{"id":65787,"date":"2026-10-10T11:06:52","date_gmt":"2026-10-10T03:06:52","guid":{"rendered":"https:\/\/www.biocloudservice.com\/wordpress\/ferroptosis\/questions\/ferroptosis-model-overfitting-validation\/"},"modified":"2026-10-10T11:06:52","modified_gmt":"2026-10-10T03:06:52","slug":"ferroptosis-model-overfitting-validation","status":"publish","type":"ftc_question","link":"https:\/\/www.biocloudservice.com\/wordpress\/ferroptosis\/questions\/ferroptosis-model-overfitting-validation\/","title":{"rendered":"\u7528\u94c1\u6b7b\u4ea1\u57fa\u56e0\u505a WGCNA\u3001\u673a\u5668\u5b66\u4e60\u6216\u9884\u540e\u6a21\u578b\uff0c\u600e\u6837\u907f\u514d\u8fc7\u62df\u5408\uff1f"},"content":{"rendered":"<p class=\"ftc-answer-first\"><strong>\u5148\u770b\u7ed3\u8bba\uff1a<\/strong>\u5148\u628a\u9884\u6d4b\u76ee\u6807\u3001\u5019\u9009\u53d8\u91cf\u548c\u9a8c\u8bc1\u65b9\u5f0f\u5199\u6e05\u695a\uff0c\u518d\u5efa\u6a21\u3002\u7279\u5f81\u7b5b\u9009\u3001\u8c03\u53c2\u548c\u6027\u80fd\u8bc4\u4f30\u5982\u679c\u90fd\u5728\u540c\u4e00\u6279\u6570\u636e\u4e2d\u5b8c\u6210\uff0c\u7ed3\u679c\u901a\u5e38\u8fc7\u4e8e\u4e50\u89c2\uff1b\u5916\u90e8\u9a8c\u8bc1\u4e0d\u80fd\u88ab\u968f\u673a\u62c6\u5206\u7684\u5185\u90e8\u6d4b\u8bd5\u96c6\u66ff\u4ee3\u3002<\/p>\n<h2>\u9002\u7528\u60c5\u51b5<\/h2>\n<p>\u51c6\u5907\u4ece\u94c1\u6b7b\u4ea1\u76f8\u5173\u57fa\u56e0\u4e2d\u7b5b\u9009\u7279\u5f81\uff0c\u5e76\u5efa\u7acb\u8bca\u65ad\u3001\u5206\u578b\u3001\u9884\u540e\u6216\u7597\u6548\u9884\u6d4b\u6a21\u578b\u3002<\/p>\n<h2>\u5efa\u8bae\u6309\u8fd9\u4e2a\u987a\u5e8f\u68c0\u67e5<\/h2>\n<ol>\n<li>\u5148\u5b9a\u4e49\u7ed3\u5c40\u3001\u9884\u6d4b\u65f6\u95f4\u70b9\u3001\u7eb3\u5165\u6807\u51c6\u3001\u6837\u672c\u91cf\u548c\u5019\u9009\u53d8\u91cf\uff0c\u907f\u514d\u770b\u5230\u7ed3\u679c\u540e\u6539\u53d8\u7814\u7a76\u95ee\u9898\u3002<\/li>\n<li>\u628a\u6570\u636e\u6e05\u6d17\u3001\u7f3a\u5931\u503c\u3001\u7279\u5f81\u7b5b\u9009\u3001\u6807\u51c6\u5316\u548c\u8c03\u53c2\u5168\u90e8\u653e\u5728\u8bad\u7ec3\u6d41\u7a0b\u5185\u90e8\uff0c\u9632\u6b62\u4fe1\u606f\u6cc4\u6f0f\u3002<\/li>\n<li>\u5185\u90e8\u9a8c\u8bc1\u4f18\u5148\u4f7f\u7528\u91cd\u590d\u4ea4\u53c9\u9a8c\u8bc1\u6216 bootstrap\uff0c\u5e76\u62a5\u544a\u6821\u51c6\u3001\u533a\u5206\u5ea6\u548c\u4e0d\u786e\u5b9a\u6027\u3002<\/li>\n<li>\u4f7f\u7528\u771f\u6b63\u72ec\u7acb\u7684\u5916\u90e8\u961f\u5217\u9a8c\u8bc1\uff1b\u5982\u679c\u5e73\u53f0\u4e0d\u540c\uff0c\u9884\u5148\u89c4\u5b9a\u6620\u5c04\u548c\u6807\u51c6\u5316\u7b56\u7565\u3002<\/li>\n<li>\u4fdd\u7559\u5b8c\u6574\u6a21\u578b\u548c\u5931\u8d25\u7ed3\u679c\uff0c\u4e0d\u4ee5\u591a\u4e2a\u7b97\u6cd5\u4e2d\u8868\u73b0\u6700\u9ad8\u7684\u4e00\u4e2a\u4f5c\u4e3a\u65e0\u504f\u4f30\u8ba1\u3002<\/li>\n<\/ol>\n<h2>\u4e0d\u80fd\u4ece\u5f53\u524d\u7ed3\u679c\u76f4\u63a5\u5f97\u51fa\u4ec0\u4e48<\/h2>\n<p>WGCNA \u6a21\u5757\u76f8\u5173\u3001LASSO \u5165\u9009\u6216\u8f83\u9ad8 AUC \u90fd\u4e0d\u80fd\u8bc1\u660e\u56e0\u679c\u673a\u5236\u3002\u6837\u672c\u91cf\u4e0d\u8db3\u65f6\uff0c\u5e94\u628a\u6a21\u578b\u5b9a\u4f4d\u4e3a\u63a2\u7d22\u6027\u7ed3\u679c\u800c\u4e0d\u662f\u4e34\u5e8a\u5de5\u5177\u3002<\/p>\n<h2>\u4f9d\u636e\u4e0e\u7248\u672c<\/h2>\n<ul class=\"ftc-source-list\">\n<li><a href=\"https:\/\/www.tripod-statement.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">TRIPOD \u4e34\u5e8a\u9884\u6d4b\u6a21\u578b\u62a5\u544a\u89c4\u8303<\/a><span>TRIPOD<\/span><\/li>\n<li><a href=\"https:\/\/www.probast.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">PROBAST \u9884\u6d4b\u6a21\u578b\u504f\u501a\u98ce\u9669\u5de5\u5177<\/a><span>PROBAST<\/span><\/li>\n<\/ul>\n<p class=\"ftc-verification\">\u6700\u540e\u6838\u9a8c\uff1a2026-10-10\uff5c\u8d44\u6599\u6838\u9a8c\uff1a\u516c\u5f00\u6765\u6e90\u6838\u5bf9<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5148\u628a\u9884\u6d4b\u76ee\u6807\u3001\u5019\u9009\u53d8\u91cf\u548c\u9a8c\u8bc1\u65b9\u5f0f\u5199\u6e05\u695a\uff0c\u518d\u5efa\u6a21\u3002\u7279\u5f81\u7b5b\u9009\u3001\u8c03\u53c2\u548c\u6027\u80fd\u8bc4\u4f30\u5982\u679c\u90fd\u5728\u540c\u4e00\u6279\u6570\u636e\u4e2d\u5b8c\u6210\uff0c\u7ed3\u679c\u901a\u5e38\u8fc7\u4e8e\u4e50\u89c2\uff1b\u5916\u90e8\u9a8c\u8bc1\u4e0d\u80fd\u88ab\u968f\u673a\u62c6\u5206\u7684\u5185\u90e8\u6d4b\u8bd5\u96c6\u66ff\u4ee3\u3002<\/p>\n","protected":false},"template":"","class_list":["post-65787","ftc_question","type-ftc_question","status-publish","hentry"],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/ftc_question\/65787","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/ftc_question"}],"about":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/types\/ftc_question"}],"version-history":[{"count":0,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/ftc_question\/65787\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/media?parent=65787"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}