{"id":69152,"date":"2026-11-14T21:11:14","date_gmt":"2026-11-14T13:11:14","guid":{"rendered":"https:\/\/www.biocloudservice.com\/wordpress\/?p=69152"},"modified":"2026-11-14T21:11:14","modified_gmt":"2026-11-14T13:11:14","slug":"tangram-held-out-gene-mapping-rows-spatial-validation","status":"publish","type":"post","link":"https:\/\/www.biocloudservice.com\/wordpress\/tangram-held-out-gene-mapping-rows-spatial-validation\/","title":{"rendered":"Tangram \u628a\u7ec6\u80de\u6620\u5c04\u5230\u4e86\u54ea\u91cc\uff1f\u7528\u4e00\u4e2a\u6ca1\u53c2\u52a0\u8bad\u7ec3\u7684\u57fa\u56e0\u68c0\u9a8c\u7a7a\u95f4\u56fe"},"content":{"rendered":"
\n

\u7a7a\u95f4\u5e73\u53f0\u53ea\u6d4b\u4e86\u90e8\u5206\u57fa\u56e0\uff0c\u5355\u7ec6\u80de\u53c2\u8003\u5374\u6d4b\u5230\u4e86\u66f4\u591a\u3002\u628a\u53c2\u8003\u6620\u5c04\u5230\u7a7a\u95f4\uff0c\u518d\u753b\u4e00\u4e2a\u9762\u677f\u4e2d\u539f\u672c\u6ca1\u6709\u7684\u57fa\u56e0\uff0c\u80fd\u5f97\u5230\u4e00\u5f20\u6709\u7eb9\u7406\u7684\u7ec4\u7ec7\u56fe\u3002\u95ee\u9898\u5728\u4e8e\uff0c\u56fe\u4e0a\u7684\u660e\u6697\u6765\u81ea\u6a21\u578b\u6295\u5f71\uff0c\u65e0\u6cd5\u76f4\u63a5\u5bf9\u7167\u8fd9\u4e2a\u672a\u6d4b\u57fa\u56e0\u3002\u4e00\u4e2a\u53ef\u4ee5\u7acb\u5373\u52a8\u624b\u7684\u68c0\u9a8c\u662f\uff0c\u4ece\u4e24\u79cd\u5e73\u53f0\u90fd\u6d4b\u5230\u7684\u57fa\u56e0\u4e2d\u5148\u6263\u4e0b\u4e00\u4e2a\uff0c\u8bad\u7ec3\u7ed3\u675f\u540e\u518d\u95ee\u6a21\u578b\u80fd\u5426\u63a8\u56de\u5b83\u5728\u5207\u7247\u4e0a\u7684\u4f4d\u7f6e\u3002\u672c\u6587\u7528\u4e00\u4e2a\u80fd\u53cd\u8f6c\u7b54\u6848\u7684\u5c0f\u5b9e\u9a8c\uff0c\u8bf4\u660e\u600e\u6837\u533a\u5206\u8bad\u7ec3\u62df\u5408\u3001\u9884\u6d4b\u7684\u7a7a\u95f4\u987a\u5e8f\u548c\u8868\u8fbe\u503c\u672c\u8eab\u3002<\/p>\n

\u5148\u8bfb\u61c2\u7ec6\u80de\u4e58\u70b9\u4f4d\u7684\u6620\u5c04\u77e9\u9635<\/h2>\n

Tangram \u7684\u7ec6\u80de\u7ea7\u6a21\u5f0f\u901a\u5e38\u8f93\u51fa\u4e00\u4e2a\u7ec6\u80de\u4e58\u7a7a\u95f4\u70b9\u4f4d\u7684\u77e9\u9635\u3002\u56fa\u5b9a\u4e00\u679a\u53c2\u8003\u7ec6\u80de\u3001\u6cbf\u7740\u4e00\u884c\u8bfb\uff0c\u5f97\u5230\u8fd9\u679a\u7ec6\u80de\u88ab\u5206\u914d\u5230\u5404\u4f4d\u7f6e\u7684\u76f8\u5bf9\u6743\u91cd\u3002\u56fa\u5b9a\u4e00\u4e2a\u4f4d\u7f6e\u3001\u6cbf\u4e00\u5217\u8bfb\uff0c\u5219\u662f\u5728\u770b\u591a\u5c11\u53c2\u8003\u7ec6\u80de\u7684\u6743\u91cd\u805a\u5230\u8fd9\u91cc\u3002\u524d\u8005\u901a\u5e38\u6309\u884c\u5f52\u4e00\uff0c\u540e\u8005\u6ca1\u6709\u7406\u7531\u6070\u597d\u7b49\u4e8e\u4e00\u3002\u628a\u77e9\u9635\u8f6c\u7f6e\u540e\u9010\u884c\u53d6\u6700\u5927\u503c\uff0c\u56de\u7b54\u7684\u662f\u54ea\u4e2a\u53c2\u8003\u7ec6\u80de\u6700\u504f\u5411\u8be5\u4f4d\u7f6e\u3002\u5bf9\u6bcf\u4e2a\u7ec6\u80de\u5bfb\u627e\u81ea\u5df1\u6700\u53ef\u80fd\u7684\u4f4d\u7f6e\uff0c\u5219\u8981\u6cbf\u7740\u539f\u77e9\u9635\u7684\u53e6\u4e00\u6761\u8f74\u53d6\u6700\u5927\u503c\u3002\u4fdd\u5b58\u7ed3\u679c\u524d\uff0c\u81f3\u5c11\u628a\u4e00\u4e2a\u53c2\u8003\u6761\u5f62\u7801\u548c\u4e00\u4e2a\u7a7a\u95f4\u6761\u5f62\u7801\u6253\u5370\u51fa\u6765\uff0c\u9a8c\u8bc1\u81ea\u5df1\u53d6\u7684\u662f\u54ea\u4e00\u4fa7\u3002Tangram \u4f5c\u8005\u5bf9\u6620\u5c04\u77e9\u9635\u4e0e\u57fa\u56e0\u6295\u5f71\u7684\u8bf4\u660e<\/a><\/p>\n

\u8bbe\u4e24\u4e2a\u53c2\u8003\u7ec6\u80de\uff0c\u7532\u5bf9\u4e09\u4e2a\u4f4d\u7f6e\u7684\u5206\u914d\u4e3a\u516d\u6210\u3001\u4e09\u6210\u548c\u4e00\u6210\uff0c\u4e59\u4e3a\u4e00\u6210\u3001\u4e24\u6210\u548c\u4e03\u6210\u3002\u7532\u7684\u67d0\u672a\u6d4b\u57fa\u56e0\u8868\u8fbe\u91cf\u4e3a\u5341\uff0c\u4e59\u4e3a\u96f6\u3002\u6295\u5f71\u540e\uff0c\u4e09\u4e2a\u4f4d\u7f6e\u4ece\u7532\u5f97\u5230\u516d\u3001\u4e09\u3001\u4e00\u7684\u8d21\u732e\uff0c\u4ece\u4e59\u5f97\u5230\u7684\u90fd\u662f\u96f6\u3002\u5982\u679c\u4e59\u7684\u8868\u8fbe\u4e5f\u4e3a\u5341\uff0c\u4e09\u4e2a\u4f4d\u7f6e\u7684\u603b\u8d21\u732e\u5c31\u5e94\u662f\u4e03\u3001\u4e94\u3001\u516b\u3002\u8fd9\u4e2a\u6b21\u5e8f\u6070\u4e0e\u5404\u5217\u6536\u5230\u7684\u603b\u6743\u91cd\u6709\u5173\uff0c\u8bf4\u660e\u5373\u4fbf\u6240\u6709\u7ec6\u80de\u7b49\u8868\u8fbe\uff0c\u4e00\u4e2a\u4f4d\u7f6e\u7684\u6295\u5f71\u603b\u91cf\u4e5f\u53ef\u80fd\u56e0\u63a5\u6536\u4e86\u66f4\u591a\u6743\u91cd\u800c\u8f83\u9ad8\u3002\u8ba8\u8bba\u201c\u54ea\u4e2a\u4f4d\u7f6e\u6bcf\u4e2a\u7ec6\u80de\u8868\u8fbe\u66f4\u5f3a\u201d\u65f6\uff0c\u5fc5\u987b\u628a\u4f4d\u7f6e\u603b\u8d21\u732e\u3001\u5c40\u90e8\u7ec6\u80de\u5bc6\u5ea6\u548c\u7ec6\u80de\u7ec4\u6210\u5206\u5f00\u3002<\/p>\n

\n\n\n\n\n\n\n\n
\u67e5\u54ea\u4e00\u9879<\/th>\n\u56fa\u5b9a\u4ec0\u4e48<\/th>\n\u53ef\u4ee5\u56de\u7b54<\/th>\n<\/tr>\n<\/thead>\n
\u6620\u5c04\u77e9\u9635\u7684\u4e00\u884c<\/td>\n\u540c\u4e00\u679a\u53c2\u8003\u7ec6\u80de<\/td>\n\u6743\u91cd\u5728\u591a\u5c11\u4e2a\u7a7a\u95f4\u4f4d\u7f6e\u4e4b\u95f4\u5206\u6563<\/td>\n<\/tr>\n
\u6620\u5c04\u77e9\u9635\u7684\u4e00\u5217<\/td>\n\u540c\u4e00\u4e2a\u5b9e\u6d4b\u7a7a\u95f4\u4f4d\u7f6e<\/td>\n\u54ea\u4e9b\u53c2\u8003\u7ec6\u80de\u6216\u7c7b\u578b\u4e3b\u8981\u8d21\u732e\u5230\u8fd9\u91cc<\/td>\n<\/tr>\n
\u6295\u5f71\u8868\u8fbe\u4e0e\u7a7a\u95f4\u5b9e\u6d4b\u7684\u76f8\u5173\u6027<\/td>\n\u4e00\u4e2a\u660e\u786e\u4ece\u8bad\u7ec3\u4e2d\u7559\u51fa\u7684\u57fa\u56e0<\/td>\n\u7a7a\u95f4\u5206\u5e03\u80fd\u5426\u63a8\u56de\uff0c\u7edd\u5bf9\u8868\u8fbe\u5c3a\u5ea6\u53e6\u67e5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
\"\u6ca1\u53c2\u4e0e\u8bad\u7ec3\u7684\u57fa\u56e0\u63a8\u5f97\u51c6\u5417\u3002\u6a21\u62df\u5b9e\u9a8c\uff5c\u4fdd\u7559\u8bad\u7ec3\u7ed3\u679c\uff0c\u53cd\u8f6c\u7559\u51fa\u57fa\u56e0\u7684\u9a8c\u6536\u987a\u5e8f\u3002\u6309\u884c\uff0c\u770b\u5206\u914d\uff0c\u56fa\u5b9a\u4e00\u679a\u53c2\u8003\u7ec6\u80de\uff0c\u6cbf\u7a7a\u95f4\u70b9\u4f4d\u8bfb\u6743\u91cd\u3002\u6309\u5217\uff0c\u770b\u6c47\u805a\uff0c\u56fa\u5b9a\u4e00\u4e2a\u70b9\u4f4d\uff0c\u68c0\u67e5\u54ea\u4e9b\u7ec6\u80de\u8d21\u732e\u8f83\u591a\u3002\u7559\u51fa\uff0c\u770b\u9884\u6d4b\uff0c\u5148\u6263\u4e0b\u5171\u540c\u57fa\u56e0\uff0c\u518d\u5c06\u5b9e\u6d4b\u4e0e\u6295\u5f71\u5bf9\u7167\u3002\"
\u6a21\u62df\u5b9e\u9a8c\uff5c\u4fdd\u7559\u8bad\u7ec3\u7ed3\u679c\uff0c\u53cd\u8f6c\u7559\u51fa\u57fa\u56e0\u7684\u9a8c\u6536\u987a\u5e8f\u3002<\/figcaption><\/figure>\n

\u600e\u6837\u628a\u4e00\u4e2a\u5171\u540c\u57fa\u56e0\u771f\u6b63\u7559\u5728\u8bad\u7ec3\u4e4b\u5916<\/h2>\n

\u5148\u7edf\u4e00\u7269\u79cd\u3001\u57fa\u56e0\u7f16\u53f7\u548c\u547d\u540d\u5927\u5c0f\u5199\u3002\u4f5c\u8005\u7684\u9884\u5904\u7406\u53ef\u4ee5\u7edf\u4e00\u57fa\u56e0\u540d\u5e76\u5199\u5165\u4e24\u4e2a\u5bf9\u8c61\u7684\u8bad\u7ec3\u57fa\u56e0\u96c6\u5408\u3002\u82e5\u53ea\u4ece\u6700\u540e\u4e00\u5f20\u70ed\u56fe\u79fb\u9664\u76ee\u6807\u57fa\u56e0\uff0c\u5b83\u53ef\u80fd\u65e9\u5df2\u53c2\u4e0e\u4f18\u5316\u3002\u53ef\u628a\u6240\u6709\u62df\u7528\u4e8e\u62df\u5408\u7684\u5171\u540c\u57fa\u56e0\u663e\u5f0f\u5217\u51fa\u6765\uff0c\u79fb\u9664\u9a8c\u8bc1\u57fa\u56e0\uff0c\u8c03\u7528\u9884\u5904\u7406\u540e\u518d\u8bfb\u56de\u53cc\u65b9\u5b9e\u9645\u5b58\u4e0b\u7684\u8bad\u7ec3\u540d\u5355\u3002\u8fd8\u8981\u6838\u5bf9\u7559\u51fa\u7684\u57fa\u56e0\u4ecd\u4fdd\u7559\u5728\u4e24\u4e2a\u8868\u8fbe\u5bf9\u8c61\u4e2d\uff0c\u5426\u5219\u65e2\u5f97\u4e0d\u5230\u53c2\u8003\u4fa7\u7684\u6295\u5f71\uff0c\u4e5f\u65e0\u6cd5\u5728\u7a7a\u95f4\u4fa7\u4f5c\u6bd4\u8f83\u3002\u4f5c\u8005\u7684\u7a7a\u95f4\u6620\u5c04\u6559\u7a0b\u4e0e\u57fa\u56e0\u9884\u5904\u7406<\/a><\/p>\n

import tangram as tg\r\n\r\ntrain = ["a1", "a2", "b1", "b2"]\r\ntg.pp_adatas(single, spatial, genes=train)\r\nassert "held" not in single.uns["training_genes"]\r\nassert "held" in single.var_names and "held" in spatial.var_names\r\nmapping = tg.map_cells_to_space(single, spatial, mode="cells",\r\n                                device="cpu", random_state=37,\r\n                                num_epochs=140, density_prior="uniform")\r\nprediction = tg.project_genes(mapping, single)\r\n<\/code><\/pre>\n
\u793a\u4f8b\u4e2d\u7684\u56db\u4e2a\u5c0f\u5199\u540d\u5b57\u6765\u81ea\u540e\u9762\u7684\u6a21\u62df\u6570\u636e\u3002\u6362\u6210\u5b9e\u6d4b\u6837\u672c\u540e\uff0c\u4e0d\u5b9c\u53ea\u6263\u4e0b\u6700\u5bb9\u6613\u9884\u6d4b\u3001\u6070\u597d\u6709\u9ad8\u5ea6\u76f8\u5173\u66ff\u8eab\u7684\u57fa\u56e0\u3002\u5982\u679c\u591a\u4e2a\u5171\u4eab\u6807\u8bb0\u5c5e\u4e8e\u51e0\u4e4e\u540c\u6b65\u7684\u57fa\u56e0\u7a0b\u5e8f\uff0c\u7559\u4e0b\u5176\u4e2d\u4e00\u4e2a\u8bc1\u660e\u6a21\u578b\u80fd\u501f\u52a9\u5171\u8868\u8fbe\u5173\u7cfb\u63a8\u56de\u5b83\uff0c\u8fd9\u672c\u8eab\u6709\u4ef7\u503c\uff0c\u5374\u65e0\u6cd5\u56de\u7b54\u4e00\u4e2a\u72ec\u7acb\u7a0b\u5e8f\u4e5f\u80fd\u5426\u5916\u63a8\u3002\u53ef\u6309\u7ec6\u80de\u8c31\u7cfb\u3001\u57fa\u56e0\u4e30\u5ea6\u53ca\u7a7a\u95f4\u7a00\u758f\u7a0b\u5ea6\u5206\u522b\u8bbe\u7f6e\u7559\u51fa\u96c6\u3002\u518d\u5355\u72ec\u8003\u5bdf\u4e0d\u540c\u5207\u7247\u6216\u4e0d\u540c\u4f9b\u4f53\uff0c\u8fd9\u6bd4\u5728\u540c\u4e00\u5207\u7247\u4e0a\u53cd\u590d\u66f4\u6362\u968f\u673a\u79cd\u5b50\u66f4\u63a5\u8fd1\u8de8\u6837\u672c\u5e94\u7528\u3002<\/p>\n
\u5b9e\u8dd1\u7ecf\u9a8c\uff5c\u8bad\u7ec3\u6ca1\u53d8\uff0c\u7559\u51fa\u57fa\u56e0\u7684\u9a8c\u8bc1\u5206\u6570\u53ef\u4ee5\u5b8c\u5168\u53cd\u8f6c<\/h2>\n
\u6211\u4eec\u5b89\u88c5 tangram-sc 1.0.4\uff0c\u5728 CPU \u4e0a\u7528\u4e8c\u5341\u4e2a\u6a21\u62df\u53c2\u8003\u7ec6\u80de\u3001\u516d\u4e2a\u7a7a\u95f4\u4f4d\u7f6e\u8bad\u7ec3\u4e00\u767e\u56db\u5341\u8f6e\u3002\u4e24\u79cd\u7ec6\u80de\u5404\u5341\u679a\uff0c\u6bcf\u79cd\u6709\u4e0d\u540c\u7684\u56db\u57fa\u56e0\u8bad\u7ec3\u7279\u5f81\u3002\u5404\u7a7a\u95f4\u70b9\u4f9d\u6b21\u4ece\u7532\u7c7b\u5360\u591a\u53d8\u4e3a\u4e59\u7c7b\u5360\u591a\uff0c\u9a8c\u8bc1\u57fa\u56e0\u53e6\u6709\u4e00\u6761\u5df2\u77e5\u68af\u5ea6\u3002\u6a21\u578b\u8fd4\u56de\u4e8c\u5341\u884c\u3001\u516d\u5217\u7684\u6620\u5c04\u77e9\u9635\uff0c\u6bcf\u884c\u6c42\u548c\u4e0e\u4e00\u7684\u6700\u5927\u504f\u5dee\u7ea6\u4e3a\u5343\u4e07\u5206\u4e4b\u4e00\u70b9\u4e8c\u3002\u516d\u5217\u5404\u81ea\u7684\u603b\u548c\u7ea6\u4e3a 3.32 \u5230 3.36\u3002\u5373\u4f7f\u884c\u5f52\u4e00\u505a\u5f97\u5b8c\u5168\u6b63\u786e\uff0c\u4e5f\u4e0d\u80fd\u628a\u6bcf\u4e00\u5217\u76f4\u63a5\u6807\u6ce8\u6210\u201c\u7ec6\u80de\u7c7b\u578b\u767e\u5206\u6bd4\u201d\u3002<\/p>\n
\u9a8c\u8bc1\u57fa\u56e0\u7684\u7a7a\u95f4\u5b9e\u6d4b\u4ece\u4e03\u9010\u6b65\u964d\u5230\u4e00\uff0c\u6295\u5f71\u7ed3\u679c\u4ece\u7ea6 22.99 \u964d\u5230 3.95\u3002\u516d\u4e2a\u4f4d\u7f6e\u7684 Spearman \u79e9\u76f8\u5173\u662f 1\uff0c\u539f\u59cb\u6570\u503c\u5374\u76f8\u5dee\u660e\u663e\u3002\u63a5\u4e0b\u6765\u56fa\u5b9a\u5168\u90e8\u8bad\u7ec3\u8f93\u5165\u548c\u5df2\u5b66\u597d\u7684\u6620\u5c04\uff0c\u53ea\u628a\u62ff\u6765\u9a8c\u6536\u7684\u516d\u4e2a\u7a7a\u95f4\u5b9e\u6d4b\u503c\u5012\u5e8f\uff0c\u76f8\u5173\u7acb\u5373\u53d8\u6210 \u22121\u3002\u8fd9\u4e2a\u8d1f\u5bf9\u7167\u523b\u610f\u5236\u9020\u4e86\u8bad\u7ec3\u8f93\u5165\u65e0\u6cd5\u53d1\u73b0\u7684\u9519\u8bef\u3002\u5b83\u63d0\u9192\u6211\u4eec\uff0c\u4f18\u5316\u65f6\u8bad\u7ec3\u57fa\u56e0\u9ad8\u5ea6\u76f8\u4f3c\uff0c\u5e76\u4e0d\u80fd\u66ff\u4e00\u679a\u672a\u8bad\u7ec3\u57fa\u56e0\u63d0\u4f9b\u8bc1\u636e\u3002\u5b9e\u6d4b\u56fe\u548c\u6295\u5f71\u56fe\u5e94\u8be5\u5404\u81ea\u6807\u660e\u5355\u4f4d\uff0c\u6bd4\u8f83\u7a7a\u95f4\u6b21\u5e8f\u65f6\u53ef\u53e6\u753b\u540c\u4e00\u89c4\u5219\u8ba1\u7b97\u7684\u79e9\u6216\u6807\u51c6\u5316\u7ed3\u679c\u3002<\/p>\n
\u8f6f\u4ef6\u7ec4\u5408\u4e5f\u5f71\u54cd\u590d\u73b0\u3002\u6700\u521d\u73af\u5883\u7684 pandas 3.1.1 \u5728\u5c06\u5e26\u6761\u5f62\u7801\u7d22\u5f15\u7684\u5bc6\u5ea6\u5217\u4ea4\u7ed9\u5f20\u91cf\u8ba1\u7b97\u65f6\u53d1\u751f\u7c7b\u578b\u9519\u8bef\u3002\u5728\u8be5\u5c0f\u4f8b\u4e2d\u4f7f\u7528 pandas 2.2.3 \u4e0e AnnData 0.12.19 \u540e\uff0c\u4fdd\u7559\u76f8\u540c\u6761\u5f62\u7801\u548c\u5747\u5300\u7684\u5bc6\u5ea6\u5047\u8bbe\u4fbf\u53ef\u5b8c\u6210\u8bad\u7ec3\u3002\u9047\u5230\u7c7b\u4f3c\u60c5\u51b5\uff0c\u5148\u68c0\u67e5\u7a7a\u95f4\u5bc6\u5ea6\u5411\u91cf\u662f\u5426\u6309\u70b9\u4f4d\u540d\u5bf9\u9f50\uff0c\u4ec5\u628a\u6240\u6709\u7d22\u5f15\u6362\u6210\u6574\u6570\u6709\u53ef\u80fd\u63a9\u76d6\u9519\u4f4d\u3002\u793a\u4f8b\u6709\u610f\u8ba9\u4e24\u79cd\u7ec6\u80de\u8868\u8fbe\u6e05\u695a\u5206\u79bb\uff0c\u7a7a\u95f4\u4f4d\u7f6e\u4e5f\u5f88\u5c11\uff0c\u8fd9\u91cc\u7684\u6ee1\u5206\u4e0d\u80fd\u4f5c\u4e3a\u771f\u5b9e\u7ec4\u7ec7\u7684\u7cbe\u5ea6\u4f30\u8ba1\u3002<\/p>\n
\u6295\u5f71\u56fe\u4ea4\u51fa\u53bb\u4e4b\u524d\u8fd8\u53ef\u4ee5\u68c0\u67e5\u4ec0\u4e48<\/h2>\n
\u628a\u67d0\u4e00\u7c7b\u7684\u6240\u6709\u6620\u5c04\u6743\u91cd\u52a0\u5230\u6bcf\u4e2a\u7a7a\u95f4\u4f4d\u7f6e\u540e\uff0c\u5148\u548c\u5df2\u77e5\u7ec4\u7ec7\u533a\u53ca\u5b9e\u6d4b\u6807\u8bb0\u5bf9\u7167\u3002\u5982\u679c\u76f8\u90bb\u591a\u79cd\u7c7b\u578b\u957f\u671f\u5171\u8868\u8fbe\uff0c\u67d0\u4e9b\u7ec6\u80de\u7684\u6574\u884c\u6743\u91cd\u53ef\u80fd\u6563\u5e03\u5728\u5f88\u591a\u76f8\u4f3c\u70b9\u4f4d\uff0c\u628a\u6700\u5927\u503c\u6d82\u6210\u552f\u4e00\u4f4d\u7f6e\u4f1a\u9690\u85cf\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\u3002\u53ef\u4ee5\u540c\u65f6\u5217\u51fa\u7b2c\u4e00\u3001\u7b2c\u4e8c\u5019\u9009\u4f4d\u7f6e\u53ca\u5176\u6743\u91cd\u5dee\uff0c\u518d\u68c0\u67e5\u662f\u5426\u5927\u91cf\u4f4d\u7f6e\u90fd\u53ef\u4ee5\u8fd1\u4e4e\u7b49\u4ef7\u5730\u66ff\u4ee3\u3002\u5bf9\u4e8e\u6765\u81ea\u4e0d\u540c\u4eba\u4f53\u6807\u672c\u7684\u53c2\u8003\u548c\u5207\u7247\uff0c\u66f4\u9002\u5408\u8ba8\u8bba\u67d0\u7c7b\u8868\u8fbe\u7279\u5f81\u504f\u5411\u54ea\u7247\u7ec4\u7ec7\uff0c\u5355\u4e2a\u7ec6\u80de\u88ab\u7cbe\u786e\u590d\u539f\u5230\u67d0\u4e2a\u5750\u6807\u7684\u8bf4\u6cd5\u9700\u8981\u989d\u5916\u7684\u53ef\u8ffd\u8e2a\u8bc1\u636e\u3002<\/p>\n
\u5c06\u6765\u82e5\u8981\u52a0\u8fdb\u4e00\u4e2a\u9762\u677f\u6ca1\u6709\u6d4b\u7684\u5019\u9009\u57fa\u56e0\uff0c\u5148\u4fdd\u5b58\u82e5\u5e72\u4e2a\u76f8\u4f3c\u4e30\u5ea6\u548c\u7a00\u758f\u7a0b\u5ea6\u7684\u5df2\u6d4b\u57fa\u56e0\u7684\u7559\u51fa\u8868\u73b0\uff0c\u518d\u51b3\u5b9a\u54ea\u4e9b\u56fe\u503c\u5f97\u7528\u539f\u4f4d\u63a2\u9488\u9a8c\u8bc1\u3002\u9700\u8981\u5728\u591a\u5f20\u5207\u7247\u3001\u591a\u4e2a\u53c2\u8003\u7248\u672c\u4e0a\u53cd\u590d\u8bad\u7ec3\u5e76\u4fdd\u5b58\u6620\u5c04\u65f6\uff0c\u53ef\u4e86\u89e3\u4e91\u751f\u4fe1\u7684\u751f\u7269\u4fe1\u606f\u5206\u6790\u670d\u52a1\u5668<\/a>\u3002<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"
\u5b9e\u8dd1\u4e8c\u5341\u4e2a\u6a21\u62df\u7ec6\u80de\u5411\u516d\u4e2a\u4f4d\u7f6e\u7684\u6620\u5c04\uff0c\u7528\u7559\u51fa\u57fa\u56e0\u548c\u5012\u5e8f\u5bf9\u7167\u89e3\u91ca\u7a7a\u95f4\u6295\u5f71\u3002<\/p>\n","protected":false},"author":1,"featured_media":69151,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[49,72],"tags":[837,839,838],"class_list":["post-69152","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-software","category-transcriptomics","tag-tangram","tag-839","tag-838"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2026\/11\/tangram-held-out-gene-mapping-rows-spatial-validation-guide.png?fit=1200%2C840&ssl=1","_links":{"self":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/69152","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/comments?post=69152"}],"version-history":[{"count":1,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/69152\/revisions"}],"predecessor-version":[{"id":69153,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/69152\/revisions\/69153"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/media\/69151"}],"wp:attachment":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/media?parent=69152"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/categories?post=69152"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/tags?post=69152"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}