{"id":53185,"date":"2021-01-01T12:00:59","date_gmt":"2021-01-01T12:00:59","guid":{"rendered":"https:\/\/informaticsjournal.net\/?p=53185"},"modified":"2026-10-28T05:53:06","modified_gmt":"2026-10-28T05:53:06","slug":"%d8%b9%d8%b4%d8%b1-%d9%82%d9%88%d8%a7%d8%b9%d8%af-%d8%a8%d8%b3%d9%8a%d8%b7%d8%a9-%d9%84%d9%83%d8%aa%d8%a7%d8%a8%d8%a9-%d9%88%d8%b1%d9%82%d8%a9-%d8%b9%d9%84%d9%85%d9%8a%d8%a9-%d8%b9%d9%86-%d8%a8%d8%b1","status":"publish","type":"post","link":"https:\/\/informaticsjournal.net\/?p=53185","title":{"rendered":"\u0639\u0634\u0631 \u0642\u0648\u0627\u0639\u062f \u0628\u0633\u064a\u0637\u0629 \u0644\u0643\u062a\u0627\u0628\u0629 \u0648\u0631\u0642\u0629 \u0639\u0644\u0645\u064a\u0629 \u0639\u0646 \u0628\u0631\u0645\u062c\u064a\u0629 \u0628\u062d\u062b\u064a\u0629"},"content":{"rendered":"
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\u0645\u0642\u062f\u0645\u0629:<\/strong><\/h2>\n

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\u0648\u062b\u0645\u0629 \u0623\u0633\u0627\u0633\u064b\u0627 \u0646\u0648\u0639\u0627\u0646 \u0645\u0646 \u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a: (1) \u0623\u0648\u0631\u0627\u0642 \u0645\u0633\u062a\u0642\u0644\u0629 \u062a\u0635\u0641 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u062d\u062f\u0647\u0627\u060c \u0648\u062a\u0643\u0648\u0646 \u0639\u0627\u062f\u0629\u064b \u0628\u0635\u064a\u063a\u0629 \u0623\u0642\u0635\u0631 \u0645\u0646 \u0627\u0644\u0645\u0642\u0627\u0644 \u0627\u0644\u0645\u0643\u062a\u0648\u0628 \u0639\u0646 \u062f\u0631\u0627\u0633\u0629 \u0628\u062d\u062b\u064a\u0629 \u062a\u0642\u0644\u064a\u062f\u064a\u0629\u061b \u0648(2) \u0645\u0642\u0627\u0644 (\u0623\u0643\u062b\u0631 \u062a\u0642\u0644\u064a\u062f\u064a\u0629) \u064a\u0635\u0641 \u0633\u0624\u0627\u0644\u064b\u0627 \u0628\u062d\u062b\u064a\u064b\u0627 \u0623\u0635\u064a\u0644\u064b\u0627 \u064a\u062a\u0636\u0645\u0646 \u062a\u0637\u0648\u064a\u0631 \u0628\u0631\u0645\u062c\u064a\u0629 \u062c\u062f\u064a\u062f\u0629 \u0628\u0648\u0635\u0641\u0647 \u0623\u062d\u062f \u0645\u0643\u0648\u0646\u0627\u062a\u0647 \u0627\u0644\u062d\u0627\u0633\u0645\u0629. \u0648\u0645\u0646 \u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0623\u0648\u0644 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u0648\u0635\u0641\u062a (Biopython)<\/bdi> [3] \u0648(scikit-learn)<\/bdi> [4] \u0648(SAMtools)<\/bdi> [5]. \u0648\u0645\u0646 \u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u062b\u0627\u0646\u064a \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u062a\u064a \u0642\u062f\u0651\u0645\u062a \u062a\u062d\u0644\u064a\u0644 \u0625\u062b\u0631\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u062c\u064a\u0646\u0627\u062a (Gene Set Enrichment Analysis)<\/bdi> [6]\u060c \u0648\u0623\u062f\u0648\u0627\u062a \u062e\u0631\u064a\u0637\u0629 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u064a\u0629 (Connectivity Map)<\/bdi> [7]\u060c \u0648(VIPER)<\/bdi> [8]. \u0648\u0645\u0639 \u0623\u0646 \u0647\u0630\u064a\u0646 \u0627\u0644\u062e\u064a\u0627\u0631\u064a\u0646 \u064a\u064f\u0646\u062a\u062c\u0627\u0646 \u0623\u0633\u0644\u0648\u0628\u064a\u0646 \u0645\u062e\u062a\u0644\u0641\u064a\u0646 \u062c\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u0623\u0648\u0631\u0627\u0642\u060c \u0641\u0625\u0646 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0627\u0644\u0639\u0634\u0631 \u0627\u0644\u0645\u0639\u0631\u0648\u0636\u0629 \u0623\u062f\u0646\u0627\u0647 \u062a\u0646\u0637\u0628\u0642 \u0625\u0644\u0649 \u062d\u062f \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0643\u0644\u064a\u0647\u0645\u0627.<\/p>\n

\u0627\u0644\u0642\u0627\u0639\u062f\u0629 1: \u0627\u0642\u0631\u0623 \u0623\u0648\u0631\u0627\u0642 \u00ab\u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0627\u0644\u0639\u0634\u0631\u00bb \u0627\u0644\u0623\u062e\u0631\u0649 \u0639\u0646 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0634\u064a\u0641\u0631\u0629:<\/strong><\/h2>\n

\u0644\u0643\u064a \u062a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0648\u0631\u0642\u0629 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u062c\u064a\u062f\u0629\u060c \u062a\u062d\u062a\u0627\u062c \u0623\u0648\u0644\u064b\u0627 \u0625\u0644\u0649 \u0628\u0631\u0645\u062c\u064a\u0629 \u062c\u064a\u062f\u0629. \u0648\u062a\u0646\u0637\u0628\u0642 \u0647\u0646\u0627 \u062c\u0645\u064a\u0639 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0623\u062e\u0631\u0649 \u0644\u0643\u062a\u0627\u0628\u0629 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0639\u0644\u0645\u064a\u0629 \u0631\u0627\u0626\u0639\u0629\u060c \u0648\u0644\u0627 \u0633\u064a\u0645\u0627 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0648\u0644\u062a\u0647\u0627 \u0645\u0642\u0627\u0644\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0646 \u0633\u0644\u0633\u0644\u0629 \u00ab\u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0627\u0644\u0639\u0634\u0631\u00bb. \u0641\u0643\u0644 \u0628\u0631\u0645\u062c\u064a\u0629 \u0639\u0644\u0645\u064a\u0629 \u0645\u0624\u062b\u0631\u0629 \u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u062a\u0633\u0639\u0649 \u0625\u0644\u0649 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u062a\u064a\u0646\u0629 [9]\u060c \u0648\u0645\u0648\u062b\u0642\u0629 \u062c\u064a\u062f\u064b\u0627 [10]\u060c \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 [11]\u060c \u0648\u0645\u064f\u062f\u0627\u0631\u0629 \u0641\u064a \u0646\u0638\u0627\u0645 \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a (version control)<\/bdi> [12]. \u0648\u0645\u0632\u0627\u064a\u0627 \u062c\u0639\u0644 \u0628\u0631\u0645\u062c\u064a\u062a\u0643 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 (\u0628\u0634\u0631\u0648\u0637 \u062a\u0631\u062e\u064a\u0635 \u0634\u0641\u0627\u0641\u0629) \u0648\u0627\u0633\u062a\u0636\u0627\u0641\u062a\u0647\u0627 \u0641\u064a \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0639\u0627\u0645\u0629 \u0645\u0639\u062a\u0631\u0641 \u0628\u0647\u0627 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0645\u0639\u0631\u0648\u0641\u0629 \u062c\u064a\u062f\u064b\u0627 [13]\u060c \u0648\u064a\u0646\u0628\u063a\u064a \u0627\u062a\u0628\u0627\u0639 \u0647\u0630\u0647 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0628\u0627\u0646\u062a\u0638\u0627\u0645 \u0645\u0627 \u0644\u0645 \u064a\u0643\u0646 \u0647\u0646\u0627\u0643 \u0633\u0628\u0628 \u0642\u0627\u0647\u0631 \u064a\u062d\u0648\u0644 \u062f\u0648\u0646 \u0630\u0644\u0643. \u0648\u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0648\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629\u060c \u0648\u064a\u064f\u0641\u0636\u064e\u0651\u0644 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u0648\u0635\u0648\u0641\u0629 \u062c\u064a\u062f\u064b\u0627 \u0645\u0646 \u0642\u0628\u0644 [14,15].<\/p>\n

\u0627\u0644\u0642\u0627\u0639\u062f\u0629 2: \u0627\u0639\u0631\u0641 \u0623\u0646\u0633\u0628 \u0623\u0648\u0639\u064a\u0629 \u0627\u0644\u0646\u0634\u0631 \u0648\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u0642\u062f\u064e\u0651\u0645\u0629:<\/strong><\/h2>\n

\u0643\u062b\u064a\u0631\u064b\u0627 \u0645\u0627 \u062a\u062e\u0635\u0635 \u0627\u0644\u062f\u0648\u0631\u064a\u0627\u062a \u0648\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0645\u0624\u062a\u0645\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0645\u0646 \u0627\u0644\u0628\u062d\u062b \u0623\u0646\u0648\u0627\u0639\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0645\u0643\u0631\u0633\u0629 \u062a\u062d\u062f\u064a\u062f\u064b\u0627 \u0644\u0648\u0635\u0641 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0623\u0648 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629\u060c \u0648\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0623\u0648\u0639\u064a\u0629 \u0631\u0627\u0626\u0639\u0629 \u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0628\u0633\u0631\u0639\u0629 \u0648\u0625\u064a\u062c\u0627\u0632\u060c \u0648\u0644\u062c\u0645\u0647\u0648\u0631 \u064a\u064f\u0641\u062a\u0631\u0636 \u0641\u064a\u0647 \u0645\u0633\u062a\u0648\u0649 \u0645\u0639\u064a\u0646 \u0645\u0646 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629. \u0648\u0645\u0646 \u0627\u0644\u062c\u064a\u062f \u0623\u0646 \u062a\u0641\u0643\u0631 \u0645\u0628\u0643\u0631\u064b\u0627 \u0648\u0623\u0646 \u062a\u0639\u064a\u062f \u0627\u0644\u0646\u0638\u0631 \u0643\u062b\u064a\u0631\u064b\u0627 \u0639\u0646\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u062f\u0648\u0631\u064a\u0629 \u0623\u0648 \u0645\u0624\u062a\u0645\u0631 \u0628\u0639\u064a\u0646\u0647. \u0648\u0627\u062d\u0631\u0635 \u0639\u0644\u0649 \u0625\u064a\u0644\u0627\u0621 \u0639\u0646\u0627\u064a\u0629 \u062e\u0627\u0635\u0629 \u0644\u0623\u064a \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u063a\u064a\u0631 \u0645\u0639\u062a\u0627\u062f\u0629 \u062a\u0641\u0631\u0636\u0647\u0627 \u0627\u0644\u062f\u0648\u0631\u064a\u0627\u062a\u061b \u0641\u0628\u0639\u0636\u0647\u0627 \u064a\u0634\u062a\u0631\u0637 \u0623\u0646 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 (\u0623\u064a \u063a\u064a\u0631 \u0645\u064f\u0635\u0637\u0646\u064e\u0639\u0629) [16]\u060c \u0648\u0628\u0639\u0636\u0647\u0627 \u0644\u062f\u064a\u0647 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0625\u0628\u0644\u0627\u063a \u0623\u0648 \u0628\u0625\u064a\u062f\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a [17]\u060c \u0648\u0639\u0644\u064a\u0643 \u062f\u0627\u0626\u0645\u064b\u0627 \u0623\u0646 \u062a\u0646\u0638\u0631 \u0641\u064a\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0628\u0631\u0645\u062c\u064a\u062a\u0643 (\u0648\u0623\u0633\u0644\u0648\u0628 \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0630\u064a \u062a\u0631\u064a\u062f\u0647) \u062a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0628\u064a\u0627\u0646 \u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u062f\u0648\u0631\u064a\u0629 \u0623\u0648 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639 \u0623\u0648 \u0623\u0647\u062f\u0627\u0641\u0647. \u0648\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0646\u0642\u0627\u0634\u0627\u062a \u0645\u0639 \u0627\u0644\u0645\u0631\u0634\u062f\u064a\u0646 \u0648\u0627\u0644\u0645\u062a\u0639\u0627\u0648\u0646\u064a\u0646 \u0648\u0627\u0644\u0632\u0645\u0644\u0627\u0621 \u0627\u0644\u0622\u062e\u0631\u064a\u0646 \u0645\u0641\u064a\u062f\u0629 \u062c\u062f\u064b\u0627 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0633\u064a\u0627\u0642\u061b \u0641\u0646\u062c\u0627\u062d\u0627\u062a\u0647\u0645 \u0648\u0625\u062e\u0641\u0627\u0642\u0627\u062a\u0647\u0645 \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0642\u062f \u062a\u064f\u062c\u0646\u0651\u0628\u0643 \u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u062a\u0642\u062f\u064a\u0645 \u0648\u0631\u0642\u062a\u0643 \u0625\u0644\u0649 \u062f\u0648\u0631\u064a\u0629 \u063a\u064a\u0631 \u0645\u0644\u0627\u0626\u0645\u0629 (\u0648\u0643\u0644 \u0645\u0627 \u064a\u0635\u0627\u062d\u0628 \u0630\u0644\u0643 \u0645\u0646 \u0645\u062a\u0627\u0639\u0628). \u0648\u0645\u0646 \u0623\u0645\u062b\u0644\u0629 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0648\u0627\u0644\u062f\u0648\u0631\u064a\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a: \u062f\u0648\u0631\u064a\u0629 (Bioinformatics)<\/bdi> (\u0646\u0648\u0639 \u0627\u0644\u0645\u0642\u0627\u0644: \u00ab(original papers)<\/bdi>\u00bb \u0623\u0648 \u00ab(application notes)<\/bdi>\u00bb)\u060c \u0648\u00ab(Database issue)<\/bdi>\u00bb \u0648\u00ab(Web Server issue)<\/bdi>\u00bb \u0627\u0644\u0633\u0646\u0648\u064a\u0627\u0646 \u0641\u064a \u062f\u0648\u0631\u064a\u0629 (Nucleic Acids Research)<\/bdi>\u060c \u0648\u00ab(software articles)<\/bdi>\u00bb \u0641\u064a (PLOS Computational Biology)<\/bdi>.<\/p>\n

\u0627\u0644\u0642\u0627\u0639\u062f\u0629 3: \u0627\u0646\u0634\u0631 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0644\u0627 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646:<\/strong><\/h2>\n

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\u0627\u0644\u062e\u0628\u0631\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629\u060c \u0641\u0639\u0644\u064a\u0643 \u0623\u0646 \u062a\u0642\u0644\u0644 \u0628\u0641\u0627\u0639\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u0631\u0637\u0627\u0646\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0648\u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062a\u0642\u0646\u064a\u0629. \u0648\u064a\u0645\u0643\u0646 \u0625\u0636\u0627\u0641\u0629 \u0647\u0630\u0647 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0628\u0648\u0635\u0641\u0647\u0627 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0643\u0645\u064a\u0644\u064a\u0629\u060c \u0623\u0648 \u0646\u0634\u0631\u0647\u0627 \u0645\u0646\u0641\u0635\u0644\u0629\u064b \u0628\u0648\u0635\u0641\u0647\u0627 \u0645\u0642\u0627\u0644\u064b\u0627 \u063a\u064a\u0631 \u062a\u0642\u0644\u064a\u062f\u064a (\u0645\u062b\u0644\u064b\u0627 \u0639\u0628\u0631 (Zenodo)<\/bdi> \u0623\u0648 (F1000)<\/bdi> \u0623\u0648 \u0645\u0627 \u0634\u0627\u0628\u0647\u0647\u0645\u0627)\u060c \u0623\u0648 \u062d\u062a\u0649 \u0646\u0642\u0644\u0647\u0627 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0625\u0644\u0649 \u0627\u0644\u062a\u0648\u062b\u064a\u0642 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a (\u0627\u0646\u0638\u0631 \u0627\u0644\u0642\u0627\u0639\u062f\u0629 6).<\/p>\n

\u0648\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0627\u0644\u062c\u064a\u062f\u0629 \u0639\u0644\u0649 \u0623\u0648\u0631\u0627\u0642 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0646\u064f\u0634\u0631\u062a \u0641\u064a \u062f\u0648\u0631\u064a\u0627\u062a \u063a\u064a\u0631 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0643\u062b\u064a\u0631\u0629. \u0641\u0643\u062b\u064a\u0631 \u0645\u0646 \u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u0642\u062f\u064a\u0645\u0629 \u0646\u064f\u0634\u0631\u062a \u0641\u064a \u062f\u0648\u0631\u064a\u0627\u062a \u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a\u060c \u0644\u0623\u0646 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u0623\u062f\u062a \u0644\u0627\u062d\u0642\u064b\u0627 \u0625\u0644\u0649 \u0638\u0647\u0648\u0631 \u0627\u0644\u062f\u0648\u0631\u064a\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a \u0643\u0627\u0646\u062a \u0644\u0627 \u062a\u0632\u0627\u0644 \u0646\u0627\u0634\u0626\u0629. \u0648\u064a\u0645\u0643\u0646 \u0645\u0644\u0627\u062d\u0638\u0629 \u0630\u0644\u0643\u060c \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0641\u064a \u0639\u0644\u0645 \u062a\u0637\u0648\u0631 \u0627\u0644\u0633\u0644\u0627\u0644\u0627\u062a \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a (computational phylogenetics)<\/bdi> \u0648\u0639\u0644\u0645 \u0627\u0644\u062a\u0641\u0631\u0639 \u0627\u0644\u062d\u064a\u0648\u064a (cladistics)<\/bdi>\u060c \u0648\u0647\u0648 \u0645\u062c\u0627\u0644 \u0628\u062f\u0623 \u0645\u0646\u0630 \u0633\u0628\u0639\u064a\u0646\u064a\u0627\u062a \u0627\u0644\u0642\u0631\u0646 \u0627\u0644\u0639\u0634\u0631\u064a\u0646 [18,19]. \u0648\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0623\u062d\u062f\u062b \u0639\u0644\u0649 \u0623\u0648\u0631\u0627\u0642 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062b\u0631 \u0641\u064a \u062f\u0648\u0631\u064a\u0627\u062a \u0645\u062a\u062e\u0635\u0635\u0629 \u0643\u062b\u064a\u0631\u0629 \u0623\u064a\u0636\u064b\u0627\u060c \u0645\u062b\u0644 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u062a\u064a \u0642\u062f\u0651\u0645\u062a (PLINK)<\/bdi> [20] \u0648(Circos)<\/bdi> [21].<\/p>\n

\u0627\u0644\u0642\u0627\u0639\u062f\u0629 4: \u0636\u0639 \u062e\u0637\u0629 \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629:<\/strong><\/h2>\n

\u0641\u064a \u0627\u0644\u0623\u0648\u0633\u0627\u0637 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u062a\u062a\u063a\u064a\u0631 \u0627\u0644\u0627\u0646\u062a\u0645\u0627\u0621\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629 \u0648\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0648\u0627\u0644\u0628\u0646\u0649 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0643\u062b\u064a\u0631\u064b\u0627. \u0648\u0644\u0630\u0644\u0643 \u064a\u062a\u062d\u0645\u0644 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0642\u062f\u0631\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u0633\u0624\u0648\u0644\u064a\u0629 \u0639\u0646 \u0625\u0628\u0642\u0627\u0621 \u0645\u0646\u062a\u062c\u0627\u062a \u0628\u062d\u062b\u0646\u0627 \u0645\u062a\u0627\u062d\u0629 \u0644\u0628\u0642\u064a\u0629 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u0639\u0644\u0645\u064a \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u063a\u064a\u0631 \u0627\u0644\u0623\u0645\u0648\u0631. \u0648\u0639\u0646\u062f\u0645\u0627 \u062a\u064f\u0635\u062f\u0631 \u0628\u0631\u0645\u062c\u064a\u0629 \u062c\u062f\u064a\u062f\u0629 \u0623\u0648 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0634\u064a\u0641\u0631\u0627\u062a\u060c \u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u062a\u0636\u0639 \u0625\u0631\u0634\u0627\u062f\u0627\u062a \u062a\u0633\u0627\u0639\u062f \u0639\u0644\u0649 \u0636\u0645\u0627\u0646 \u0627\u0633\u062a\u0645\u0631\u0627\u0631\u0647\u0627\u060c \u0648\u0625\u0644\u0627 \u0641\u0625\u0646 \u0623\u0648\u0631\u0627\u0642\u0643\u060c \u0648\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0622\u062e\u0631\u064a\u0646 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0633\u062a\u062a\u0623\u062b\u0631 \u0633\u0644\u0628\u064b\u0627. \u0648\u062a\u0634\u0643\u0651\u0644 \u0647\u0630\u0647 \u0627\u0644\u0625\u0631\u0634\u0627\u062f\u0627\u062a \u0645\u0627 \u064a\u0645\u0643\u0646 \u0639\u062f\u0651\u0647 \u00ab\u062e\u0637\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u00bb (software management plan)<\/bdi> [22,23]. \u0648\u0644\u0625\u0639\u062f\u0627\u062f \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0629\u060c \u0642\u062f \u064a\u0643\u0648\u0646 \u0645\u0646 \u0627\u0644\u0645\u0641\u064a\u062f \u0623\u0646 \u062a\u0637\u0631\u062d \u0639\u0644\u0649 \u0646\u0641\u0633\u0643 \u0648\u0639\u0644\u0649 \u0627\u0644\u0645\u0624\u0644\u0641\u064a\u0646 \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n

    \n
  • \u0645\u0646 \u0627\u0644\u0645\u0633\u0624\u0648\u0644 \u0639\u0646 \u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u0633\u062a\u0642\u0628\u0644\u064b\u0627 \u0625\u0630\u0627 \u062a\u063a\u064a\u0631\u062a \u0627\u0644\u0627\u0646\u062a\u0645\u0627\u0621\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629\u061f \u0627\u0644\u0645\u0624\u0644\u0641 \u0627\u0644\u0623\u0648\u0644 \u0644\u0644\u0648\u0631\u0642\u0629\u060c \u0623\u0645 \u0627\u0644\u0628\u0627\u062d\u062b \u0627\u0644\u0631\u0626\u064a\u0633 (principal investigator \u2013 PI)<\/bdi> \u0641\u064a \u0627\u0644\u0645\u062e\u062a\u0628\u0631\u060c \u0623\u0645 \u0634\u062e\u0635 \u0622\u062e\u0631\u061f<\/li>\n
  • \u0645\u0627 \u062a\u0643\u0644\u0641\u0629 (\u0625\u0646 \u0648\u062c\u062f\u062a) \u0625\u0628\u0642\u0627\u0621 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0623\u064a \u0645\u0648\u0627\u0631\u062f \u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0647\u0627 \u2013 \u0643\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u064a\u0628\u060c \u0648\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs)<\/bdi>\u060c \u0648\u063a\u064a\u0631\u0647\u0627 \u2013 \u0645\u062a\u0627\u062d\u0629 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u061f \u0648\u0645\u0627 \u0645\u0635\u062f\u0631 \u0627\u0644\u062a\u0645\u0648\u064a\u0644\u061f \u0648\u0643\u064a\u0641 \u0633\u062a\u064f\u0645\u0648\u064e\u0651\u0644 \u0625\u0630\u0627 \u0646\u0641\u062f \u0647\u0630\u0627 \u0627\u0644\u0645\u0635\u062f\u0631\u061f<\/li>\n
  • \u0645\u0646 \u064a\u0645\u0644\u0643 \u0627\u0644\u0645\u0644\u0643\u064a\u0629 \u0627\u0644\u0641\u0643\u0631\u064a\u0629 (IP)<\/bdi> \u0627\u0644\u062a\u064a \u062a\u0642\u0648\u0645 \u0639\u0644\u064a\u0647\u0627 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u061f \u0643\u062b\u064a\u0631\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0629 \u0623\u0648 \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u062a\u064a \u064a\u0639\u0645\u0644 \u0641\u064a\u0647\u0627 \u0627\u0644\u0628\u0627\u062d\u062b \u0627\u0644\u0631\u0626\u064a\u0633 \u0644\u0644\u0648\u0631\u0642\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u0642\u062f \u062a\u0643\u0648\u0646 \u062c\u0647\u0629 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0648\u0642\u062f \u064a\u0624\u062b\u0631 \u0630\u0644\u0643 \u0641\u064a \u0643\u064a\u0641\u064a\u0629 \u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644. \u0648\u0641\u0636\u0644\u064b\u0627 \u0639\u0646 \u0630\u0644\u0643\u060c \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0645\u0639\u0631\u0641\u0629 \u0643\u064a\u0641 \u0633\u062a\u0624\u062b\u0631 \u0627\u0644\u062c\u0647\u0629 \u0627\u0644\u0645\u0627\u0644\u0643\u0629 \u0644\u0644\u062d\u0642\u0648\u0642 \u0627\u0644\u0641\u0643\u0631\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0631\u062e\u064a\u0635 [24]. \u0648\u0628\u0648\u062c\u0647 \u0639\u0627\u0645\u060c \u0645\u0646 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u062c\u064a\u062f\u0629 \u0627\u0639\u062a\u0645\u0627\u062f \u0623\u0643\u062b\u0631 \u0627\u0644\u062a\u0631\u0627\u062e\u064a\u0635 \u062a\u0633\u0627\u0647\u0644\u064b\u0627 \u0645\u0645\u0627 \u0644\u0627 \u064a\u062e\u0627\u0644\u0641 \u0633\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u0645\u0644\u0643\u064a\u0629 \u0623\u0648 \u0633\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0648 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629.<\/li>\n
  • \u0647\u0644 \u0633\u062a\u064f\u0642\u062f\u064e\u0651\u0645 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0648\u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0644\u0644\u0623\u062e\u0637\u0627\u0621\u061f \u0648\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0643\u0628\u064a\u0631\u0629\u060c \u0641\u0647\u0644 \u0633\u062a\u064f\u0646\u0634\u0631 \u0623\u0648\u0631\u0627\u0642 \u0645\u062a\u0627\u0628\u0639\u0629 (\u0627\u0646\u0638\u0631 \u0627\u0644\u0642\u0627\u0639\u062f\u0629 9)\u061f \u0648\u0647\u0644 \u062b\u0645\u0629 \u0623\u0646\u0634\u0637\u0629 \u0635\u064a\u0627\u0646\u0629 \u062f\u0648\u0631\u064a\u0629 \u0644\u0627\u0632\u0645\u0629\u060c \u0648\u0625\u0646 \u0648\u062c\u062f\u062a \u0641\u0645\u0646 \u0633\u064a\u0624\u062f\u064a\u0647\u0627\u061f<\/li>\n
  • \u0645\u0627\u0630\u0627 \u0633\u064a\u062d\u062f\u062b \u0644\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0625\u0630\u0627 \u0644\u0645 \u062a\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0623\u062e\u0631\u0649 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647\u0627 \u0645\u062a\u0627\u062d\u0629\u061f<\/li>\n
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    \u0627\u0644\u0642\u0627\u0639\u062f\u0629 6: \u0645\u064a\u0651\u0632 \u0628\u0648\u0636\u0648\u062d \u0628\u064a\u0646 \u062a\u0648\u062b\u064a\u0642 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0648\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0628\u062d\u062b:<\/strong><\/h2>\n

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    \u0627\u0644\u0642\u0627\u0639\u062f\u0629 7: \u0648\u0627\u0643\u0650\u0628 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0648\u0623\u0641\u0636\u0644 \u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0634\u064a\u0641\u0631\u0629:<\/strong><\/h2>\n

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      \n
    • \u0627\u0633\u062a\u062e\u062f\u0645 \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u062d\u0638\u0649 \u0628\u0635\u064a\u0627\u0646\u0629 \u062c\u064a\u062f\u0629 \u0648\u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0639\u0638\u0645 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629.<\/li>\n
    • \u0627\u0646\u0634\u0631 \u0628\u0631\u0645\u062c\u064a\u062a\u0643 \u0641\u064a \u0641\u0647\u0631\u0633 \u062d\u0632\u0645 \u0648\u0627\u062d\u062f \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 \u0628\u062d\u064a\u062b \u064a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u062a\u062b\u0628\u064a\u062a\u0647\u0627 \u0628\u0623\u0645\u0631 \u0648\u0627\u062d\u062f. \u0648\u064a\u0645\u0643\u0646 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u062f\u0645\u0629 \u0644\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 (continuous integration \u2013 CI)<\/bdi> \u0623\u062a\u0645\u062a\u0629 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u0628\u0634\u0631\u064a [31].<\/li>\n
    • \u0648\u0628\u0627\u0644\u0645\u062b\u0644\u060c \u0648\u0632\u0651\u0639 \u0628\u0631\u0645\u062c\u064a\u062a\u0643\u060c \u0625\u0646 \u0623\u0645\u0643\u0646\u060c \u0628\u0648\u0635\u0641\u0647\u0627 \u0634\u064a\u0641\u0631\u0629 \u0645\u0635\u062f\u0631\u064a\u0629 \u063a\u064a\u0631 \u0645\u062d\u0632\u0651\u0645\u0629 \u0648\u0628\u0648\u0635\u0641\u0647\u0627 \u0625\u0635\u062f\u0627\u0631\u064b\u0627 \u0645\u062d\u0632\u0651\u0645\u064b\u0627 \u0623\u0648 \u0645\u062a\u0631\u062c\u0645\u064b\u0627 \u0625\u0644\u0649 \u0634\u064a\u0641\u0631\u0629 \u062a\u0646\u0641\u064a\u0630\u064a\u0629 \u0645\u0639\u064b\u0627.<\/li>\n
    • \u0648\u0643\u0645\u0627 \u0630\u064f\u0643\u0631 \u0633\u0627\u0628\u0642\u064b\u0627\u060c \u0642\u062f\u0651\u0645 \u062a\u0648\u062b\u064a\u0642\u064b\u0627 \u0645\u0641\u0635\u0644\u064b\u0627 \u0648\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/li>\n
    • \u0648\u0625\u0646 \u0623\u0645\u0643\u0646\u060c \u0648\u0641\u0651\u0631 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0633\u0628\u0644\u064b\u0627 \u0644\u0644\u0625\u0633\u0647\u0627\u0645 \u0641\u064a \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u060c \u0648\u0644\u0627 \u0633\u064a\u0645\u0627 \u0641\u064a \u0625\u0635\u0644\u0627\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629.<\/li>\n<\/ul>\n

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      \u0627\u0644\u0642\u0627\u0639\u062f\u0629 8: \u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u0627\u0644\u0627\u062a\u0633\u0627\u0642 \u0628\u064a\u0646 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0648\u0627\u0644\u062a\u0648\u062b\u064a\u0642 \u0648\u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0648\u0627\u0644\u0623\u0648\u0631\u0627\u0642:<\/strong><\/h2>\n

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      \u0623\u0648\u0644\u064b\u0627\u060c \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0644\u0627 \u064a\u0636\u0631. \u0641\u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0645\u0648\u0642\u0639 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u062a\u0639\u0631\u064a\u0641\u064a \u0631\u0626\u064a\u0633 \u0644\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0641\u0623\u062f\u0631\u062c \u0631\u0627\u0628\u0637\u064b\u0627 \u0625\u0644\u064a\u0647 \u0641\u064a \u0627\u0644\u0648\u0631\u0642\u0629\u060c \u0648\u0643\u0630\u0644\u0643 \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639 \u0627\u0644\u0645\u0635\u062f\u0631\u064a\u060c \u0648\u0641\u064a \u0627\u0644\u062a\u0648\u062b\u064a\u0642\u060c \u0648\u0639\u0644\u0649 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u062e\u062a\u0628\u0631 \u0648\u0627\u0644\u0645\u0624\u0633\u0633\u0629. \u0648\u0627\u0633\u062a\u0641\u062f \u0645\u0646 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0644\u0644\u062a\u0631\u0648\u064a\u062c \u0644\u0639\u0645\u0644\u0643\u060c \u0648\u0634\u062c\u0651\u0639 \u0627\u0644\u0645\u0624\u0644\u0641\u064a\u0646 \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0639\u0644\u0649 \u0641\u0639\u0644 \u0627\u0644\u0634\u064a\u0621 \u0646\u0641\u0633\u0647 [35]. \u0648\u0645\u0646 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u062b\u0631 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0644\u0644\u0645\u0642\u0627\u0644 \u0645\u0624\u0634\u0631 \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 (Altmetric Attention Score)<\/bdi> [36]\u060c \u0627\u0644\u0630\u064a \u064a\u0631\u0635\u062f \u0645\u0638\u0627\u0647\u0631 \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645\u060c \u0645\u062b\u0644 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0641\u064a \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0648\u0627\u0644\u062a\u063a\u0637\u064a\u0629 \u0627\u0644\u0625\u062e\u0628\u0627\u0631\u064a\u0629\u060c \u0648\u0627\u0644\u062d\u0636\u0648\u0631 \u0641\u064a \u0645\u0646\u0634\u0648\u0631\u0627\u062a \u0627\u0644\u0639\u0644\u0648\u0645 \u0627\u0644\u0645\u0628\u0633\u0637\u0629. \u0648\u062a\u062a\u064a\u062d \u0644\u0643 \u00ab\u0623\u064a\u0642\u0648\u0646\u0627\u062a \u0627\u0644\u0634\u0627\u0631\u0627\u062a\u00bb (badge icons)<\/bdi> (\u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0628\u0640\u00ab\u0627\u0644\u062f\u0631\u0648\u0639\u00bb (shields)<\/bdi>) \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0648\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0648\u0641\u0647\u0627\u0631\u0633 \u0627\u0644\u062d\u0632\u0645 \u062a\u0642\u062f\u064a\u0645 \u0631\u0648\u0627\u0628\u0637 \u063a\u0646\u064a\u0629 \u0625\u0644\u0649 \u0623\u062c\u0632\u0627\u0621 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0645\u0646\u0638\u0648\u0645\u0629 \u0628\u0631\u0645\u062c\u064a\u062a\u0643 (\u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0648\u0631\u0642\u0629 \u0646\u0641\u0633\u0647\u0627 \u0639\u0628\u0631 \u0645\u0639\u0631\u0651\u0641\u0627\u062a (DOI)<\/bdi>)\u060c \u0648\u0647\u064a \u0631\u0648\u0627\u0628\u0637 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u0648\u0643\u062b\u064a\u0641\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u062c\u0630\u0627\u0628\u0629 \u0628\u0635\u0631\u064a\u064b\u0627. \u0648\u0623\u062e\u064a\u0631\u064b\u0627\u060c \u064a\u0645\u0643\u0646 \u062a\u062d\u0633\u064a\u0646 \u0643\u0644 \u0645\u0646 \u0648\u0631\u0642\u0629 \u0628\u0631\u0645\u062c\u064a\u062a\u0643 \u0648\u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b\u060c \u0648\u0647\u0648 \u0645\u0627 \u0642\u062f \u064a\u0632\u064a\u062f \u0623\u062b\u0631\u0647\u0627 \u0627\u0644\u0639\u0644\u0645\u064a \u0632\u064a\u0627\u062f\u0629 \u0643\u0628\u064a\u0631\u0629 [37].<\/p>\n

      \u0648\u0643\u062b\u064a\u0631 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u064a\u0646\u0637\u0628\u0642 \u0641\u064a \u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0627\u0644\u0645\u0639\u0627\u0643\u0633 \u0623\u064a\u0636\u064b\u0627. \u0641\u0628\u0645\u062c\u0631\u062f \u0646\u0634\u0631 \u0648\u0631\u0642\u062a\u0643 (\u0648\u0642\u0628\u0644 \u0630\u0644\u0643\u060c \u0625\u0646 \u0623\u0635\u062f\u0631\u062a \u0646\u0633\u062e\u0629 \u0623\u0648\u0644\u064a\u0629 (preprint)<\/bdi>)\u060c \u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u062a\u0634\u064a\u0631 \u0645\u0648\u0627\u0642\u0639\u0643 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0648\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0644\u062f\u064a\u0643 \u0625\u0644\u0649 \u0627\u0644\u0648\u0631\u0642\u0629\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639\u0631\u0651\u0641 (DOI)<\/bdi> \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u0627 \u062d\u064a\u062b\u0645\u0627 \u0623\u0645\u0643\u0646. \u0648\u0645\u0646 \u0627\u0644\u0645\u0641\u064a\u062f \u0623\u064a\u0636\u064b\u0627 \u0623\u0646 \u062a\u0648\u062c\u0651\u0647 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0635\u0631\u0627\u062d\u0629\u064b \u0625\u0644\u0649 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0634\u0647\u0627\u062f \u0628\u0639\u0645\u0644\u0643\u060c \u0648\u0623\u0646 \u062a\u0642\u062f\u0645 \u0627\u0633\u062a\u0634\u0647\u0627\u062f\u0627\u062a \u0645\u0646\u0633\u0642\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0628\u0639\u062f\u0629 \u0623\u0633\u0627\u0644\u064a\u0628 \u0634\u0627\u0626\u0639\u0629 \u0623\u0648 \u0645\u0644\u0641\u0627\u062a (BibTeX\/EndNote)<\/bdi> \u0623\u0648 \u063a\u064a\u0631\u0647\u0627 \u064a\u0645\u0643\u0646 \u062a\u0635\u062f\u064a\u0631\u0647\u0627 \u0645\u0628\u0627\u0634\u0631\u0629 \u0625\u0644\u0649 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0627\u0633\u062a\u0634\u0647\u0627\u062f\u0627\u062a.<\/p>\n

      \u0627\u0644\u062e\u0627\u062a\u0645\u0629:<\/strong><\/h2>\n

      \u062a\u064f\u0639\u062f \u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0645\u0643\u0648\u0646\u064b\u0627 \u0645\u0647\u0645\u064b\u0627 \u0645\u0646 \u0645\u0643\u0648\u0646\u0627\u062a \u0645\u0646\u0638\u0648\u0645\u0629 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a\u060c \u0625\u0630 \u062a\u0641\u064a\u062f \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0643\u062b\u064a\u0631\u0629 \u0648\u0628\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0645\u062a\u0641\u0627\u0648\u062a\u0629 \u062c\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u062e\u0628\u0631\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629. \u0648\u0641\u0636\u0644\u064b\u0627 \u0639\u0646 \u0630\u0644\u0643\u060c \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0627\u062a \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 (\u0648\u0627\u0644\u0627\u0633\u062a\u0634\u0647\u0627\u062f\u0627\u062a \u0628\u0647\u0627) \u062d\u0627\u0644\u064a\u064b\u0627 \u0627\u0644\u0648\u0633\u064a\u0644\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u0629 \u0627\u0644\u062a\u064a \u064a\u062d\u0638\u0649 \u0628\u0647\u0627 \u0645\u0637\u0648\u0631\u0648 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u0639\u0644\u0645\u064a\u0629 \u0648\u0627\u0644\u0642\u0627\u0626\u0645\u0648\u0646 \u0639\u0644\u0649 \u0635\u064a\u0627\u0646\u062a\u0647\u0627 \u0628\u0627\u0644\u062a\u0642\u062f\u064a\u0631 \u0644\u0639\u0645\u0644\u0647\u0645 (\u0648\u0644\u062d\u0633\u0646 \u0627\u0644\u062d\u0638\u060c \u062a\u062c\u0631\u064a \u062d\u0627\u0644\u064a\u064b\u0627 \u062c\u0647\u0648\u062f \u0644\u062a\u063a\u064a\u064a\u0631 \u0630\u0644\u0643\u061b \u0641\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0628\u064a\u0651\u0646 \u0627\u0644\u0645\u0631\u062c\u0639\u0627\u0646 [38,39] \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0625\u0633\u0647\u0627\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0628\u0648\u0635\u0641\u0647\u0627 \u0623\u0639\u0645\u0627\u0644\u064b\u0627 \u0639\u0644\u0645\u064a\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0633\u062a\u0634\u0647\u0627\u062f \u0628\u0647\u0627 \u0645\u0628\u0627\u0634\u0631\u0629). \u0648\u0633\u064a\u0633\u0627\u0639\u062f \u0627\u062a\u0628\u0627\u0639 \u0647\u0630\u0647 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0627\u0644\u0639\u0634\u0631 \u0639\u0644\u0649 \u0636\u0645\u0627\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0623\u0648\u0631\u0627\u0642 \u0628\u0631\u0645\u062c\u064a\u0627\u062a\u0643 \u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u0631\u0635\u064a\u0646\u0629 \u0639\u0644\u0645\u064a\u064b\u0627\u060c \u0648\u0645\u0642\u0627\u0648\u0645\u0629 \u0644\u0644\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0642\u0646\u064a\u0629.<\/p>\n

      \u0627\u0644\u0645\u0631\u0627\u062c\u0639:<\/strong><\/h2>\n
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        \u0645\u0642\u062f\u0645\u0629: \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u0639\u0644\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0639\u0642\u0648\u062f \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u0633\u0645\u0629 \u062d\u0627\u0633\u0645\u0629 \u0641\u064a \u062c\u0645\u064a\u0639 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0628\u062d\u062b\u064a \u062a\u0642\u0631\u064a\u0628\u064b\u0627 [1]. \u0648\u0644\u0630\u0644\u0643 \u064a\u062a\u062d\u0645\u0644 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0648\u0646 \u0648\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u064a\u0648\u0646 \u0645\u0633\u0624\u0648\u0644\u064a\u0629 \u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0648\u0646\u0634\u0631\u0647\u0627 \u0628\u0627\u0644\u0642\u062f\u0631 \u0646\u0641\u0633\u0647 \u0645\u0646 \u0627\u0644\u0635\u0631\u0627\u0645\u0629 \u0627\u0644\u0639\u0644\u0645\u064a\u0629 \u0627\u0644\u0630\u064a \u064a\u064f\u062a\u064e\u0651\u0628\u0639\u2026<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[641,619,642],"tags":[2402,2231,2044,2404,2403],"class_list":["post-53185","post","type-post","status-publish","format-standard","hentry","category-technology-digital-transformation","category-issue-73","category-publishing-open-access","tag-2402","tag-2231","tag-2044","tag-2404","tag-2403"],"_links":{"self":[{"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=\/wp\/v2\/posts\/53185","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=53185"}],"version-history":[{"count":7,"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=\/wp\/v2\/posts\/53185\/revisions"}],"predecessor-version":[{"id":56057,"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=\/wp\/v2\/posts\/53185\/revisions\/56057"}],"wp:attachment":[{"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=53185"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=53185"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=53185"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}