{"id":34730,"date":"2024-12-11T21:57:41","date_gmt":"2024-12-11T13:57:41","guid":{"rendered":"https:\/\/17aitech.com\/?p=34730"},"modified":"2024-12-11T21:57:41","modified_gmt":"2024-12-11T13:57:41","slug":"%e4%b8%87%e5%ad%97%e9%95%bf%e6%96%87%ef%bc%8c%e8%85%be%e8%ae%af%e3%80%81%e6%b8%85%e5%8d%8e%e7%ad%89%e5%a4%9a%e4%bd%8d%e7%94%9f%e7%89%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%bd%9c%e8%80%85%e4%b8%93%e8%ae%bf","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34730","title":{"rendered":"\u4e07\u5b57\u957f\u6587\uff0c\u817e\u8baf\u3001\u6e05\u534e\u7b49\u591a\u4f4d\u751f\u7269\u5927\u6a21\u578b\u4f5c\u8005\u4e13\u8bbf\uff0c\u7545\u8c08AI\u751f\u7269\u5b66\uff0c\u89e3\u6790\u5927\u578b\u7ec6\u80de\u6a21\u578b\u6280\u672f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-25-7\" target=\"_blank\">\u4e07\u5b57\u957f\u6587\uff0c\u817e\u8baf\u3001\u6e05\u534e\u7b49\u591a\u4f4d\u751f\u7269\u5927\u6a21\u578b\u4f5c\u8005\u4e13\u8bbf\uff0c\u7545\u8c08AI\u751f\u7269\u5b66\uff0c\u89e3\u6790\u5927\u578b\u7ec6\u80de\u6a21\u578b\u6280\u672f<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-973722111f8436a478a50830df53a3c6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-973722111f8436a478a50830df53a3c6.png\"><\/a><\/section>\n<p>\u7f16\u8f91 | KX<\/p>\n<p>\u5927\u578b<mark data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\" data-type=\"tech_tasks\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLM\uff09\u5728<mark data-id=\"c8ff5114-6cbb-49ca-8a89-3ee2826be0b4\" data-type=\"tech_tasks\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark>\u548c\u7406\u89e3\u9886\u57df\u5df2\u53d6\u5f97\u91cd\u5927\u7a81\u7834\u3002<\/p>\n<p>\u5728\u751f\u7269\u5b66\u9886\u57df\uff0c\u4e00\u4e9b\u91c7\u7528\u7c7b\u4f3c LLM \u7ed3\u6784\u7684\u5927\u578b\u7ec6\u80de\u6a21\u578b\uff08Large Cellular Model\uff0cLCM\uff09\u88ab\u5f00\u53d1\u7528\u4e8e\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u5b66\uff0c\u6bd4\u5982\uff1ascBERT\u3001Geneformer\u3001scGPT\u3001scFoundation \u548c GeneCompass\u3002<\/p>\n<p>\u8fd9\u4e9b\u6a21\u578b\u5c55\u793a\u4e86 LCM \u5728\u5404\u79cd\u751f\u7269\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u5e76\u8bf4\u660e\u4e86 LCM \u5f7b\u5e95\u6539\u53d8\u672a\u6765\u751f\u7269\u5b66\u7814\u7a76\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-4c5a31f7e5d05aa729af073ec7d28ea5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-4c5a31f7e5d05aa729af073ec7d28ea5.png\"><\/a><\/p>\n<section>\u5927\u578b\u7ec6\u80de\u6a21\u578b\u7684\u793a\u610f\u56fe\u3002<\/section>\n<p>\u8fd1\u65e5\uff0c\u300a<em>Quantitative Biology<\/em>\u300b\u671f\u520a\u91c7\u8bbf\u4e86\u4e00\u4e9b\u6700\u5177\u5f71\u54cd\u529b\u7684 LCM \u80cc\u540e\u7684\u6709\u5f71\u54cd\u529b\u7684\u4f5c\u8005\u3002\u4f8b\u5982\uff1a<mark data-id=\"e3f47c14-ff22-49c7-8e82-4745dc37b451\" data-type=\"institutions\">\u817e\u8baf<\/mark> AI Lab \u6768\u5e06\u548c\u59da\u5efa\u534e\uff08scBERT\uff09\u3001\u52a0\u5dde\u5927\u5b66 Christina V. Theodoris\uff08Geneformer\uff09\u3001\u591a\u4f26\u591a\u5927\u5b66<mark data-id=\"26e3d6b3-e34a-479f-a130-887ae129fea6\" data-type=\"experts\">\u738b\u6ce2<\/mark>\uff08<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzI3MjM3ODk0NQ==&amp;mid=2247496047&amp;idx=1&amp;sn=5c4b611d3c61317f90d75eccf21dae8c&amp;chksm=eb31cc41dc46455716b27c8d7396c8f964c5da172d6c0f636d93648f233fd99fdff93ef23818&amp;scene=21#wechat_redirect\" target=\"_blank\">scGPT<\/a> \uff09\u3001<mark data-id=\"4349d6b9-40ff-4e23-a237-f9ace91c6c81\" data-type=\"institutions\">\u6e05\u534e\u5927\u5b66<\/mark>\u5f20\u5b66\u5de5\uff08scFoundation\uff09\u4ee5\u53ca\u4e2d\u56fd\u79d1\u5b66\u9662\u674e\u946b\u548c\u6768\u6208\uff08GeneCompass\uff09\u3002<\/p>\n<p>\u8be5\u8bc4\u8bba\u6587\u7ae0\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u8fd9\u4e9b\u6a21\u578b\u80cc\u540e\u7684\u603b\u4f53\u6846\u67b6\u548c\u6838\u5fc3<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u6982\u5ff5\uff0c\u5e76\u524d\u77bb\u6027\u5730\u8ba8\u8bba\u4e86\u8fd9\u4e9b\u6a21\u578b\u5982\u4f55\u4e0e\u751f\u7269\u5b66\u77e5\u8bc6\u6709\u6548\u7ed3\u5408\u3002\u8fd8\u8ba8\u8bba\u4e86 LCM \u7814\u7a76\u548c\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u9762\u4e34\u7684\u5173\u952e\u6311\u6218\uff0c\u5305\u62ec\u7f29\u653e\u89c4\u5f8b\u95ee\u9898\u548c\u6570\u636e\u9884\u8bad\u7ec3\u7684\u5fc5\u8981\u6027\u3002<\/p>\n<p>\u8fd9\u4e9b\u89c2\u70b9\u9610\u660e\u4e86 LCM \u5bf9\u751f\u7269\u7814\u7a76\u7684\u53d8\u9769\u6027\u5f71\u54cd\uff0c\u5e76\u8ba9\u6211\u4eec\u770b\u5230\u4e86 AI \u548c\u751f\u547d\u79d1\u5b66\u878d\u5408\uff0c\u56de\u7b54\u6709\u5173\u751f\u547d\u7684\u5173\u952e\u95ee\u9898\u7684\u672a\u6765\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-530f71d42e6a5d59f841c4231a43bb10.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-530f71d42e6a5d59f841c4231a43bb10.png\"><\/a><\/p>\n<section>\u8bba\u6587\u94fe\u63a5\uff1a<em>https:\/\/onlinelibrary.wiley.com\/doi\/10.1002\/qub2.65<\/em><\/section>\n<p><strong>ScienceAI \u5bf9\u539f\u8bba\u6587\u8fdb\u884c\u4e86\u4e0d\u6539\u53d8\u539f\u610f\u7684\u7f16\u8f91\u3001\u6574\u7406\uff1a<\/strong><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" 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><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=34730\/#%E5%AF%B9%E6%89%80%E6%9C%89%E4%BD%9C%E8%80%85%E7%9A%84%E9%97%AE%E9%A2%98\" >\u5bf9\u6240\u6709\u4f5c\u8005\u7684\u95ee\u9898<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=34730\/#%E5%85%B3%E4%BA%8E_scBERT_%E7%9A%84%E8%AE%BF%E8%B0%88\" >\u5173\u4e8e scBERT \u7684\u8bbf\u8c08<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=34730\/#%E5%85%B3%E4%BA%8E_Geneformer_%E7%9A%84%E8%AE%BF%E8%B0%88\" >\u5173\u4e8e Geneformer \u7684\u8bbf\u8c08<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=34730\/#scGPT_%E8%AE%BF%E8%B0%88\" >scGPT \u8bbf\u8c08<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=34730\/#scFoundation_%E8%AE%BF%E8%B0%88\" >scFoundation \u8bbf\u8c08<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/17aitech.com\/?p=34730\/#%E5%85%B3%E4%BA%8E_GeneCompass_%E7%9A%84%E8%AE%BF%E8%B0%88\" >\u5173\u4e8e GeneCompass \u7684\u8bbf\u8c08<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/17aitech.com\/?p=34730\/#%E7%BB%93%E6%9D%9F%E8%AF%AD\" >\u7ed3\u675f\u8bed<\/a><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"%E5%AF%B9%E6%89%80%E6%9C%89%E4%BD%9C%E8%80%85%E7%9A%84%E9%97%AE%E9%A2%98\"><\/span><strong>\u5bf9\u6240\u6709\u4f5c\u8005\u7684\u95ee\u9898<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><strong>Quantitative Biology\uff1a\u4f60\u80fd\u5426\u7b80\u8981\u4ecb\u7ecd\u4e00\u4e0b\u4f60\u7684\u6a21\u578b\u662f\u4ec0\u4e48\uff0c\u4ee5\u53ca\u5b83\u53ef\u4ee5\u7528\u4e8e\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p>\u6768\u5e06&amp;\u59da\u5efa\u534e\uff1ascBERT \u662f\u4e00\u79cd\u9884\u8bad\u7ec3<mark data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\" data-type=\"tech_tasks\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u65e8\u5728\u5c06\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u6570\u636e\u8f6c\u6362\u4e3a\u901a\u7528\u5d4c\u5165\u3002\u8fd9\u79cd\u57fa\u4e8e Transformer \u7684\u6a21\u578b\u4f7f\u7528 BERT \u8303\u5f0f\u8fdb\u884c\u8bad\u7ec3\uff0c\u53ef\u7528\u4e8e\u5404\u79cd\u5e94\u7528\uff0c\u5305\u62ec\u7ec6\u80de\u7c7b\u578b\u6ce8\u91ca\u3001\u65b0\u7ec6\u80de\u7c7b\u578b\u7684\u53d1\u73b0\u548c\u65b0\u6807\u8bb0\u57fa\u56e0\u7684\u8bc6\u522b\u3002<\/p>\n<p>Christina V. Theodoris\uff1aGeneformer \u662f\u4e00\u79cd\u57fa\u7840<mark data-id=\"01946acc-d031-4c0e-909c-f062643b7273\" data-type=\"tech_methods\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u6a21\u578b\uff0c\u5728\u7ea6 3000 \u4e07\u4e2a\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u7684\u5927\u89c4\u6a21<mark data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\" data-type=\"concepts\">\u8bed\u6599\u5e93<\/mark>\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u901a\u8fc7<mark data-id=\"ad7faf59-8003-4afb-9527-2b7387c7bceb\" data-type=\"tech_tasks\">\u8fc1\u79fb\u5b66\u4e60<\/mark>\uff0c\u5728\u7f51\u7edc\u751f\u7269\u5b66\u4e2d\u6570\u636e\u6709\u9650\u7684\u73af\u5883\u4e2d\u5b9e\u73b0\u4e0a\u4e0b\u6587\u7279\u5b9a\u7684\u9884\u6d4b\u3002\u901a\u8fc7<mark data-id=\"d3a2c2a7-0181-4bfe-ac33-540f12116dbf\" data-type=\"tech_methods\">\u96f6\u6837\u672c\u5b66\u4e60<\/mark>\u548c\u6709\u9650\u6570\u636e\u5fae\u8c03\uff0cGeneformer \u5728\u4e00\u7cfb\u5217\u5177\u6709\u751f\u7269\u5b66\u610f\u4e49\u7684\u4e0b\u6e38\u4efb\u52a1\u4e2d\u6301\u7eed\u63d0\u9ad8\u4e86\u9884\u6d4b\u51c6\u786e\u6027\u3002\u6211\u4eec\u5c55\u793a\u4e86 Geneformer \u83b7\u5f97\u65b0\u751f\u7269\u5b66\u89c1\u89e3\u7684\u80fd\u529b\uff0c\u5305\u62ec\u901a\u8fc7<mark data-id=\"d3a2c2a7-0181-4bfe-ac33-540f12116dbf\" data-type=\"tech_methods\">\u96f6\u6837\u672c\u5b66\u4e60<\/mark>\u53d1\u73b0\u5fc3\u808c\u7ec6\u80de\u4e2d\u7684\u65b0\u8f6c\u5f55\u56e0\u5b50\uff0c\u4ee5\u53ca\u4f7f\u7528\u6709\u9650\u7684\u60a3\u8005\u6570\u636e\u63ed\u793a\u5fc3\u808c\u75c5\u7684\u5019\u9009\u6cbb\u7597\u9776\u70b9\uff0c\u8fd9\u4e24\u9879\u6211\u4eec\u90fd\u901a\u8fc7\u7ec6\u80de\u529f\u80fd\u5206\u6790\u8fdb\u884c\u4e86\u5b9e\u9a8c\u9a8c\u8bc1\u3002Geneformer \u5bf9\u57fa\u56e0\u7f51\u7edc\u52a8\u6001\u7684\u57fa\u672c\u7406\u89e3\u73b0\u5728\u53ef\u4ee5\u63a8\u5e7f\u5230\u5927\u91cf\u4e0b\u6e38\u4efb\u52a1\uff0c\u4ee5\u52a0\u901f\u53d1\u73b0\u5173\u952e\u7f51\u7edc\u8c03\u8282\u5668\u548c\u5019\u9009\u6cbb\u7597\u9776\u70b9\u3002<\/p>\n<p><mark data-id=\"26e3d6b3-e34a-479f-a130-887ae129fea6\" data-type=\"experts\">\u738b\u6ce2<\/mark>\uff1a<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzI3MjM3ODk0NQ==&amp;mid=2247496047&amp;idx=1&amp;sn=5c4b611d3c61317f90d75eccf21dae8c&amp;chksm=eb31cc41dc46455716b27c8d7396c8f964c5da172d6c0f636d93648f233fd99fdff93ef23818&amp;scene=21#wechat_redirect\" target=\"_blank\">scGPT<\/a> \u662f\u4e00\u4e2a\u5728 3300 \u4e07\u4e2a\u4eba\u7c7b\u7ec6\u80de\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u7684\u5355\u7ec6\u80de\u57fa\u7840\u6a21\u578b\u3002\u53d7 LLM \u7684\u542f\u53d1\uff0cscGPT \u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u9996\u5148\u4ece\u5927\u89c4\u6a21\u591a\u6837\u5316\u7684\u4eba\u7c7b\u7ec6\u80de\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u5b66\u4e60\u5355\u7ec6\u80de\u751f\u7269\u5b66\uff0c\u7136\u540e\u6709\u6548\u5730\u5c06\u77e5\u8bc6\u8f6c\u79fb\u5230\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u3002<\/p>\n<p>scGPT \u5229\u7528<mark data-id=\"60bee267-89dc-4606-ba24-6b3f7d1f6189\" data-type=\"tech_methods\">\u6ce8\u610f\u529b\u673a\u5236<\/mark>\u7684 Transformer \u4e3b\u5e72\u6765\u6355\u6349\u57fa\u56e0\u4e4b\u95f4\u9519\u7efc\u590d\u6742\u7684\u4e92\u8fde\u6027\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0cscGPT \u8bbe\u8ba1\u4e86\u4e00\u79cd\u7279\u6b8a\u7684\u6ce8\u610f\u673a\u5236\uff0c\u5177\u6709\u7ec6\u80de\u63d0\u793a\u548c\u57fa\u56e0\u63d0\u793a\uff0c\u80fd\u591f\u4ee5\u81ea\u56de\u5f52\u7684\u65b9\u5f0f\u4f7f\u7528\u975e\u5e8f\u5217 scRNA-seq \u6570\u636e\u8fdb\u884c\u751f\u6210\u8bad\u7ec3\u3002\u9884\u8bad\u7ec3\u7684 scGPT \u6a21\u578b\u8868\u73b0\u51fa\u5bf9\u65b0\u6570\u636e\u96c6\u7684\u7a33\u5065\u5916\u63a8\u80fd\u529b\uff0c\u5728\u96f6\u6837\u672c\u5b9e\u9a8c\u4e2d\u51c6\u786e\u5730<mark data-id=\"de069734-8912-43fb-b365-3b014165bc4d\" data-type=\"concepts\">\u805a\u7c7b<\/mark>\u7ec6\u80de\u7c7b\u578b\u5e76\u4e0e\u5df2\u77e5\u7684\u57fa\u56e0\u7f51\u7edc\u5bf9\u9f50\u3002\u901a\u8fc7\u5fae\u8c03\uff0c\u5176\u77e5\u8bc6\u53ef\u4ee5\u8f6c\u79fb\u5230\u5404\u79cd\u4efb\u52a1\u4e2d\uff0c\u5728\u7ec6\u80de\u7c7b\u578b\u6ce8\u91ca\u548c\u6270\u52a8\u9884\u6d4b\u4efb\u52a1\u4e2d\u59cb\u7ec8\u4f18\u4e8e\u4e13\u95e8\u7684\u6a21\u578b\u3002<\/p>\n<p>\u5f20\u5b66\u5de5\uff1ascFoundation \u662f\u4e00\u4e2a\u5728\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u5b66\u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5728<mark data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\" data-type=\"concepts\">\u53c2\u6570<\/mark>\u5927\u5c0f\u3001\u57fa\u56e0\u7ef4\u6570\u548c\u8bad\u7ec3\u6570\u636e\u5927\u5c0f\u65b9\u9762\u89c4\u6a21\u5f88\u5927\u3002\u5f97\u76ca\u4e8e\u6a21\u578b\u67b6\u6784\u8bbe\u8ba1\u548c\u8bad\u7ec3\u7b56\u7565\uff0c\u5b83\u53ef\u4ee5\u4e3a\u5355\u7ec6\u80de\u548c\u6279\u91cf\u5206\u6790\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u5d4c\u5165\u3002\u8fd9\u4e9b\u5d4c\u5165\u53ef\u4ee5\u5e94\u7528\u4e8e\u5404\u79cd\u7ec6\u80de\u7ea7\u4efb\u52a1\uff0c\u4f8b\u5982\u589e\u5f3a\u57fa\u56e0\u8868\u8fbe\u3001\u6ce8\u91ca\u7ec6\u80de\u7c7b\u578b\u4ee5\u53ca\u9884\u6d4b\u7ec4\u7ec7\u548c\u5355\u4e2a\u7ec6\u80de\u4e2d\u7684\u836f\u7269\u53cd\u5e94\u3002\u6b64\u5916\uff0cscFoundation \u53ef\u4ee5\u751f\u6210\u57fa\u56e0\u7ea7\u5d4c\u5165\uff0c\u7528\u4e8e\u63a8\u65ad\u57fa\u56e0\u7f51\u7edc\u548c\u9884\u6d4b\u6270\u52a8\u5bf9\u5355\u7ec6\u80de\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u674e\u946b&amp;\u6768\u6208\uff1aGeneCompass \u662f\u4e00\u4e2a\u77e5\u8bc6\u578b\u8de8\u7269\u79cd\u57fa\u7840\u6a21\u578b\uff0c\u5728\u8d85\u8fc7 1.2 \u4ebf\u4e2a\u4eba\u7c7b\u548c\u5c0f\u9f20\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u4e0a\u8fdb\u884c\u4e86\u9884\u8bad\u7ec3\u3002\u542f\u52a8\u5b50\u5e8f\u5217\u3001\u57fa\u56e0\u5bb6\u65cf\u3001\u57fa\u56e0\u8c03\u63a7\u7f51\u7edc (GRN) \u548c\u5171\u8868\u8fbe\u5173\u7cfb\u8fd9\u56db\u79cd<mark data-id=\"98fefa6d-e6fc-4a62-abe6-944ed9833445\" data-type=\"concepts\">\u5148\u9a8c\u77e5\u8bc6<\/mark>\u901a\u8fc7\u5c06\u5176\u7f16\u7801\u5230\u8f93\u5165\u4e2d\u800c\u88ab\u6574\u5408\u5230 GeneCompass \u4e2d\u3002GeneCompass \u53ef\u4ee5\u4fc3\u8fdb\u6574\u4e2a\u751f\u7269\u9886\u57df\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u5305\u62ec\u8de8\u7269\u79cd\u7ec6\u80de\u7c7b\u578b\u6ce8\u91ca\u3001GRN \u9884\u6d4b\u3001\u836f\u7269\u5242\u91cf\u53cd\u5e94\u9884\u6d4b\u548c\u6270\u52a8\u9884\u6d4b\u3002\u6b64\u5916\uff0cGeneCompass \u53ef\u4ee5\u901a\u8fc7\u5728\u9ad8\u7ef4\u5d4c\u5165\u7a7a\u95f4\u4e2d\u8fdb\u884c\u8ba1\u7b97\u673a\u57fa\u56e0\u6270\u52a8\u6765\u52a0\u901f\u5173\u952e\u7ec6\u80de\u547d\u8fd0\u8c03\u8282\u56e0\u5b50\u7684\u53d1\u73b0\u3002<\/p>\n<h1><span class=\"ez-toc-section\" id=\"%E5%85%B3%E4%BA%8E_scBERT_%E7%9A%84%E8%AE%BF%E8%B0%88\"><\/span><strong>\u5173\u4e8e scBERT \u7684\u8bbf\u8c08<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><strong>Quantitative Biology\uff1ascBERT \u662f\u7b2c\u4e00\u4e2a\u9488\u5bf9\u5355\u7ec6\u80de RNA \u5e8f\u5217\u6570\u636e\u5f00\u53d1\u7684\u7c7b Transformer \u6a21\u578b\u5417\uff1f\u60a8\u662f\u5982\u4f55\u542f\u52a8\u8fd9\u4e2a\u9879\u76ee\u7684\uff0c\u4ee5\u53ca\u5728\u5de5\u4f5c\u4e2d\u9047\u5230\u4e86\u54ea\u4e9b\u4e3b\u8981\u6311\u6218\uff1f<\/strong><\/p>\n<p>\u6768\u5e06&amp;\u59da\u5efa\u534e\uff1a\u6211\u4eec\u4e8e 2021 \u5e74\u521d\u542f\u52a8\u4e86 scBERT \u9879\u76ee\uff0c\u5e76\u4e8e 2021 \u5e74 12 \u6708\u53d1\u5e03\u4e86\u4ee3\u7801\u548c\u9884\u5370\u672c\u8bba\u6587\u3002\u636e\u6211\u4eec\u6240\u77e5\uff0cscBERT \u662f\u7b2c\u4e00\u4e2a\u9488\u5bf9\u5355\u7ec6\u80de RNA \u5e8f\u5217\u6570\u636e\u7684\u7c7b Transformer \u6a21\u578b\u3002\u53d7 BERT \u8303\u5f0f\u5728 NLP \u4e2d\u7684\u6210\u529f\u7684\u542f\u53d1\uff0c\u6211\u4eec\u5c06 BERT \u5e94\u7528\u4e8e\u5355\u7ec6\u80de RNA \u5e8f\u5217\u6570\u636e\u3002<\/p>\n<p>\u8fd9\u9879\u5f00\u521b\u6027\u7684\u5de5\u4f5c\u5e26\u6765\u4e86\u51e0\u4e2a\u6311\u6218\uff0c\u5176\u4e2d\u6700\u4e3b\u8981\u7684\u662f\u5c06\u5355\u7ec6\u80de RNA \u5e8f\u5217\u6570\u636e\uff08\u901a\u5e38\u4e3a\u8ba1\u6570\u77e9\u9635\u683c\u5f0f\uff09\u8f6c\u6362\u4e3a Transformer \u7684\u8f93\u5165\u5d4c\u5165\u3002\u5728\u5f7b\u5e95\u7814\u7a76\u4e86 scRNA \u6570\u636e\u7684\u6027\u8d28\u5e76\u4e0e NLP \u4e13\u5bb6\u8ba8\u8bba\u540e\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u57fa\u56e0\u5d4c\u5165\u548c\u8868\u8fbe\u5d4c\u5165\uff0c\u7c7b\u4f3c\u4e8e NLP \u4e2d\u7684\u4f4d\u7f6e\u5d4c\u5165\u548c<mark data-id=\"2feeb7b3-2bea-4238-9c79-0d235ffc71cc\" data-type=\"tech_tasks\">\u8bcd\u5d4c\u5165<\/mark>\u3002\u8fd9\u4e9b\u5d4c\u5165\u7684\u6210\u529f\u5b9e\u73b0\u542f\u53d1\u4e86\u540e\u7eed\u51e0\u4e2a\u57fa\u4e8e Transformer \u7684\u6a21\u578b\u7684\u8bbe\u8ba1\u3002\u5176\u4ed6\u6311\u6218\u5305\u62ec\u6536\u96c6\u5927\u91cf\u5408\u9002\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u4ee5\u53ca\u5982\u4f55\u6709\u6548\u5730\u8fdb\u884c\u81ea\u76d1\u7763\u9884\u8bad\u7ec3\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a\u60a8\u8ba4\u4e3a AI \u6a21\u578b\u6269\u5c55\u6216\u5e94\u7528\u4e8e\u751f\u547d\u79d1\u5b66\u4efb\u52a1\u7684\u5173\u952e\u6280\u672f\u6311\u6218\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p>\u6768\u5e06&amp;\u59da\u5efa\u534e\uff1a\u6211\u8ba4\u4e3a AI \u6269\u5c55\u6216\u5e94\u7528\u4e8e\u751f\u547d\u79d1\u5b66\u4efb\u52a1\u7684\u5173\u952e\u6280\u672f\u6311\u6218\u5728\u4e8e\u5b9a\u4e49\u95ee\u9898\uff0c\u5e76\u5c06\u5177\u6709\u751f\u7269\u5b66\u4ef7\u503c\u7684\u95ee\u9898\u516c\u5f0f\u5316\u4e3a AI \u7b97\u6cd5\u53ef\u4f18\u5316\u7684\u5bf9\u8c61\u3002\u53e6\u4e00\u4e2a\u91cd\u8981\u7684\u6280\u672f\u6311\u6218\u662f\u5982\u4f55\u57fa\u4e8e\u6781\u5176\u7a00\u7f3a\u7684\u5b9e\u9a8c\u6570\u636e\u6784\u5efa\u9ad8\u6027\u80fd\u6a21\u578b\u3002\u6211\u8ba4\u4e3a\u8fd9\u662f\u751f\u547d\u79d1\u5b66\u4e2d\u5e38\u89c1\u7684\u573a\u666f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-cc258b783b69fe94caf92e89791b2f22.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-cc258b783b69fe94caf92e89791b2f22.png\"><\/a><\/p>\n<section>scBERT \u6a21\u578b\u6982\u8ff0\u3002<\/section>\n<p><strong>Quantitative Biology\uff1ascBERT \u662f 3 \u5e74\u524d\u5efa\u7acb\u7684\u3002\u4ece\u90a3\u4ee5\u540e\uff0c\u4f60\u4eec\u5b9e\u9a8c\u5ba4\u7684\u7814\u7a76\u8fdb\u5c55\u5982\u4f55?<\/strong><\/p>\n<p>\u6768\u5e06&amp;\u59da\u5efa\u534e\uff1a\u4ece\u90a3\u65f6\u8d77\uff0c\u6211\u4eec\u5c31\u4e00\u76f4\u5728\u63a2\u7d22 AI \u5728\u7a7a\u95f4\u7ec4\u5b66\u548c\u5355\u7ec6\u80de\u86cb\u767d\u8d28\u7ec4\u5b66\u4e2d\u7684\u5e94\u7528\u3002\u5728\u7a7a\u95f4\u7ec4\u5b66\u65b9\u9762\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u79cd\u7ec6\u80de\u7c7b\u578b\u6ce8\u91ca\u7b97\u6cd5\u548c\u4e00\u79cd\u5fae\u73af\u5883\u5206\u6790\u5de5\u5177\u3002\u81f3\u4e8e\u5355\u7ec6\u80de\u86cb\u767d\u8d28\u7ec4\u5b66\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u901a\u7528\u5d4c\u5165\u6846\u67b6\u548c\u4e00\u79cd\u53cd\u5377\u79ef\u7b97\u6cd5\u3002\u6211\u4eec\u6240\u6709\u7684\u5de5\u4f5c\u90fd\u96c6\u4e2d\u5728\u4e2d\u5fc3\u6cd5\u5219\u53ca\u5176\u6f5c\u5728\u7684\u751f\u7269\u5b66\u5e94\u7528\u4e0a\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a\u60a8\u5bf9 AI \u6a21\u578b\u5728\u751f\u7269\u5b66\u7814\u7a76\u4e2d\u7684\u6f5c\u5728\u5e94\u7528\u6709\u4f55\u770b\u6cd5\uff1f<\/strong><\/p>\n<p>\u6768\u5e06&amp;\u59da\u5efa\u534e\uff1aAI \u53ef\u4ee5\u4fc3\u8fdb\u751f\u7269\u5b66\u7814\u7a76\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u4ece\u7406\u89e3\u3001\u53d1\u73b0\u5230\u521b\u9020\u3002\u5206\u6790\u5355\u7ec6\u80de\u591a\u7ec4\u5b66\u6570\u636e\u4f7f\u6211\u4eec\u80fd\u591f\u4ece\u7cfb\u7edf\u7684\u89d2\u5ea6\u4e86\u89e3\u5355\u4e2a\u7ec6\u80de\u4e2d DNA\u3001RNA \u548c\u86cb\u767d\u8d28\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u3002\u5c06\u8fd9\u4e9b\u6570\u636e\uff08\u53ef\u9009\u7684\u5176\u4ed6\u6a21\u6001\u6570\u636e\uff09\u4e0e\u8868\u578b\uff08\u5982\u60a3\u8005\u7ea7\u6807\u7b7e\uff09\u8054\u7cfb\u8d77\u6765\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3\u75be\u75c5\u8fc7\u7a0b\u5e76\u53d1\u73b0\u65b0\u7597\u6cd5\u7684\u65b0\u9776\u70b9\u3002\u901a\u8fc7\u5bf9\u86cb\u767d\u8d28\u4e0e\u5176\u4ed6\u5206\u5b50\u4e4b\u95f4\u7684\u539f\u5b50\u7ea7\u76f8\u4e92\u4f5c\u7528\u8fdb\u884c\u5efa\u6a21\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u5934\u8bbe\u8ba1\uff08\u521b\u9020\uff09\u65b0\u578b\u86cb\u767d\u8d28\u7ed3\u5408\u836f\u7269\u3002\u672c\u8d28\u4e0a\uff0c\u6211\u4eec\u53ef\u4ee5\u5229\u7528<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3\u751f\u547d\u7684\u672c\u8d28\u5e76\u6539\u5584\u6211\u4eec\u7684\u751f\u6d3b\u8d28\u91cf\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u548c\u751f\u7269\u5b66\u9886\u57df\u90fd\u5728\u5feb\u901f\u53d1\u5c55\uff0c\u6280\u672f\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u66f4\u65b0\u751a\u81f3\u9769\u547d\u3002\u60a8\u5982\u4f55\u770b\u5f85<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u5728\u751f\u7269\u7814\u7a76\u4e2d\u7684\u5e94\u7528\uff1f<\/strong><\/p>\n<p>\u6768\u5e06&amp;\u59da\u5efa\u534e\uff1a\u4f17\u6240\u5468\u77e5\uff0c<mark data-id=\"c91750dd-3ddd-49bf-8f95-7ab4bc48a526\" data-type=\"tech_methods\">AlphaFold<\/mark>2 \u901a\u8fc7\u76f8\u5bf9\u51c6\u786e\u5730\u4ece\u5e8f\u5217\u9884\u6d4b\u86cb\u767d\u8d28\u7ed3\u6784\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86\u7ed3\u6784\u751f\u7269\u5b66\u3002\u5df2\u7ecf\u51fa\u73b0\u4e86\u66f4\u591a\u6a21\u578b\u6765\u9884\u6d4b\u86cb\u767d\u8d28\u4e0e\u5176\u4ed6\u5206\u5b50\u76f8\u4e92\u4f5c\u7528\u7684\u590d\u5408\u7269\u7684\u7ed3\u6784\uff0c\u4f8b\u5982\u6838\u9178\u3001\u5316\u5b66\u836f\u7269\u548c\u5171\u4ef7\u4fee\u9970\u3002\u5728\u4e0d\u4e45\u7684\u5c06\u6765\uff0c\u6211\u8ba4\u4e3a\u7528\u4e8e\u86cb\u767d\u8d28\u590d\u5408\u7269\u5206\u6790\u7684<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\uff0c\u7ed3\u5408\u5355\u7ec6\u80de\u591a\u7ec4\u5b66\u63d0\u4f9b\u7684\u7ec6\u80de\u80cc\u666f\uff0c\u6709\u671b\u4e3a\u751f\u7269\u7814\u7a76\u5e26\u6765\u6709\u4ef7\u503c\u7684\u5e94\u7528\u3002<\/p>\n<h1><span class=\"ez-toc-section\" id=\"%E5%85%B3%E4%BA%8E_Geneformer_%E7%9A%84%E8%AE%BF%E8%B0%88\"><\/span><strong>\u5173\u4e8e Geneformer \u7684\u8bbf\u8c08<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><strong>Quantitative Biology\uff1a\u60a8\u5728\u5b9e\u9645\u751f\u7269\u5b66\u95ee\u9898\u4e0a\u5e94\u7528 Geneformer \u65f6\u53d6\u5f97\u4e86\u54ea\u4e9b\u91cd\u5927\u751f\u7269\u5b66\u53d1\u73b0\uff1f\u8fd9\u4e9b\u53d1\u73b0\u662f\u5426\u4e5f\u80fd\u901a\u8fc7\u66f4\u4f20\u7edf\u7684\u7edf\u8ba1\u6216<mark data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\" data-type=\"tech_methods\">\u673a\u5668\u5b66\u4e60<\/mark>\u65b9\u6cd5\u627e\u5230\uff1f<\/strong><\/p>\n<p>Christina V. Theodoris\uff1a\u6211\u4eec\u5c55\u793a\u4e86 Geneformer \u80fd\u591f\u901a\u8fc7<mark data-id=\"d3a2c2a7-0181-4bfe-ac33-540f12116dbf\" data-type=\"tech_methods\">\u96f6\u6837\u672c\u5b66\u4e60<\/mark>\u548c\u5fae\u8c03\u5728\u5404\u79cd\u751f\u7269\u5b66\u73af\u5883\u4e2d\u8fdb\u884c\u9884\u6d4b\u7684\u80fd\u529b\uff0c\u5305\u62ec\u57fa\u56e0\u7f51\u7edc\u52a8\u529b\u5b66\u3001\u67d3\u8272\u8d28\u52a8\u529b\u5b66\u3001\u52a8\u6001\u7ec6\u80de\u8f68\u8ff9\u548c\u75be\u75c5\u4f9d\u8d56\u6027\u5931\u8c03\u3002\u6211\u4eec\u5c06 Geneformer \u5e94\u7528\u4e8e\u5e7f\u6cdb\u7684\u7ec4\u7ec7\u3001\u75be\u75c5\u548c\u53d1\u80b2\u9636\u6bb5\uff0c\u4ee5\u786e\u8ba4\u5176\u57fa\u672c\u77e5\u8bc6\u7684\u666e\u904d\u6027\u3002\u6211\u4eec\u8fd8\u5c06 Geneformer \u4e0e<mark data-id=\"721015d0-31b7-4688-8a4e-12862d86bc14\" data-type=\"tech_methods\">\u968f\u673a\u68ee\u6797<\/mark>\u3001<mark data-id=\"9cbd3df9-2050-4c7c-8eaa-ca53c512083c\" data-type=\"tech_methods\">\u652f\u6301\u5411\u91cf\u673a<\/mark>\u548c<mark data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\" data-type=\"concepts\">\u903b\u8f91<\/mark>\u56de\u5f52\u7b49\u66ff\u4ee3<mark data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\" data-type=\"tech_methods\">\u673a\u5668\u5b66\u4e60<\/mark>\u65b9\u6cd5\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u53d1\u73b0 Geneformer \u59cb\u7ec8\u63d0\u9ad8\u4e86\u9884\u6d4b\u51c6\u786e\u6027\u3002<\/p>\n<p>\u5728\u65b0\u53d1\u73b0\u65b9\u9762\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u8ba1\u7b97\u673a\u6270\u52a8\u65b9\u6cd5\uff0c\u901a\u8fc7<mark data-id=\"d3a2c2a7-0181-4bfe-ac33-540f12116dbf\" data-type=\"tech_methods\">\u96f6\u6837\u672c\u5b66\u4e60<\/mark>\u53d1\u73b0\u4e86\u5fc3\u808c\u7ec6\u80de\u4e2d\u7684\u4e00\u79cd\u65b0\u578b\u8f6c\u5f55\u56e0\u5b50\uff0c\u6211\u4eec\u901a\u8fc7\u5b9e\u9a8c\u8bc1\u5b9e\u4e86\u8be5\u8f6c\u5f55\u56e0\u5b50\u5bf9\u7ec6\u80de\u4ea7\u751f\u6536\u7f29\u529b\u7684\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002\u5c3d\u7ba1\u4e4b\u524d\u5bf9\u5fc3\u808c\u7ec6\u80de\u8fdb\u884c\u4e86\u6570\u5341\u5e74\u7684\u7814\u7a76\uff0c\u4f46 Geneformer \u4ecd\u7136\u80fd\u591f\u53d1\u73b0\u8fd9\u79cd\u65b0\u578b\u8c03\u8282\u5242\uff0c\u5e76\u4e14\u8fd9\u4e9b\u9884\u6d4b\u88ab\u8bc1\u5b9e\u5bf9\u7ec6\u80de\u5177\u6709\u771f\u6b63\u7684\u751f\u7269\u5b66\u6548\u5e94\uff0c\u8fd9\u8ba9\u6211\u4eec\u611f\u5230\u5174\u594b\u3002<\/p>\n<p>\u7136\u540e\uff0c\u6211\u4eec\u5c06\u6211\u4eec\u7684\u65b9\u6cd5\u6269\u5c55\u5230\u8ba1\u7b97\u673a\u6cbb\u7597\u7b56\u7565\uff0c\u8be5\u65b9\u6cd5\u53d1\u73b0\u4e86\u5fc3\u808c\u7ec6\u80de\u4e2d\u7684\u65b0\u578b\u6cbb\u7597\u9776\u70b9\uff0c\u53ef\u663e\u8457\u63d0\u9ad8\u5fc3\u808c\u75c5\u8bf1\u5bfc\u591a\u80fd\u5e72\u7ec6\u80de\u75be\u75c5\u6a21\u578b\u4e2d\u7ec6\u80de\u4ea7\u751f\u6536\u7f29\u529b\u7684\u80fd\u529b\u3002\u6211\u4eec\u5f88\u9ad8\u5174\u8be5\u6a21\u578b\u80fd\u591f\u9884\u6d4b\u5bf9\u7ec6\u80de\u8868\u578b\u5177\u6709\u771f\u6b63\u751f\u7269\u5b66\u5f71\u54cd\u7684\u65b0\u578b\u6cbb\u7597\u9776\u70b9\uff0c\u5e76\u671f\u5f85\u770b\u5230\u5176\u4ed6\u4eba\u5982\u4f55\u4f7f\u7528 Geneformer \u63a8\u52a8\u672a\u6765\u5728\u5176\u4ed6\u75be\u75c5\u548c\u751f\u7269\u5b66\u73af\u5883\u4e2d\u7684\u53d1\u73b0\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a\u60a8\u662f\u4e00\u4f4d\u7814\u7a76\u5fc3\u8840\u7ba1\u75be\u75c5\u7684\u79d1\u5b66\u5bb6\uff0c\u60a8\u80fd\u5426\u5728\u5fc3\u8840\u7ba1\u7814\u7a76\u4e2d\u7ed9\u51fa\u4e00\u4e9b\u60a8\u8ba4\u4e3a<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u5c24\u5176\u662f LCM \u5c06\u53d1\u6325\u91cd\u8981\u4f5c\u7528\u7684\u573a\u666f\uff1f<\/strong><\/p>\n<p>Christina V. Theodoris\uff1a\u4ece\u66f4\u5e7f\u6cdb\u7684\u89d2\u5ea6\u770b\uff0c\u751f\u7269\u5b66\u7684\u4e3b\u8981\u969c\u788d\u4e4b\u4e00\u662f\uff0c\u8981\u5728\u6e7f\u5b9e\u9a8c\u5ba4\u5b9e\u9a8c\u4e2d\u6d4b\u8bd5\u6240\u6709\u5929\u6587\u6570\u5b57\u7684\u6270\u52a8\uff0c\u4ee5\u53d1\u73b0\u7f51\u7edc\u8c03\u8282\u56e0\u5b50\u548c\u6cbb\u7597\u9776\u70b9\uff0c\u8fd9\u662f\u4e0d\u53ef\u884c\u7684\uff0c\u800c\u4e14\u6210\u672c\u8fc7\u9ad8\u3002<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u7684\u4e3b\u8981\u524d\u666f\u4e4b\u4e00\u662f\u80fd\u591f\u4ee5\u65e0\u504f\u89c1\u3001\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\u6709\u6548\u5730\u8ba1\u7b97\u4e0b\u6e38\u5b9e\u9a8c\u7684\u4f18\u5148\u7ea7\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u91c7\u7528\u95ed\u73af\u65b9\u6cd5\uff0c\u6e7f\u5b9e\u9a8c\u5ba4\u4e2d\u4f18\u5148\u8003\u8651\u7684\u4e0b\u6e38\u5b9e\u9a8c\u7684\u6570\u636e\u53ef\u4ee5\u5411\u6a21\u578b\u63d0\u4f9b\u53cd\u9988\uff0c\u8bf4\u660e\u5176\u9884\u6d4b\u5728\u54ea\u91cc\u662f\u6b63\u786e\u7684\uff0c\u5728\u54ea\u91cc\u662f\u9519\u8bef\u7684\uff0c\u4ece\u800c\u4e0d\u65ad\u5229\u7528\u771f\u5b9e\u4e16\u754c\u7684\u6570\u636e\u6539\u8fdb\u6a21\u578b\u7684\u9884\u6d4b\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a\u5728\u60a8\u6587\u7ae0\u7684\u8ba8\u8bba\u90e8\u5206\uff0c\u4f60\u9884\u6d4b\u300c\u968f\u7740\u516c\u5f00\u53ef\u7528\u7684\u8f6c\u5f55\u7ec4\u6570\u636e\u7684\u6570\u91cf\u4e0d\u65ad\u6269\u5927\uff0c\u672a\u6765\u7684\u6a21\u578b\u5728\u66f4\u5927\u89c4\u6a21\u7684<mark data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\" data-type=\"concepts\">\u8bed\u6599\u5e93<\/mark>\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u53ef\u80fd\u4f1a\u6709\u673a\u4f1a\u5728\u8d8a\u6765\u8d8a\u6709\u9650\u7684\u7279\u5b9a\u4efb\u52a1\u6570\u636e\u4e2d\u5b9e\u73b0\u66f4\u96be\u4ee5\u6349\u6478\u7684\u4efb\u52a1\u7684\u6709\u610f\u4e49\u7684\u9884\u6d4b\u300d\uff0c\u4f60\u80fd\u7ed9\u4e00\u4e9b\u53ef\u80fd\u5c5e\u4e8e\u8fd9\u4e00\u7c7b\u7684\u4efb\u52a1\u7684\u4f8b\u5b50\u5417?<\/strong><\/p>\n<p>Christina V. Theodoris\uff1a\u6211\u4eec\u5728 2021 \u5e74 6 \u6708\u5bf9 Geneformer \u8fdb\u884c\u4e86\u9884\u8bad\u7ec3\uff0c\u4ece\u90a3\u65f6\u8d77\uff0c\u516c\u5171\u9886\u57df\u53ef\u7528\u7684\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u6570\u636e\u7684\u6570\u91cf\u548c\u591a\u6837\u6027\u8fc5\u901f\u589e\u52a0\u3002\u6211\u4eec\u5728 Geneformer \u624b\u7a3f\u4e2d\u6d4b\u8bd5\u7684\u6700\u56f0\u96be\u7684\u4efb\u52a1\u4e4b\u4e00\u662f\u9884\u6d4b\u8f6c\u5f55\u56e0\u5b50\u662f\u5426\u5728\u77ed\u8ddd\u79bb\u6216\u957f\u8ddd\u79bb\u4f5c\u7528\u4e8e\u5176\u9776\u6807\u3002\u5bf9\u4e8e\u6a21\u578b\u6765\u8bf4\uff0c\u4ec5\u4f7f\u7528\u8f6c\u5f55\u7ec4\u6570\u636e\u8fdb\u884c\u9884\u6d4b\u662f\u4e00\u9879\u7279\u522b\u56f0\u96be\u7684\u4efb\u52a1\uff0c\u800c\u6ca1\u6709\u5173\u4e8e\u57fa\u56e0\u7ec4\u8ddd\u79bb\u7684\u4fe1\u606f\u3002\u7136\u800c\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u9884\u6d4b\u8f6c\u5f55\u56e0\u5b50\u7684\u8fd9\u79cd\u9ad8\u9636\u5c5e\u6027\uff0c\u800c\u66f4\u4f20\u7edf\u7684<mark data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\" data-type=\"tech_methods\">\u673a\u5668\u5b66\u4e60<\/mark>\u65b9\u6cd5\u5219\u5177\u6709\u968f\u673a\u9884\u6d4b\u3002<\/p>\n<p>\u968f\u7740\u6a21\u578b\u5728\u66f4\u5927\u91cf\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5b83\u4eec\u53ef\u80fd\u4f1a\u83b7\u5f97\u66f4\u591a\u7684\u57fa\u7840\u77e5\u8bc6\uff0c\u4ece\u800c\u66f4\u597d\u5730\u9884\u6d4b\u57fa\u56e0\u7684\u8fd9\u4e9b\u9ad8\u9636\u7279\u5f81\u3002\u6b64\u5916\uff0cGeneformer \u80fd\u591f\u7528\u5c11\u81f3 \u223c800 \u4e2a\u4efb\u52a1\u7279\u5b9a\u7ec6\u80de\u6765\u9884\u6d4b\u57fa\u56e0\u7684\u7f51\u7edc\u4e2d\u5fc3\u6027\u3002\u968f\u7740\u6a21\u578b\u5728\u66f4\u5927\u89c4\u6a21\u7684\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u83b7\u5f97\u66f4\u591a\u7684\u57fa\u7840\u77e5\u8bc6\uff0c\u8fd9\u4e9b\u4efb\u52a1\u53ef\u4ee5\u7528\u66f4\u5c11\u7684\u4efb\u52a1\u7279\u5b9a\u7ec6\u80de\u6765\u5b8c\u6210\uff0c\u751a\u81f3\u53ef\u4ee5\u5728\u6ca1\u6709\u5fae\u8c03\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u901a\u8fc7<mark data-id=\"d3a2c2a7-0181-4bfe-ac33-540f12116dbf\" data-type=\"tech_methods\">\u96f6\u6837\u672c\u5b66\u4e60<\/mark>\u6765\u5b8c\u6210\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a\u60a8\u7684\u5b9e\u9a8c\u5ba4\u5728\u5f00\u53d1\u751f\u7269\u5b66 AI \u6a21\u578b\u65f6\u9762\u4e34\u54ea\u4e9b\u969c\u788d\uff1f<\/strong><\/p>\n<p>Christina V. Theodoris\uff1a\u6700\u5927\u7684\u969c\u788d\u4ecd\u7136\u662f\u83b7\u53d6\u8db3\u591f\u7684 GPU \u8ba1\u7b97\u8d44\u6e90\u6765\u8bad\u7ec3\u6211\u4eec\u611f\u5174\u8da3\u7684\u6a21\u578b\u7c7b\u578b\uff0c\u4e0e\u5de5\u4e1a\u754c\u516c\u53f8\u53ef\u7528\u7684\u8d44\u6e90\u76f8\u6bd4\uff0c\u8fd9\u662f\u5927\u591a\u6570\u5b66\u672f\u673a\u6784\u9762\u4e34\u7684\u95ee\u9898\u3002\u53e6\u4e00\u4e2a\u4e3b\u8981\u969c\u788d\u662f\u7edf\u4e00\u5b58\u50a8\u5728\u516c\u5171\u9886\u57df\u7684\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u683c\u5f0f\u6781\u5176\u591a\u53d8\uff0c\u800c\u4e14\u5f88\u591a\u65f6\u5019\u51e0\u4e4e\u6ca1\u6709\u5173\u4e8e\u6570\u636e\u4e4b\u524d\u5982\u4f55\u5904\u7406\u6216\u76f8\u5173\u5143\u6570\u636e\u7684\u4fe1\u606f\uff0c\u4f8b\u5982\u6837\u672c\u662f\u6765\u81ea\u5065\u5eb7\u4eba\u8fd8\u662f\u75be\u75c5\u60a3\u8005\u7b49\u3002\u968f\u7740\u6211\u4eec\u8ba4\u8bc6\u5230 AI \u5728\u751f\u7269\u533b\u5b66\u7814\u7a76\u4e2d\u7684\u524d\u666f\uff0c\u5f00\u53d1\u7cfb\u7edf\u4ece\u800c\u5c06\u6570\u636e\u7ed3\u6784\u5316\u4e3a AI \u5c31\u7eea\u6570\u636e\u975e\u5e38\u91cd\u8981\uff0c\u8fd9\u6837\u624d\u80fd\u6700\u5927\u9650\u5ea6\u5730\u5229\u7528\u5168\u7403\u6295\u5165\u5230\u751f\u7269\u7814\u7a76\u7684\u5de8\u989d\u8d44\u91d1\u3002CELLxGENE \u5c31\u662f\u8fd9\u6837\u4e00\u79cd<mark data-id=\"700f9c0f-1e8b-4fde-8bae-6de39c13f022\" data-type=\"concepts\">\u6570\u636e\u5e93<\/mark>\uff0c\u5b83\u5141\u8bb8\u57fa\u4e8e\u5e94\u7528\u7a0b\u5e8f\u7f16\u7a0b\u63a5\u53e3 (API) \u9ad8\u6548\u8bbf\u95ee\u5927\u91cf\u5355\u7ec6\u80de\u6570\u636e\uff0c\u4e3a\u5176\u4ed6\u7c7b\u578b\u7684\u751f\u7269\u6570\u636e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6548\u4eff\u7684\u4f8b\u5b50\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1ca7a4672d73b6f7eaa53c351e4fa33a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-1ca7a4672d73b6f7eaa53c351e4fa33a.png\"><\/a><\/p>\n<section>Geneformer \u67b6\u6784\u548c<mark data-id=\"ad7faf59-8003-4afb-9527-2b7387c7bceb\" data-type=\"tech_tasks\">\u8fc1\u79fb\u5b66\u4e60<\/mark>\u7b56\u7565\u3002<\/section>\n<p><strong>Quantitative Biology\uff1a\u60a8\u7684\u7814\u7a76\u6210\u679c\u53d1\u8868\u5df2\u7ecf\u4e00\u5e74\u591a\u4e86\uff0c\u60a8\u80fd\u5426\u5411\u6211\u4eec\u7b80\u8981\u4ecb\u7ecd\u4e00\u4e0b\u60a8\u5b9e\u9a8c\u5ba4\u6b63\u5728\u8fdb\u884c\u7684\u7814\u7a76\uff0c\u8fd9\u4e9b\u7814\u7a76\u662f\u57fa\u4e8e Geneformer \u6216\u5176\u4ed6\u5927\u578b\u7ec6\u80de\u6a21\u578b\u5efa\u7acb\u7684\u6216\u4e0e\u4e4b\u76f8\u5173\u7684\u5417\uff1f\u5982\u4eca\uff0c\u8bb8\u591a\u751f\u7269\u5b66\u5bb6\u90fd\u5bf9\u5c06<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\uff08\u5c24\u5176\u662f\u5927\u578b\u6a21\u578b\uff09\u5f15\u5165\u4ed6\u4eec\u7684\u7814\u7a76\u611f\u5174\u8da3\uff0c\u60a8\u5bf9\u4ed6\u4eec\u6709\u4ec0\u4e48\u5efa\u8bae\u5417\uff1f\u8ba9\u4ed6\u4eec\u7684\u5de5\u4f5c\u66f4\u987a\u5229\uff0c\u6216\u8005\u4ed6\u4eec\u53ef\u80fd\u9700\u8981\u6ce8\u610f\u7684\u9677\u9631\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p>Christina V. Theodoris\uff1a\u6211\u4eec\u7684\u5b9e\u9a8c\u5ba4\u5229\u7528<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u548c\u5b9e\u9a8c\u57fa\u56e0\u7ec4\u5b66\u6765\u89e3\u51b3\u57fa\u56e0\u7f51\u7edc\u751f\u7269\u5b66\u7684\u4e3b\u8981\u6311\u6218\u3002\u6211\u4eec\u5b9e\u9a8c\u5ba4\u7684\u4e00\u90e8\u5206\u4e13\u6ce8\u4e8e\u5f00\u53d1\u65b0\u7684<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u6a21\u578b\uff0c\u6269\u5c55\u6211\u4eec\u7684<mark data-id=\"ad7faf59-8003-4afb-9527-2b7387c7bceb\" data-type=\"tech_tasks\">\u8fc1\u79fb\u5b66\u4e60<\/mark>\u65b9\u6cd5\uff0c\u4ee5\u89e3\u51b3\u65b0\u7684\u65b9\u5411\uff0c\u4f8b\u5982\u57fa\u56e0\u7f51\u7edc\u5982\u4f55\u901a\u8fc7\u7a7a\u95f4\u548c\u65f6\u95f4\u5f71\u54cd\u7ec6\u80de\u76f8\u4e92\u4f5c\u7528\u3002\u6211\u4eec\u5b9e\u9a8c\u5ba4\u7684\u53e6\u4e00\u90e8\u5206\u662f\u5e94\u7528\u8fd9\u4e9b\u6a21\u578b\u6765\u7814\u7a76\u57fa\u56e0\u8c03\u63a7\u4e2d\u5c1a\u672a\u89e3\u7b54\u7684\u57fa\u672c\u95ee\u9898\uff0c\u5e76\u786e\u5b9a\u4eba\u7c7b\u75be\u75c5\u7684\u7f51\u7edc\u6821\u6b63\u7597\u6cd5\u3002\u6211\u4eec\u5f3a\u8c03\u8ba1\u7b97\u548c\u5b9e\u9a8c\u6210\u5458\u4e4b\u95f4\u7684\u5bc6\u5207\u5408\u4f5c\uff0c\u4ee5\u4fc3\u8fdb\u95ed\u73af<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u548c\u5b9e\u9a8c\u57fa\u56e0\u7ec4\u5b66\u7b56\u7565\uff0c\u4ece\u800c\u52a0\u901f\u6211\u4eec\u7684\u53d1\u73b0\u3002<\/p>\n<p>\u5728\u5c06 AI \u878d\u5165\u751f\u7269\u7814\u7a76\u65b9\u9762\uff0c\u4e00\u4e2a\u5e38\u89c1\u7684\u9677\u9631\u662f\u7528\u6237\u5c06\u9ed8\u8ba4\u8d85<mark data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\" data-type=\"concepts\">\u53c2\u6570<\/mark>\u5e94\u7528\u4e8e\u4ed6\u4eec\u611f\u5174\u8da3\u7684\u6240\u6709\u4efb\u52a1\uff0c\u800c\u8d85<mark data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\" data-type=\"concepts\">\u53c2\u6570<\/mark>\u8c03\u6574\u975e\u5e38\u91cd\u8981\uff0c\u5e76\u4e14\u53ef\u80fd\u662f\u6a21\u578b\u5b8c\u5168\u4e0d\u5b66\u4e60\u6216\u5177\u6709\u8fd1\u4e4e\u5b8c\u7f8e\u7684\u9884\u6d4b\u51c6\u786e\u6027\u4e4b\u95f4\u7684\u533a\u522b\u3002\u5176\u4ed6\u5efa\u8bae\u5305\u62ec\u786e\u4fdd\u6570\u636e\u5728\u5176\u4ed6\u6f5c\u5728\u6df7\u6742\u5c5e\u6027\u4e4b\u95f4\u4fdd\u6301\u5e73\u8861\uff0c\u5e76\u6536\u96c6\u8db3\u591f\u7684\u6570\u636e\u4ee5\u6309\u6837\u672c\/\u4e2a\u4f53\u5206\u6210\u5355\u72ec\u7684\u8bad\u7ec3\u3001\u9a8c\u8bc1\u548c\u6d4b\u8bd5\u96c6\uff0c\u800c\u4e0d\u662f\u5bf9\u6240\u6709\u5206\u5272\u7684\u6240\u6709\u6761\u4ef6\u7684\u7ec6\u80de\u8fdb\u884c\u5b50\u91c7\u6837\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5982\u679c\u4f7f\u7528<mark data-id=\"698eae06-517e-4332-ba61-2de17c83ffb6\" data-type=\"concepts\">\u9a8c\u8bc1\u96c6<\/mark>\u6765\u4f18\u5316\u8d85<mark data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\" data-type=\"concepts\">\u53c2\u6570<\/mark>\uff0c\u5219\u4f7f\u7528\u5355\u72ec\u7684\u4fdd\u7559\u6d4b\u8bd5\u96c6\u6765\u786e\u8ba4\u6700\u4f73\u6a21\u578b\u5bf9\u672a\u89c1\u6570\u636e\u7684\u901a\u7528\u6027\u3002<\/p>\n<p><strong>Quantitative Biology\uff1aAI \u548c\u751f\u7269\u5b66\u9886\u57df\u90fd\u5728\u5feb\u901f\u53d1\u5c55\uff0c\u6280\u672f\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u66f4\u65b0\u751a\u81f3\u9769\u547d\u3002\u60a8\u5982\u4f55\u770b\u5f85 AI \u5728\u751f\u7269\u548c\u533b\u5b66\u7814\u7a76\u4e2d\u7684\u5e94\u7528\uff1f<\/strong><\/p>\n<p>Christina V. Theodoris\uff1a\u8fd9\u662f AI \u548c\u751f\u7269\u5b66\u9886\u57df\u6781\u5176\u6fc0\u52a8\u4eba\u5fc3\u7684\u65f6\u523b\u3002\u968f\u7740\u5f53\u524d\u5927\u89c4\u6a21\u751f\u7269\u6570\u636e\u7684\u84ec\u52c3\u53d1\u5c55\uff0c\u6211\u4eec\u73b0\u5728\u6b63\u8fdb\u5165\u4e00\u4e2a\u53ef\u4ee5\u8bad\u7ec3\u5927\u89c4\u6a21<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u6a21\u578b\u4ee5\u5bf9\u751f\u7269\u5b66\u6709\u57fa\u672c\u4e86\u89e3\u7684\u9886\u57df\u3002\u968f\u7740\u57fa\u7840\u6a21\u578b\u65b9\u6cd5\u88ab\u751f\u7269\u7814\u7a76\u754c\u91c7\u7528\uff0c\u4e5f\u6709\u673a\u4f1a\u6839\u636e\u751f\u7269\u7cfb\u7edf\u7684\u72ec\u7279\u7279\u5f81\u63a8\u52a8<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u7684\u521b\u65b0\uff0c\u4f8b\u5982\u9700\u8981\u9075\u5b88\u9650\u5236\u7269\u7406\u4e0a\u53ef\u80fd\u7684\u86cb\u767d\u8d28\u7ed3\u6784\u7684\u7269\u7406\u5b9a\u5f8b\u7b49\u3002<\/p>\n<h1><span class=\"ez-toc-section\" id=\"scGPT_%E8%AE%BF%E8%B0%88\"><\/span><strong>scGPT \u8bbf\u8c08<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><strong>Quantitative Biology\uff1a\u4eba\u4eec\u5bf9\u5927\u578b\u7ec6\u80de\u6a21\u578b\u5728\u751f\u7269\u5b66\u7814\u7a76\u4e2d\u7684\u5e94\u7528\u5bc4\u4e88\u539a\u671b\uff0c\u4f46\u4e5f\u6709\u4eba\u6000\u7591\u5927\u578b\u6a21\u578b\u7684\u5fc5\u8981\u6027\u3002\u6709\u4eba\u8ba4\u4e3a\uff0cLCM \u5728\u8bb8\u591a\u5355\u7ec6\u80de\u5206\u6790\u4efb\u52a1\u4e0a\u7684\u5353\u8d8a\u6027\u80fd\u4e5f\u53ef\u4ee5\u901a\u8fc7\u9488\u5bf9\u8fd9\u4e9b\u7279\u5b9a\u4efb\u52a1\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u65b9\u6cd5\u5b9e\u73b0\uff0c\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u5728\u6570\u636e\u548c\u8ba1\u7b97\u6210\u672c\u65b9\u9762\u53ef\u4ee5\u66f4\u8f7b\u91cf\u3002\u60a8\u5bf9\u8fd9\u79cd\u6000\u7591\u6709\u4f55\u770b\u6cd5\uff1f<\/strong><\/p>\n<p><mark data-id=\"26e3d6b3-e34a-479f-a130-887ae129fea6\" data-type=\"experts\">\u738b\u6ce2<\/mark>\uff1a\u6beb\u65e0\u7591\u95ee\uff0c\u66f4\u7b80\u5355\u7684\u6a21\u578b\u53ef\u4ee5\u8fdb\u884c\u4f18\u5316\uff0c\u4ece\u800c\u5728\u7279\u5b9a\u4efb\u52a1\u7684\u7279\u5b9a\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u826f\u597d\u3002LCM \u53ef\u4ee5\u5f25\u8865\u300c\u5c0f\u6a21\u578b\u300d\u65b9\u6cd5\u7684\u4e24\u4e2a\u5c40\u9650\u6027\u3002<\/p>\n<p>\u9996\u5148\uff0c\u5c0f\u6a21\u578b\u7684\u5efa\u6a21\u80fd\u529b\u53d7\u5230<mark data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\" data-type=\"concepts\">\u53c2\u6570<\/mark>\u5927\u5c0f\u7684\u9650\u5236\u3002\u7531\u4e8e\u8fd9\u4e00\u9650\u5236\uff0c\u5927\u591a\u6570\u5f53\u524d\u7684\u5206\u6790\u65b9\u6cd5\u4e25\u91cd\u4f9d\u8d56\u53ef\u53d8\u57fa\u56e0\u9009\u62e9\u6216\u5176\u4ed6\u9884\u5904\u7406\u6b65\u9aa4\u6765\u51cf\u5c11\u8f93\u5165\u5927\u5c0f\u548c\u5f02\u8d28\u6027\u3002\u53e6\u4e00\u65b9\u9762\uff0cLCM \u4f7f\u7528\u6ce8\u610f\u529b\u6765\u4ece\u6574\u4e2a\u57fa\u56e0\u7ec4\u4e2d\u6355\u83b7\u57fa\u56e0\u6c34\u5e73\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u4ece\u800c\u5448\u73b0\u66f4\u5b8c\u6574\u7684\u57fa\u56e0\u76f8\u4e92\u4f5c\u7528\u56fe\uff0c\u8fd9\u53ef\u80fd\u6709\u52a9\u4e8e\u66f4\u5e7f\u6cdb\u7684\u5047\u8bbe\u751f\u6210\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u751f\u7269\u5b9e\u9a8c\u7684\u89c2\u5bdf\u7ed3\u679c\u5f88\u5608\u6742\u3002\u5c0f\u578b\u6a21\u578b\u901a\u5e38\u96be\u4ee5\u63a8\u5e7f\u5230\u770b\u4e0d\u89c1\u7684\u6570\u636e\u96c6\u6216\u5b9e\u9a8c\u6761\u4ef6\uff0c\u5e76\u4e14\u5bb9\u6613\u5bf9\u624b\u5934\u5b9e\u9a8c\u7684\u566a\u58f0\u8fc7\u5ea6\u62df\u5408\u3002\u8ba9\u6a21\u578b\u4ece\u5927\u89c4\u6a21\u5f02\u6784\u6570\u636e\u4e2d\u5b66\u4e60\u7ec6\u80de\u8868\u5f81\u6709\u52a9\u4e8e\u4ece\u566a\u58f0\u4e2d\u8fa8\u522b\u751f\u7269\u4fe1\u53f7\uff0c\u4ece\u800c\u5448\u73b0\u5bf9\u6f5c\u5728\u751f\u7269\u5b66\u7684\u66f4\u516c\u6b63\u7684\u770b\u6cd5\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a\u5f53\u524d\u7684 LCM \u90fd\u57fa\u4e8e\u6700\u521d\u4e3a NLP \u4e2d\u7684\u4efb\u52a1\u5f00\u53d1\u7684\u57fa\u672c Transformer \u7ed3\u6784\u3002\u4e0d\u540c\u7684 LCM \u4f7f\u7528\u4e0d\u540c\u7684\u65b9\u5f0f\u91c7\u7528\u57fa\u672c\u7ed3\u6784\u4ee5\u9002\u7528\u4e8e\u751f\u7269\u6570\u636e\u3002\u6839\u636e\u60a8\u5728\u5f00\u53d1 scGPT \u65b9\u9762\u7684\u7ecf\u9a8c\uff0c\u5c06 LLM \u7528\u4e8e LCM \u7684\u4e3b\u8981\u6311\u6218\u662f\u4ec0\u4e48\uff1f\u60a8\u662f\u5426\u8ba4\u4e3a\u6709\u5fc5\u8981\u6216\u6709\u53ef\u80fd\u4e13\u95e8\u4e3a\u751f\u7269\u6570\u636e\u548c\u4efb\u52a1\u8bbe\u8ba1\u6839\u672c\u4e0d\u540c\u7684\u7ed3\u6784\uff1f<\/strong><\/p>\n<p><mark data-id=\"26e3d6b3-e34a-479f-a130-887ae129fea6\" data-type=\"experts\">\u738b\u6ce2<\/mark>\uff1a\u8003\u8651\u5230\u5355\u7ec6\u80de\u6570\u636e\u7684\u975e\u5e8f\u5217\u6027\u8d28\uff0c\u6211\u4eec\u5728\u5f00\u53d1 scGPT \u65f6\u9762\u4e34\u7684\u5173\u952e\u6311\u6218\u662f\u5982\u4f55\u5c06 LLM \u4e2d\u4f7f\u7528\u7684\u751f\u6210\u9884\u8bad\u7ec3\u6700\u597d\u5730\u9002\u5e94 LCM\u3002\u4ece\u9ad8\u5c42\u6b21\u6765\u770b\uff0c\u81ea\u56de\u5f52\u8bad\u7ec3\u548c\u751f\u6210\u4e0e\u6355\u83b7\u57fa\u56e0\u76f8\u4e92\u4f5c\u7528\u7684\u7ea7\u8054\u5e76\u9884\u6d4b\u7ec6\u80de\u5bf9\u6270\u52a8\u7684\u53cd\u5e94\u7684\u60f3\u6cd5\u4e00\u81f4\u3002\u66ff\u4ee3\u67b6\u6784\u5305\u62ec BERT \u548c\u6269\u6563\u6a21\u578b\uff0c\u5b83\u4eec\u4e5f\u503c\u5f97\u5728\u4e0d\u5047\u8bbe\u5e8f\u5217\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u63a2\u7d22\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-04391d4fa46ebb5421a8b3e5b466408a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-04391d4fa46ebb5421a8b3e5b466408a.png\"><\/a><\/p>\n<section>scGPT \u6a21\u578b\u6982\u8ff0\u3002<\/section>\n<p><strong>Quantitative Biology\uff1a\u4e00\u4e9b\u751f\u7269\u4fe1\u606f\u5b66\u5bb6\u8868\u793a\uff0c\u968f\u7740\u5927\u578b\u6a21\u578b\u7684\u53c2\u4e0e\uff0c\u4e0e\u5927\u591a\u6570\u7814\u7a76\u90fd\u53ef\u4ee5\u4f7f\u7528\u76f8\u5bf9\u7b80\u5355\u7684\u6570\u5b66\u6a21\u578b\u548c\u57fa\u4e8e\u8f83\u5c0f\u6570\u636e\u7684\u66f4\u7b80\u5355\u7684\u7b97\u6cd5\u5b8c\u6210\u7684\u300c\u7f8e\u597d\u65e7\u65f6\u4ee3\u300d\u76f8\u6bd4\uff0c\u8fdb\u884c\u751f\u7269\u4fe1\u606f\u5b66\u7814\u7a76\u7684\u6210\u672c\u6fc0\u589e\u3002\u60a8\u662f\u5426\u540c\u610f\u8fd9\u4e2a\u89c2\u70b9\uff0c\u6216\u8005\u60a8\u5bf9\u8ba1\u7b97\u8d44\u6e90\u8f83\u5c11\u7684\u751f\u7269\u4fe1\u606f\u5b66\u5b9e\u9a8c\u5ba4\u6709\u4ec0\u4e48\u5efa\u8bae\uff0c\u5173\u4e8e\u4ed6\u4eec\u5982\u4f55\u4ece\u5f53\u524d AI \u7684\u8fdb\u6b65\u4e2d\u53d7\u76ca\uff1f<\/strong><\/p>\n<p><mark data-id=\"26e3d6b3-e34a-479f-a130-887ae129fea6\" data-type=\"experts\">\u738b\u6ce2<\/mark>\uff1a\u6211\u4eec\u7684\u76ee\u6807\u662f\u5f00\u53d1\u6709\u76ca\u4e8e\u793e\u533a\u5e76\u534f\u52a9\u751f\u7269\u5b66\u5bb6\u65e5\u5e38\u5de5\u4f5c\u7684\u5de5\u5177\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e scGPT\uff0c\u6211\u4eec\u5c06\u6a21\u578b\u6258\u7ba1\u5728 scGPT Hub \u4e0a\uff0c\u751f\u7269\u5b66\u5bb6\u53ef\u4ee5\u901a\u8fc7\u4e0a\u4f20\u6570\u636e\u96c6\u6765\u5fae\u8c03\u6a21\u578b\u3002\u5728\u8bbe\u8ba1\u65b0\u6a21\u578b\u65f6\uff0c\u8003\u8651\u53ef\u8bbf\u95ee\u6027\u975e\u5e38\u91cd\u8981\uff0c\u968f\u7740\u6211\u4eec\u8fdb\u5165 LCM \u65f6\u4ee3\uff0c\u6211\u4eec\u8bbe\u60f3\u751f\u7269\u5b66\u5bb6\u5c06\u80fd\u591f\u8f7b\u677e\u83b7\u5f97\u66f4\u591a\u57fa\u4e8e\u4e91\u7684\u5e73\u53f0\uff0c\u4ece\u800c\u964d\u4f4e\u8ba1\u7b97\u969c\u788d\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u548c\u751f\u7269\u5b66\u9886\u57df\u90fd\u5728\u5feb\u901f\u53d1\u5c55\uff0c\u6280\u672f\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u66f4\u65b0\u751a\u81f3\u9769\u547d\u3002\u60a8\u5982\u4f55\u770b\u5f85<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u5728\u751f\u7269\u548c\u533b\u5b66\u7814\u7a76\u4e2d\u7684\u5e94\u7528\uff1f<\/strong><\/p>\n<p><mark data-id=\"26e3d6b3-e34a-479f-a130-887ae129fea6\" data-type=\"experts\">\u738b\u6ce2<\/mark>\uff1a<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u662f\u4e00\u79cd\u6709\u4ef7\u503c\u7684\u5de5\u5177\uff0c\u5b83\u4e3a\u751f\u7269\u5b66\u5bb6\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u5efa\u6a21\u80fd\u529b\uff0c\u4ee5\u6a21\u62df\u751f\u7269\u5b66\u4e2d\u7684\u590d\u6742\u8fc7\u7a0b\u3002\u4e34\u5e8a\u7814\u7a76\u4e2d\u7684\u6700\u65b0\u9884\u6d4b\u6a21\u578b\u4f7f\u533b\u9662\u548c\u8bca\u6240\u7684\u65e5\u5e38\u5de5\u4f5c\u6d41\u7a0b\u53d7\u76ca\uff0c\u63d0\u9ad8\u4e86\u60a3\u8005\u62a4\u7406\u7684\u6807\u51c6\u3002\u6211\u4eec\u8bbe\u60f3<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u4ee5\u7c7b\u4f3c\u7684\u65b9\u5f0f\u878d\u5165\u751f\u7269\u7814\u7a76\uff0c\u751f\u7269\u5b66\u5bb6\u53c2\u4e0e\u5176\u4e2d\uff0c\u5e2e\u52a9\u4ed6\u4eec\u66f4\u6709\u6548\u3001\u66f4\u9ad8\u6548\u5730\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n<h1><span class=\"ez-toc-section\" id=\"scFoundation_%E8%AE%BF%E8%B0%88\"><\/span><strong>scFoundation \u8bbf\u8c08<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><strong>Quantitative Biology\uff1a\u793e\u533a\u4e2d\u5b58\u5728\u4e00\u4e9b\u8bef\u89e3\uff0c\u8ba4\u4e3a LCM \u53ea\u662f\u5c06 Transformer \u76f4\u63a5\u5e94\u7528\u4e8e\u5355\u7ec6\u80de\u6570\u636e\u3002\u6839\u636e\u60a8\u7684\u7ecf\u9a8c\uff0c\u8bbe\u8ba1\u9002\u7528\u4e8e\u7ec6\u80de\u6570\u636e\u7684\u6a21\u578b\u7684\u5173\u952e\u6311\u6218\u662f\u4ec0\u4e48\uff1fscFoundation \u4e0e\u5176\u4ed6 LCM \u7684\u533a\u522b\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p>\u5f20\u5b66\u5de5\uff1a\u8bbe\u8ba1\u6a21\u578b\u7684\u5173\u952e\u6311\u6218\u5728\u4e8e\u5904\u7406 scRNA-seq \u6570\u636e\u7684\u9ad8\u7ef4\u6027\u548c\u9ad8\u7a00\u758f\u6027\u7279\u6027\uff0c\u4ee5\u53ca\u6d88\u9664\u751f\u7269\u53d8\u5f02\u5e26\u6765\u7684\u6280\u672f<mark data-id=\"9a1ffe46-a0e7-4fc1-a5c7-f4d485fe42e1\" data-type=\"concepts\">\u566a\u97f3<\/mark>\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5f53\u5c06\u6bcf\u4e2a\u7ec6\u80de\u5efa\u6a21\u4e3a\u4e00\u4e2a\u53e5\u5b50\uff0c\u5c06\u6bcf\u4e2a\u57fa\u56e0\u8868\u8fbe\u503c\u5efa\u6a21\u4e3a\u4e00\u4e2a\u5355\u8bcd\u65f6\uff0c\u8fd1 20,000 \u4e2a\u86cb\u767d\u8d28\u7f16\u7801\u57fa\u56e0\u4f7f\u300c\u53e5\u5b50\u300d\u5f02\u5e38\u957f\uff0c\u8fd9\u662f\u4f20\u7edf Transformer \u96be\u4ee5\u5904\u7406\u7684\u573a\u666f\u3002\u81f3\u4e8e\u6280\u672f<mark data-id=\"9a1ffe46-a0e7-4fc1-a5c7-f4d485fe42e1\" data-type=\"concepts\">\u566a\u97f3<\/mark>\uff0c\u4e0d\u540c\u6280\u672f\u548c\u5b9e\u9a8c\u5ba4\u7684 scRNA-seq \u6570\u636e\u5728\u6d4b\u5e8f\u8bfb\u53d6\u6df1\u5ea6\u65b9\u9762\u8868\u73b0\u51fa\u5f88\u5927\u7684\u5dee\u5f02\u3002<\/p>\n<p>\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0cscFoundation \u91c7\u7528\u4e86\u53ef\u6269\u5c55\u7684\u57fa\u4e8e Transformer \u7684\u67b6\u6784 xTrimoGene \u548c\u4e00\u79cd\u57fa\u4e8e\u63a9\u7801\u8bed\u8a00\u5efa\u6a21\u539f\u7406\u7684\u65b0\u578b\u8bfb\u53d6\u6df1\u5ea6<mark data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\" data-type=\"concepts\">\u611f\u77e5<\/mark> (RDA) \u9884\u8bad\u7ec3\u4efb\u52a1\u3002<\/p>\n<p>xTrimoGene \u67b6\u6784\u5177\u6709\u4e00\u4e2a\u5d4c\u5165\u6a21\u5757\uff0c\u53ef\u5c06\u8fde\u7eed\u57fa\u56e0\u8868\u8fbe\u503c\u8f6c\u6362\u4e3a\u53ef\u5b66\u4e60\u7684\u9ad8\u7ef4\u5411\u91cf\u800c\u65e0\u9700\u8fd1\u4f3c\uff0c\u5e76\u4e14\u5177\u6709\u975e\u5bf9\u79f0\u7f16\u7801\u5668-\u89e3\u7801\u5668\u7ed3\u6784\uff0c\u8be5\u7ed3\u6784\u7ecf\u8fc7\u91cf\u8eab\u5b9a\u5236\uff0c\u53ef\u6709\u6548\u5b66\u4e60 20,000 \u4e2a\u57fa\u56e0\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u540c\u65f6\u9002\u5e94\u5355\u7ec6\u80de\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u7684\u9ad8\u7a00\u758f\u6027\u3002<\/p>\n<p>\u5728 RDA \u5efa\u6a21\u4e2d\uff0c\u4efb\u52a1\u662f\u4f7f\u7528\u540c\u4e00\u7ec6\u80de\u5185\u5176\u4ed6\u57fa\u56e0\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u6765\u9884\u6d4b\u7ec6\u80de\u4e2d\u7684\u63a9\u7801\u57fa\u56e0\u8868\u8fbe\uff0c\u65e0\u8bba\u8fd9\u4e9b\u57fa\u56e0\u8868\u8fbe\u662f\u5177\u6709\u539f\u59cb\u7684\u8fd8\u662f\u964d\u4f4e\u7684\u8bfb\u53d6\u6df1\u5ea6\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u53ef\u4ee5\u6355\u83b7\u57fa\u56e0-\u57fa\u56e0\u5173\u7cfb\uff0c\u8fd8\u53ef\u4ee5\u534f\u8c03\u4e0d\u540c\u6d4b\u5e8f\u6df1\u5ea6\u7684\u7ec6\u80de\uff0c\u5177\u6709 scFoundation \u5728\u5176\u4ed6 LCM \u4e2d\u7684\u72ec\u7279\u8bbe\u8ba1\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a\u8bb8\u591a\u751f\u7269\u5b66\u5bb6\u90fd\u6e34\u671b\u5c06 LCM \u5f15\u5165\u4ed6\u4eec\u7684\u9879\u76ee\uff0c\u751f\u7269\u5b66\u5bb6\u6216\u751f\u7269\u4fe1\u606f\u5b66\u5bb6\u5728\u5de5\u4f5c\u4e2d\u4f7f\u7528 scFoundation \u7684\u6700\u5178\u578b\u65b9\u5f0f\u662f\u4ec0\u4e48\uff1f\u4ed6\u4eec\u53ef\u4ee5\u4ece\u8fd9\u4e9b\u5e94\u7528\u4e2d\u671f\u5f85\u4ec0\u4e48\u597d\u5904\uff1f<\/strong><\/p>\n<p>\u5f20\u5b66\u5de5\uff1a\u4e3a\u4e86\u7814\u7a76\u5c06 scFoundation \u7b49 LCM \u6574\u5408\u5230\u751f\u7269\u5b66\u7814\u7a76\u4e2d\uff0c\u5c06\u5176\u5e94\u7528\u5206\u4e3a\u4e24\u5927\u7c7b\u5f88\u6709\u5e2e\u52a9\uff1a\u7ec6\u80de\u7ea7\u4efb\u52a1\u548c\u57fa\u56e0\u7ea7\u4efb\u52a1\u3002\u7ec6\u80de\u7ea7\u4efb\u52a1\u901a\u5e38\u4fa7\u91cd\u4e8e\u8bc6\u522b\u7ec6\u80de\u7684\u7279\u5f81\uff0c\u4f8b\u5982\u7ec6\u80de\u7c7b\u578b\u6ce8\u91ca\u6216\u836f\u7269\u654f\u611f\u6027\u9884\u6d4b\u3002\u57fa\u56e0\u7ea7\u4efb\u52a1\u66f4\u591a\u5730\u662f\u4e86\u89e3\u57fa\u56e0\u4e4b\u95f4\u7684\u5173\u7cfb\u6216\u9884\u6d4b\u57fa\u56e0\u8868\u8fbe\u7684\u53d8\u5316\uff0c\u4f8b\u5982\u901a\u8fc7\u57fa\u56e0\u7f51\u7edc\u63a8\u65ad\u6216\u57fa\u56e0\u6270\u52a8\u9884\u6d4b\u3002<\/p>\n<p>\u5bf9\u4e8e\u7ec6\u80de\u7ea7\u4efb\u52a1\uff0cscFoundation 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\u4e3a\u6bcf\u4e2a\u7ec6\u80de\u5185\u7684\u6240\u6709\u57fa\u56e0\u63d0\u4f9b\u4e0a\u4e0b\u6587\u5d4c\u5165\uff0c\u4ece\u800c\u80fd\u591f\u6784\u5efa\u7ec6\u80de\u7279\u5f02\u6027\u57fa\u56e0\u5171\u8868\u8fbe\u7f51\u7edc\u3002\u5bf9\u4e8e\u5e0c\u671b\u5f00\u53d1\u66f4\u590d\u6742\u3001\u66f4\u51c6\u786e\u7684\u7b97\u6cd5\u7684\u7528\u6237\u6765\u8bf4\uff0c\u6b64\u529f\u80fd\u975e\u5e38\u5b9d\u8d35\u3002\u4f8b\u5982\uff0c\u8fd9\u4e9b\u4e0a\u4e0b\u6587\u5d4c\u5165\u53ef\u4ee5\u4f5c\u4e3a\u6270\u52a8\u9884\u6d4b\u6a21\u578b\u7684\u8f93\u5165\uff0c\u4ece\u800c\u63d0\u9ad8\u5176\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002\u8fd9\u79cd\u53cc\u91cd\u5e94\u7528\u65b9\u6cd5\u5141\u8bb8\u7528\u6237\u5229\u7528 scFoundation \u663e\u8457\u63a8\u8fdb\u4ed6\u4eec\u7684\u7814\u7a76\uff0c\u65e0\u8bba\u662f\u5728\u6548\u7387\u65b9\u9762\u8fd8\u662f\u5728\u79d1\u5b66\u6d1e\u5bdf\u529b\u65b9\u9762\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a\u4e00\u4e9b\u751f\u7269\u4fe1\u606f\u5b66\u5bb6\u8868\u793a\uff0c\u968f\u7740\u5927\u578b\u6a21\u578b\u7684\u53c2\u4e0e\uff0c\u4e0e\u5927\u591a\u6570\u7814\u7a76\u90fd\u53ef\u4ee5\u4f7f\u7528\u76f8\u5bf9\u7b80\u5355\u7684\u6570\u5b66\u6a21\u578b\u548c\u57fa\u4e8e\u8f83\u5c0f\u6570\u636e\u7684\u66f4\u7b80\u5355\u7684\u7b97\u6cd5\u8fdb\u884c\u76f8\u6bd4\uff0c\u8fdb\u884c\u751f\u7269\u4fe1\u606f\u5b66\u7814\u7a76\u7684\u6210\u672c\u6fc0\u589e\u3002\u60a8\u662f\u5426\u540c\u610f\u8fd9\u4e00\u89c2\u70b9\uff0c\u6216\u8005\u60a8\u5bf9\u8ba1\u7b97\u8d44\u6e90\u8f83\u5c11\u7684\u751f\u7269\u4fe1\u606f\u5b66\u5b9e\u9a8c\u5ba4\u6709\u4ec0\u4e48\u5efa\u8bae\uff0c\u544a\u8bc9\u4ed6\u4eec\u5982\u4f55\u4ece\u5f53\u524d AI \u7684\u8fdb\u6b65\u4e2d\u53d7\u76ca\uff1f<\/strong><\/p>\n<p>\u5f20\u5b66\u5de5\uff1a\u6211\u4eec\u5b8c\u5168\u7406\u89e3\u4eba\u4eec\u5bf9 LCM \u548c\u4f20\u7edf\u751f\u7269\u4fe1\u606f\u5b66\u65b9\u6cd5\u4e4b\u95f4\u7684\u6210\u672c\u6bd4\u8f83\u7684\u62c5\u5fe7\u3002\u7136\u800c\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u4e24\u79cd\u65b9\u6cd5\u4e0d\u662f\u7ade\u4e89\u5bf9\u624b\uff0c\u800c\u662f\u4e92\u8865\u7684\u3002\u4f8b\u5982\uff0c\u5728\u6211\u4eec\u7684 scFoundation \u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u8bc1\u660e\u4e86\u867d\u7136 scFoundation \u6a21\u578b\u5728\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u8fdb\u884c\u5fae\u8c03\u65f6\u6027\u80fd\u51fa\u8272\uff0c\u4f46\u5b83\u4e5f\u53ef\u4ee5\u6709\u6548\u5730\u4e0e\u73b0\u6709\u6a21\u578b\u7ed3\u5408\u4ee5\u63d0\u9ad8\u6574\u4f53\u6027\u80fd\u3002\u8fd9\u79cd\u6574\u5408\u7a81\u51fa\u4e86\u5c06\u5927\u89c4\u6a21\u57fa\u7840\u6a21\u578b\u7eb3\u5165\u7528\u6237\u5de5\u4f5c\u6d41\u7a0b\u7684\u672a\u6765\u65b9\u5411\uff0c\u4ece\u800c\u51cf\u8f7b\u4e86\u8bad\u7ec3\u7684\u7e41\u91cd\u8ba1\u7b97\u9700\u6c42\u3002<\/p>\n<p>\u4e3a\u4e86\u5e2e\u52a9\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\u7684\u5b9e\u9a8c\u5ba4\uff0c\u6211\u4eec\u63d0\u5021\u5f00\u6e90\u6a21\u578b\u4ee3\u7801\u548c<mark data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\" data-type=\"concepts\">\u6743\u91cd<\/mark>\uff0c\u4f8b\u5982 scFoundation \u548c\u5176\u5b83\u5728 GitHub\/Hugging Face Model Hub \u4e0a\u53ef\u7528\u7684 LCM\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u4e3a scFoundation \u5f00\u53d1\u4e86\u5728\u7ebf Web \u670d\u52a1\u548c API\uff0c\u5141\u8bb8\u7528\u6237\u76f4\u63a5\u5229\u7528\u9884\u8bad\u7ec3\u7684\u5d4c\u5165\u6267\u884c\u540e\u7eed\u4efb\u52a1\u3002\u8be5 API \u4e3a\u5404\u4e2a\u5b9e\u9a8c\u5ba4\u63d0\u4f9b\u4e86\u66f4\u6613\u4e8e\u8bbf\u95ee\u548c\u5b9e\u7528\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u65e0\u9700\u9488\u5bf9\u7279\u5b9a\u6570\u636e\u96c6\u8fdb\u884c\u91cd\u65b0\u8bad\u7ec3\u6216\u5fae\u8c03\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e87c49f72c57582c9a93d31ee2baa92e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e87c49f72c57582c9a93d31ee2baa92e.png\"><\/a><\/p>\n<section>scFoundation \u6a21\u578b\u53ca\u4e0b\u6e38\u5e94\u7528\u573a\u666f\u3002<\/section>\n<p><strong>Quantitative Biology\uff1a\u5728 NLP \u9886\u57df\uff0c\u4eba\u4eec\u8bf4\u4ed6\u4eec\u89c2\u5bdf\u5230\u4e00\u79cd\u300c\u7f29\u653e\u5b9a\u5f8b\u300d\uff0c\u5373\u5f53\u6d89\u53ca\u66f4\u591a\u6570\u636e\u548c\u66f4\u5927\u6a21\u578b\u65f6\uff0c\u6a21\u578b\u7684\u6027\u80fd\u603b\u662f\u4f1a\u63d0\u9ad8\u3002\u60a8\u5728 LCM \u4e0a\u89c2\u5bdf\u5230\u4e86\u540c\u6837\u7684\u5b9a\u5f8b\u5417\uff1f\u6709\u6ca1\u6709\u529e\u6cd5\u786e\u5b9a\u300c\u5408\u9002\u7684\u300d\u6a21\u578b\u89c4\u6a21\uff1f<\/strong><\/p>\n<p>\u5f20\u5b66\u5de5\uff1a\u786e\u5b9e\uff0c\u6211\u4eec\u5728\u5de5\u4f5c\u4e2d\u89c2\u5bdf\u5230\u4e86\u4e0e NLP \u4e2d\u7c7b\u4f3c\u7684\u7f29\u653e\u5b9a\u5f8b\u3002\u6211\u4eec\u7528 3\u300110 \u548c 1 \u4ebf\u4e2a<mark data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\" data-type=\"concepts\">\u53c2\u6570<\/mark>\u5bf9 scFoundation \u6a21\u578b\u8fdb\u884c\u4e86\u9884\u8bad\u7ec3\uff0c\u5e76\u6ce8\u610f\u5230\u6a21\u578b\u51c6\u786e\u9884\u6d4b\u63a9\u853d\u7ec6\u80de\u57fa\u56e0\u8868\u8fbe\u7684\u80fd\u529b\u968f\u7740\u89c4\u6a21\u7684\u589e\u52a0\u800c\u589e\u52a0\u3002\u8fd9\u8868\u660e\u66f4\u5927\u7684 scFoundation \u6a21\u578b\u53ef\u80fd\u4f1a\u63d0\u4f9b\u66f4\u9ad8\u7684\u9884\u6d4b\u6027\u80fd\uff0c\u8fd9\u8868\u660e\u6211\u4eec\u5c1a\u672a\u8fbe\u5230\u6a21\u578b\u89c4\u6a21\u7684\u4e0a\u9650\u3002<\/p>\n<p>\u786e\u5b9a\u300c\u5408\u9002\u7684\u300d\u6a21\u578b\u89c4\u6a21\u6d89\u53ca\u51e0\u4e2a\u56e0\u7d20\u3002\u9996\u5148\uff0c\u79ef\u7d2f\u5c3d\u53ef\u80fd\u591a\u7684\u5355\u7ec6\u80de\u6570\u636e\u96c6\u5bf9\u4e8e\u6709\u6548\u6269\u5c55\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002\u6211\u4eec\u5728 xTrimoGene 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\u5f00\u53d1\u7684\u8d77\u70b9\uff0c\u56e0\u6b64\u5fc5\u987b\u5e73\u8861\u7528\u6237\u7684\u6210\u672c\u5f71\u54cd\u548c\u4ed6\u4eec\u7684\u671f\u671b\u3002\u5728 scFoundation \u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u52aa\u529b\u6700\u5927\u5316\u6a21\u578b\u5927\u5c0f\uff0c\u540c\u65f6\u786e\u4fdd\u5b83\u4ecd\u7136\u53ef\u7ba1\u7406\uff0c\u4f8b\u5982\u53ef\u5728\u5355\u4e2a A100 GPU \u4e0a\u8bad\u7ec3\u5e76\u53ef\u5728\u66f4\u5e38\u89c1\u7684 GPU\uff08\u5982 RTX4090\uff09\u4e0a\u90e8\u7f72\u3002\u8fd9\u79cd\u65b9\u6cd5\u6709\u52a9\u4e8e\u6211\u4eec\u5728\u8ba1\u7b97\u80fd\u529b\u548c\u53ef\u8bbf\u95ee\u6027\u4e4b\u95f4\u4fdd\u6301\u5e73\u8861\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a\u9274\u4e8e scFoundation \u4fdd\u7559\u4e86\u6240\u6709\u7528\u4e8e\u8bad\u7ec3\u7684\u57fa\u56e0\uff0c\u8be5\u6a21\u578b\u662f\u5426\u53ef\u4ee5\u6269\u5c55\u4ee5\u5305\u542b\u591a\u7ec4\u5b66\u6570\u636e\uff1f\u8fd9\u79cd\u6269\u5c55\u53ef\u80fd\u4e3a\u6df1\u5165\u4e86\u89e3\u7ec6\u80de\u751f\u7269\u8fc7\u7a0b\u63d0\u4f9b\u9014\u5f84\u3002<\/strong><\/p>\n<p>\u5f20\u5b66\u5de5\uff1a\u6574\u5408\u591a\u7ec4\u5b66\u6570\u636e\u786e\u5b9e\u53ef\u4ee5\u63d0\u4f9b\u7ec6\u80de\u72b6\u6001\u7684\u6574\u4f53\u89c6\u89d2\u3002\u4e3a\u4e86\u6269\u5c55 scFoundation \u7684\u529f\u80fd\u4ee5\u6db5\u76d6\u591a\u7ec4\u5b66\u6570\u636e\uff08\u4f8b\u5982 ATAC\/RNA \u6574\u5408\uff09\uff0c\u6211\u4eec\u53ef\u4ee5\u8fdb\u884c\u51e0\u79cd\u53ef\u80fd\u7684\u7b56\u7565\u3002\u4e00\u79cd\u53ef\u80fd\u7684\u65b9\u6cd5\u662f\u8bbe\u8ba1\u5229\u7528\u57fa\u56e0\u8868\u8fbe\u548c ATAC-seq \u6570\u636e\u7684\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u5f00\u53d1\u6a21\u578b\u6765\u6839\u636e ATAC-seq \u4e0a\u4e0b\u6587\u9884\u6d4b\u57fa\u56e0\u8868\u8fbe\u503c\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5728\u9884\u6d4b ATAC-seq \u4fe1\u606f\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5408\u5e76\u9488\u5bf9\u4ece\u9884\u8bad\u7ec3\u7684 scFoundation \u6d3e\u751f\u7684\u6bcf\u4e2a\u57fa\u56e0\u4e0a\u4e0b\u6587\u5d4c\u5165\u91cf\u8eab\u5b9a\u5236\u7684\u9644\u52a0 Transformer \u5757\u6765\u589e\u5f3a\u73b0\u6709\u7684 scFoundation \u67b6\u6784\u3002\u7136\u540e\uff0c\u8fd9\u4e9b\u5d4c\u5165\u5c06\u7531\u65b0\u7684 Transformer \u5904\u7406\uff0c\u4ee5\u9884\u6d4b\u4e0e\u7279\u5b9a\u57fa\u56e0\u533a\u57df\u76f8\u5173\u7684\u67d3\u8272\u8d28\u53ef\u53ca\u6027\u5cf0\u3002\u8003\u8651\u5230\u53ef\u8bbf\u95ee\u5cf0\u7684\u6570\u91cf\u53ef\u80fd\u975e\u5e38\u5e9e\u5927\uff0c\u63a2\u7d22\u9ad8\u7ea7 Transformer \u67b6\u6784\u4ee5\u6709\u6548\u5904\u7406\u6570\u636e\u53ef\u80fd\u662f\u660e\u667a\u4e4b\u4e3e\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a\u4e16\u754c\u6b63\u5728\u89c1\u8bc1<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u9886\u57df\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u5373\u6587\u672c\u3001\u56fe\u50cf\u3001\u8bed\u97f3\u548c\u89c6\u9891\u7b49\u591a\u6a21\u6001\u4fe1\u606f\u7684\u9ad8\u4fdd\u771f\u751f\u6210\u3002\u60a8\u8ba4\u4e3a\u8fd9\u4e9b\u6280\u672f\u5f88\u5feb\u4e5f\u4f1a\u88ab\u5e94\u7528\u4e8e\u751f\u7269\u5b66\u7814\u7a76\u5417\uff1f<\/strong><\/p>\n<p>\u5f20\u5b66\u5de5\uff1a\u751f\u6210\u5b66\u4e60\u662f\u5f53\u524d\u5927\u578b AI \u6a21\u578b\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u8303\u5f0f\uff0c\u5728\u8bb8\u591a\u4efb\u52a1\u4e2d\u90fd\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u6210\u529f\u3002\u5728 scFoundation \u6210\u529f\u7684\u9f13\u821e\u4e0b\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u65b0\u6a21\u578b scMulan\uff0c\u5b83\u4f7f\u7528\u7eaf\u751f\u6210\u8303\u5f0f\u6765\u5b66\u4e60\u7ec6\u80de\u8bed\u8a00\uff0c\u5305\u62ec\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u548c\u5404\u79cd\u7c7b\u578b\u7684\u5143\u6570\u636e\u3002\u521d\u6b65\u5b9e\u9a8c\u5df2\u7ecf\u8bc1\u660e\u4e86\u5b83\u5728\u67d0\u4e9b\u4efb\u52a1\u4e2d\u7684\u4f18\u52bf\uff0c\u4ee5\u53ca\u5728\u6709\u6761\u4ef6\u751f\u6210\u53ef\u4ee5\u643a\u5e26\u771f\u5b9e\u751f\u7269\u4fe1\u606f\u7684\u5408\u6210\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u6570\u636e\u65b9\u9762\u7684\u5f3a\u5927\u529f\u80fd\u3002\u5b83\u5728\u8fdb\u884c\u865a\u62df\u7ec6\u80de\u5b9e\u9a8c\u65b9\u9762\u8868\u73b0\u51fa\u4e86\u5de8\u5927\u7684\u6f5c\u529b\uff0c\u4f8b\u5982\u5728\u8ba1\u7b97\u673a\u4e2d\u6270\u52a8\u548c\u6cbf\u7740\u751f\u7269\u4e8b\u4ef6\u8f68\u8ff9\u751f\u6210\u7ec6\u80de\u3002<\/p>\n<p>\u8de8\u591a\u79cd\u751f\u7269\u6a21\u6001\u7684\u6570\u636e\u5b66\u4e60\u548c\u751f\u6210\u662f\u8bb8\u591a\u5b9e\u9a8c\u5ba4\u6b63\u5728\u7814\u7a76\u7684\u8bfe\u9898\u3002\u6211\u4eec\u76f8\u4fe1\uff0c\u591a\u5a92\u4f53\u6570\u636e\u7406\u89e3\u548c\u751f\u6210\u7684\u6280\u672f\u8fdb\u6b65\uff0c\u5fc5\u5c06\u63d0\u4f9b\u89e3\u51b3\u65b9\u6848\u6216\u89e3\u51b3\u65b9\u6848\u7684\u63d0\u793a\u3002\u7136\u800c\uff0c\u5f88\u96be\u9884\u6d4b\u8fd9\u4f1a\u5728\u591a\u4e45\u540e\u53d6\u5f97\u6210\u529f\u3002\u751f\u7269\u573a\u666f\u548c\u591a\u5a92\u4f53\u573a\u666f\u7684\u4e00\u4e2a\u6839\u672c\u533a\u522b\u5728\u4e8e\uff0c\u4eba\u4eec\u64c5\u957f\u7406\u89e3\u591a\u5a92\u4f53\u6570\u636e\u53ca\u5176\u6f5c\u5728\u542b\u4e49\uff0c\u4f46\u8fd8\u8fdc\u672a\u771f\u6b63\u7406\u89e3\u8bb8\u591a\u6a21\u6001\u4e2d\u7684\u751f\u7269\u6570\u636e\u53ca\u5176\u6f5c\u5728\u542b\u4e49\u3002\u8fd9\u662f\u4e00\u4e2a\u503c\u5f97\u63a2\u7d22\u7684\u65b9\u5411\uff0c\u4f46\u627e\u5230\u4e0e\u5f53\u524d\u6280\u672f\u3001\u6570\u636e\u548c\u77e5\u8bc6\u53ef\u7528\u6027\u517c\u5bb9\u7684\u53ef\u884c\u89d2\u5ea6\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<h1><span class=\"ez-toc-section\" id=\"%E5%85%B3%E4%BA%8E_GeneCompass_%E7%9A%84%E8%AE%BF%E8%B0%88\"><\/span><strong>\u5173\u4e8e GeneCompass \u7684\u8bbf\u8c08<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><strong>Quantitative Biology\uff1a\u4e0e\u5176\u4ed6\u5df2\u53d1\u5e03\u7684 LCM \u76f8\u6bd4\uff0cGeneCompass \u7684\u4e00\u4e2a\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\u5b83\u4f7f\u7528\u6765\u81ea\u4eba\u7c7b\u548c\u5c0f\u9f20\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002\u60a8\u8ba4\u4e3a\u8fd9\u79cd\u8bbe\u7f6e\u6709\u4ec0\u4e48\u597d\u5904\uff1f\u6709\u54ea\u4e9b\u4e0b\u6e38\u4efb\u52a1\u53ea\u80fd\u7528 GeneCompass \u5b8c\u6210\uff0c\u800c\u4ec5\u4f7f\u7528\u4eba\u7c7b\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\u7684 LCM \u65e0\u6cd5\u5b8c\u6210\uff1f<\/strong><\/p>\n<p>\u674e\u946b&amp;\u6768\u6208\uff1a\u6b63\u5982\u80cc\u666f\u4e2d\u63d0\u5230\u7684\uff0c\u5927\u91cf\u5355\u7ec6\u80de\u6570\u636e\u5bf9\u4e8e\u9884\u8bad\u7ec3 LCM \u81f3\u5173\u91cd\u8981\u3002\u4eba\u4eec\u8ba4\u4e3a\uff0c\u591a\u6837\u6027\u66f4\u9ad8\u3001\u5bb9\u91cf\u66f4\u5927\u7684\u6570\u636e\u53ef\u4ee5\u5b9e\u73b0\u66f4\u597d\u7684\u6027\u80fd\u3002\u4e0e\u4ec5\u4f7f\u7528\u4eba\u7c7b\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\u7684 LCM \u76f8\u6bd4\uff0cGeneCompass \u662f\u4f7f\u7528\u6700\u591a\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\u7684 LCM\uff0c\u8d85\u8fc7 1.2 \u4ebf\u4e2a\u7ec6\u80de\uff0c\u8fd9\u4f7f\u5f97\u5b83\u5728\u51e0\u4e2a\u4e0b\u6e38\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e\u4e00\u4e9b\u65e9\u671f\u7684 LCM\u3002\u5176\u5185\u5728\u7684\u751f\u7269\u5b66\u539f\u7406\u662f\u4eba\u7c7b\u548c\u5c0f\u9f20\u4e4b\u95f4\u7684 GRN \u4fdd\u5b88\u6027\u3002\u901a\u8fc7\u540c\u6e90\u57fa\u56e0<mark data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\" data-type=\"concepts\">\u6620\u5c04<\/mark>\uff0c\u4e00\u4e2a\u7269\u79cd\u4e2d\u5b66\u4e60\u5230\u7684\u6f5c\u5728\u57fa\u56e0\u5173\u7cfb\u5c06\u8f6c\u79fb\u5230\u53e6\u4e00\u4e2a\u7269\u79cd\uff0c\u8fd9\u5bf9\u4e8e\u9700\u8981 ChIP-seq \u6570\u636e\u7684\u4e0b\u6e38\u4efb\u52a1\u81f3\u5173\u91cd\u8981\u3002\u5982\u679c\u53ea\u5728\u4eba\u7c7b\u6570\u636e\u4e0a\uff0c\u8de8\u7269\u79cd\u7ec6\u80de\u7c7b\u578b\u6ce8\u91ca\u662f\u65e0\u6cd5\u5b8c\u6210\u7684\u4e0b\u6e38\u4efb\u52a1\u4e4b\u4e00\u3002<\/p>\n<p>\u57fa\u4e8e\u9884\u8bad\u7ec3\u7684 GeneCompass\uff0c\u6211\u4eec\u5229\u7528\u5c0f\u9f20\u7ec6\u80de\u7c7b\u578b\u4f5c\u4e3a\u53c2\u8003\uff0c\u5728\u6765\u81ea\u56db\u4e2a\u4e0d\u540c\u5668\u5b98\uff08\u89c6\u7f51\u819c\u3001\u5927\u8111\u3001\u80f0\u817a\u548c\u777e\u4e38\uff09\u7684\u4e03\u5bf9\u6570\u636e\u96c6\u4e0a\u6ce8\u91ca\u4eba\u7c7b\u7ec6\u80de\u3002\u4e0e CAME \u76f8\u6bd4\uff0c\u5728\u89c6\u7f51\u819c\u4e0a\u89c2\u5bdf\u5230 7.5% \u7684\u6539\u8fdb\uff0c\u8868\u660e GeneCompass \u53ef\u4ee5\u4e0e\u9886\u5148\u7684\u4e13\u4e1a\u8de8\u7269\u79cd\u7ec6\u80de\u6ce8\u91ca\u5de5\u5177\u76f8\u5ab2\u7f8e\uff0c\u751a\u81f3\u8d85\u8d8a\u5b83\u3002<\/p>\n<p><strong>Quantitative Biology\uff1aGeneCompass \u7684\u4e00\u4e2a\u65b0\u529f\u80fd\u662f\u5c06\u77e5\u8bc6\u6574\u5408\u5230\u57fa\u56e0\u5efa\u6a21\u4e2d\u3002\u8bb8\u591a\u4eba\u8ba4\u4e3a\uff0c\u5728\u8bbe\u8ba1 AI \u7cfb\u7edf\u65f6\u6574\u5408\u6570\u636e\u548c\u77e5\u8bc6\u662f\u590d\u6742\u751f\u7269\u4efb\u52a1\u7684\u672a\u6765\u89e3\u51b3\u65b9\u6848\u3002\u60a8\u80fd\u5426\u6839\u636e\u81ea\u5df1\u7684\u5b9e\u8df5\uff0c\u5c31\u8fd9\u4e2a\u4e3b\u9898\u7684\u53ef\u80fd\u7b56\u7565\u6216\u65b9\u6cd5\u53d1\u8868\u89c1\u89e3\uff1f<\/strong><\/p>\n<p>\u674e\u946b&amp;\u6768\u6208\uff1a\u5927\u591a\u6570\u73b0\u6709\u7684 LCM \u4ec5\u901a\u8fc7<mark data-id=\"6e1d70ff-3af3-4199-b99d-fbd226ed6bba\" data-type=\"tech_methods\">\u81ea\u76d1\u7763\u5b66\u4e60<\/mark>\u8303\u5f0f\u7531\u6570\u636e\u9a71\u52a8\u3002\u5f15\u5165\u7d2f\u79ef\u7684<mark data-id=\"98fefa6d-e6fc-4a62-abe6-944ed9833445\" data-type=\"concepts\">\u5148\u9a8c\u77e5\u8bc6<\/mark>\u53ef\u4ee5\u8865\u5145\u8bad\u7ec3\u6570\u636e\u53ef\u80fd\u4e0d\u5305\u542b\u7684\u751f\u547d\u4fe1\u606f\u3002\u77e5\u8bc6\u6574\u5408\u7b56\u7565\u5e94\u6839\u636e\u77e5\u8bc6\u7c7b\u578b\u800c\u53d8\u5316\u3002\u5bf9\u4e8e GeneCompass\uff0c\u6211\u4eec\u6574\u5408\u4e86\u56db\u79cd\u7c7b\u578b\u7684\u77e5\u8bc6\uff0c\u5305\u62ec\u542f\u52a8\u5b50\u5e8f\u5217\u3001\u57fa\u56e0\u5bb6\u65cf\u3001GRN \u548c\u5171\u8868\u8fbe\u5173\u7cfb\uff0c\u65b9\u6cd5\u662f\u5c06\u6bcf\u79cd\u77e5\u8bc6\u7f16\u7801\u5230\u5d4c\u5165\u5411\u91cf\u4e2d\uff0c\u5e76\u5c06\u5b83\u4eec\u4e0e\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u7684\u5d4c\u5165\u8fde\u63a5\u8d77\u6765\u3002\u8fd9\u662f\u4e00\u79cd\u8f93\u5165\u7ea7\u7684\u6574\u5408\u7b56\u7565\u3002\u6b64\u5916\uff0c\u8fd8\u6709\u4e00\u4e9b\u5176\u4ed6\u7b56\u7565\uff0c\u4f8b\u5982\u77e5\u8bc6\u5f15\u5bfc\u7684\u9884\u8bad\u7ec3\u4efb\u52a1\u548c\u77e5\u8bc6\u76d1\u7763\u635f\u5931\u3002\u6700\u4f73\u7b56\u7565\u4ecd\u7136\u662f\u6b63\u5728\u8fdb\u884c\u7684\u7814\u7a76\u9886\u57df\uff0c\u4e5f\u5c06\u662f\u6211\u4eec\u672a\u6765\u5de5\u4f5c\u7684\u91cd\u70b9\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a\u5f53\u60a8\u4e3a\u8de8\u7269\u79cd\u6570\u636e\u6784\u5efa\u6a21\u578b\u65f6\uff0cGeneCompass \u6a21\u578b\u53ca\u5176\u9884\u8bad\u7ec3\u65b9\u6cd5\u7684\u5f00\u53d1\u9762\u4e34\u7684\u5173\u952e\u6311\u6218\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p>\u674e\u946b&amp;\u6768\u6208\uff1a\u5f00\u53d1\u8de8\u7269\u79cd LCM \u7684\u5173\u952e\u6311\u6218\u662f\u5982\u4f55\u6574\u5408\u6765\u81ea\u4eba\u7c7b\u548c\u5c0f\u9f20\u7684\u5355\u7ec6\u80de\u6570\u636e\uff0c\u5b83\u4eec\u7684\u57fa\u56e0\u5f7c\u6b64\u4e0d\u540c\u3002\u8fde\u63a5\u5b83\u4eec\u7684\u57fa\u56e0\u5217\u8868\u53ef\u80fd\u662f\u4e00\u79cd\u7b80\u5355\u6613\u884c\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u4e0d\u80fd\u5229\u7528\u57fa\u56e0\u4fdd\u5b88\u6027\u3002\u8d85\u957f\u7684\u57fa\u56e0\u5217\u8868\u9700\u8981\u66f4\u591a\u7684\u8ba1\u7b97\u80fd\u529b\u548c\u5185\u5b58\u7a7a\u95f4\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u540c\u6e90\u6bd4\u5bf9\u7b56\u7565\uff0c\u6839\u636e\u540c\u6e90\u5173\u7cfb\u5728\u4eba\u7c7b\u548c\u5c0f\u9f20\u4e4b\u95f4<mark data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\" data-type=\"concepts\">\u6620\u5c04<\/mark>\u57fa\u56e0\u3002\u540c\u6e90\u57fa\u56e0\u5c06\u5728\u6211\u4eec\u7684\u57fa\u56e0\u5217\u8868\u4e2d\u5171\u4eab\u76f8\u540c\u7684\u57fa\u56e0 ID\u3002\u6b64\u5916\uff0c\u6211\u4eec\u5c06\u4eba\u7c7b\u548c\u5c0f\u9f20\u7684<mark data-id=\"98fefa6d-e6fc-4a62-abe6-944ed9833445\" data-type=\"concepts\">\u5148\u9a8c\u77e5\u8bc6<\/mark>\u7f16\u7801\u5230\u7edf\u4e00\u7684\u8868\u793a\u7a7a\u95f4\u4e2d\uff0c\u4ee5\u786e\u4fdd\u8de8\u7269\u79cd\u7684\u8bed\u4e49\u4e00\u81f4\u6027\u3002\u6211\u4eec\u6bd4\u8f83\u540c\u6e90\u57fa\u56e0\u5d4c\u5165\u76f8\u4f3c\u6027\u4e0e\u975e\u540c\u6e90\u57fa\u56e0\u5d4c\u5165\u76f8\u4f3c\u6027\u7684\u5b9e\u9a8c\u7ed3\u679c\u9a8c\u8bc1\u4e86\u8be5\u7b56\u7565\u7684\u6709\u6548\u6027\u3002<\/p>\n<p><strong>Quantitative Biology\uff1a\u60a8\u7684\u5de5\u4f5c\u5305\u62ec\u8bc6\u522b\u5173\u952e\u8f6c\u5f55\u56e0\u5b50\u7684\u4f8b\u5b50\u3002\u7531\u4e8e\u5927\u591a\u6570\u53ef\u7528\u7684\u5355\u7ec6\u80de\u6570\u636e\u90fd\u662f\u83b7\u53d6\u6837\u672c\u65f6\u57fa\u56e0\u8868\u8fbe\u7684\u9759\u6001\u5feb\u7167\uff0c\u60a8\u8ba4\u4e3a LCM \u5982\u4f55\u6709\u52a9\u4e8e\u7406\u89e3\u52a8\u6001\u7ec6\u80de\u8fc7\u7a0b\uff08\u4f8b\u5982\u7ec6\u80de\u72b6\u6001\u8f6c\u53d8\uff09\u5e76\u8bc6\u522b\u53ef\u80fd\u9a71\u52a8\u6b64\u7c7b\u8fc7\u7a0b\u7684\u5173\u952e\u56e0\u7d20\uff1f<\/strong><\/p>\n<p>\u674e\u946b&amp;\u6768\u6208\uff1a\u4e0e\u4e00\u822c NLP \u9886\u57df\u7684 LLM \u4e00\u6837\uff0c\u9884\u8bad\u7ec3 LCM \u7684\u57fa\u672c\u7406\u5ff5\u662f\uff0c\u5bf9\u4ece\u5404\u79cd\u6765\u6e90\u6536\u96c6\u7684\u5404\u79cd\u6570\u636e\u96c6\u8fdb\u884c\u5927\u91cf\u8bad\u7ec3\u6709\u52a9\u4e8e\u6a21\u578b\u5b66\u4e60\u5bf9\u7ec6\u80de\u3001\u73af\u5883\u548c\u751f\u547d\u7684\u5e7f\u6cdb\u7406\u89e3\u3002\u867d\u7136\u5927\u591a\u6570\u53ef\u7528\u7684\u5355\u7ec6\u80de\u6570\u636e\u90fd\u662f\u9759\u6001\u5feb\u7167\uff0c\u4f46\u5e7f\u6cdb\u7684\u9884\u8bad\u7ec3\u6570\u636e\u6db5\u76d6\u4e86\u7ec6\u80de\u8f6c\u53d8\u7684\u4e0d\u540c\u9636\u6bb5\u3002\u6839\u636e\u9884\u8bad\u7ec3\u7684 LCM\uff0c\u76f8\u4f3c\u7684\u7ec6\u80de\u72b6\u6001\u6570\u636e\u5728\u7f16\u7801\u7684\u5d4c\u5165\u7a7a\u95f4\u4e2d\u5177\u6709\u5f88\u5f3a\u7684\u76f8\u4f3c\u6027\uff0c\u8fd9\u5c06\u6709\u52a9\u4e8e\u7406\u89e3\u52a8\u6001\u7ec6\u80de\u8fc7\u7a0b\u3002<\/p>\n<p>\u4e3a\u4e86\u786e\u5b9a\u5173\u952e\u56e0\u7d20\uff0c\u6211\u4eec\u8fdb\u884c\u4e86\u8ba1\u7b97\u673a\u57fa\u56e0\u6270\u52a8\uff0c\u4ee5\u8fc7\u5ea6\u8868\u8fbe\u6216\u6572\u9664\u57fa\u56e0\u5230\u4e00\u5b9a\u7684\u8868\u8fbe\u6c34\u5e73\u3002\u901a\u8fc7\u5bf9\u6bd4\u6270\u52a8\u7ec6\u80de\u4e0e\u539f\u7ec6\u80de\u548c\u9776\u7ec6\u80de\u7684\u76f8\u4f3c\u5ea6\uff0c\u53ef\u4ee5\u8bc6\u522b\u51fa\u6f5c\u5728\u7684\u5173\u952e\u56e0\u5b50\u3002\u6211\u4eec\u7684\u5b9e\u9a8c\u7ed3\u679c\u548c Geneformer \u7684\u7ed3\u679c\u90fd\u9a8c\u8bc1\u4e86\u8be5\u65b9\u6cd5\u7684\u6709\u6548\u6027\u3002\u6211\u4eec\u7684\u6e7f\u5b9e\u9a8c\u7ed3\u679c\u4e5f\u8bc1\u660e\u4e86\u6240\u8bc6\u522b\u7684\u5173\u952e\u56e0\u5b50\u7684\u90e8\u5206\u529f\u80fd\u3002\u8fd9\u5bf9\u4e8e\u53d1\u73b0\u5173\u952e\u7684\u7ec6\u80de\u547d\u8fd0\u8c03\u63a7\u56e0\u5b50\u548c\u5019\u9009\u836f\u7269\u9776\u70b9\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-edd14c828d62bc20cc2fc4a372201283.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-edd14c828d62bc20cc2fc4a372201283.png\"><\/a><\/p>\n<section>GeneCompass\uff1a\u9996\u4e2a\u8de8\u7269\u79cd\u751f\u547d\u57fa\u7840\u5927\u6a21\u578b\u3002<\/section>\n<p><strong>Quantitative Biology\uff1a<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u548c\u751f\u7269\u5b66\u9886\u57df\u90fd\u5728\u5feb\u901f\u53d1\u5c55\uff0c\u6280\u672f\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u66f4\u65b0\u751a\u81f3\u9769\u547d\u3002\u60a8\u5982\u4f55\u770b\u5f85<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u5728\u751f\u7269\u548c\u533b\u5b66\u7814\u7a76\u4e2d\u7684\u5e94\u7528\uff1f<\/strong><\/p>\n<p>\u674e\u946b&amp;\u6768\u6208\uff1a\u6211\u76f8\u4fe1<mark data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\" data-type=\"concepts\">\u4eba\u5de5\u667a\u80fd<\/mark>\u4e0e\u751f\u547d\u79d1\u5b66\u7684\u4ea4\u53c9\u5b66\u79d1\u5c06\u63a8\u52a8\u751f\u7269\u548c\u533b\u5b66\u7814\u7a76\u7684\u91cd\u5927\u7a81\u7834\u3002\u7279\u522b\u662f\u968f\u7740\u57fa\u7840\u6a21\u578b\u7684\u51fa\u73b0\uff0cLCM \u53ef\u4ee5\u5f88\u597d\u5730\u63a8\u5e7f\u5230\u65b0\u7684\u3001\u672a\u89c1\u8fc7\u7684\u4efb\u52a1\uff0c\u800c\u65e0\u9700\u7279\u5b9a\u7684\u9762\u5411\u4efb\u52a1\u7684\u8bad\u7ec3\u6216\u4f7f\u7528\u76f8\u5bf9\u8f83\u5c0f\u7684\u6570\u636e\u96c6\u8fdb\u884c\u5fae\u8c03\uff0c\u4f7f\u5176\u6210\u4e3a\u4e00\u7cfb\u5217\u4e0b\u6e38\u5e94\u7528\u7684\u4e07\u80fd\u5de5\u5177\u3002<\/p>\n<p>\u4e00\u65b9\u9762\uff0c\u4f7f\u7528 LCM \u5c06\u5927\u5927\u51cf\u5c11\u4e0e\u751f\u7269\u548c\u533b\u5b66\u7814\u7a76\u76f8\u5173\u7684\u65f6\u95f4\u548c\u7ecf\u6d4e\u6210\u672c\u3002\u8d8a\u6765\u8d8a\u591a\u7684\u4f53\u5185\u548c\u4f53\u5916\u5b9e\u9a8c\u5c06\u901a\u8fc7 LCM \u8fdb\u884c\u6a21\u62df\uff0c\u8fd9\u5c06\u6709\u52a9\u4e8e\u63d0\u9ad8\u4f20\u7edf\u6e7f\u5b9e\u9a8c\u4efb\u52a1\uff08\u5982<mark data-id=\"f0592cde-aa36-49b1-b02a-8ceb6e5c1da0\" data-type=\"tech_tasks\">\u836f\u7269\u53d1\u73b0<\/mark>\u3001\u86cb\u767d\u8d28\u7ed3\u6784\u8bbe\u8ba1\u7b49\uff09\u7684\u6210\u529f\u7387\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5df2\u7ecf\u51fa\u73b0\u4e86\u4e0d\u540c\u751f\u547d\u8fc7\u7a0b\u6c34\u5e73\u7684 AI \u6a21\u578b\uff0c\u4f8b\u5982\u8f6c\u5f55\u7ec4\u6c34\u5e73\u7684 LCM\u3001\u86cb\u767d\u8d28\u6c34\u5e73\u7684\u00a0<mark data-id=\"c91750dd-3ddd-49bf-8f95-7ab4bc48a526\" data-type=\"tech_methods\">AlphaFold<\/mark> \u548c ESMFold\uff0c\u4ee5\u53ca DNA \u6c34\u5e73\u7684\u00a0EVO\u3002\u8fd8\u6709\u591a\u6a21\u6001 LLM \u53ef\u7528\u4e8e\u7406\u89e3\u533b\u5b66\u56fe\u50cf\u7b49\u8868\u578b\u6570\u636e\u3002\u6211\u76f8\u4fe1\u5c06\u4f1a\u6709\u4e00\u4e2a\u7edf\u4e00\u7684\u6a21\u578b\u6765\u6574\u5408\u751f\u7269\u5b66\u5e76\u6a21\u62df\u4e2d\u5fc3\u6cd5\u5219\uff0c\u4ece\u800c\u5efa\u7acb\u6240\u6709\u751f\u547d\u4f53\u57fa\u56e0\u578b\u548c\u8868\u578b\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\u3002<\/p>\n<h1><span class=\"ez-toc-section\" id=\"%E7%BB%93%E6%9D%9F%E8%AF%AD\"><\/span><strong>\u7ed3\u675f\u8bed<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u8fd9\u4e9b LCM \u5728\u8bb8\u591a\u4e0b\u6e38\u751f\u7269\u5b66\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\uff0c\u4f46\u6574\u4e2a\u9886\u57df\u4ecd\u5904\u4e8e\u65e9\u671f\u53d1\u5c55\u9636\u6bb5\u3002\u73b0\u5728\u95ee\u4ec0\u4e48\u662f\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u5b66\u6570\u636e\u7684\u6700\u4f73\u6216<mark data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\" data-type=\"concepts\">\u6536\u655b<\/mark>\u6a21\u578b\u7ed3\u6784\u8fd8\u4e3a\u65f6\u8fc7\u65e9\u3002<\/p>\n<p>\u51e0\u4f4d LCM \u4f5c\u8005\u5206\u4eab\u4e86\u4ed6\u4eec\u9488\u5bf9\u751f\u7269\u5bf9\u8c61\u5f00\u53d1\u548c\u91c7\u7528\u57fa\u4e8e Transformer \u7684 AI 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