{"id":2986,"date":"2019-03-15T14:59:00","date_gmt":"2019-03-15T14:59:00","guid":{"rendered":"https:\/\/blog.kolabtree.com\/?p=2986"},"modified":"2023-02-15T11:47:02","modified_gmt":"2023-02-15T11:47:02","slug":"applications-of-machine-learning-in-biology","status":"publish","type":"post","link":"https:\/\/www.kolabtree.com\/blog\/ja\/applications-of-machine-learning-in-biology\/","title":{"rendered":"\u751f\u7269\u5b66\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u5fdc\u7528"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_45_1 counter-flat ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">table of contents<\/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\" area-label=\"ez-toc-toggle-icon-1\"><label for=\"item-69f1d9b7b2cf2\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;direction:ltr;\"><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\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/label><input  type=\"checkbox\" id=\"item-69f1d9b7b2cf2\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/applications-of-machine-learning-in-biology\/#What_is_machine_learning\" title=\"\u6a5f\u68b0\u5b66\u7fd2\u3068\u306f\uff1f\">\u6a5f\u68b0\u5b66\u7fd2\u3068\u306f\uff1f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/applications-of-machine-learning-in-biology\/#Applications_of_Machine_Learning_in_Biology\" title=\"\u751f\u7269\u5b66\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u5fdc\u7528\">\u751f\u7269\u5b66\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u5fdc\u7528<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/applications-of-machine-learning-in-biology\/#Machine_Learning_Tools_used_in_Biology\" title=\"\u751f\u7269\u5b66\u3067\u4f7f\u308f\u308c\u308b\u6a5f\u68b0\u5b66\u7fd2\u30c4\u30fc\u30eb\">\u751f\u7269\u5b66\u3067\u4f7f\u308f\u308c\u308b\u6a5f\u68b0\u5b66\u7fd2\u30c4\u30fc\u30eb<\/a><\/li><\/ul><\/nav><\/div>\n<p><strong>\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u304b\u3089\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u307e\u3067\u3001\u591a\u69d8\u306a\u5206\u91ce\u3067\u3044\u304f\u3064\u304b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002\u8a08\u7b97\u751f\u7269\u5b66\u8005\u3067\u3042\u308a\u3001Kolabtree\u306e\u30d5\u30ea\u30fc\u30e9\u30f3\u30b5\u30fc\u3067\u3082\u3042\u308bRagothanam Yennamalli\u535a\u58eb\u304c\u3001AI\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u691c\u8a3c\u3057 <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/machine-learning?utm_source=Blog&amp;utm_medium=Post&amp;campaign=MLBiology\">\u6a5f\u68b0\u5b66\u7fd2<\/a> \u751f\u7269\u5b66\u306b\u304a\u3051\u308b\u00a0<\/strong><\/p>\n<p>Machine Learning and <a href=\"https:\/\/www.kolabtree.com\/blog\/ja\/ensuring-reproducibility-in-ai-driven-research-how-freelance-experts-can-help-in-biotech-and-healthcare\/\">\u4eba\u5de5\u77e5\u80fd<\/a> &#8212; these technologies have stormed the world and have changed the way we work and live. Advances in these areas have led to many either praising it or decrying it. However, for a computational person like me, they are not new words. AI and ML, as they&#8217;re popularly called, have several applications and benefits across a wide range of industries. Most notably, they are revolutionizing the way biological research is performed, leading to new innovations across <a href=\"https:\/\/blog.kolabtree.com\/5-real-world-examples-of-ai-in-healthcare\/\">\u30d8\u30eb\u30b9\u30b1\u30a2<\/a> \u3084\u30d0\u30a4\u30aa\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_is_machine_learning\"><\/span>\u6a5f\u68b0\u5b66\u7fd2\u3068\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/blog.kolabtree.com\/understanding-scope-of-machine-learning-and-its-applications\/\">\u6a5f\u68b0\u5b66\u7fd2<\/a> \u3068\u7d71\u8a08\u5b66\u306f\u5bc6\u63a5\u306b\u7d50\u3073\u3064\u3044\u3066\u3044\u307e\u3059\u3002\u3068\u3044\u3046\u306e\u3082\u3001\u307b\u3068\u3093\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\u624b\u6cd5\u306f\u3001\u56de\u5e30\u5206\u6790\u306a\u3069\u306e\u7d71\u8a08\u5b66\u3092\u8d77\u6e90\u3068\u3057\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002 <strong>\u6a5f\u68b0\u5b66\u7fd2\u6cd5\u306e\u5fdc\u7528\u4f8b\u306f\u6570\u591a\u304f\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u305330\u5e74\u307b\u3069\u306e\u751f\u7269\u30c7\u30fc\u30bf\u3078\u306e\u5fdc\u7528\u306f\u3001\u907a\u4f1d\u5b50\u4e88\u6e2c\u3001\u6a5f\u80fd\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u30b7\u30b9\u30c6\u30e0\u30d0\u30a4\u30aa\u30ed\u30b8\u30fc\u3001\u30de\u30a4\u30af\u30ed\u30a2\u30ec\u30a4\u30c7\u30fc\u30bf\u89e3\u6790\u3001\u30d1\u30b9\u30a6\u30a7\u30a4\u89e3\u6790\u306a\u3069\u3067\u3059\u3002<\/strong><\/p>\n<p>\u30d1\u30bf\u30fc\u30f3\u3068\u306f\u3001\u6a5f\u68b0\u304c\u4e0e\u3048\u3089\u308c\u305f\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u7279\u5b9a\u3057\u3088\u3046\u3068\u3059\u308b\u3082\u306e\u3067\u3001\u305d\u308c\u3092\u4f7f\u3063\u3066\u5225\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4e2d\u304b\u3089\u540c\u69d8\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u7279\u5b9a\u3057\u3088\u3046\u3068\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0\u3084\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3068\u3088\u304f\u4f3c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3066\u30d1\u30bf\u30fc\u30f3\u3092\u7279\u5b9a\u3057\u3001\u305d\u308c\u306b\u5fdc\u3058\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u52d5\u4f5c\u3092\u5909\u66f4\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-5409\" src=\"https:\/\/blog.kolabtree.com\/wp-content\/uploads\/2019\/03\/online-2900303_640.jpg\" alt=\"\" width=\"350\" height=\"233\" srcset=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2019\/03\/online-2900303_640.jpg 640w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2019\/03\/online-2900303_640-300x200.jpg 300w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2019\/03\/online-2900303_640-300x200@2x.jpg 600w\" sizes=\"(max-width: 350px) 100vw, 350px\" \/><\/p>\n<p>\u79c1\u305f\u3061\u304c\u6a5f\u68b0\u5b66\u7fd2\u3084AI\u3092\u610f\u8b58\u3059\u308b\u306e\u306f\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u30b7\u30e7\u30c3\u30d4\u30f3\u30b0\u30c4\u30fc\u30eb\u3067\u3001\u8cfc\u5165\u3057\u305f\u5546\u54c1\u306b\u95a2\u9023\u3057\u305f\u304a\u52e7\u3081\u5546\u54c1\u304c\u63d0\u6848\u3055\u308c\u308b\u304b\u3089\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30f3\u304c\u6a5f\u68b0\u5b66\u7fd2\u306b\u57fa\u3065\u3044\u3066\u52d5\u4f5c\u3057\u3066\u3044\u308b\u305f\u3081\u306b\u8d77\u3053\u308a\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u30b9\u30d1\u30e0\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8105\u5a01\u306e\u691c\u51fa\u3001\u8a50\u6b3a\u306e\u691c\u51fa\u3001\u30cb\u30e5\u30fc\u30b9\u30d5\u30a3\u30fc\u30c9\u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u306a\u3069\u3001\u4ed6\u306e\u7528\u9014\u306b\u3082\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u5927\u304d\u304f\u5206\u3051\u3066\u300c\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u300d\u300c\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u300d\u300c\u5f37\u5316\u5b66\u7fd2\u300d\u306e3\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u76e3\u8996\u4e0b\u3067\u306e\u5b66\u7fd2\u3002 <\/strong>\u6559\u5e2b\u4ed8\u304d\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u306f\u3001\u5916\u90e8\u304b\u3089\u306e\u652f\u63f4\u304c\u5fc5\u8981\u3067\u3059\u3002\u5916\u90e8\u304b\u3089\u306e\u652f\u63f4\u306f\u3001\u901a\u5e38\u3001\u4eba\u9593\u306e\u5c02\u9580\u5bb6\u3092\u4ecb\u3057\u3066\u884c\u308f\u308c\u307e\u3059\u3002\u5c02\u9580\u5bb6\u306f\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u5b66\u7fd2\u306e\u7cbe\u5ea6\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u3001\u671b\u307e\u3057\u3044\u51fa\u529b\u306e\u305f\u3081\u306e\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u5165\u529b\u3092\u884c\u3044\u307e\u3059\u3002\u5c02\u9580\u5bb6\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u3001\u30e2\u30c7\u30eb\u304c\u4f7f\u7528\u3059\u308b\u7279\u5fb4\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001\u5225\u306e\u30c7\u30fc\u30bf\u3092\u30c6\u30b9\u30c8\u3057\u3066\u4e88\u6e2c\u3068\u5206\u985e\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u6559\u5e2b\u304c\u751f\u5f92\u306e\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u3092\u76e3\u7763\u3059\u308b\u3088\u3046\u306b\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u5b66\u7fd2\u3059\u308b\u305f\u3081\u3001\u76e3\u7763\u4e0b\u3067\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001\u6559\u5e2b\u4ed8\u304d\u5b66\u7fd2\u306f\u3001\u5206\u985e\u3068\u56de\u5e30\u306e2\u3064\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5206\u3051\u3089\u308c\u308b\u3002\u5206\u985e\u3067\u306f\u3001\u51fa\u529b\u5909\u6570\u3092\u300c\u8d64\u300d\u3084\u300c\u7dd1\u300d\u3001\u300c\u75c5\u6c17\u300d\u3084\u300c\u975e\u75c5\u6c17\u300d\u306a\u3069\u306e\u30af\u30e9\u30b9\u306b\u5206\u985e\u3057\u307e\u3059\u3002\u56de\u5e30\u3067\u306f\u3001\u51fa\u529b\u5909\u6570\u306f\u300c\u30c9\u30eb\u300d\u3084\u300c\u4f53\u91cd\u300d\u306a\u3069\u306e\u5b9f\u6570\u5024\u3067\u3059\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001\u6559\u5e2b\u4ed8\u304d\u5206\u985e\u5668\u3067\u306f\u3001\u6a5f\u68b0\u3092\u5b66\u7fd2\u3059\u308b\u305f\u3081\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bb\u30c3\u30c8\u304c\u63d0\u4f9b\u3055\u308c\u3001\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u3067\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5206\u985e\u5668\u3067\u6700\u3082\u91cd\u8981\u306a\u3053\u3068\u306f\u3001\u5b66\u7fd2\u30bb\u30c3\u30c8\u3092\u3069\u306e\u3088\u3046\u306b\u69cb\u7bc9\u3059\u308b\u304b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u591a\u304f\u306e\u5834\u5408\u3001\u8cea\u306e\u9ad8\u3044\u5b66\u7fd2\u30bb\u30c3\u30c8\u3092\u7528\u610f\u3059\u308b\u3053\u3068\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u6210\u5426\u3092\u5de6\u53f3\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u5b66\u7fd2\u30bb\u30c3\u30c8\u306e\u4e00\u90e8\u3068\u3057\u3066\u63d0\u4f9b\u3055\u308c\u308b\u30cd\u30ac\u30c6\u30a3\u30d6\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u3082\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u6642\u306b\u306f\u3001\u826f\u3044\u30cd\u30ac\u30c6\u30a3\u30d6\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7279\u5b9a\u3059\u308b\u306e\u304c\u96e3\u3057\u304f\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><em>\u4f8b\u3048\u3070\u30012\u3064\u306e\u30bf\u30f3\u30d1\u30af\u8cea\u304c\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u304b\u3069\u3046\u304b\uff08Protein-Protein Interaction: PPI\uff09\u3092\u4e88\u6e2c\u3059\u308b\u6a5f\u68b0\u3092\u958b\u767a\u30fb\u5b66\u7fd2\u3057\u305f\u3044\u5834\u5408\u3001\u7269\u7406\u7684\u306b\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u3053\u3068\u304c\u8a3c\u660e\u3055\u308c\u3066\u3044\u308b\u30bf\u30f3\u30d1\u30af\u8cea\u306e\u914d\u5217\u30fb\u69cb\u9020\u306e\u6b63\u306e\u30bb\u30c3\u30c8\uff08X\u7dda\u7d50\u6676\u69cb\u9020\u89e3\u6790\u3084NMR\u30c7\u30fc\u30bf\u306a\u3069\uff09\u3068\u3001\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u76f8\u4e92\u4f5c\u7528\u305b\u305a\u306b\u6a5f\u80fd\u3059\u308b\u3053\u3068\u304c\u77e5\u3089\u308c\u3066\u3044\u308b\u30bf\u30f3\u30d1\u30af\u8cea\u306e\u914d\u5217\u30fb\u69cb\u9020\u306e\u8ca0\u306e\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u3001\u65e2\u77e5\u306ePPI\u306e\u30c7\u30fc\u30bf\u306f\u751f\u7269\u306e\u30d7\u30ed\u30c6\u30aa\u30fc\u30e0\u306b\u6bd4\u3079\u3066\u8457\u3057\u304f\u5c11\u306a\u3044\u305f\u3081\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u30bb\u30c3\u30c8\u306f\u30dd\u30b8\u30c6\u30a3\u30d6\u30bb\u30c3\u30c8\u306b\u6bd4\u3079\u3066\u76f8\u5bfe\u7684\u306b\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u6279\u5224\u7684\u306b\u5206\u6790\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u3053\u308c\u306b\u306f\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/em><\/p>\n<p><strong>\u6559\u5e2b\u306a\u3057\u306e\u5b66\u7fd2\u3002<\/strong> 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class=\"ez-toc-section\" id=\"Applications_of_Machine_Learning_in_Biology\"><\/span>\u751f\u7269\u5b66\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u5fdc\u7528<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u907a\u4f1d\u5b50\u30b3\u30fc\u30c9\u9818\u57df\u306e\u7279\u5b9a<br \/>\n<\/strong>\u30b2\u30ce\u30e0\u306e\u5206\u91ce\u3067\u306f\u3001\u6b21\u4e16\u4ee3\u30b7\u30fc\u30b1\u30f3\u30b5\u30fc\u306b\u3088\u308a\u3001\u77ed\u6642\u9593\u3067\u30b2\u30ce\u30e0\u306e\u914d\u5217\u304c\u6c7a\u5b9a\u3055\u308c\u3001\u6025\u901f\u306b\u9032\u6b69\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30b2\u30ce\u30e0\u4e2d\u306e\u907a\u4f1d\u5b50\u30b3\u30fc\u30c9\u9818\u57df\u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u5fdc\u7528\u3059\u308b\u3053\u3068\u304c\u76db\u3093\u306b\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u305f\u907a\u4f1d\u5b50\u4e88\u6e2c\u30c4\u30fc\u30eb\u306f\u3001\u5178\u578b\u7684\u306a\u30db\u30e2\u30ed\u30b0\u30d9\u30fc\u30b9\u306e\u914d\u5217\u691c\u7d22\u3088\u308a\u3082\u611f\u5ea6\u304c\u9ad8\u3044\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p><strong>\u69cb\u9020\u4e88\u6e2c<\/strong><br \/>\n\u30d7\u30ed\u30c6\u30aa\u30df\u30af\u30b9\u3067\u306f\u3001\u5148\u307b\u3069PPI\u306b\u89e6\u308c\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u69cb\u9020\u4e88\u6e2c\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u300170%\u3060\u3063\u305f\u7cbe\u5ea6\u304c80%\u4ee5\u4e0a\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u5229\u7528\u306f\u3001\u8907\u6570\u306e\u96d1\u8a8c\u8a18\u4e8b\u3084\u4e8c\u6b21\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u691c\u7d22\u304b\u3089\u65b0\u898f\u307e\u305f\u306f\u65b0\u898f\u306e\u5275\u85ac\u30bf\u30fc\u30b2\u30c3\u30c8\u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u975e\u5e38\u306b\u6709\u671b\u3067\u3059\u3002<\/p>\n<p><strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong><br \/>\n\u6df1\u5c64\u5b66\u7fd2\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u62e1\u5f35\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u306e\u6700\u8fd1\u306e\u30b5\u30d6\u30d5\u30a3\u30fc\u30eb\u30c9\u3067\u3042\u308b\u3002\u6df1\u5c64\u5b66\u7fd2\u306e\u300c\u6df1\u5c64\u300d\u3068\u306f\u3001\u30c7\u30fc\u30bf\u304c\u5909\u63db\u3055\u308c\u308b\u5c64\u306e\u6570\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u6df1\u5c64\u5b66\u7fd2\u306f\u3001\u8907\u6570\u306e\u5c64\u3092\u6301\u3064\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u4f3c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u591a\u5c64\u30ce\u30fc\u30c9\u306f\u3001\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u4eba\u9593\u306e\u8133\u304c\u8003\u3048\u308b\u65b9\u6cd5\u3092\u6a21\u5023\u3057\u3088\u3046\u3068\u3057\u307e\u3059\u3002\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u3059\u3067\u306b\u6a5f\u68b0\u5b66\u7fd2\u3067\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u57fa\u3065\u304f\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u5206\u6790\u3092\u884c\u3046\u305f\u3081\u306b\u3001\u751f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u6d17\u7df4\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3084\u91cd\u8981\u306a\u30c7\u30fc\u30bf\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u30b2\u30ce\u30e0\u89e3\u6790\u306b\u3088\u308b\u30c7\u30fc\u30bf\u306e\u5897\u52a0\u306b\u4f34\u3044\u3001\u610f\u5473\u306e\u3042\u308b\u60c5\u5831\u3092\u51e6\u7406\u3057\u3066\u89e3\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u56f0\u96e3\u306b\u306a\u3063\u305f\u3002\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u3001\u8907\u6570\u306e\u5c64\u304c\u60c5\u5831\u3092\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3057\u3001\u5404\u5c64\u306b\u4f1d\u9054\u3057\u3066\u51fa\u529b\u3092\u7cbe\u7dfb\u5316\u3057\u307e\u3059\u3002<\/p>\n<p>\u6df1\u5c64\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u753b\u50cf\u7fa4\u3084\u30b2\u30ce\u30e0\u306a\u3069\u306e\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u3001\u62bd\u51fa\u3057\u305f\u7279\u5fb4\u306b\u57fa\u3065\u3044\u3066\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u304c\u958b\u767a\u3055\u308c\u308b\u3068\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u958b\u767a\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u4ed6\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002T<strong>\u4eca\u65e5\u3001\u79d1\u5b66\u8005\u305f\u3061\u306f\u6df1\u5c64\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u3066\u3001\u7d30\u80de\u753b\u50cf\u306e\u5206\u985e\u3001\u30b2\u30ce\u30e0\u89e3\u6790\u3001\u5275\u85ac\u3092\u884c\u3044\u3001\u307e\u305f\u3001\u753b\u50cf\u30c7\u30fc\u30bf\u3084\u30b2\u30ce\u30e0\u30c7\u30fc\u30bf\u304c\u96fb\u5b50\u30ab\u30eb\u30c6\u3068\u3069\u306e\u3088\u3046\u306b\u30ea\u30f3\u30af\u3059\u308b\u304b\u3092\u8abf\u3079\u3066\u3044\u307e\u3059\u3002<\/strong> \u4eca\u65e5\u3001\u6df1\u5c64\u5b66\u7fd2\u306f\u8a08\u7b97\u751f\u7269\u5b66\u306b\u304a\u3044\u3066\u6d3b\u767a\u306a\u5206\u91ce\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u6df1\u5c64\u5b66\u7fd2\u306f\u3001\u30cf\u30a4\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306e\u751f\u7269\u5b66\u7684\u30c7\u30fc\u30bf\u306b\u9069\u7528\u3055\u308c\u3001\u9ad8\u6b21\u5143\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u3088\u308a\u826f\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u8a08\u7b97\u751f\u7269\u5b66\u3067\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u306f\u3001\u30ec\u30ae\u30e5\u30e9\u30c8\u30ea\u30fc\u30b2\u30ce\u30df\u30af\u30b9\u306b\u304a\u3044\u3066\u3001DNA\u914d\u5217\u3092\u7528\u3044\u305f\u5236\u5fa1\u30d0\u30ea\u30a2\u30f3\u30c8\u306e\u540c\u5b9a\u3001\u5909\u7570\u306e\u5f71\u97ff\u3001\u5168\u7d30\u80de\u3001\u7d30\u80de\u96c6\u56e3\u3001\u7d44\u7e54\u306e\u5206\u6790\u306a\u3069\u306b\u7528\u3044\u3089\u308c\u3066\u3044\u308b[11]\u3002<\/p>\n<p><strong>\u30d8\u30eb\u30b9\u30b1\u30a2\u306b\u304a\u3051\u308bAI<\/strong><br \/>\n\u6a5f\u68b0\u5b66\u7fd2\u3068AI\u306f\u3001\u60a3\u8005\u306e\u6e80\u8db3\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3001\u500b\u5225\u5316\u3055\u308c\u305f\u6cbb\u7642\u3092\u63d0\u4f9b\u3057\u3001\u6b63\u78ba\u306a\u4e88\u6e2c\u3092\u884c\u3044\u3001\u751f\u6d3b\u306e\u8cea\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u3001\u75c5\u9662\u3084\u533b\u7642\u30b5\u30fc\u30d3\u30b9\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306b\u3088\u3063\u3066\u5e45\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u81e8\u5e8a\u8a66\u9a13\u306e\u52b9\u7387\u5316\u3084\u3001\u5275\u85ac\u30fb\u9001\u9054\u30d7\u30ed\u30bb\u30b9\u306e\u8fc5\u901f\u5316\u306b\u3082\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Google\u304c\u63a1\u7528\u3057\u3066\u3044\u308b\u4f5c\u54c1\u3092\u5f15\u7528\u3059\u308b\u3068\u00a0<a href=\"https:\/\/blog.kolabtree.com\/the-future-of-artificial-intelligence-in-healthcare\/\">\u30d8\u30eb\u30b9\u30b1\u30a2\u30c7\u30fc\u30bf\u306eAI\u5316<\/a> [17, 18]\n<blockquote><p>\u30e2\u30c7\u30eb\u306f\u3001\u533b\u5e2b\u304c\u76ee\u306e\u524d\u306e\u60a3\u8005\u3055\u3093\u3084\u7279\u5225\u306a\u914d\u616e\u304c\u5fc5\u8981\u306a\u60a3\u8005\u3055\u3093\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u9000\u5c48\u306a\u7ba1\u7406\u696d\u52d9\u3092\u652f\u63f4\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u304b\u3002\u307e\u305f\u3001\u60a3\u8005\u304c\u3069\u3053\u306b\u3044\u3066\u3082\u8cea\u306e\u9ad8\u3044\u533b\u7642\u3092\u53d7\u3051\u3089\u308c\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u306f\u53ef\u80fd\u3067\u3057\u3087\u3046\u304b\u3002<\/p><\/blockquote>\n<p>\u307e\u305f\u3001\u60a3\u8005\u3055\u3093\u306e\u7acb\u5834\u304b\u3089<\/p>\n<blockquote><p>\u3044\u3064\u5bb6\u306b\u5e30\u308c\u308b\u306e\u304b\uff1f\u6cbb\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u307e\u305f\u75c5\u9662\u306b\u6765\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p><\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"Machine_Learning_Tools_used_in_Biology\"><\/span>\u751f\u7269\u5b66\u3067\u4f7f\u308f\u308c\u308b\u6a5f\u68b0\u5b66\u7fd2\u30c4\u30fc\u30eb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u30bb\u30eb\u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc<\/strong>:\u6570\u5e74\u524d\u3001\u751f\u7269\u5b66\u7684\u753b\u50cf\u89e3\u6790\u306e\u305f\u3081\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u3001\u753b\u50cf\u7fa4\u304b\u3089\u5358\u4e00\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6e2c\u5b9a\u3059\u308b\u3060\u3051\u3067\u3057\u305f\u30022005\u5e74\u306b\u306f\u3001MIT\u3068\u30cf\u30fc\u30d0\u30fc\u30c9\u5927\u5b66\u306e\u8a08\u7b97\u751f\u7269\u5b66\u8005\u3067\u3042\u308bAnne Carpenter\u6c0f\u304c <a href=\"https:\/\/cellprofiler.org\/\">\u30bb\u30eb\u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc<\/a> \u306f\u3001\u9855\u5fae\u93e1\u5206\u91ce\u3067\u86cd\u5149\u7d30\u80de\u6570\u306e\u3088\u3046\u306a\u5b9a\u91cf\u7684\u306b\u500b\u3005\u306e\u7279\u5fb4\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u73fe\u5728\u306eCellProfiler\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u6280\u8853\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u6570\u5343\u3082\u306e\u7279\u5fb4\u91cf\u3092\u4f5c\u308a\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><strong>DeepVariant<\/strong>:\u6df1\u5c64\u5b66\u7fd2\u306e\u5fdc\u7528\u306f\u3001\u30b2\u30ce\u30e0\u30c7\u30fc\u30bf\u306e\u30de\u30a4\u30cb\u30f3\u30b0\u30c4\u30fc\u30eb\u306b\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002 <a href=\"https:\/\/verily.com\">\u30d9\u30ea\u30a3\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9<\/a> \u3068\u547c\u3070\u308c\u308b\u6df1\u5c64\u5b66\u7fd2\u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f\u30c4\u30fc\u30eb\u3092Google\u304c\u958b\u767a\u3057\u307e\u3057\u305f\u3002 <a href=\"https:\/\/github.com\/google\/deepvariant\">DeepVariant<\/a> \u306f\u3001\u5f93\u6765\u306e\u30c4\u30fc\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3001\u4e00\u822c\u7684\u306a\u30bf\u30a4\u30d7\u306e\u907a\u4f1d\u7684\u5909\u7570\u3092\u3088\u308a\u6b63\u78ba\u306b\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><strong>\u30a2\u30c8\u30e0\u30ef\u30a4\u30ba<\/strong>:\u307e\u305f\u3001\u6df1\u5c64\u5b66\u7fd2\u304c\u5927\u304d\u304f\u8ca2\u732e\u3059\u308b\u5275\u85ac\u5206\u91ce\u3082\u3042\u308a\u307e\u3059\u3002\u30b5\u30f3\u30d5\u30e9\u30f3\u30b7\u30b9\u30b3\u306b\u62e0\u70b9\u3092\u7f6e\u304f\u30d0\u30a4\u30aa\u30c6\u30c3\u30af\u4f01\u696d\u3067\u3042\u308b <a href=\"https:\/\/www.atomwise.com\/\">\u30a2\u30c8\u30e0\u30ef\u30a4\u30ba<\/a> \u306f\u3001\u5206\u5b50\u30923D\u30d4\u30af\u30bb\u30eb\u306b\u5909\u63db\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u8868\u73fe\u306f\u3001\u30bf\u30f3\u30d1\u30af\u8cea\u3084\u5c0f\u5206\u5b50\u306e3D\u69cb\u9020\u3092\u539f\u5b50\u30ec\u30d9\u30eb\u306e\u7cbe\u5ea6\u3067\u8aac\u660e\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002\u305d\u3057\u3066\u3001\u3053\u308c\u3089\u306e\u7279\u5fb4\u3092\u7528\u3044\u3066\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u30bf\u30f3\u30d1\u30af\u8cea\u3068\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u5c0f\u5206\u5b50\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b[12]\u3002<\/p>\n<p>\u6df1\u5c64\u5b66\u7fd2\u306b\u306f\uff0c\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08DNN\uff09\uff0c\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09\uff0c\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\uff0c\u30c7\u30a3\u30fc\u30d7\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\uff08DA\uff09\uff0c\u30c7\u30a3\u30fc\u30d7\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\uff08DBM\uff09\uff0c\u30c7\u30a3\u30fc\u30d7\u30d3\u30ea\u30fc\u30d5\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08DBN\uff09\uff0c\u30c7\u30a3\u30fc\u30d7\u30ec\u30b8\u30c7\u30f3\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08DRN\uff09\u306a\u3069\uff0c\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u624b\u6cd5\u304c\u5b58\u5728\u3059\u308b\uff0e\u751f\u7269\u5b66\u306e\u5206\u91ce\u3067\u306f\uff0cDNN\uff0cRNN\uff0cCNN\uff0cDA\uff0cDBM \u306a\u3069\u306e\u624b\u6cd5\u304c\u6700\u3082\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059[13]\uff0e\u751f\u7269\u5b66\u7684\u30c7\u30fc\u30bf\u3092\u5909\u63db\u3057\u3066\u3001\u75c5\u6c17\u306e\u72b6\u614b\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u30d0\u30a4\u30aa\u30de\u30fc\u30ab\u30fc\u306e\u691c\u8a3c\u3092\u884c\u3046\u3053\u3068\u306f\u3001\u751f\u7269\u533b\u5b66\u306e\u91cd\u8981\u306a\u8ab2\u984c\u3067\u3059\u3002DNN\u306f\u3001\u30b2\u30ce\u30e0\u3084\u30d7\u30ed\u30c6\u30aa\u30fc\u30e0\u306e\u30c7\u30fc\u30bf\u304b\u3089\u6f5c\u5728\u7684\u306a\u30d0\u30a4\u30aa\u30de\u30fc\u30ab\u30fc\u3092\u7279\u5b9a\u3059\u308b\u969b\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u6df1\u5c64\u5b66\u7fd2\u306f\u3001\u5275\u85ac\u306b\u304a\u3044\u3066\u3082\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u308b[14]\u3002<\/p>\n<p>CNN\u306f\u3001\u6700\u8fd1\u958b\u767a\u3055\u308c\u305f\u8a08\u7b97\u6a5f\u30c4\u30fc\u30ebDeepCpG\u3092\u7528\u3044\u3066\u3001\u5358\u4e00\u7d30\u80de\u5185\u306eDNA\u30e1\u30c1\u30eb\u5316\u72b6\u614b\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002DNA\u30e1\u30c1\u30eb\u5316\u3067\u306f\u3001\u30e1\u30c1\u30eb\u57fa\u304cDNA\u5206\u5b50\u306b\u7d50\u5408\u3057\u3001\u914d\u5217\u306b\u5909\u5316\u3092\u3082\u305f\u3089\u3059\u3053\u3068\u306a\u304fDNA\u5206\u5b50\u306e\u6a5f\u80fd\u3092\u5909\u5316\u3055\u305b\u307e\u3059\u3002\u307e\u305f\u3001DeepCpG\u306f\u3001\u30e1\u30c1\u30eb\u5316\u306e\u5909\u52d5\u306b\u95a2\u4e0e\u3059\u308b\u65e2\u77e5\u306e\u30e2\u30c1\u30fc\u30d5\u306e\u4e88\u6e2c\u306b\u3082\u4f7f\u7528\u3055\u308c\u307e\u3057\u305f\u3002DeepCpG\u306f\u30015\u7a2e\u985e\u306e\u7570\u306a\u308b\u30e1\u30c1\u30eb\u5316\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u8a55\u4fa1\u3057\u305f\u3068\u3053\u308d\u3001\u4ed6\u306e\u624b\u6cd5\u3068\u6bd4\u8f03\u3057\u3066\u3088\u308a\u6b63\u78ba\u306a\u7d50\u679c\u3092\u4e88\u6e2c\u3057\u307e\u3057\u305f\u3002DNA \u30e1\u30c1\u30eb\u5316\u306f\u3001\u6700\u3082\u5e83\u304f\u7814\u7a76\u3055\u308c\u3066\u3044\u308b\u30a8\u30d4\u30b8\u30a7\u30cd\u30c6\u30a3\u30c3\u30af\u306a\u30de\u30fc\u30ab\u30fc\u3067\u3042\u308b[15]\u3002<\/p>\n<p><strong>TensorFlow<\/strong> \u306f\u3001Google\u306e\u7814\u7a76\u8005\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305f\u6df1\u5c64\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002TensorFlow\u306f\u6700\u8fd1\u958b\u767a\u3055\u308c\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3001DNN\u306e\u8a2d\u8a08\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u9ad8\u901f\u5316\u3057\u307e\u3059\u3002TensorFlow\u306f\u3001DNN\u306e\u8a2d\u8a08\u3068\u5b66\u7fd2\u3092\u9ad8\u901f\u5316\u3059\u308b\u305f\u3081\u306b\u6700\u8fd1\u958b\u767a\u3055\u308c\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3001\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u306a\u8868\u793a\u3084\u6642\u9593\u306e\u77ed\u7e2e\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u6539\u826f\u304c\u52a0\u3048\u3089\u308c\u3066\u3044\u308b\u3002TensorFlow\u306e\u4e3b\u306a\u6539\u826f\u70b9\u306f\u3001\u30e2\u30c7\u30eb\u5b66\u7fd2\u306e\u9032\u6357\u72b6\u6cc1\u3092\u53ef\u8996\u5316\u3059\u308b\u305f\u3081\u306eTensorBoard\u3068\u547c\u3070\u308c\u308b\u30b5\u30dd\u30fc\u30c8\u30c4\u30fc\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3002\u3053\u308c\u306f\u3001\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u306e\u8996\u899a\u5316\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059[16]\u3002<\/p>\n<p>\u7d50\u8ad6\u3068\u3057\u3066\u3001AI\u3068\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u751f\u7269\u5b66\u8005\u304c\u7814\u7a76\u3092\u884c\u3044\u3001\u305d\u308c\u3092\u89e3\u91c8\u3057\u3001\u554f\u984c\u89e3\u6c7a\u306e\u305f\u3081\u306b\u5fdc\u7528\u3059\u308b\u65b9\u6cd5\u3092\u5909\u3048\u3064\u3064\u3042\u308a\u307e\u3059\u3002\u79d1\u5b66\u304c\u307e\u3059\u307e\u3059\u5b66\u969b\u7684\u306b\u306a\u3063\u3066\u3044\u304f\u4e2d\u3067\u3001\u751f\u7269\u5b66\u304c\u6a5f\u68b0\u5b66\u7fd2\u3092\u5229\u7528\u3057\u7d9a\u3051\u308b\u306e\u306f\u5fc5\u7136\u3067\u3042\u308a\u3001\u3080\u3057\u308d\u6a5f\u68b0\u5b66\u7fd2\u304c\u9053\u3092\u5207\u308a\u958b\u3044\u3066\u3044\u304f\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u3092\u63a1\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/machine-learning?utm_source=Blog&amp;utm_medium=Post&amp;campaign=MLBiology\">\u6a5f\u68b0\u5b66\u7fd2\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8<\/a> \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u305f\u3081\u306b\uff1fKolabtree\u3067\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u5c02\u9580\u5bb6\u306b\u76f8\u8ac7\u3057\u3066\u307f\u307e\u305b\u3093\u304b\uff1f\u3042\u306a\u305f\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6295\u7a3f\u3057\u3066\u3001\u898b\u7a4d\u3082\u308a\u3092\u3082\u3089\u3046\u306e\u306f\u7121\u6599\u3067\u3059<\/strong><\/p>\n<p><em>Acknowledgement<\/em> \u3053\u306e\u30d6\u30ed\u30b0\u8a18\u4e8b\u306b\u5354\u529b\u3057\u3066\u304f\u308c\u305fArvind Yadav\u6c0f\u306b\u611f\u8b1d\u3057\u307e\u3059\u3002<\/p>\n<p><em>\u53c2\u8003\u6587\u732e\u30fb\u53c2\u8003\u8cc7\u6599<\/em><\/p>\n<ol>\n<li>http:\/\/www.bbc.com\/news\/technology-43127533<\/li>\n<li>https:\/\/www.wired.com\/story\/why-artificial-intelligence-researchers-should-be-more-paranoid\/<\/li>\n<li>https:\/\/www.theverge.com\/2018\/2\/20\/17032228\/ai-artificial-intelligence-threat-report-malicious-uses<\/li>\n<li>http:\/\/www.thehindu.com\/opinion\/lead\/the-politics-of-ai\/article22809400.ece?homepage=true<\/li>\n<li>https:\/\/www.economist.com\/news\/science-and-technology\/21713828-silicon-valley-has-squidgy-worlds-biology-and-disease-its-sights-will<\/li>\n<li>\u30ec\u30a4\u30ca\u3001C.K. (2016).\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u306b\u95a2\u3059\u308b\u30ec\u30d3\u30e5\u30fc\u3002\u00a0<em>\u30a4\u30f3\u30bf\u30fc\u30ca\u30b7\u30e7\u30ca\u30eb\u30fb\u30b8\u30e3\u30fc\u30ca\u30eb\u30fb\u30aa\u30f3\u30fb\u30ea\u30fc\u30bb\u30f3\u30c8\u30fb\u30a2\u30f3\u30c9\u30fb\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u30fb\u30c8\u30ec\u30f3\u30c9\u30fb\u30a4\u30f3\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30fb\u30a2\u30f3\u30c9\u30fb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3<\/em>,\u00a0<em>4<\/em>(3), 395-399.<\/li>\n<li>Jordan, M. I., &amp; Mitchell, T. M. (2015).\u6a5f\u68b0\u5b66\u7fd2\u3002Trends, Perspectives, and prospects.\u00a0<em>\u30b5\u30a4\u30a8\u30f3\u30b9<\/em>,\u00a0<em>349<\/em>(6245), 255-260.<\/li>\n<li>Praveena, M., &amp; Jaiganesh, V. (2017).\u6559\u5e2b\u4ed8\u304d\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u306b\u95a2\u3059\u308b\u6587\u732e\u30ec\u30d3\u30e5\u30fc\u3002\u00a0<em>\u30a4\u30f3\u30bf\u30fc\u30ca\u30b7\u30e7\u30ca\u30eb\u30fb\u30b8\u30e3\u30fc\u30ca\u30eb\u30fb\u30aa\u30d6\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30ba<\/em>,\u00a0<em>169<\/em>(8), 32-35.<\/li>\n<li>\u30d5\u30a9\u30eb\u30b9\u30d0\u30fc\u30b0\u3001F., &amp; \u30a2\u30eb\u30d0\u30ec\u30b9\u30fb\u30b4\u30f3\u30b6\u30ec\u30b9\u3001P. (2018).\u6559\u5e2b\u306a\u3057\u306e\u6a5f\u68b0\u5b66\u7fd2\u3002An Investigation of Clustering Algorithms on a Small Dataset.<\/li>\n<li>Gosavi, A. (2009).reinforcement learning:A tutorial survey and recent advances.\u00a0<em>INFORMS\u30b8\u30e3\u30fc\u30ca\u30eb \u30aa\u30f3 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/em>,\u00a0<em>21<\/em>(2), 178-192.<\/li>\n<li>Angermueller, C., P\u00e4rnamaa, T., Parts, L., &amp; Stegle, O. (2016).\u8a08\u7b97\u751f\u7269\u5b66\u306e\u305f\u3081\u306e\u6df1\u5c64\u5b66\u7fd2\u3002\u00a0<em>\u5206\u5b50\u30b7\u30b9\u30c6\u30e0\u751f\u7269\u5b66<\/em>,\u00a0<em>12<\/em>(7), 878.<\/li>\n<li>Webb, S. (2018).\u751f\u7269\u5b66\u306e\u305f\u3081\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0Nature.2018 554(7693):555-557.<\/li>\n<li>Mahmud, M., Kaiser, M. S., Hussain, A., &amp; Vassanelli, S. (2018).\u6df1\u5c64\u5b66\u7fd2\u3068\u5f37\u5316\u5b66\u7fd2\u306e\u751f\u7269\u5b66\u7684\u30c7\u30fc\u30bf\u3078\u306e\u5fdc\u7528\u3002\u00a0<em>IEEE Transactions on Neural Networks and Learning Systems<\/em>,\u00a0<em>29<\/em>(6), 2063-2079.<\/li>\n<li>Mamoshina, P., Vieira, A., Putin, E., &amp; Zhavoronkov, A. (2016).\u751f\u7269\u533b\u5b66\u306b\u304a\u3051\u308b\u6df1\u5c64\u5b66\u7fd2\u306e\u5fdc\u7528\u3002\u00a0<em>\u5206\u5b50\u85ac\u5264\u5b66<\/em>,\u00a0<em>13<\/em>(5), 1445-1454.<\/li>\n<li>Angermueller, C., Lee, H. J., Reik, W., &amp; Stegle, O. (2017).DeepCpG\uff1a\u6df1\u5c64\u5b66\u7fd2\u3092\u7528\u3044\u305f\u5358\u4e00\u7d30\u80de\u306eDNA\u30e1\u30c1\u30eb\u5316\u72b6\u614b\u306e\u6b63\u78ba\u306a\u4e88\u6e2c\u3002\u00a0<em>\u30b2\u30ce\u30e0\u30d0\u30a4\u30aa\u30ed\u30b8\u30fc<\/em>,\u00a0<em>18<\/em>(1), 67.<\/li>\n<li>Rampasek, L., &amp; Goldenberg, A. (2016).Tensorflow\u3002\u751f\u7269\u5b66\u306e\u6df1\u5c64\u5b66\u7fd2\u3078\u306e\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4\uff1f\u00a0<em>\u30bb\u30eb\u30b7\u30b9\u30c6\u30e0<\/em>,\u00a0<em>2<\/em>(1), 12-14.<\/li>\n<li>https:\/\/ai.googleblog.com\/2018\/05\/deep-learning-for-electronic-health.html<\/li>\n<li>Rajkomar\u3089\u3001\uff082018\uff09\u300c\u96fb\u5b50\u5065\u5eb7\u8a18\u9332\u3092\u7528\u3044\u305f\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u6b63\u78ba\u306a\u6df1\u5c64\u5b66\u7fd2<em>\", npj Digital Medicine<\/em>, 1(1)<\/li>\n<\/ol>","protected":false},"excerpt":{"rendered":"<p>\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u304b\u3089\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u307e\u3067\u3001\u591a\u69d8\u306a\u5206\u91ce\u3067\u3044\u304f\u3064\u304b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002\u8a08\u7b97\u751f\u7269\u5b66\u8005\u3067\u3042\u308a\u3001Kolabtree\u306e\u30d5\u30ea\u30fc\u30e9\u30f3\u30b5\u30fc\u3067\u3082\u3042\u308bRagothanam Yennamalli\u535a\u58eb\u304c\u3001\u751f\u7269\u5b66\u306b\u304a\u3051\u308bAI\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u5fdc\u7528\u306b\u3064\u3044\u3066\u8003\u5bdf\u3057\u307e\u3059\u3002  \u6a5f\u68b0\u5b66\u7fd2\u3068\u4eba\u5de5\u77e5\u80fd-\u3053\u308c\u3089\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u4e16\u754c\u3092\u5e2d\u5dfb\u3057\u3001\u79c1\u305f\u3061\u306e\u4ed5\u4e8b\u3084\u751f\u6d3b\u306e\u3042\u308a\u65b9\u3092\u5909\u3048\u3066\u304d\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u5206\u91ce\u3067\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u591a\u304f\u306e\u4eba\u304c\u305d\u308c\u3092\u8cde\u8cdb\u3057\u305f\u308a\u3001\u975e\u96e3\u3057\u305f\u308a\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u79c1\u306e\u3088\u3046\u306a\u8a08\u7b97\u4eba\u9593\u306b\u3068\u3063\u3066\u306f\u3001\u3053\u308c\u3089\u306f\u65b0\u3057\u3044\u8a00\u8449\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4e00\u822c\u7684\u306b\u547c\u3070\u308c\u3066\u3044\u308bAI\u3084ML\u306f\u3001\u5e45\u5e83\u3044\u7523\u696d\u5206\u91ce\u3067\u3044\u304f\u3064\u304b\u306e\u7528\u9014\u3084\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002\u6700\u3082\u9855\u8457\u306a\u306e\u306f\u3001\u305d\u308c\u3089\u304c\u751f\u7269\u5b66\u7684\u7814\u7a76\u306e\u65b9\u6cd5\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<div class=\"read-more\"><a href=\"https:\/\/www.kolabtree.com\/blog\/ja\/applications-of-machine-learning-in-biology\/\" title=\"\u7d9a\u304d\u3092\u8aad\u3080\">\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/div>","protected":false},"author":26,"featured_media":5410,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[434,398,443,435],"tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.1 (Yoast SEO v20.1) - 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He conducted postdoctoral research at Iowa State University (2009-2011), University of Wisconsin-Madison (2011-2012), and Rice University (2012-2014). Currently he is an Assistant Professor at Jaypee University of Information Technology, Waknaghat, Himachal Pradesh, India.","url":"https:\/\/www.kolabtree.com\/blog\/ja\/author\/ragothaman\/"}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.kolabtree.com\/blog\/ja\/wp-json\/wp\/v2\/posts\/2986"}],"collection":[{"href":"https:\/\/www.kolabtree.com\/blog\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kolabtree.com\/blog\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/ja\/wp-json\/wp\/v2\/users\/26"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/ja\/wp-json\/wp\/v2\/comments?post=2986"}],"version-history":[{"count":25,"href":"https:\/\/www.kolabtree.com\/blog\/ja\/wp-json\/wp\/v2\/posts\/2986\/revisions"}],"predecessor-version":[{"id":10463,"href":"https:\/\/www.kolabtree.com\/blog\/ja\/wp-json\/wp\/v2\/posts\/2986\/revisions\/10463"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/ja\/wp-json\/wp\/v2\/media\/5410"}],"wp:attachment":[{"href":"https:\/\/www.kolabtree.com\/blog\/ja\/wp-json\/wp\/v2\/media?parent=2986"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/ja\/wp-json\/wp\/v2\/categories?post=2986"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kolabtree.com\/blog\/ja\/wp-json\/wp\/v2\/tags?post=2986"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}