{ "cells": [ { "cell_type": "markdown", "id": "97f64a41-6504-4bb0-ae00-f1ac8b0c7cc9", "metadata": {}, "source": [ "# Generating a Ligand Network" ] }, { "cell_type": "markdown", "id": "8eb095b8-1716-4e55-89b6-8f2664ec4b48", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "In this section we will show the basic functionality of **konnektor** and demonstrate how to construct networks. \n", "\n", "For a comprehensive guide to all network generation algorithms available in **konnektor**, see [konnektor_networks notebook](https://github.com/OpenFreeEnergy/konnektor/blob/main/docs/tutorials/network_generation_algorithms.ipynb)." ] }, { "cell_type": "markdown", "id": "d92c7637-fc6e-4dd9-859b-e3ffeac8f544", "metadata": {}, "source": [ "## Create demo data, scorer, and mapper\n", "\n", "First we will generate a randomized dataset of molecules (``Component``s), alongside an ``AtomMapper`` and ``AtomMappingScorer`` specifically generated for this toy dataset.\n", "\n", "The ``AtomMapper`` in our case is an \\\"edge generator\\\" allowing us to create all possible edges (``AtomMapping``s) for the set of ``Component``s.\n", "\n", "The ``AtomMappingScorer`` simply adds the score (weight) information to the generated edges. This score is treated as an estimate of the difficulty in transforming ``Component_A`` to ``Component_B``, and can be used to try to find the best transformation paths through all the ``AtomMapping``." ] }, { "cell_type": "code", "execution_count": 2, "id": "a7af637b-569b-4d85-941a-0e5fb721b189", "metadata": { "ExecuteTime": { "end_time": "2024-09-04T03:21:31.666335Z", "start_time": "2024-09-04T03:21:27.275662Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "from konnektor.utils import toy_data\n", "\n", "components, mapper, scorer = toy_data.build_random_dataset(n_compounds=20, rand_seed=42)" ] }, { "cell_type": "markdown", "id": "8ff58f80-c965-4d35-a19a-b8cc998c4f23", "metadata": {}, "source": [ "## Star Network Layout\n", "\n", "The __Star Network Layout__ is one of the simplest network layouts.\n", "It is efficient and reasonably robust, losing only one ``Component`` should an edge fail.\n", "Its main limitation is the choice of the central ligand, which affects the quality of all the Network's results.\n", "\n", "The __Star Network Layout__ can be very easily generated using the `StarNetworkGenerator`.\n", "To create it, we pass the `AtomMapper` and the `AtomMappingScorer` as settings to the generator as they are required for building the possible edges and their associated weights.\n", "This concept will repeat for all the network generators in Konnektor.\n", "\n", "**Note:** You can use the `n_processes` flag to parallelize the network generation using multiple CPUs." ] }, { "cell_type": "code", "execution_count": 3, "id": "a5a72aa3-c457-484a-9d5b-b2fd822855a2", "metadata": { "ExecuteTime": { "end_time": "2024-09-04T03:21:31.682872Z", "start_time": "2024-09-04T03:21:31.670193Z" } }, "outputs": [], "source": [ "from konnektor.network_planners import StarNetworkGenerator\n", "\n", "network_planner = StarNetworkGenerator(mappers=mapper, scorer=scorer, n_processes=1)" ] }, { "cell_type": "markdown", "id": "61689164-344c-4033-b3f3-72809d813d12", "metadata": {}, "source": [ "The network is created by calling an instance of the ``StarNetworkGenerator``, passing in the ``Component``s we want to connect.\n", "\n", "To label this network for later use, we add a name to the generated object by setting the ``name`` attribute." ] }, { "cell_type": "code", "execution_count": 4, "id": "63220140-2ffa-47f3-95eb-a74666cfceca", "metadata": { "ExecuteTime": { "end_time": "2024-09-04T03:21:31.804875Z", "start_time": "2024-09-04T03:21:31.686957Z" } }, "outputs": [ { "data": { "text/plain": [ "'Star Network'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radial_network = network_planner.generate_ligand_network(components)\n", "radial_network.name = \"Star Network\"\n", "radial_network.name" ] }, { "cell_type": "markdown", "id": "9d1a0023-bbf8-4694-9ed4-4db2fcd140e8", "metadata": {}, "source": [ "**Note:** here the ``StarNetworkGenerator`` automatically selects the central ``Component`` by finding the average best score-performing ``Component``.\n", "\n", "You could instead specify the central ``Component`` by setting the ``central_component`` argument when calling the ``StarNetworkGenerator`` instance." ] }, { "cell_type": "markdown", "id": "c846d726-9750-427e-b523-56bb7f2b2ae4", "metadata": {}, "source": [ "Finally, let's have a look at the network we generated using the `draw_ligand_network` function.\n", "The function returns a matplotlib `Figure`, which can be easily stored as a figure with:\n", "\n", "```python\n", " fig.savefig(\"./star_network.png\")\n", "```\n", "\n", "**Note:** The colors indicate the relative connectivity. *Green* `Component`s have an average number of connections, *red* `Component`s have higher than average connectivity." ] }, { "cell_type": "code", "execution_count": 5, "id": "4e94e805-5935-4abc-afc3-b9112d9baf3a", "metadata": { "ExecuteTime": { "end_time": "2024-09-04T03:21:32.221746Z", "start_time": "2024-09-04T03:21:31.808216Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_SKIP\n", "from konnektor.visualization import draw_ligand_network\n", "\n", "fig = draw_ligand_network(radial_network, title=radial_network.name)" ] }, { "cell_type": "markdown", "id": "f696fc92-7dba-4a61-b2e5-66aef369f466", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Cyclic Network Layout\n", "Next we'll generate a cyclic network using the ``CyclicNetworkGenerator``.\n", "The ``CyclicNetworkGenerator`` works in the same manner as the `StarNetworkGenerator`, but generates a network with a __Cyclic Network Layout__.\n", "\n", "This network layout focuses on generating a graph containing a large set of cycles, adding extra redundancies and allowing for cycle closure analysis. Note that this comes at the cost of more edges in the network, meaning more computational time." ] }, { "cell_type": "code", "execution_count": 6, "id": "36a34746-b468-4951-858b-b8b9d283364f", "metadata": { "ExecuteTime": { "end_time": "2024-09-04T03:21:32.239571Z", "start_time": "2024-09-04T03:21:32.226948Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "from konnektor.network_planners import CyclicNetworkGenerator\n", "\n", "network_planner = CyclicNetworkGenerator(mappers=mapper, scorer=scorer)" ] }, { "cell_type": "code", "execution_count": 7, "id": "c186fa64-08e4-4f6e-83be-0b548aa814b9", "metadata": { "ExecuteTime": { "end_time": "2024-09-04T03:21:32.493874Z", "start_time": "2024-09-04T03:21:32.246183Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "'Cyclic Network'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cyclic_network = network_planner.generate_ligand_network(components)\n", "cyclic_network.name = \"Cyclic Network\"\n", "cyclic_network.name" ] }, { "cell_type": "code", "execution_count": 8, "id": "715c28af-63e3-49e3-aaad-e8b2165c992e", "metadata": { "ExecuteTime": { "end_time": "2024-09-04T03:21:32.885770Z", "start_time": "2024-09-04T03:21:32.496404Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_SKIP\n", "from konnektor.visualization import draw_ligand_network\n", "\n", "fig = draw_ligand_network(cyclic_network, title=cyclic_network.name);" ] }, { "cell_type": "markdown", "id": "1f9756fc-8fa0-4682-a38d-29bc354f9893", "metadata": {}, "source": [ "## Starry Sky Network Layout\n", "The __Starry Sky Network__ layout is an extension of the __Star Network__ layout, which attempts to circumvent the issue of finding an optimal central ``Component`` by clustering the molecules around multiple central molecules, connecting each central ``Component`` as necessary.\n", "\n", "Compared to a standard __Star Network__, this topology is less robust when it comes to edge failure but reduces the risk of high cost edges, and therefore edge failure, when combined with a good scoring function.\n", "\n", "This network is generated in three steps:\n", "1. Cluster the input list of ``Components`` based on the class passed to the ``clusterer`` argument. By default this uses an instance of the ``ComponentsDiversityClusterer`` which clusters input Components by their Morgan fingerprints.\n", "2. In each cluster build a sub-network, here with the __Star Network Layout__.\n", "3. Concatenate the star networks with the two best edges between each of the clusters.\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "2edb8d76-5176-43f2-9679-6b56afeabb61", "metadata": { "ExecuteTime": { "end_time": "2024-09-04T03:21:32.899149Z", "start_time": "2024-09-04T03:21:32.889411Z" } }, "outputs": [], "source": [ "from konnektor.network_planners import StarrySkyNetworkGenerator\n", "\n", "network_planner = StarrySkyNetworkGenerator(mappers=mapper, scorer=scorer)" ] }, { "cell_type": "code", "execution_count": 10, "id": "9bad3dde-98ca-4aa9-afa3-3b283541a7fb", "metadata": { "ExecuteTime": { "end_time": "2024-09-04T03:21:33.331863Z", "start_time": "2024-09-04T03:21:32.902003Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/atravitz/micromamba/envs/konnektor/lib/python3.12/site-packages/sklearn/cluster/_hdbscan/hdbscan.py:722: FutureWarning: The default value of `copy` will change from False to True in 1.10. Explicitly set a value for `copy` to silence this warning.\n", " warn(\n", "/Users/atravitz/micromamba/envs/konnektor/lib/python3.12/site-packages/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", " warnings.warn(\n", "/Users/atravitz/micromamba/envs/konnektor/lib/python3.12/site-packages/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", " warnings.warn(\n", "/Users/atravitz/micromamba/envs/konnektor/lib/python3.12/site-packages/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", " warnings.warn(\n", "/Users/atravitz/micromamba/envs/konnektor/lib/python3.12/site-packages/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", " warnings.warn(\n", "/Users/atravitz/micromamba/envs/konnektor/lib/python3.12/site-packages/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", " warnings.warn(\n", "/Users/atravitz/micromamba/envs/konnektor/lib/python3.12/site-packages/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", " warnings.warn(\n", "/Users/atravitz/micromamba/envs/konnektor/lib/python3.12/site-packages/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", " warnings.warn(\n", "/Users/atravitz/micromamba/envs/konnektor/lib/python3.12/site-packages/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "'Starry Sky Network'" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "starry_sky_network = network_planner.generate_ligand_network(components)\n", "starry_sky_network.name = \"Starry Sky Network\"\n", "starry_sky_network.name" ] }, { "cell_type": "code", "execution_count": 11, "id": "72757802-332e-426e-8486-9efd900a33b7", "metadata": { "ExecuteTime": { "end_time": "2024-09-04T03:21:33.650525Z", "start_time": "2024-09-04T03:21:33.337562Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_SKIP\n", "from konnektor.visualization import draw_ligand_network\n", "\n", "fig = draw_ligand_network(starry_sky_network, title=starry_sky_network.name);" ] }, { "cell_type": "code", "execution_count": null, "id": "8cb90612-4897-477a-bd54-7ab7c020239d", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }