{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Automated Molecule Generation - Making Fragment Library\n", "\n", "> ### In this tutorial we will cover:\n", "> - how we can generate a molecular fragment library in BuildAMol (the very low-tech way)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Many automated molecule design frameworks work with a database of potential substructures (i.e. fragments) that can be assembled to form useful compounds. BuildAMol itself is no exception to this. Remember, BuildAMol does maintain a (albeit small) built-in compounds database that can be extended by the user and queries PubChem for unknown fragment requests. \n", "\n", "However, what if we want to generate our own fragment library for some specific purpose? Downloading all of PubChem might be overkill in such cases. Let's examine a small toy example here. Let's say we want to generate a library of small organic molecules which might form a ligand to a protein. We want a library with fragment molecules that we can then pass to some ligand design tool to get some good candidate structures. \n", "\n", "In this tutorial we will do the following: \n", "1. define some basic fragments based on their carbon backbone architecture\n", "2. randomly manipulate these fragments by adding in some hetero-atoms\n", "3. save the whole thing into some useable data format" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import buildamol as bam\n", "import random\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alrighty, let's start by making some molecules for the basic backbones that we want included in our library. We will use SMILES here since they are more straightforward than trivial names:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# get alkane and alkene chains from length 1 (methyl) to 5 (pentyl)\n", "# which may serve as linkers in the molecule\n", "simple_carbons = [\n", " bam.read_smiles(\n", " \"C\" * i\n", " )\n", " for i in range(1, 6)\n", "] + [\n", " bam.read_smiles(\n", " \"C\" * i + \"=C\"\n", " )\n", " for i in range(1, 4)\n", "]\n", "\n", "# now get some cyclic carbons such as benzene or cyclpentane\n", "cyclic_carbons = [\n", " bam.read_smiles(\"C1=CC=CC=C1\"), \n", " bam.read_smiles(\"C1=CC=CC1\"), \n", " bam.read_smiles(\"C1CCCCC1\"), \n", " bam.read_smiles(\"C1CCCC1\"),\n", " bam.read_smiles(\"C1(C=CC2)=C2C=CC=C1\"),\n", " bam.read_smiles(\"C1(CCCC2)=C2C=CC=C1\"),\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! Now to make the whole thing more enjoyable let's also look at the fragments we just made:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def visualize_fragments(fragments: list, layout: tuple, figsize=None):\n", " nrows, ncols = layout \n", " fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=figsize or (ncols*3, nrows*3))\n", " for i, fragment in enumerate(fragments):\n", " ax = axes[i // ncols, i % ncols]\n", " ax.imshow(fragment.chem2dview().draw())\n", " ax.set_title(f\"Fragment {i}\")\n", " \n", " for ax in axes.flat:\n", " ax.axis(\"off\")\n", " fig.tight_layout()\n", " plt.show()\n", "\n", "# visualize the fragments\n", "visualize_fragments(simple_carbons + cyclic_carbons, layout=(4,4), figsize=(8, 8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alrighty, so far so good! We have got a bunch of basic architectures for our fragments. Now we want to add some hetero atoms in there. We will use a randomized process where we will select a fragment and some of its atoms, and then use the `change_element` method to add hetero atoms. For this toy example, let's only add some Oxygen and Nitrogen atoms to the mixture... " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "fragments = simple_carbons + cyclic_carbons\n", "derivatives = []\n", "\n", "# the number of derivative fragments we want to make\n", "N = 200\n", "\n", "# the maximal number of atoms we want to change in each fragment\n", "M = 3\n", "\n", "elements = (\"O\", \"N\")\n", "\n", "# this loop will continuously sample a fragment and make a derivative of it\n", "# until we have the desired number of derivatives\n", "i = 0\n", "memory = set() # we use a cache to avoid making the same derivative multiple times...\n", "derived_smiles = set()\n", "while i < N:\n", " \n", " to_derive = random.choice(range(len(fragments)))\n", " if fragments[to_derive].count_atoms() <= 2:\n", " continue\n", " \n", " n_to_modify = random.randint(1, min(M, fragments[to_derive].count_atoms()-1))\n", " sites = random.choices(range(1, fragments[to_derive].count_atoms()), k=n_to_modify)\n", " target_elements = random.choices(elements, k=n_to_modify)\n", " ref = (to_derive, tuple(sites), tuple(target_elements))\n", " if ref in memory:\n", " continue\n", " \n", " # we use the try-except here since it is possible that a site was sampled that cannot be \n", " # converted to the target element using `change_element` (we could manually overwrite the element\n", " # using `Atom.set_element` but this would not adjust the protonation state so we'll stick to this simpler solution\n", " # for this tutorial)\n", " try:\n", " d = fragments[to_derive].copy()\n", " for s, e in zip(sites, target_elements):\n", " d.change_element(s, e)\n", " \n", " # we want to retain at least one carbon atom in the fragment\n", " # (so we can autolabel later on... but this is not really necessary)\n", " if len(d.get_atoms(\"C\", by=\"element\")) == 0:\n", " continue\n", "\n", " smiles = d.to_smiles()\n", " if smiles in derived_smiles:\n", " continue\n", " \n", " d.id = smiles\n", " derived_smiles.add(smiles)\n", " derivatives.append(d)\n", " i += 1\n", " except:\n", " pass\n", " memory.add(ref)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cool! Now let's also check out what kind of derivative fragments we got..." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_fragments(derivatives[:25], layout=(5,5), figsize=(8, 8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That looks nice! And the only thing we did was use `random.choice` and `Molecule.change_element` in order to get here. We can now assemble the molecules into some format that is usable to us. For this example, let's simply assemble them into a new `PDBECompounds` instance and save them to a file so we can load them into future BuildAMol sessions more easily. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# make a new compounds instance and add the fragments\n", "compounds = bam.PDBECompounds(id=\"my_fragments\")\n", "for _mol in fragments + derivatives:\n", " # we autolabel the atoms so that we can easily identify them later on\n", " _mol.autolabel()\n", " compounds.add(_mol, type=\"fragment\", identifiers=[_mol.id])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# now save to a file\n", "compounds.to_json(\"./files/fragments.json\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And there we have it! Of course, if we are interested in using some deep learning techniques we would likely need to make a database with *RDKit* molecules instead of writing a BuildAMol JSON file. But that's easy as well. For instance, if the tool we want to work with accepts a pickle file containing a list of RDKit molecules we could generate this database using:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import pickle\n", "with open(\"./files/rdkit_fragments.pkl\", \"wb\") as f:\n", " rdkit_fragments = [i.to_rdkit() for i in fragments + derivatives]\n", " pickle.dump(rdkit_fragments, f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And that's it for this tutorial! We have seen that making libraries of molecular fragments for deep learning purposes or other automatic frameworks can be a relatively straightforward process in BuildAMol. Of course, in this tutorial we used a small number of well defined fragmetns which we only slightly modified, so our use case was \"well behaved\". Still, with a bit of creativity you can adjust this example code to pretty much whatever your project requires. And with that, thanks for sticking with this tutorial all the way an good luck with your research using BuildAMol! " ] } ], "metadata": { "kernelspec": { "display_name": "glyco2", "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": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 2 }