{"id":17570,"date":"2024-10-03T08:30:00","date_gmt":"2024-10-03T06:30:00","guid":{"rendered":"https:\/\/vasro.de\/%e5%89%b5%e8%96%ac%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%ef%bc%9a-%e3%82%a4%e3%83%8e%e3%83%99%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%81%a8%e3%83%8f%e3%83%bc%e3%83%89\/"},"modified":"2024-10-04T12:03:05","modified_gmt":"2024-10-04T10:03:05","slug":"%e5%89%b5%e8%96%ac%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%ef%bc%9a-%e3%82%a4%e3%83%8e%e3%83%99%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%81%a8%e3%83%8f%e3%83%bc%e3%83%89","status":"publish","type":"post","link":"https:\/\/vasro.de\/ja\/%e5%89%b5%e8%96%ac%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%ef%bc%9a-%e3%82%a4%e3%83%8e%e3%83%99%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%81%a8%e3%83%8f%e3%83%bc%e3%83%89\/","title":{"rendered":"\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\uff1a \u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u30cf\u30fc\u30c9\u30eb"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306f\u88fd\u85ac\u696d\u754c\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3059\u3002 \u7814\u7a76\u8005\u306fAI\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4eba\u9593\u306e\u5206\u6790\u3067\u306f\u898b\u3048\u306a\u3044\u30d1\u30bf\u30fc\u30f3\u3092\u767a\u898b\u3057\u3001\u85ac\u5264\u8a2d\u8a08\u3084\u30d0\u30a4\u30aa\u30de\u30fc\u30ab\u30fc\u306e\u540c\u5b9a\u3092\u6700\u9069\u5316\u3059\u308b\u3002 \u5f93\u6765\u306e\u5275\u85ac\u306f\u3001\u9ad8\u3044\u30b3\u30b9\u30c8\u3084\u9577\u3044\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3068\u3044\u3063\u305f\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u3002 \u6a5f\u68b0\u5b66\u7fd2\u306f<a target=\"_blank\" rel=\"nofollow noopener\" href=\"https:\/\/www.gao.gov\/products\/gao-20-215sp\">\u958b\u767a\u3092\u52a0\u901f<\/a>\u3057\u3001\u52b9\u7387\u3068\u52b9\u679c\u3092\u9ad8\u3081\u308b\u3002 \u3053\u306e\u6280\u8853\u306f\u3001<a target=\"_blank\" rel=\"nofollow noopener\" href=\"https:\/\/www.mrlcg.com\/resources\/blog\/machine-learning-for-drug-discovery\/\">\u500b\u5225\u5316\u533b\u7642\u3068<\/a>\u6a19\u7684\u6cbb\u7642\u3078\u306e\u6249\u3092\u958b\u304f\u3002 AI\u30e2\u30c7\u30eb\u3068\u81e8\u5e8a\u306e\u73fe\u5b9f\u3092\u4e00\u81f4\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u4eba\u9593\u306e\u5c02\u9580\u77e5\u8b58\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3053\u3068\u306b\u5909\u308f\u308a\u306f\u306a\u3044\u3002 AI\u3068\u4eba\u9593\u306e\u6d1e\u5bdf\u529b\u306e\u7d71\u5408\u306f\u3001\u3088\u308a\u5b89\u5168\u3067\u52b9\u679c\u7684\u306a\u533b\u85ac\u54c1\u958b\u767a\u3078\u306e\u5909\u9769\u3092\u7d04\u675f\u3059\u308b\u3002      <\/p>\n\n<div class=\"wp-block-rank-math-toc-block\" id=\"rank-math-toc\"><h2>Table of Contents<\/h2><nav><ul><li><a href=\"#the-role-of-machine-learning-in-drug-discovery\"><a href=\"#the-role-of-machine-learning-in-drug-discovery\">\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u5f79\u5272<\/a><\/a><ul><li><a href=\"#reducing-time-and-cost\"><a href=\"#reducing-time-and-cost\">\u6642\u9593\u3068\u30b3\u30b9\u30c8\u306e\u524a\u6e1b<\/a><\/a><\/li><li><a href=\"#transformer-based-models\"><a href=\"#transformer-based-models\">\u30c8\u30e9\u30f3\u30b9\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb<\/a><\/a><\/li><\/ul><\/li><li><a href=\"#applications-of-machine-learning-in-drug-design\"><a href=\"#applications-of-machine-learning-in-drug-design\">\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u5fdc\u7528<\/a><\/a><ul><li><a href=\"#predictive-modeling\"><a href=\"#predictive-modeling\">\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0<\/a><\/a><\/li><li><a href=\"#de-novo-drug-design\"><a href=\"#de-novo-drug-design\">\u30c7\u30ce\u30dc\u533b\u85ac\u54c1\u30c7\u30b6\u30a4\u30f3<\/a><\/a><\/li><li><a href=\"#drug-screening-and-repurposing\"><a href=\"#drug-screening-and-repurposing\">\u533b\u85ac\u54c1\u306e\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u518d\u5229\u7528<\/a><\/a><\/li><\/ul><\/li><li><a href=\"#challenges-in-machine-learning-for-drug-discovery\"><a href=\"#challenges-in-machine-learning-for-drug-discovery\">\u5275\u85ac\u306e\u305f\u3081\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u8ab2\u984c<\/a><\/a><ul><li><a href=\"#data-scarcity-and-quality\"><a href=\"#data-scarcity-and-quality\">\u30c7\u30fc\u30bf\u306e\u5e0c\u5c11\u6027\u3068\u8cea<\/a><\/a><\/li><li><a href=\"#model-complexity-and-interpretability\"><a href=\"#model-complexity-and-interpretability\">\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u3068\u89e3\u91c8\u53ef\u80fd\u6027<\/a><\/a><\/li><\/ul><\/li><li><a href=\"#addressing-challenges-and-future-prospects\"><a href=\"#addressing-challenges-and-future-prospects\">\u8ab2\u984c\u3078\u306e\u53d6\u308a\u7d44\u307f\u3068\u4eca\u5f8c\u306e\u5c55\u671b<\/a><\/a><ul><li><a href=\"#data-strategies-and-model-evaluation\"><a href=\"#data-strategies-and-model-evaluation\">\u30c7\u30fc\u30bf\u6226\u7565\u3068\u30e2\u30c7\u30eb\u8a55\u4fa1<\/a><\/a><\/li><li><a href=\"#integration-with-human-expertise\"><a href=\"#integration-with-human-expertise\">\u4eba\u9593\u306e\u5c02\u9580\u77e5\u8b58\u3068\u306e\u7d71\u5408<\/a><\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\n<h2 class=\"wp-block-heading\" id=\"the-role-of-machine-learning-in-drug-discovery\">\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u5f79\u5272<\/h2>\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/vasro.de\/wp-content\/uploads\/2024\/09\/free-photo-of-an-artist-s-illustration-of-artificial-intelligence-ai-this-illustration-visualises-an-artificial-neural-network-as-physical-objects-the-complex-structure-represents-a-network-of-infor.webp\" alt=\"&#x5275;&#x85AC;&#x306B;&#x304A;&#x3051;&#x308B;&#x6A5F;&#x68B0;&#x5B66;&#x7FD2;&#x306E;&#x5F79;&#x5272;\"\/><\/figure>\n\n<h3 class=\"wp-block-heading\" id=\"reducing-time-and-cost\">\u6642\u9593\u3068\u30b3\u30b9\u30c8\u306e\u524a\u6e1b<\/h3>\n\n<p class=\"wp-block-paragraph\">\u88fd\u85ac\u696d\u754c\u306f\u5275\u85ac\u306b\u304a\u3044\u3066\u5927\u304d\u306a\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u3002 \u73fe\u5728\u306e\u7d71\u8a08\u306b\u3088\u308b\u3068\u3001\u65b0\u85ac\u306e\u958b\u767a\u306b\u306f10\u5e74\u4ee5\u4e0a\u304b\u304b\u308a\u3001\u6570\u5341\u5104\u30c9\u30eb\u306e\u8cbb\u7528\u304c\u304b\u304b\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u3066\u3044\u308b\u3002 \u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u3053\u3046\u3057\u305f\u554f\u984c\u306b\u5bfe\u3059\u308b\u6709\u671b\u306a\u89e3\u6c7a\u7b56\u3092\u63d0\u4f9b\u3059\u308b\u3002 \u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u306f\u5f93\u6765\u306e\u65b9\u6cd5\u3088\u308a\u3082\u52b9\u7387\u7684\u306b\u6f5c\u5728\u7684\u306a\u85ac\u5264\u5019\u88dc\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u5927\u898f\u6a21\u306a\u5b9f\u9a13\u5ba4\u3067\u306e\u5b9f\u9a13\u306e\u5fc5\u8981\u6027\u3092\u6e1b\u3089\u3057\u3001<a target=\"_blank\" rel=\"nofollow noopener\" href=\"https:\/\/www.gao.gov\/products\/gao-20-215sp\">\u6642\u9593\u3068\u8cc7\u6e90\u306e\u4e21\u65b9\u3092\u7bc0\u7d04\u3059\u308b<\/a>\u3002    <\/p>\n\n<p class=\"wp-block-paragraph\">\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u53cd\u5fa9\u4f5c\u696d\u3092\u81ea\u52d5\u5316\u3057\u3001\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u3067\u7d50\u679c\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u3067\u3001\u30d7\u30ed\u30bb\u30b9\u3092\u5408\u7406\u5316\u3059\u308b\u3002 \u4f8b\u3048\u3070\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u5206\u5b50\u7279\u6027\u3001\u5408\u6210\u7d4c\u8def\u3001\u6f5c\u5728\u7684\u306a\u526f\u4f5c\u7528\u3092<a target=\"_blank\" rel=\"nofollow noopener\" href=\"https:\/\/zitniklab.hms.harvard.edu\/drugml\/\">\u4e88\u6e2c\u3059\u308b<\/a>\u3053\u3068\u304c\u3067\u304d\u3001\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u3092\u52a0\u901f\u3055\u305b\u308b\u3002 \u305d\u306e\u7d50\u679c\u3001\u7814\u7a76\u8005\u306f\u6700\u3082\u6709\u671b\u306a\u533b\u85ac\u54c1\u5019\u88dc\u306b\u96c6\u4e2d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u533b\u85ac\u54c1\u958b\u767a\u306b\u95a2\u308f\u308b\u5168\u4f53\u7684\u306a\u6642\u9593\u3068\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002  <\/p>\n\n<h3 class=\"wp-block-heading\" id=\"transformer-based-models\">\u30c8\u30e9\u30f3\u30b9\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb<\/h3>\n\n<p class=\"wp-block-paragraph\">Transformer-Based Models \u5275\u85ac\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u30b7\u30fc\u30b1\u30f3\u30b7\u30e3\u30eb\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u9769\u547d\u3092\u8d77\u3053\u3059\u3002 \u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u512a\u308c\u3066\u304a\u308a\u3001\u8907\u96d1\u306a\u751f\u7269\u5b66\u7684\u914d\u5217\u306e\u89e3\u6790\u306b\u6700\u9069\u3067\u3059\u3002 \u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4ee5\u524d\u306f\u691c\u51fa\u304c\u56f0\u96e3\u3067\u3042\u3063\u305f\u30d1\u30bf\u30fc\u30f3\u3084\u95a2\u4fc2\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3002  <\/p>\n\n<p class=\"wp-block-paragraph\">\u5275\u85ac\u306b\u304a\u3051\u308b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30fb\u30d9\u30fc\u30b9\u30fb\u30e2\u30c7\u30eb\u306e\u5fdc\u7528\u7bc4\u56f2\u306f\u5e83\u3044\u3002 \u30bf\u30f3\u30d1\u30af\u8cea\u306e\u69cb\u9020\u3001\u76f8\u4e92\u4f5c\u7528\u3001\u6a5f\u80fd\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u6f5c\u5728\u7684\u306a\u5275\u85ac\u6a19\u7684\u306b\u95a2\u3059\u308b\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3059\u308b\u3002 \u3055\u3089\u306b\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u4f55\u5343\u3082\u306e\u5316\u5408\u7269\u306e\u5275\u85ac\u5019\u88dc\u3068\u3057\u3066\u306e\u9069\u6027\u3092\u8fc5\u901f\u306b\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u30d0\u30fc\u30c1\u30e3\u30eb\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3092\u4fc3\u9032\u3059\u308b\u3002 \u3053\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001\u5275\u85ac\u30d7\u30ed\u30bb\u30b9\u306e\u52b9\u7387\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3059\u308b\u3002   <\/p>\n\n<p class=\"wp-block-paragraph\">\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306f\u9032\u5316\u3092\u7d9a\u3051\u3066\u304a\u308a\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306b\u57fa\u3065\u304f\u30e2\u30c7\u30eb\u306f\u3053\u306e\u5206\u91ce\u306e\u9032\u6b69\u306b\u6975\u3081\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u308b\u3002 \u7814\u7a76\u8005\u306f\u73fe\u5728\u3001<a target=\"_blank\" rel=\"nofollow noopener\" href=\"https:\/\/www.mrlcg.com\/resources\/blog\/machine-learning-for-drug-discovery\/\">\u3088\u308a\u52b9\u679c\u7684\u3067\u7684\u3092\u7d5e\u3063\u305f\u6cbb\u7642\u6cd5\u3092\u8a2d\u8a08<\/a>\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u500b\u5225\u5316\u533b\u7642\u3078\u306e\u9053\u3092\u958b\u3044\u3066\u3044\u308b\u3002 \u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u304c\u5275\u85ac\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u7d71\u5408\u3055\u308c\u308b\u3053\u3068\u3067\u3001\u88fd\u85ac\u696d\u754c\u306f\u4e00\u5909\u3057\u3001\u3088\u308a\u8fc5\u901f\u3067\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044\u533b\u85ac\u54c1\u958b\u767a\u306b\u671f\u5f85\u304c\u6301\u3066\u308b\u3088\u3046\u306b\u306a\u308b\u3002  <\/p>\n\n<h2 class=\"wp-block-heading\" id=\"applications-of-machine-learning-in-drug-design\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u533b\u85ac\u54c1\u8a2d\u8a08\u3078\u306e\u5fdc\u7528<\/h2>\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/vasro.de\/wp-content\/uploads\/2024\/09\/ai-artificial-intelligence-biology-computer-25935022.webp\" alt=\"&#x6A5F;&#x68B0;&#x5B66;&#x7FD2;&#x306E;&#x533B;&#x85AC;&#x54C1;&#x8A2D;&#x8A08;&#x3078;&#x306E;&#x5FDC;&#x7528;\"\/><\/figure>\n\n<h3 class=\"wp-block-heading\" id=\"predictive-modeling\">\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0<\/h3>\n\n<p class=\"wp-block-paragraph\">\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0\u306f\u3001\u533b\u85ac\u54c1\u63a2\u7d22\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u76e4\u3068\u3057\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002\u7814\u7a76\u8005\u305f\u3061\u306f\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3057\u3066\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u30bf\u30f3\u30d1\u30af\u8cea\u306e\u69cb\u9020\u3092\u4e88\u6e2c\u3057\u3001\u85ac\u5264\u304c\u30bf\u30fc\u30b2\u30c3\u30c8\u3068\u3069\u306e\u3088\u3046\u306b\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u304b\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3066\u3066\u3044\u307e\u3059\u3002\u30bf\u30f3\u30d1\u30af\u8cea\u69cb\u9020\u306e\u6b63\u78ba\u306a\u4e88\u6e2c\u306b\u3088\u308a\u3001\u79d1\u5b66\u8005\u306f\u6f5c\u5728\u7684\u306a\u7d50\u5408\u90e8\u4f4d\u3084\u76f8\u4e92\u4f5c\u7528\u3092\u7279\u5b9a\u3057\u3001\u3088\u308a\u52b9\u679c\u7684\u306a\u85ac\u5264\u5019\u88dc\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002  <\/p>\n\n<p class=\"wp-block-paragraph\">\u30bf\u30f3\u30d1\u30af\u8cea\u540c\u58eb\u3084\u85ac\u7269\u3068\u30bf\u30fc\u30b2\u30c3\u30c8\u306e\u76f8\u4e92\u4f5c\u7528\u306f\u3001\u85ac\u52b9\u3068\u5b89\u5168\u6027\u306e\u57fa\u76e4\u3092\u5f62\u6210\u3057\u307e\u3059\u3002\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u3053\u308c\u3089\u306e\u76f8\u4e92\u4f5c\u7528\u306e\u4e88\u6e2c\u3092\u53ef\u80fd\u306b\u3057\u3001\u81e8\u5e8a\u8a66\u9a13\u306e\u6210\u529f\u7387\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001AI\u304c\u767a\u898b\u3057\u305f\u85ac\u7269\u30bf\u30fc\u30b2\u30c3\u30c8\u3078\u306e\u30a2\u30af\u30bb\u30b9\u304c\u5bb9\u6613\u306b\u306a\u308a\u3001\u65b0\u305f\u306a\u6cbb\u7642\u85ac\u306e\u958b\u767a\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002\u3053\u306e\u4e88\u6e2c\u80fd\u529b\u306f\u5275\u85ac\u306e\u52b9\u7387\u3092\u5927\u5e45\u306b\u9ad8\u3081\u3001<a target=\"_blank\" rel=\"nofollow noopener\" href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC7577280\/\">\u6642\u9593\u3068\u8cbb\u7528\u306e\u8ca0\u62c5\u3092\u8efd\u6e1b\u3057\u307e\u3059<\/a>\u3002   <\/p>\n\n<h3 class=\"wp-block-heading\" id=\"de-novo-drug-design\">De Novo Drug Design<\/h3>\n\n<p class=\"wp-block-paragraph\">\u30c7\u30ce\u30dc\u5275\u85ac\u306f\u3001\u5275\u85ac\u5fdc\u7528\u306b\u304a\u3051\u308b\u753b\u671f\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u5206\u5b50\u8a2d\u8a08\u306e\u9769\u65b0\u306b\u3088\u308a\u3001\u7814\u7a76\u8005\u306f\u671b\u307e\u3057\u3044\u7279\u6027\u3092\u6301\u3064\u5168\u304f\u65b0\u3057\u3044\u5206\u5b50\u3092\u4f5c\u308a\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u81e8\u5e8a\u73fe\u5834\u3067AI\u304c\u767a\u898b\u3057\u305f\u5206\u5b50\u306f\u3001\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u53ef\u80fd\u6027\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u5c06\u6765\u306e\u6cbb\u7642\u6cd5\u306b\u6709\u671b\u306a\u5019\u88dc\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002  <\/p>\n\n<p class=\"wp-block-paragraph\"><strong>\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3:<\/strong><\/p>\n\n<ul class=\"wp-block-list\">\n<li>\n          <p><strong>\u304c\u3093\u6cbb\u7642\u306e\u305f\u3081\u306e<\/strong><strong><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10302890\/\" target=\"_blank\" rel=\"nofollow noopener\">\u65b0\u898f\u5316\u5408\u7269<\/a><\/strong>\u306e\u7279\u5b9a\u306b\u304a\u3051\u308b<strong>AI\u306e\u6210\u529f\u4e8b\u4f8b<\/strong>\uff1a\u7814\u7a76\u8005\u305f\u3061\u306fAI\u6280\u8853\u3092\u7528\u3044\u3066\u3001\u304c\u3093\u6cbb\u7642\u306b\u9ad8\u3044\u53ef\u80fd\u6027\u3092\u6301\u3064\u65b0\u898f\u5316\u5408\u7269\u3092\u7279\u5b9a\u3057\u307e\u3057\u305f\u3002AI\u304c\u767a\u898b\u3057\u305f\u3053\u308c\u3089\u306e\u5206\u5b50\u306f\u3001\u65b0\u3057\u3044\u6cbb\u7642\u5019\u88dc\u3092\u898b\u3064\u3051\u308bAI\u306e\u80fd\u529b\u3092\u793a\u3057\u3001\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u5909\u9769\u7684\u306a\u5f71\u97ff\u3092\u5f37\u8abf\u3057\u3066\u3044\u307e\u3059\u3002 <\/p>\n        <\/li>\n\n\n\n<li>\n          <p><strong>\u5275\u85ac\u306b\u304a\u3051\u308bAI\u6280\u8853<\/strong>: AI\u6280\u8853\u306f\u3001\u30d0\u30fc\u30c1\u30e3\u30eb\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30ce\u30dc\u5275\u85ac\u3001ADME\u7279\u6027\u306e\u4e88\u6e2c\u306b\u304a\u3044\u3066<a href=\"https:\/\/jopcr.com\/articles\/revolutionizing-drug-design-with-artificial-intelligence-a-comprehensive-review-of-techniques-applications-and-case-studies\" target=\"_blank\" rel=\"nofollow noopener\">\u6210\u529f\u88cf\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059<\/a>\u3002\u3053\u308c\u3089\u306e\u9032\u6b69\u306f\u3001\u5275\u85ac\u306b\u304a\u3051\u308bAI\u306e\u6709\u52b9\u6027\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u3088\u308a\u52b9\u7387\u7684\u306a\u5275\u85ac\u30d7\u30ed\u30bb\u30b9\u3078\u306e\u9053\u3092\u958b\u304d\u307e\u3059\u3002 <\/p>\n        <\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">\u30c7\u30ce\u30dc\u5275\u85ac\u3078\u306eAI\u306e\u7d71\u5408\u306f\u3001\u65b0\u3057\u3044\u5206\u5b50\u306e\u767a\u898b\u3092\u52a0\u901f\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u81e8\u5e8a\u8a66\u9a13\u306e\u6210\u529f\u7387\u3082\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002AI\u304c\u767a\u898b\u3057\u305f\u5206\u5b50\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u7814\u7a76\u8005\u306f\u5275\u85ac\u306e\u672a\u77e5\u306e\u9818\u57df\u3092\u63a2\u6c42\u3057\u3001\u6700\u7d42\u7684\u306b\u306f\u3088\u308a\u52b9\u679c\u7684\u3067\u30bf\u30fc\u30b2\u30c3\u30c8\u3092\u7d5e\u3063\u305f\u6cbb\u7642\u6cd5\u306e\u958b\u767a\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002 <\/p>\n\n<h3 class=\"wp-block-heading\" id=\"drug-screening-and-repurposing\">\u85ac\u7269\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u518d\u5229\u7528<\/h3>\n\n<p class=\"wp-block-paragraph\">\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u30c9\u30e9\u30c3\u30b0\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u518d\u5229\u7528\u306b\u591a\u5927\u306a\u5229\u76ca\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u7269\u7406\u5316\u5b66\u7684\u7279\u6027\u3068ADME\/T\u7279\u6027\u306f\u3001\u85ac\u5264\u5019\u88dc\u306e\u9069\u5408\u6027\u3092\u6c7a\u5b9a\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059\u3002AI\u30e2\u30c7\u30eb\u306f\u3053\u308c\u3089\u306e\u7279\u6027\u3092\u5206\u6790\u3057\u3001\u7814\u7a76\u8005\u304c\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u3067\u6f5c\u5728\u7684\u306a\u85ac\u5264\u5019\u88dc\u3092\u7279\u5b9a\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002  <\/p>\n\n<p class=\"wp-block-paragraph\">\u30bf\u30fc\u30b2\u30c3\u30c8\u4e2d\u5fc3\u304a\u3088\u3073\u75be\u60a3\u4e2d\u5fc3\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u5275\u85ac\u30d7\u30ed\u30bb\u30b9\u3092\u3055\u3089\u306b\u5f37\u5316\u3057\u307e\u3059\u3002AI\u30e2\u30c7\u30eb\u306f\u6570\u5343\u306e\u5316\u5408\u7269\u3092\u8a55\u4fa1\u3057\u3001\u81e8\u5e8a\u8a66\u9a13\u3067\u6700\u3082\u6210\u529f\u3059\u308b\u53ef\u80fd\u6027\u306e\u9ad8\u3044\u3082\u306e\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u80fd\u529b\u306b\u3088\u308a\u3001\u5275\u85ac\u958b\u767a\u3092\u52b9\u7387\u5316\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u65e2\u5b58\u306e\u85ac\u3092\u65b0\u3057\u3044\u6cbb\u7642\u9069\u5fdc\u306b\u518d\u5229\u7528\u3059\u308b\u9053\u3082\u958b\u304b\u308c\u307e\u3059\u3002  <\/p>\n\n<p class=\"wp-block-paragraph\"><strong>\u81e8\u5e8a\u8a66\u9a13\u3078\u306e\u5f71\u97ff:<\/strong><\/p>\n\n<ul class=\"wp-block-list\">\n<li>\n          <p><strong>\u5275\u85ac\u306b\u304a\u3051\u308b\u81e8\u5e8a\u8a66\u9a13\u6210\u529f\u7387\u3078\u306eAI\u306e\u5f71\u97ff<\/strong>\uff1a\u521d\u671f\u306e\u8a3c\u62e0\u306f\u3001AI\u304c\u85ac\u5264\u958b\u767a\u306e\u52b9\u7387\u3068\u52b9\u679c\u3092\u5411\u4e0a\u3055\u305b\u308b\u53ef\u80fd\u6027\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u81e8\u5e8a\u8a66\u9a13\u306e\u6210\u529f\u7387\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u3067\u3001AI\u306f\u5275\u85ac\u306e\u5168\u4f53\u7684\u306a\u6210\u529f\u306b\u8ca2\u732e\u3057\u3066\u3044\u307e\u3059\u3002 <\/p>\n        <\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306f\u9032\u5316\u3092\u7d9a\u3051\u3001\u5275\u85ac\u306e\u9577\u5e74\u306e\u8ab2\u984c\u306b\u5bfe\u3059\u308b\u9769\u65b0\u7684\u306a\u89e3\u6c7a\u7b56\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002AI\u304c\u767a\u898b\u3057\u305f\u5206\u5b50\u3092\u5275\u85ac\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u88fd\u85ac\u696d\u754c\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3001\u3088\u308a\u8fc5\u901f\u3067\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044\u85ac\u5264\u958b\u767a\u3078\u306e\u671f\u5f85\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002 <\/p>\n\n<h2 class=\"wp-block-heading\" id=\"challenges-in-machine-learning-for-drug-discovery\">\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u8ab2\u984c<\/h2>\n\n<h3 class=\"wp-block-heading\" id=\"data-scarcity-and-quality\">\u30c7\u30fc\u30bf\u306e\u5e0c\u5c11\u6027\u3068\u54c1\u8cea<\/h3>\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u306e\u4e0d\u8db3\u306f\u3001\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3044\u3066<a target=\"_blank\" rel=\"nofollow noopener\" href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC7577280\/\">\u5927\u304d\u306a\u8ab2\u984c<\/a>\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u591a\u304f\u306e\u85ac\u5264\u958b\u767a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u5f37\u529b\u306a\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3059\u308b\u305f\u3081\u306e\u5341\u5206\u306a\u30c7\u30fc\u30bf\u304c\u4e0d\u8db3\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u4e0d\u8db3\u306f\u3001\u5c02\u6709\u5236\u9650\u3084\u9650\u3089\u308c\u305f\u5b9f\u9a13\u7d50\u679c\u304b\u3089\u751f\u3058\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u5341\u5206\u306a\u30c7\u30fc\u30bf\u304c\u306a\u3044\u3068\u3001\u30e2\u30c7\u30eb\u306f\u7d50\u679c\u3092\u6b63\u78ba\u306b\u4e88\u6e2c\u3059\u308b\u306e\u304c\u96e3\u3057\u304f\u306a\u308a\u3001\u5275\u85ac\u306e\u6210\u529f\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002   <\/p>\n\n<p class=\"wp-block-paragraph\"><a target=\"_blank\" href=\"https:\/\/vasro.de\/biotech-forecasting-challenges-strategies-for-success\/#:~:text=Data%20Collection%20and%20Analysis,-Data%20collection%20forms%20the%20backbone\" rel=\"noopener\">\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u5411\u4e0a\u306f<\/a>\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u514b\u670d\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u30c7\u30fc\u30bf\u62e1\u5f35\u3084\u5408\u6210\u30c7\u30fc\u30bf\u751f\u6210\u3068\u3044\u3063\u305f\u6226\u7565\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u65b9\u6cd5\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8c4a\u304b\u3055\u3068\u591a\u69d8\u6027\u3092\u9ad8\u3081\u307e\u3059\u3002\u9ad8\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u306f\u3001\u30e2\u30c7\u30eb\u304c\u85ac\u7269\u76f8\u4e92\u4f5c\u7528\u3084\u6f5c\u5728\u7684\u306a\u526f\u4f5c\u7528\u306b\u3064\u3044\u3066\u4fe1\u983c\u6027\u306e\u3042\u308b\u4e88\u6e2c\u3092\u884c\u3046\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u5411\u4e0a\u306f\u81e8\u5e8a\u8a66\u9a13\u306e\u6210\u529f\u7387\u306b\u76f4\u63a5\u5f71\u97ff\u3057\u3001\u3088\u308a\u52b9\u679c\u7684\u306a\u85ac\u5264\u5019\u88dc\u306e\u958b\u767a\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002    <\/p>\n\n<h3 class=\"wp-block-heading\" id=\"model-complexity-and-interpretability\">\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u3068\u89e3\u91c8\u53ef\u80fd\u6027<\/h3>\n\n<p class=\"wp-block-paragraph\"><a target=\"_blank\" href=\"https:\/\/vasro.de\/why-biotech-companies-face-equity-research-gaps\/#:~:text=Complexity%20of%20Biotech%20Innovations,-Biotechnology%20innovations%20present%20significant%20challenges\" rel=\"noopener\">\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u306f<\/a>\u3001\u5275\u85ac\u306b\u304a\u3051\u308b\u5225\u306e\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u306e\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u306f\u9ad8\u3044\u7cbe\u5ea6\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001\u900f\u660e\u6027\u306b\u6b20\u3051\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u3053\u306e\u4e0d\u900f\u660e\u6027\u306b\u3088\u308a\u3001\u7814\u7a76\u8005\u304c\u30e2\u30c7\u30eb\u304c\u3069\u306e\u3088\u3046\u306b\u7d50\u8ad6\u306b\u9054\u3057\u305f\u304b\u3092\u7406\u89e3\u3059\u308b\u306e\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u9069\u5207\u306a\u30e2\u30c7\u30eb\u306e\u9078\u629e\u304c\u91cd\u8981\u3068\u306a\u308a\u3001\u904e\u5ea6\u306b\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u304c\u5fc5\u305a\u3057\u3082\u6700\u826f\u306e\u7d50\u679c\u3092\u63d0\u4f9b\u3059\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002   <\/p>\n\n<p class=\"wp-block-paragraph\">\u89e3\u91c8\u53ef\u80fd\u6027\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u4fe1\u983c\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u7279\u306b\u81e8\u5e8a\u73fe\u5834\u3067\u306f\u3001\u60a3\u8005\u306e\u5b89\u5168\u304c\u6700\u512a\u5148\u3067\u3042\u308b\u305f\u3081\u3001\u7814\u7a76\u8005\u306f\u30e2\u30c7\u30eb\u306e\u5224\u65ad\u3092\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u7279\u5fb4\u91cf\u306e\u91cd\u8981\u5ea6\u5206\u6790\u3084\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u306a\u3069\u306e\u6280\u8853\u306f\u3001\u30e2\u30c7\u30eb\u306e\u52d5\u4f5c\u3092\u89e3\u660e\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u89e3\u91c8\u53ef\u80fd\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u3067\u3001\u79d1\u5b66\u8005\u306f\u30e2\u30c7\u30eb\u304c\u81e8\u5e8a\u306e\u73fe\u5b9f\u306b\u6cbf\u3063\u305f\u3082\u306e\u3068\u306a\u308b\u3088\u3046\u78ba\u8a8d\u3057\u3001\u5275\u85ac\u306e\u5168\u4f53\u7684\u306a\u6210\u529f\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002   <\/p>\n\n<p class=\"wp-block-paragraph\">\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001<a target=\"_blank\" rel=\"nofollow noopener\" href=\"https:\/\/zitniklab.hms.harvard.edu\/drugml\/\">\u5909\u9769\u7684\u306a\u53ef\u80fd\u6027<\/a>\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u4f9d\u7136\u3068\u3057\u3066\u8ab2\u984c\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u4e0d\u8db3\u306b\u5bfe\u51e6\u3057\u3001\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3001\u3053\u306e\u6280\u8853\u306e\u5b8c\u5168\u306a\u5229\u70b9\u3092\u5f15\u304d\u51fa\u3059\u305f\u3081\u306e\u9375\u3068\u306a\u308a\u307e\u3059\u3002\u7814\u7a76\u8005\u305f\u3061\u304c\u3053\u308c\u3089\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3055\u3089\u306b\u6d17\u7df4\u3055\u305b\u308b\u306b\u3064\u308c\u3066\u3001\u88fd\u85ac\u696d\u754c\u306f\u5275\u85ac\u306e\u9032\u6b69\u3092\u9042\u3052\u3001\u81e8\u5e8a\u8a66\u9a13\u306e\u6210\u529f\u7387\u306e\u5411\u4e0a\u3068\u3088\u308a\u9769\u65b0\u7684\u306a\u6cbb\u7642\u6cd5\u306e\u5b9f\u73fe\u306b\u3064\u306a\u304c\u308b\u3067\u3057\u3087\u3046\u3002  <\/p>\n\n<h2 class=\"wp-block-heading\" id=\"addressing-challenges-and-future-prospects\">\u8ab2\u984c\u3078\u306e\u53d6\u308a\u7d44\u307f\u3068\u5c06\u6765\u306e\u5c55\u671b<\/h2>\n\n<h3 class=\"wp-block-heading\" id=\"data-strategies-and-model-evaluation\">\u30c7\u30fc\u30bf\u6226\u7565\u3068\u30e2\u30c7\u30eb\u8a55\u4fa1<\/h3>\n\n<p class=\"wp-block-paragraph\">\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001<a target=\"_blank\" href=\"https:\/\/vasro.de\/biotech-forecasting-challenges-strategies-for-success\/\" rel=\"noopener\">\u30c7\u30fc\u30bf\u54c1\u8cea<\/a>\u3068\u8a55\u4fa1\u306b\u95a2\u3059\u308b\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u307e\u3059\u3002\u7814\u7a76\u8005\u306f\u3001\u7570\u306a\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30e2\u30c7\u30eb\u304c\u9069\u5207\u306b\u6a5f\u80fd\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u30af\u30ed\u30b9\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u306e\u624b\u6cd5\u306f\u30c7\u30fc\u30bf\u3092\u30b5\u30d6\u30bb\u30c3\u30c8\u306b\u5206\u3051\u3001\u4e00\u90e8\u3067\u8a13\u7df4\u3057\u3001\u4ed6\u306e\u90e8\u5206\u3067\u30c6\u30b9\u30c8\u3092\u884c\u3044\u307e\u3059\u3002\u30af\u30ed\u30b9\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u306f\u4fe1\u983c\u6027\u306e\u3042\u308b\u4e88\u6e2c\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u81e8\u5e8a\u8a66\u9a13\u306e\u6210\u529f\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002   <\/p>\n\n<p class=\"wp-block-paragraph\">\u8a55\u4fa1\u6307\u6a19\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a55\u4fa1\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u7cbe\u5ea6\u3001\u9069\u5408\u7387\u3001\u518d\u73fe\u7387\u306a\u3069\u306e\u6307\u6a19\u306f\u3001\u30e2\u30c7\u30eb\u304c\u85ac\u7269\u76f8\u4e92\u4f5c\u7528\u3084\u7d50\u679c\u3092\u3069\u308c\u3060\u3051\u6b63\u78ba\u306b\u4e88\u6e2c\u3059\u308b\u304b\u306b\u3064\u3044\u3066\u306e\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6307\u6a19\u306f\u3001\u7814\u7a76\u8005\u304c\u81e8\u5e8a\u6bb5\u968e\u3092\u3088\u308a\u826f\u304f\u3059\u308b\u305f\u3081\u306b\u30e2\u30c7\u30eb\u3092\u6539\u826f\u3059\u308b\u969b\u306e\u6307\u91dd\u3068\u306a\u308a\u307e\u3059\u3002  <\/p>\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u306f\u4f9d\u7136\u3068\u3057\u3066\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u306f\u3057\u3070\u3057\u3070\u900f\u660e\u6027\u306b\u6b20\u3051\u3001\u305d\u306e\u5224\u65ad\u3092\u7406\u89e3\u3059\u308b\u306e\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002\u7279\u5fb4\u91cf\u306e\u91cd\u8981\u5ea6\u5206\u6790\u306a\u3069\u306e\u624b\u6cd5\u306f\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u89e3\u660e\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u7814\u7a76\u8005\u306f\u305d\u306e\u5f8c\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u51fa\u529b\u3092\u81e8\u5e8a\u306e\u73fe\u5b9f\u3068\u6574\u5408\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u3001AI\u4e3b\u5c0e\u306e\u5275\u85ac\u3078\u306e\u4fe1\u983c\u3092\u9ad8\u3081\u307e\u3059\u3002   <\/p>\n\n<h3 class=\"wp-block-heading\" id=\"integration-with-human-expertise\">\u4eba\u9593\u306e\u5c02\u9580\u77e5\u8b58\u3068\u306e\u7d71\u5408<\/h3>\n\n<p class=\"wp-block-paragraph\">\u4eba\u9593\u306e\u5c02\u9580\u77e5\u8b58\u306f\u3001\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u3092\u88dc\u5b8c\u3057\u307e\u3059\u3002\u5354\u529b\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001AI\u3068\u4eba\u9593\u306e\u6d1e\u5bdf\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5c02\u9580\u5bb6\u306fAI\u304c\u751f\u6210\u3057\u305f\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u6709\u671b\u306a\u85ac\u5264\u5019\u88dc\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u30d1\u30fc\u30c8\u30ca\u30fc\u30b7\u30c3\u30d7\u306b\u3088\u308a\u3001\u30d5\u30a7\u30fc\u30baI\u3067\u306e\u6210\u529f\u306e\u53ef\u80fd\u6027\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002   <\/p>\n\n<p class=\"wp-block-paragraph\"><a target=\"_blank\" href=\"https:\/\/vasro.de\/biotechnology-market-trends-driving-forces-and-future-outlook\/\" rel=\"noopener\">\u5c06\u6765\u306e\u7d71\u5408\u306e\u5c55\u671b<\/a>\u306f\u6709\u671b\u3067\u3059\u3002AI\u30c4\u30fc\u30eb\u306f\u9032\u5316\u3092\u7d9a\u3051\u3001\u5206\u5b50\u306e\u3088\u308a\u9ad8\u5ea6\u306a\u5206\u6790\u3092\u63d0\u4f9b\u3059\u308b\u3067\u3057\u3087\u3046\u3002\u4eba\u9593\u306e\u5c02\u9580\u5bb6\u304c\u3053\u308c\u3089\u306e\u7d50\u679c\u3092\u7cbe\u67fb\u3057\u3001\u85ac\u5264\u8a2d\u8a08\u304c\u81e8\u5e8a\u30cb\u30fc\u30ba\u306b\u5408\u81f4\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u30b7\u30ca\u30b8\u30fc\u306b\u3088\u308a\u3001\u81e8\u5e8a\u3067\u306e\u6210\u529f\u7387\u304c\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002   <\/p>\n\n<p class=\"wp-block-paragraph\"><a target=\"_blank\" rel=\"nofollow noopener\" href=\"https:\/\/www.alpha-sense.com\/blog\/trends\/expert-insights-artificial-intelligence-drug-development\/\">\u5143\u30d0\u30a4\u30aa\u30c6\u30af\u30ce\u30ed<\/a>\u30b8\u30fc\u306e\u7d4c\u55b6\u8005\u306f\u3001\u5275\u85ac\u30bf\u30fc\u30b2\u30c3\u30c8\u306e\u7279\u5b9a\u306b\u304a\u3051\u308bAI\u306e\u5f79\u5272\u3092\u5f37\u8abf\u3057\u307e\u3057\u305f\u3002AI\u306f\u81e8\u5e8a\u958b\u767a\u306b\u304a\u3051\u308b\u7279\u5b9a\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u3001\u30d5\u30a7\u30fc\u30baI\u306e\u6210\u529f\u7387\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002AI\u3068\u4eba\u9593\u306e\u5c02\u9580\u77e5\u8b58\u306e\u5354\u529b\u306f\u3001\u5275\u85ac\u306e\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002  <\/p>\n\n<p class=\"wp-block-paragraph\">\u5275\u85ac\u306e\u672a\u6765\u306f\u3053\u306e\u7d71\u5408\u306b\u3042\u308a\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u3068\u4eba\u9593\u306e\u6d1e\u5bdf\u304c\u9023\u643a\u3057\u3066\u5354\u529b\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u5b89\u5168\u3067\u52b9\u679c\u7684\u306a\u85ac\u3092\u751f\u307f\u51fa\u3057\u3001\u81e8\u5e8a\u8a66\u9a13\u306e\u6210\u529f\u7387\u3092\u5411\u4e0a\u3055\u305b\u3001\u88fd\u85ac\u696d\u754c\u3092\u5909\u9769\u3057\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002  <\/p>\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u306f<a target=\"_blank\" rel=\"nofollow noopener\" href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10302890\/\">\u30d7\u30ed\u30bb\u30b9\u3092\u52a0\u901f<\/a>\u3057\u3001\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u3067\u5275\u85ac\u306e\u5f62\u3092\u5909\u3048\u3066\u3044\u307e\u3059\u3002AI\u304c\u767a\u898b\u3057\u305f\u85ac\u306f\u3001\u500b\u5225\u5316\u533b\u7642\u306e\u6709\u671b\u306a\u672a\u6765\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u8ab2\u984c\u306e\u514b\u670d\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u4f9d\u7136\u3068\u3057\u3066\u91cd\u8981\u3067\u3059\u3002AI\u6280\u8853\u306f<a target=\"_blank\" rel=\"nofollow noopener\" href=\"https:\/\/blog.drugbank.com\/unleashing-ai-in-drug-discovery-prospects-and-challenges\/\">\u30bf\u30a4\u30e0\u30e9\u30a4\u30f3\u3092\u5287\u7684\u306b\u77ed\u7e2e<\/a>\u3057\u3001\u65b0\u85ac\u958b\u767a\u306e\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u5c02\u9580\u5bb6\u306f\u3001\u751f\u7269\u5b66\u7684\u30b7\u30b9\u30c6\u30e0\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306b<a target=\"_blank\" rel=\"nofollow noopener\" href=\"https:\/\/www.pymnts.com\/artificial-intelligence-2\/2024\/ai-drug-discovery-trial-reveals-promise-and-challenges-of-using-the-tech\/\">\u8907\u96d1\u306a\u30e2\u30c7\u30eb<\/a>\u306e\u5fc5\u8981\u6027\u3092\u5f37\u8abf\u3057\u3066\u3044\u307e\u3059\u3002AI\u304c\u767a\u898b\u3057\u305f\u85ac\u306f\u3001\u88fd\u85ac\u696d\u754c\u306b\u5909\u9769\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u3002AI\u3068\u4eba\u9593\u306e\u5c02\u9580\u77e5\u8b58\u306e\u5c06\u6765\u306e\u5354\u529b\u306f\u3001\u3088\u308a\u5b89\u5168\u3067\u52b9\u679c\u7684\u306a\u6cbb\u7642\u6cd5\u3092\u7d04\u675f\u3057\u307e\u3059\u3002\u3053\u306e\u30b7\u30ca\u30b8\u30fc\u306b\u3088\u308a\u3001\u5275\u85ac\u306e\u3088\u308a\u52b9\u7387\u7684\u3067\u5f71\u97ff\u529b\u306e\u3042\u308b\u6642\u4ee3\u304c\u5230\u6765\u3059\u308b\u3067\u3057\u3087\u3046\u3002       <\/p>\n\n<p class=\"wp-block-paragraph\"><strong>\u514d\u8cac\u4e8b\u9805\uff1a<\/strong>\u672c\u8a18\u4e8b\u3067\u63d0\u4f9b\u3059\u308b\u60c5\u5831\u306f\u4e00\u822c\u7684\u306a\u60c5\u5831\u63d0\u4f9b\u306e\u307f\u3092\u76ee\u7684\u3068\u3057\u305f\u3082\u306e\u3067\u3042\u308a\u3001\u6295\u8cc7\u30a2\u30c9\u30d0\u30a4\u30b9\u3084\u7279\u5b9a\u306e\u8cc7\u7523\u3084\u5e02\u5834\u3078\u306e\u6295\u8cc7\u3092\u63a8\u5968\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 VASRO GmbH \u306f\u500b\u5225\u306e\u6295\u8cc7\u30a2\u30c9\u30d0\u30a4\u30b9\u3092\u884c\u3063\u3066\u304a\u3089\u305a\u3001\u672c\u8a18\u4e8b\u306e\u5185\u5bb9\u3092\u305d\u306e\u3088\u3046\u306a\u3082\u306e\u3068\u3057\u3066\u4fe1\u983c\u3059\u3079\u304d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 \u8aad\u8005\u306e\u7686\u69d8\u306b\u306f\u3001\u6295\u8cc7\u306b\u95a2\u3059\u308b\u6c7a\u5b9a\u3092\u884c\u3046\u524d\u306b\u3001\u305d\u308c\u305e\u308c\u306e\u72b6\u6cc1\u306b\u5fdc\u3058\u305f\u72ec\u7acb\u3057\u305f\u8ca1\u52d9\u30a2\u30c9\u30d0\u30a4\u30b9\u3092\u6c42\u3081\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002 VASRO GmbH\u306f\u3001\u672c\u8a18\u4e8b\u306b\u63b2\u8f09\u3055\u308c\u305f\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u884c\u308f\u308c\u305f\u6295\u8cc7\u5224\u65ad\u306b\u3064\u3044\u3066\u3001\u3044\u304b\u306a\u308b\u8cac\u4efb\u3082\u8ca0\u3044\u307e\u305b\u3093\u3002   <\/p>\n\n<p class=\"wp-block-paragraph\"><strong>\u7d9a\u304d\u3092\u8aad\u3080<\/strong> Jayatunga MKP, Ayers M, Bruens L, Jayanth D, Meier C. <a target=\"_self\" href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/38692505\/\" rel=\"noopener\">AI\u304c\u767a\u898b\u3057\u305f\u85ac\u306f\u81e8\u5e8a\u8a66\u9a13\u3067\u3069\u308c\u307b\u3069\u6210\u529f\u3057\u3066\u3044\u308b\u306e\u304b\uff1f\u6700\u521d\u306e\u5206\u6790\u3068\u6d6e\u304b\u3073\u4e0a\u304c\u308b\u6559\u8a13\u3002 <\/a> <em>\u4eca\u65e5\u306e\u85ac\u7269\u767a\u898b\u3002<\/em> 2024 Jun;29(6):104009. doi: 10.1016\/j.drudis.2024.104009. Epub 2024 Apr 30. PMID: 38692505.   <\/p>\n\n<p class=\"wp-block-paragraph\">Qi X, Zhao Y, Qi Z, Hou S, Chen J. <a target=\"_self\" href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10892089\/\" rel=\"noopener\">Machine Learning Empowering Drug Discovery: Applications, Opportunities and Challenges.<\/a> <em>Molecules.<\/em> 2024 Feb;29(4):903. doi: 10.3390\/molecules29040903. PMID: 38398653; PMCID: PMC10892089.  <\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5275\u85ac\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u306f\u30d7\u30ed\u30bb\u30b9\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3001\u30b3\u30b9\u30c8\u3068\u6642\u9593\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002 \u305d\u306e\u5fdc\u7528\u3001\u8ab2\u984c\u3001AI\u3068\u4eba\u9593\u306e\u5354\u50cd\u306e\u5c06\u6765\u6027\u3092\u63a2\u308b\u3002 <\/p>\n","protected":false},"author":1,"featured_media":17376,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[315,314],"tags":[325,326,324],"class_list":["post-17570","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-315","category-314","tag-325","tag-326","tag-324"],"_links":{"self":[{"href":"https:\/\/vasro.de\/ja\/wp-json\/wp\/v2\/posts\/17570","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vasro.de\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vasro.de\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vasro.de\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/vasro.de\/ja\/wp-json\/wp\/v2\/comments?post=17570"}],"version-history":[{"count":0,"href":"https:\/\/vasro.de\/ja\/wp-json\/wp\/v2\/posts\/17570\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/vasro.de\/ja\/wp-json\/wp\/v2\/media\/17376"}],"wp:attachment":[{"href":"https:\/\/vasro.de\/ja\/wp-json\/wp\/v2\/media?parent=17570"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vasro.de\/ja\/wp-json\/wp\/v2\/categories?post=17570"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vasro.de\/ja\/wp-json\/wp\/v2\/tags?post=17570"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}