{ "cells": [ { "cell_type": "markdown", "id": "9fcf5bbd-c09d-4820-ae07-fce760204bc3", "metadata": {}, "source": [ "# pywikipathways and py4cytoscape\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/kozo2/pywikipathways/blob/main/docs/pywikipathways-and-py4cytoscape.ipynb)\n", "\n", "**by Kozo Nishida, Barry Demchak, Alexander Pico**\n", "\n", "pywikipathways 0.0.2 \n", "py4cytoscape 0.0.10\n", "\n", "*WikiPathways* is a well-known repository for biological pathways that provides unique tools to the research community for content creation, editing and utilization [@Pico2008].\n", "\n", "**Python** is a powerful programming language and environment for statistical and exploratory data analysis.\n", "\n", "*pywikipathways* leverages the WikiPathways API to communicate between **Python** and WikiPathways, allowing any pathway to be queried, interrogated and downloaded in both data and image formats. Queries are typically performed based on “Xrefs”, standardized identifiers for genes, proteins and metabolites. Once you can identified a pathway, you can use the WPID (WikiPathways identifier) to make additional queries.\n", "\n", "*py4cytoscape* leverages the CyREST API to provide a number of functions related to network visualization and analysis.\n", "\n", "## Prerequisites\n", "In addition to this **pywikipathways** package, you’ll also need to install cytoscape and py4cytoscape:" ] }, { "cell_type": "code", "execution_count": null, "id": "414f9a4b-8981-4beb-948b-a2363c6e1a86", "metadata": {}, "outputs": [], "source": [ "!pip install pywikipathways" ] }, { "cell_type": "markdown", "id": "75018485-9ac8-4466-8721-020b24f20963", "metadata": {}, "source": [ "The whole point of py4cytoscape is to connect with Cytoscape. You will need to install and launch Cytoscape:\n", "\n", "- Download the latest Cytoscape from http://www.cytoscape.org/download.php\n", "- Complete installation wizard\n", "- Launch Cytoscape\n", "- Install FileTransfer App (Follow [here](https://py4cytoscape.readthedocs.io/en/0.0.10/tutorials/index.html) to do it.)\n", "\n", "**NOTE: To run this notebook, you must manually start Cytoscape first – don’t proceed until you have started Cytoscape.**\n", "\n", "### Setup required only in a remote notebook environment\n", "If you’re using a remote Jupyter Notebook environment such as Google Colab, run the cell below. (If you’re running a local Jupyter Notebook server on the desktop machine same with Cytoscape, you don’t need to do that.)" ] }, { "cell_type": "code", "execution_count": null, "id": "7cff5e1e-6432-4c8b-baa8-ff5236d68ad5", "metadata": {}, "outputs": [], "source": [ "_PY4CYTOSCAPE = 'git+https://github.com/cytoscape/py4cytoscape@0.0.10'\n", "import requests\n", "exec(requests.get(\"https://raw.githubusercontent.com/cytoscape/jupyter-bridge/master/client/p4c_init.py\").text)\n", "IPython.display.Javascript(_PY4CYTOSCAPE_BROWSER_CLIENT_JS) # Start browser client" ] }, { "cell_type": "markdown", "id": "27194f1b-2a84-4393-8f30-1faa75fc87c2", "metadata": {}, "source": [ "### Getting started\n", "First, confirm that you have everything installed and running:" ] }, { "cell_type": "code", "execution_count": 33, "id": "18b63c26-6454-48c8-b545-ba5fa31dec42", "metadata": {}, "outputs": [], "source": [ "import pywikipathways as pwpw" ] }, { "cell_type": "code", "execution_count": 34, "id": "8a880a7f-74c1-4d31-94ba-734b1070faf8", "metadata": {}, "outputs": [], "source": [ "import py4cytoscape as p4c" ] }, { "cell_type": "code", "execution_count": 35, "id": "7568fea0-5d74-4078-a52a-df18d2436ee7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "You are connected to Cytoscape!\n" ] }, { "data": { "text/plain": [ "'You are connected to Cytoscape!'" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p4c.cytoscape_ping()" ] }, { "cell_type": "markdown", "id": "b973dd28-a01b-4558-8d30-1ff577e9071b", "metadata": {}, "source": [ "For this vignette, you’ll also need the WikiPathways app to access the WikiPathways database from within Cytoscape. Install the WikiPathways app from http://apps.cytoscape.org/apps/wikipathways\n", "\n", "If you are running Cytoscape 3.7.0 or above, you can simply run this command:" ] }, { "cell_type": "code", "execution_count": 3, "id": "447ececc-431b-46b2-aef4-978d0c5d3019", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{}\n" ] }, { "data": { "text/plain": [ "{}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p4c.install_app('WikiPathways') #only available in Cytoscape 3.7.0 and above" ] }, { "cell_type": "markdown", "id": "fe66c02c-b4d9-4b7f-8201-bffdc4fa7dcc", "metadata": {}, "source": [ "## Working together\n", "Ok, with all of these components loaded and launched, you can now perform some nifty sequences. For example, search for a pathway based on a keyword search and then load it into Cytoscape." ] }, { "cell_type": "code", "execution_count": 36, "id": "c71dde25-a3be-45af-9853-603223c2769f", "metadata": {}, "outputs": [], "source": [ "gbm_pathways = pwpw.find_pathways_by_text('Glioblastoma') # many pathways returned" ] }, { "cell_type": "code", "execution_count": 37, "id": "6ce0f85d-eace-4d8c-a563-243fbd980b8c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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scoreidurlnamespeciesrevision
01.0189675WP3593https://www.wikipathways.org/index.php/Pathway...MicroRNA for targeting cancer growth and vascu...Homo sapiens117786
10.79327244WP2261https://www.wikipathways.org/index.php/Pathway...Glioblastoma signaling pathwaysHomo sapiens118379
20.79327244WP3266https://www.wikipathways.org/index.php/Pathway...Glioblastoma signaling pathwaysBos taurus116688
30.2698266WP4398https://www.wikipathways.org/index.php/Pathway...PDGFR-alpha and STMN1 cooperate to exacerbate ...Mus musculus117929
40.047133956WP3998https://www.wikipathways.org/index.php/Pathway...Prader-Willi and Angelman syndromeHomo sapiens119303
\n", "
" ], "text/plain": [ " score id url \\\n", "0 1.0189675 WP3593 https://www.wikipathways.org/index.php/Pathway... \n", "1 0.79327244 WP2261 https://www.wikipathways.org/index.php/Pathway... \n", "2 0.79327244 WP3266 https://www.wikipathways.org/index.php/Pathway... \n", "3 0.2698266 WP4398 https://www.wikipathways.org/index.php/Pathway... \n", "4 0.047133956 WP3998 https://www.wikipathways.org/index.php/Pathway... \n", "\n", " name species revision \n", "0 MicroRNA for targeting cancer growth and vascu... Homo sapiens 117786 \n", "1 Glioblastoma signaling pathways Homo sapiens 118379 \n", "2 Glioblastoma signaling pathways Bos taurus 116688 \n", "3 PDGFR-alpha and STMN1 cooperate to exacerbate ... Mus musculus 117929 \n", "4 Prader-Willi and Angelman syndrome Homo sapiens 119303 " ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gbm_pathways" ] }, { "cell_type": "code", "execution_count": 38, "id": "6a46e3cb-5178-46ab-b296-43de68ceea55", "metadata": {}, "outputs": [], "source": [ "human_gbm_pathways = gbm_pathways[gbm_pathways['species'] == \"Homo sapiens\"] # just the human gbm pathways" ] }, { "cell_type": "code", "execution_count": 39, "id": "bd7e313f-7a87-430e-a42c-301bb044e75e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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scoreidurlnamespeciesrevision
01.0189675WP3593https://www.wikipathways.org/index.php/Pathway...MicroRNA for targeting cancer growth and vascu...Homo sapiens117786
10.79327244WP2261https://www.wikipathways.org/index.php/Pathway...Glioblastoma signaling pathwaysHomo sapiens118379
40.047133956WP3998https://www.wikipathways.org/index.php/Pathway...Prader-Willi and Angelman syndromeHomo sapiens119303
\n", "
" ], "text/plain": [ " score id url \\\n", "0 1.0189675 WP3593 https://www.wikipathways.org/index.php/Pathway... \n", "1 0.79327244 WP2261 https://www.wikipathways.org/index.php/Pathway... \n", "4 0.047133956 WP3998 https://www.wikipathways.org/index.php/Pathway... \n", "\n", " name species revision \n", "0 MicroRNA for targeting cancer growth and vascu... Homo sapiens 117786 \n", "1 Glioblastoma signaling pathways Homo sapiens 118379 \n", "4 Prader-Willi and Angelman syndrome Homo sapiens 119303 " ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "human_gbm_pathways" ] }, { "cell_type": "markdown", "id": "e87b53db-8684-43f7-82e7-6a508c18085c", "metadata": {}, "source": [ "We have a list of human pathways that mention Glioblastoma The results include lots of information, so let’s get a unique list of just the WPIDs." ] }, { "cell_type": "code", "execution_count": 40, "id": "fb2dbd23-9291-4cbc-95f0-d6f2977a172f", "metadata": {}, "outputs": [], "source": [ "human_gbm_wpids = human_gbm_pathways['id']" ] }, { "cell_type": "code", "execution_count": 41, "id": "ee8dfb5e-555e-43cd-b6e7-b905f79a39e1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 WP3593\n", "1 WP2261\n", "4 WP3998\n", "Name: id, dtype: object" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "human_gbm_wpids" ] }, { "cell_type": "markdown", "id": "4c9e20df-1784-4b97-b489-9551df2747b4", "metadata": {}, "source": [ "Let’s import the first one of these into Cytoscape!" ] }, { "cell_type": "code", "execution_count": 42, "id": "1db9fb2d-6552-47f2-bbce-49323a1ce5c4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p4c.commands_run('wikipathways import-as-pathway id=' + human_gbm_wpids[0])" ] }, { "cell_type": "code", "execution_count": 43, "id": "b6a23f8b-1f6c-4324-8f3a-c4c13e21e416", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p4c.notebook_show_image()" ] }, { "cell_type": "markdown", "id": "1614088f-19c9-4a3c-99c1-f000525e2afb", "metadata": {}, "source": [ "Once in Cytoscape, you can load data, apply visual style mappings, perform analyses, and export images and data formats. See [py4cytoscape package document](https://py4cytoscape.readthedocs.io/) for details.\n", "\n", "## From networks to pathways\n", "If you are already with with networks and data in Cytoscape, you may end up focusing on one or few particular genes, proteins or metabolites, and want to query WikiPathways.\n", "\n", "For example, let’s open a sample network from Cytoscape and identify the gene with the largest number of connections, i.e., node degree.\n", "\n", "**Note: this next chunk will overwrite your current session. Save if you want to keep anything.**" ] }, { "cell_type": "code", "execution_count": 44, "id": "6828fec7-5dbc-404f-865f-08b9a61f5d79", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Opening sampleData/sessions/Yeast Perturbation.cys...\n" ] }, { "data": { "text/plain": [ "{}" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p4c.open_session()" ] }, { "cell_type": "code", "execution_count": 45, "id": "c916b221-34c9-46ab-92ed-d7e5f586bdac", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p4c.notebook_show_image()" ] }, { "cell_type": "code", "execution_count": 46, "id": "a43d6322-f28c-4a6b-886a-a50d63d93d4d", "metadata": {}, "outputs": [], "source": [ "net_data = p4c.get_table_columns(columns=['name','degree.layout','COMMON'])" ] }, { "cell_type": "code", "execution_count": 47, "id": "f147a648-8fa2-489f-ab85-4897c97223af", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namedegree.layoutCOMMON
159YDL194W1SNF3
160YDR277C2MTH1
161YBR043C1YBR043C
162YPR145W1ASN1
163YER054C2GIP2
............
484YOR204W1DED1
485YGL097W3SRM1
486YGR218W1CRM1
487YGL122C3NAB2
488YKR026C1GCN3
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330 rows × 3 columns

\n", "
" ], "text/plain": [ " name degree.layout COMMON\n", "159 YDL194W 1 SNF3\n", "160 YDR277C 2 MTH1\n", "161 YBR043C 1 YBR043C\n", "162 YPR145W 1 ASN1\n", "163 YER054C 2 GIP2\n", ".. ... ... ...\n", "484 YOR204W 1 DED1\n", "485 YGL097W 3 SRM1\n", "486 YGR218W 1 CRM1\n", "487 YGL122C 3 NAB2\n", "488 YKR026C 1 GCN3\n", "\n", "[330 rows x 3 columns]" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "net_data" ] }, { "cell_type": "code", "execution_count": 48, "id": "6c7c8a1f-f3ca-408b-b607-ad65417e7084", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "18" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "net_data['degree.layout'].max()" ] }, { "cell_type": "code", "execution_count": 49, "id": "712c1d12-2c82-4d92-b9f7-5121bd417b8d", "metadata": {}, "outputs": [], "source": [ "max_gene = net_data[net_data['degree.layout']==18]" ] }, { "cell_type": "code", "execution_count": 50, "id": "cab1ade1-7d5b-4f1c-bc44-7c3e10d57f5b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
namedegree.layoutCOMMON
365YMR043W18MCM1
\n", "
" ], "text/plain": [ " name degree.layout COMMON\n", "365 YMR043W 18 MCM1" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max_gene" ] }, { "cell_type": "markdown", "id": "e2f48c60-30b5-47d9-9d72-de008515bc63", "metadata": {}, "source": [ "Great. It looks like MCM1 has the larget number of connections (18) in this network. Let’s use it’s identifier (YMR043W) to query WikiPathways to learn more about the gene and its biological role, and load it into Cytoscape.\n", "\n", "*Pro-tip: We need to know the datasource that provides a given identifier. In this case, it’s sort of tricky: Ensembl provides these Yeast ORF identifiers for this organism rather than they typical format. So, we’ll include the ‘En’ system code. See other vignettes for more details.*" ] }, { "cell_type": "code", "execution_count": 51, "id": "ed6e5cd7-b9e1-4873-a9f1-15aa7e8172c3", "metadata": {}, "outputs": [], "source": [ "mcm1_pathways = pwpw.find_pathway_ids_by_xref('YMR043W','En').unique()" ] }, { "cell_type": "code", "execution_count": 52, "id": "f090b087-de88-482d-8f2c-bad265ea3035", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p4c.commands_run('wikipathways import-as-pathway id=' + mcm1_pathways[0])" ] }, { "cell_type": "code", "execution_count": 53, "id": "4e371997-6834-4bd5-a30a-6cdc4298ba63", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p4c.notebook_show_image()" ] }, { "cell_type": "markdown", "id": "657725b5-7551-4491-966b-bbe46c30f5e0", "metadata": {}, "source": [ "And we can easily select the MCM1 node by name in the newly imported pathway to help see where exactly it plays its role." ] }, { "cell_type": "code", "execution_count": 54, "id": "92f0fa29-a283-479b-a8db-081f3025939d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'nodes': [1615, 1618], 'edges': []}" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p4c.select_nodes('MCM1','name')" ] }, { "cell_type": "code", "execution_count": 55, "id": "b4a1b5c4-6fc7-4902-8778-3c77e2045223", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p4c.notebook_show_image()" ] }, { "cell_type": "code", "execution_count": null, "id": "842d621e-0aba-4834-8099-b72f953061cc", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 5 }