vFxAAABXnpUWHRyZGtpdFBLTCByZGtpdCAyMDIyLjAzLjUAAHice79v7T0GIOBlgABGIBYEYiEgbmBkY0gAiTFDaGYkvgaIz8IBoZkg4kxMcL4DRJ4dQjPD+QwZYHOYMCQcLMASQAGwCmZGdBXcQKcxMgHtBlnLxMzKwMrGwMauwM6RwcTBmcDJpcDJncHEzZPAw5vAy5fAx5/BxC+QIMCeIMCTwSTCxMYuwMPNycHKyyPAzyd+DepRMBA0vLfbwZXxsx2Io+g90WFrTPw+ENvVpN+Bce/t/SD2zbmBDjeKxexB7AmnQx1Wt7I6gNgF73/Y75K/vhfEtv6ra8+XbgxW4z5bbf+G88w2ILZqkPn+0yf3gc1Z9YvpwK1d3AdA7EQN9gP9i7PBbOHPwQcMAjaA1cQc9T+wTPiHLYj9TL7rgLDgNLCZwjmZB8o+K4DtXV/JdUD1qBCYXWb3db9LVABYjRgACzpResahVoYAAAHEelRYdE1PTCByZGtpdCAyMDIyLjAzLjUAAHicfVRBjtswDLznFfzAChyKEqnjJlkURbEO0Kb9Q+/9P0o6zcoLCJUjQlTGI3E48IlyfL9++/2HPoZcTyci/s9vjEG/KjOf3ikXdH778nWjy/31/Ny53H5u9x8EI3i8E89n7Ov99v7cAV2oFTd2q8RFTTtGLHgf800JnJamrAJ64SJwiC2AdQeqNdQAohi6cVsANYC1iDVpeWBzW+Ma3QJXlZsOksLexXWB68GHMlSdLW8IbqxYAC0IuXQbXfM8Y7axwnkQBk9vnIz5v7OubjhoS2BUysOyZh3cal0gwckZRWjPamIFr2IrwYFkDQDgyvRSS3d48xVUEhoaAYZd9GqmuuoOsj0BFe3ZyFBJkI1aIDVJNUh7HRrKwqSOvkK2B2dXk+CU0qDeeYXs/2rqtZsFUkYVXwplyRntRBs95XHUMMgC+bZdPxn6YfHzbbtOi+cj08mRUJ1+zVSnKyOhNs2HSPv0GGLadBJi+jSMxhzTFhoTx+ZjDzj0WPcdObRSM6AeOqYZoIfOaAa0QwcyDX0PSmsG2EFRzfBxW/hjYx6VUh6Fy/z5XYn16S/N6d9XQqGnMgAAAPV6VFh0U01JTEVTIHJka2l0IDIwMjIuMDMuNQAAeJwljztuwzAQRK+SUgJoYme5P8JwpSZVfIAglXqdwIfP0K44eMR89ji2Yz+2x3M/nieuc/vZr1OX+r2+//TrtXmvlMom3dICs92tu4lpu0lXFDQXsnSMdkNPRKLdR9d0Ddq8MsUXGSbuTbtUaLU7+jQrrByIi9ElPXKGOW0pkpOIv+FSshYIX3Pom7JIZq5Km+KDjMkWbKBAjVWxFFDWbqNHoYKIOwBOpHFksmshteBFHKLAWK0cB5+rtDB4wScrRhQP0PlJZ6ilKonD3uHG8BizoSPV2v76B+R7SKH/BUsJAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# You can also align a compound to a template compound\n", + "# In this example, we want to align the compound mols[0] with the compound mols[7]\n", + "mols[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "c1b1d413", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mol_aligned = dm.align.template_align(mols[0], template=mols[7])\n", + "mol_aligned" + ] + }, + { + "cell_type": "markdown", + "id": "f801f3f4", + "metadata": {}, + "source": [ + "## References\n", + "\n", + "- [TeachOpenCADD](https://projects.volkamerlab.org/teachopencadd/talktorials/T006_compound_maximum_common_substructures.html?highlight=align#Quiz)\n", + "- [RDKit Cookbook](https://www.rdkit.org/docs/source/rdkit.Chem.rdMolAlign.html)" + ] + } + ], + "metadata": { + "jupytext": { + "cell_metadata_filter": "-all", + "main_language": "python", + "notebook_metadata_filter": "-all" + }, + "kernelspec": { + "display_name": "Python [conda env:datamol]", + "language": "python", + "name": "conda-env-datamol-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/tutorials/images/Aligning_1.png b/docs/tutorials/images/Aligning_1.png new file mode 100644 index 00000000..17b72225 Binary files /dev/null and b/docs/tutorials/images/Aligning_1.png differ diff --git a/docs/tutorials/images/Aligning_2.png b/docs/tutorials/images/Aligning_2.png new file mode 100644 index 00000000..7898ee1c Binary files /dev/null and b/docs/tutorials/images/Aligning_2.png differ diff --git a/mkdocs.yml b/mkdocs.yml index b5309747..e5b4d322 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -20,6 +20,7 @@ nav: - Preprocessing: tutorials/Preprocessing.ipynb - Descriptors: tutorials/Descriptors.ipynb - Scaffolds: tutorials/Scaffolds.ipynb + - Aligning: tutorials/Aligning.ipynb - Fuzzy_Scaffolds: tutorials/Fuzzy_Scaffolds.ipynb - Clustering: tutorials/Clustering.ipynb - Fragment: tutorials/Fragment.ipynb diff --git a/news/misc.rst b/news/misc.rst new file mode 100644 index 00000000..4fc3031a --- /dev/null +++ b/news/misc.rst @@ -0,0 +1,23 @@ +**Added:** + +* New aligning tutorials. + +**Changed:** + +* + +**Deprecated:** + +* + +**Removed:** + +* `rdkit` dep from pypi (the dep is only on the conda forge package) + +**Fixed:** + +* Grammar in tutorials. + +**Security:** + +*