{"id":13408,"date":"2023-03-22T17:36:11","date_gmt":"2023-03-22T14:06:11","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/how-to-identify-essential-proteins-using-betweenness-centrality-575j\/"},"modified":"2023-03-22T17:36:11","modified_gmt":"2023-03-22T14:06:11","slug":"how-to-identify-essential-proteins-using-betweenness-centrality-575j","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/how-to-identify-essential-proteins-using-betweenness-centrality-575j\/","title":{"rendered":"\u0646\u062d\u0648\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0631\u06a9\u0632\u06cc\u062a \u0628\u06cc\u0646"},"content":{"rendered":"<div data-article-id=\"1410998\" id=\"article-body\">\n<p>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u0647\u0627\u06cc 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\u0641\u0631\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06af\u0631\u0627\u0641\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06af\u0631\u0627\u0641 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0627\u0646\u0648\u0627\u0639 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.  \u062d\u062a\u06cc \u0627\u06af\u0631 \u0645\u0627 \u0627\u0632 \u0645\u0631\u06a9\u0632\u06cc\u062a \u0645\u06cc\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u0641 \u062f\u06cc\u06af\u0631\u06cc \u0646\u06cc\u0632 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc 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\u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_81 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" 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ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/how-to-identify-essential-proteins-using-betweenness-centrality-575j\/#1_%D8%B3%D8%A7%D8%AE%D8%AA_%D9%85%D8%AF%D9%84_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D9%86%D9%85%D9%88%D8%AF%D8%A7%D8%B1\" >1. \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0645\u0648\u062f\u0627\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/how-to-identify-essential-proteins-using-betweenness-centrality-575j\/#2_%D9%88%D8%A7%D8%B1%D8%AF%D8%A7%D8%AA_%D8%B4%D8%A8%DA%A9%D9%87_%D9%BE%D8%B1%D9%88%D8%AA%D8%A6%DB%8C%D9%86\" >2. \u0648\u0627\u0631\u062f\u0627\u062a \u0634\u0628\u06a9\u0647 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/how-to-identify-essential-proteins-using-betweenness-centrality-575j\/#3_%D8%B4%D9%86%D8%A7%D8%B3%D8%A7%DB%8C%DB%8C_%D9%BE%D8%B1%D9%88%D8%AA%D8%A6%DB%8C%D9%86_%D9%87%D8%A7%DB%8C_%D8%B6%D8%B1%D9%88%D8%B1%DB%8C_%D8%A8%D8%A7_%D9%85%D8%B1%DA%A9%D8%B2%DB%8C%D8%AA_%D8%A8%DB%8C%D9%86\" >3. \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u0628\u0627 \u0645\u0631\u06a9\u0632\u06cc\u062a \u0628\u06cc\u0646<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/how-to-identify-essential-proteins-using-betweenness-centrality-575j\/#%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D9%86%D9%85%D9%88%D8%AF%D8%A7%D8%B1_MAGE\" >\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 MAGE<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/how-to-identify-essential-proteins-using-betweenness-centrality-575j\/#%D9%85%D8%AD%D8%A7%D8%B3%D8%A8%D9%87_%D9%85%D8%B1%DA%A9%D8%B2%DB%8C%D8%AA_%D8%A8%DB%8C%D9%86_%D9%87%D8%B1_%D9%BE%D8%B1%D9%88%D8%AA%D8%A6%DB%8C%D9%86\" >\u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u0631\u06a9\u0632\u06cc\u062a \u0628\u06cc\u0646 \u0647\u0631 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%B4_%D9%86%DB%8C%D8%A7%D8%B2%D9%87%D8%A7\"><\/span>\n<p>  \u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f:<\/p>\n<ul>\n<li>\u06cc\u06a9 \u062f\u0648\u06cc\u062f\u0646 <strong>\u0645\u0645\u06af\u0631\u0627\u0641<\/strong> \u0646\u0645\u0648\u0646\u0647\u060c \u0645\u062b\u0627\u0644\u061b<\/li>\n<li>\u0631\u0627 <strong>\u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0645\u0645\u06af\u0631\u0627\u0641<\/strong> \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0628\u0635\u0631\u06cc<\/li>\n<\/ul>\n<p>\u0633\u0627\u062f\u0647 \u062a\u0631\u06cc\u0646 \u0631\u0627\u0647 \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u0647\u0631 \u062f\u0648\u060c \u062f\u0627\u0646\u0644\u0648\u062f \u062a\u0635\u0648\u06cc\u0631 Memgraph Platform Docker \u0627\u0633\u062a.<br \/>\u0641\u0642\u0637 Docker \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>docker run -it -p 7687:7687 -p 3000:3000 memgraph\/memgraph-platform\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u062a\u0635\u0648\u06cc\u0631 Memgraph Platform \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u062c\u0633\u062a\u062c\u0648 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0627\u06af\u0631 \u067e\u06cc\u062f\u0627 \u0646\u0634\u062f\u060c Docker \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f.<br \/>\u067e\u0633 \u0627\u0632 \u067e\u0627\u06cc\u0627\u0646 \u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0634\u0631\u0648\u0639 Memgraph\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f Memgraph Lab \u0631\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062e\u0648\u062f \u062f\u0631 \u0622\u062f\u0631\u0633 \u0628\u0627\u0632 \u06a9\u0646\u06cc\u062f <code>https:\/\/localhost:3000<\/code>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"1_%D8%B3%D8%A7%D8%AE%D8%AA_%D9%85%D8%AF%D9%84_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D9%86%D9%85%D9%88%D8%AF%D8%A7%D8%B1\"><\/span>\n<p>  1. \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0645\u0648\u062f\u0627\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0628\u0631 \u0627\u0633\u0627\u0633 a \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a <strong>\u0634\u0628\u06a9\u0647 \u062a\u0639\u0627\u0645\u0644 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646-\u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u0628\u0627\u0641\u062a \u062e\u0627\u0635<\/strong> [1].  \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u062e\u0627\u0635\u06cc \u0627\u0633\u062a <strong>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646-\u067e\u0631\u0648\u062a\u0626\u06cc\u0646<\/strong> \u0628\u0631\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 <strong>\u0628\u0627\u0641\u062a \u0647\u0627\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc<\/strong>.<\/p>\n<p><\/p>\n<p>\u0631\u0627 <strong>\u06af\u0631\u0647 \u0647\u0627<\/strong> \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u0647\u0645\u0647 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0646\u062f <code>PROTEIN<\/code> \u0648 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0628\u0627\u0641\u062a \u0647\u0627\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc \u0627\u0633\u062a. <em>Gene \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/em> \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0698\u0646 \u062f\u0631 \u0645\u0631\u06a9\u0632 \u0645\u0644\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0648\u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc (NCBI) \u0627\u0633\u062a \u0648 <em>\u0634\u0646\u0627\u0633\u0647 \u0698\u0646 Entrez<\/em> \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0698\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u062e\u0627\u0635 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. <\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0636\u0627\u0641\u06cc \u062e\u0631\u0627\u0634\u06cc\u062f\u0647 \u0634\u062f\u0647 \u0627\u0632 NCBI \u06af\u0633\u062a\u0631\u0634 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc\u0645 \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u0648\u062a\u0626\u06cc\u0646\u06cc \u0631\u0627 \u06a9\u0627\u0648\u0634 \u06a9\u0646\u06cc\u062f.  \u0647\u0631 \u06cc\u06a9 <strong>\u06af\u0631\u0647<\/strong> \u062f\u0627\u0631\u0627\u06cc \u062e\u0648\u0627\u0635: <\/p>\n<ul>\n<li><em>EnterGeneID<\/em><\/li>\n<li><em>\u0646\u0645\u0627\u062f \u0631\u0633\u0645\u06cc<\/em><\/li>\n<li><em>OfficialFullName<\/em><\/li>\n<li><em>\u062e\u0644\u0627\u0635\u0647<\/em><\/li>\n<\/ul>\n<p><strong>\u0644\u0628\u0647 \u0647\u0627<\/strong> \u0627\u0632 \u0646\u0648\u0639 <code>INTERACTION<\/code> \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0628\u0631\u0647\u0645\u06a9\u0646\u0634 \u0647\u0627\u06cc \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u062e\u0627\u0635 \u0628\u0627\u0641\u062a \u0628\u06cc\u0646 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u0647\u0627 \u0627\u0633\u062a \u0648 \u0647\u06cc\u0686 \u062e\u0627\u0635\u06cc\u062a\u06cc \u0631\u0627 \u0634\u0627\u0645\u0644 \u0646\u0645\u06cc \u0634\u0648\u062f. <\/p>\n<h2><span class=\"ez-toc-section\" id=\"2_%D9%88%D8%A7%D8%B1%D8%AF%D8%A7%D8%AA_%D8%B4%D8%A8%DA%A9%D9%87_%D9%BE%D8%B1%D9%88%D8%AA%D8%A6%DB%8C%D9%86\"><\/span>\n<p>  2. \u0648\u0627\u0631\u062f\u0627\u062a \u0634\u0628\u06a9\u0647 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0648 \u0641\u0627\u06cc\u0644 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0628\u0627\u0641\u062a \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a\u060c \u06cc\u06a9\u06cc \u062d\u0627\u0648\u06cc \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u062f\u0631 \u0628\u0627\u0641\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647\u060c \u0648 \u062f\u06cc\u06af\u0631\u06cc \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u062a\u0645\u0627\u0645 \u062a\u0639\u0627\u0645\u0644\u0627\u062a \u067e\u0631\u0648\u062a\u0626\u06cc\u0646\u06cc \u0627\u0633\u062a.  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0628\u0627\u0641\u062a \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646\u062c\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f. <\/p>\n<p>\u067e\u0633 \u0627\u0632 \u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc CSV\u060c \u0628\u0627\u06cc\u062f \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0638\u0631\u0641 Docker \u06a9\u067e\u06cc \u06a9\u0646\u06cc\u0645\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 Memgraph \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0622\u0646\u0647\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. <\/p>\n<p><strong>1.<\/strong> \u0627\u0628\u062a\u062f\u0627 \u067e\u0644\u062a\u0641\u0631\u0645 Memgraph \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f <code>CONTAINER_ID<\/code> \u0628\u0627 \u062f\u0648\u06cc\u062f\u0646:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>docker ps\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>2.<\/strong> \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0638\u0631\u0641 \u06a9\u067e\u06cc \u06a9\u0646\u06cc\u062f <code>docker cp<\/code> \u062f\u0633\u062a\u0648\u0631:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>docker cp interactions_cochlea.csv CONTAINER_ID:\/\ndocker cp interactions_cochlea_properties.csv.csv CONTAINER_ID:\/\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<blockquote>\n<p>\u062a\u0639\u0648\u06cc\u0636 \u0631\u0627 \u0641\u0631\u0627\u0645\u0648\u0634 \u0646\u06a9\u0646\u06cc\u062f <code>CONTAINER_ID<\/code> \u0628\u0627 \u0634\u0646\u0627\u0633\u0647 \u0648\u0627\u0642\u0639\u06cc \u0645\u0631\u062d\u0644\u0647 \u0642\u0628\u0644.<\/p>\n<\/blockquote>\n<p><strong>3.<\/strong> \u0628\u0646\u062f LOAD CSV \u0634\u0645\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 CSV \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u062e\u0648\u062f \u062f\u0631 \u06cc\u06a9 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0627\u0628\u062a\u062f\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u06af\u0631\u0647\u200c\u0647\u0627 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u0645.  \u06a9\u0648\u0626\u0631\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0622\u0646 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f <strong>\u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0645\u0645\u06af\u0631\u0627\u0641<\/strong> \u06cc\u0627 <strong>mgconsole<\/strong>:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight cypher\"><code><span class=\"k\">LOAD<\/span> <span class=\"k\">CSV<\/span> <span class=\"k\">FROM<\/span> <span class=\"s2\">\"\/interactions_cochlea_properties.csv\"<\/span>\n<span class=\"k\">WITH<\/span> <span class=\"n\">HEADER<\/span> <span class=\"n\">DELIMITER<\/span> <span class=\"s2\">\"|\"<\/span> <span class=\"k\">AS<\/span> <span class=\"n\">row<\/span>\n<span class=\"k\">CREATE<\/span><span class=\"w\"> <\/span><span class=\"ss\">(<\/span><span class=\"py\">n:<\/span><span class=\"n\">PROTEIN<\/span> \n    <span class=\"ss\">{<\/span><span class=\"py\">EntrezGeneID:<\/span> <span class=\"nf\">ToInteger<\/span><span class=\"ss\">(<\/span><span class=\"n\">row.EntrezGeneID<\/span><span class=\"ss\">),<\/span>\n    <span class=\"py\">OfficialSymbol:<\/span> <span class=\"n\">row.OfficialSymbol<\/span><span class=\"ss\">,<\/span>\n    <span class=\"py\">OfficialFullName:<\/span> <span class=\"n\">row.OfficialFullName<\/span><span class=\"ss\">,<\/span>\n    <span class=\"py\">Summary:<\/span> <span class=\"n\">row.Summary<\/span><span class=\"ss\">}<\/span>\n    <span class=\"ss\">);<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>4.<\/strong> \u0627\u06a9\u0646\u0648\u0646\u060c \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u06cc\u06a9 \u0641\u0647\u0631\u0633\u062a \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0644\u0628\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight cypher\"><code><span class=\"k\">CREATE<\/span> <span class=\"k\">INDEX<\/span> <span class=\"k\">ON<\/span> <span class=\"nc\">:PROTEIN<\/span><span class=\"ss\">(<\/span><span class=\"n\">EntrezGeneID<\/span><span class=\"ss\">);<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>5.<\/strong> \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0644\u0628\u0647 \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight cypher\"><code><span class=\"k\">LOAD<\/span> <span class=\"k\">CSV<\/span> <span class=\"k\">FROM<\/span> <span class=\"s2\">\"\/interactions_cochlea.csv\"<\/span>\n<span class=\"k\">WITH<\/span> <span class=\"n\">HEADER<\/span> <span class=\"n\">DELIMITER<\/span> <span class=\"s2\">\"|\"<\/span> <span class=\"k\">AS<\/span> <span class=\"n\">row<\/span>\n<span class=\"k\">MATCH<\/span><span class=\"w\"> <\/span><span class=\"ss\">(<\/span><span class=\"py\">a:<\/span><span class=\"n\">PROTEIN<\/span> <span class=\"ss\">{<\/span><span class=\"py\">EntrezGeneID:<\/span> <span class=\"nf\">toInteger<\/span><span class=\"ss\">(<\/span><span class=\"n\">row.EntrezGeneID1<\/span><span class=\"ss\">)}),<\/span> \n<span class=\"ss\">(<\/span><span class=\"py\">b:<\/span><span class=\"n\">PROTEIN<\/span> <span class=\"ss\">{<\/span><span class=\"py\">EntrezGeneID:<\/span> <span class=\"nf\">toInteger<\/span><span class=\"ss\">(<\/span><span class=\"n\">row.EntrezGeneID2<\/span><span class=\"ss\">)})<\/span>\n<span class=\"k\">CREATE<\/span><span class=\"w\"> <\/span><span class=\"ss\">(<\/span><span class=\"n\">a<\/span><span class=\"ss\">)<\/span><span class=\"o\">-<\/span><span class=\"ss\">[<\/span><span class=\"py\">e:<\/span><span class=\"n\">INTERACTION<\/span><span class=\"ss\">]<\/span><span class=\"o\">-&gt;<\/span><span class=\"ss\">(<\/span><span class=\"n\">b<\/span><span class=\"ss\">);<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"3_%D8%B4%D9%86%D8%A7%D8%B3%D8%A7%DB%8C%DB%8C_%D9%BE%D8%B1%D9%88%D8%AA%D8%A6%DB%8C%D9%86_%D9%87%D8%A7%DB%8C_%D8%B6%D8%B1%D9%88%D8%B1%DB%8C_%D8%A8%D8%A7_%D9%85%D8%B1%DA%A9%D8%B2%DB%8C%D8%AA_%D8%A8%DB%8C%D9%86\"><\/span>\n<p>  3. \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u0628\u0627 \u0645\u0631\u06a9\u0632\u06cc\u062a \u0628\u06cc\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D9%86%D9%85%D9%88%D8%AF%D8%A7%D8%B1_MAGE\"><\/span>\n<p>  \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 MAGE<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u067e\u0633\u0648\u0646\u062f\u0647\u0627\u06cc \u06af\u0631\u0627\u0641 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 Memgraph<\/strong>\u06cc\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647\u060c <strong>MAGE<\/strong>\u060c \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06af\u0631\u0627\u0641 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0627\u0645\u0644 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634\u06cc \u0627\u0633\u062a.  \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>\u0645\u0631\u06a9\u0632\u06cc\u062a \u0628\u06cc\u0646<\/strong> \u06af\u0646\u062c\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a <strong>MAGE<\/strong>\u060c \u0648 \u0627\u062c\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0627\u0632 \u0627\u0644\u0647\u0627\u0645 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a <strong>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0631\u0646\u062f\u0632<\/strong>. <\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AD%D8%A7%D8%B3%D8%A8%D9%87_%D9%85%D8%B1%DA%A9%D8%B2%DB%8C%D8%AA_%D8%A8%DB%8C%D9%86_%D9%87%D8%B1_%D9%BE%D8%B1%D9%88%D8%AA%D8%A6%DB%8C%D9%86\"><\/span>\n<p>  \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u0631\u06a9\u0632\u06cc\u062a \u0628\u06cc\u0646 \u0647\u0631 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>1.<\/strong> \u0645\u0627 \u06cc\u06a9 \u067e\u0631\u0633 \u0648 \u062c\u0648\u06cc Cypher \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0645\u0631\u06a9\u0632\u06cc\u062a \u0628\u06cc\u0646 \u0628\u0648\u062f\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06af\u0631\u0647 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u062f\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f. <code>BetweennessCentrality<\/code>:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight cypher\"><code><span class=\"k\">CALL<\/span> <span class=\"n\">betweenness_centrality.get<\/span><span class=\"ss\">(<\/span><span class=\"k\">FALSE<\/span><span class=\"ss\">,<\/span> <span class=\"k\">TRUE<\/span><span class=\"ss\">)<\/span>\n<span class=\"k\">YIELD<\/span> <span class=\"n\">node<\/span><span class=\"ss\">,<\/span> <span class=\"n\">betweenness_centrality<\/span>\n<span class=\"k\">SET<\/span> <span class=\"n\">node.BetweennessCentrality<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">toFloat<\/span><span class=\"ss\">(<\/span><span class=\"n\">betweenness_centrality<\/span><span class=\"ss\">);<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>2.<\/strong> \u067e\u0633 \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u0631\u06a9\u0632\u06cc\u062a \u0628\u06cc\u0646 \u0647\u0631 \u06af\u0631\u0647\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u0645\u0631\u062a\u0628 \u06a9\u0646\u06cc\u0645.  \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646\u200c\u0647\u0627\u06cc \u0628\u0627\u0641\u062a \u062f\u0627\u0631\u0627\u06cc \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0645\u06cc\u0632\u0627\u0646 \u0645\u0631\u06a9\u0632\u06cc\u062a \u0647\u0633\u062a\u0646\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight cypher\"><code><span class=\"k\">MATCH<\/span><span class=\"w\"> <\/span><span class=\"ss\">(<\/span><span class=\"py\">node:<\/span><span class=\"n\">PROTEIN<\/span><span class=\"ss\">)<\/span>\n<span class=\"k\">RETURN<\/span> <span class=\"n\">node<\/span>\n<span class=\"k\">ORDER<\/span> <span class=\"k\">BY<\/span> <span class=\"n\">node.BetweennessCentrality<\/span> <span class=\"k\">DESC<\/span><span class=\"ss\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06af\u0631 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0631\u0627 \u062f\u0631 Memgraph Lab \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0646\u062a\u0627\u06cc\u062c \u0628\u0627\u06cc\u062f \u0645\u0634\u0627\u0628\u0647 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0628\u0627\u0634\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/03\/1679493970_938_\u0646\u062d\u0648\u0647-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u067e\u0631\u0648\u062a\u0626\u06cc\u0646-\u0647\u0627\u06cc-\u0636\u0631\u0648\u0631\u06cc-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u0645\u0631\u06a9\u0632\u06cc\u062a-\u0628\u06cc\u0646.png\" alt=\"\u0645\u0645\u06af\u0631\u0627\u0641-\u0622\u0645\u0648\u0632\u0634-\u067e\u0631\u0648\u062a\u0626\u06cc\u0646-\u0628\u06cc\u0646-\u0645\u0631\u06a9\u0632\u06cc\u062a\" loading=\"lazy\" width=\"880\" height=\"458\" title=\"\"><\/p>\n<p>\u0646\u062a\u0627\u06cc\u062c \u06a9\u0627\u0645\u0644\u0627\u064b \u0648\u0627\u0636\u062d \u0627\u0633\u062a\u060c \u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u0636\u0631\u0648\u0631\u06cc \u0628\u0627 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0645\u0631\u06a9\u0632\u06cc\u062a \u0645\u06cc\u0627\u0646\u06cc \u062f\u0631 \u0622\u0646 <strong>\u062d\u0644\u0632\u0648\u0646 \u06af\u0648\u0634<\/strong> \u0628\u0627\u0641\u062a \u0627\u0633\u062a <strong>\u0628\u0631\u0646\u0627\u0645\u0647<\/strong>.  \u0628\u06cc\u0646 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646 APP \u0648 <strong>\u0628\u06cc\u0645\u0627\u0631\u06cc \u0622\u0644\u0632\u0627\u06cc\u0645\u0631<\/strong>\u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u06cc\u0646 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u0648 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u062a\u0639\u0628\u06cc\u0631 \u0634\u0648\u062f.  \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u06cc\u06a9 \u0633\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0647\u0646\u0648\u0632 \u06cc\u06a9 \u0622\u0632\u0645\u0627\u06cc\u0634 \u062a\u062d\u0644\u06cc\u0644 \u0634\u0628\u06a9\u0647 \u062c\u0627\u0644\u0628 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0628\u0631\u0647\u0645\u06a9\u0646\u0634 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646-\u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0631\u062a\u0628\u0637\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062d\u0648\u0632\u0647 \u0646\u0638\u0631\u06cc\u0647 \u06af\u0631\u0627\u0641 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u067e\u0631\u0648\u062a\u0626\u06cc\u0646\u200c\u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 \u0647\u0633\u062a\u0646\u062f.  \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0646\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0647 \u062c\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u0646\u0627\u0628\u0639 \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.  \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u0639\u06cc\u0627\u0631 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src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/03\/1679493971_503_\u0646\u062d\u0648\u0647-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u067e\u0631\u0648\u062a\u0626\u06cc\u0646-\u0647\u0627\u06cc-\u0636\u0631\u0648\u0631\u06cc-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u0645\u0631\u06a9\u0632\u06cc\u062a-\u0628\u06cc\u0646.png\" alt=\"\u0645\u0645\u06af\u0631\u0627\u0641-\u0622\u0645\u0648\u0632\u0634-\u067e\u0631\u0648\u062a\u0626\u06cc\u0646-\u0634\u0628\u06a9\u0647-\u062a\u062c\u0633\u0645\" loading=\"lazy\" width=\"880\" height=\"327\" title=\"\"><\/p>\n<p><strong>\u0645\u0646\u0627\u0628\u0639:<\/strong><br \/>[1]: Marinka Zitnik \u0648 Jure Leskovec.  (2018).  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc BioSNAP: \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0632\u06cc\u0633\u062a \u067e\u0632\u0634\u06a9\u06cc \u0627\u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f.  http:\/\/snap.stanford.edu\/biodata.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/nabfollower.com\/blog\/wp-content\/uploads\/2023\/03\/1677691240_635_\u0648\u0627\u0631\u062f-\u06a9\u0631\u062f\u0646-\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u062c\u062f\u0648\u0644-\u0628\u0647-\u06cc\u06a9-\u067e\u0627\u06cc\u06af\u0627\u0647-\u062f\u0627\u062f\u0647-\u0646\u0645\u0648\u062f\u0627\u0631.png\" alt=\"\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641 \u0648 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u06af\u0631\u0627\u0641 \u0631\u0627 \u062f\u0631 memgraph.com \u0628\u062e\u0648\u0627\u0646\u06cc\u062f\" loading=\"lazy\" width=\"880\" height=\"186\" title=\"\"><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u062f\u0631 \u0633\u0627\u0644 \u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0645\u0647\u0645 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u06cc\u0646 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646\u200c\u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u0648 \u0698\u0646\u200c\u0647\u0627\u06cc \u0628\u06cc\u0645\u0627\u0631\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0634\u062e\u06cc\u0635 \u0648 \u062f\u0631\u0645\u0627\u0646 \u0628\u06cc\u0645\u0627\u0631\u06cc. \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0628\u06cc\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc \u0633\u0646\u062a\u06cc \u0627\u063a\u0644\u0628 \u0628\u0633\u06cc\u0627\u0631 \u067e\u0631\u0647\u0632\u06cc\u0646\u0647 \u0648 \u0632\u0645\u0627\u0646\u200c\u0628\u0631 \u0647\u0633\u062a\u0646\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062d\u06cc\u0627\u062a\u06cc\u200c\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 \u0622\u0646 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":13409,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-13408","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/13408","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=13408"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/13408\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/13409"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=13408"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=13408"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=13408"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}