{"id":69322,"date":"2026-11-14T21:17:13","date_gmt":"2026-11-14T13:17:13","guid":{"rendered":"https:\/\/www.biocloudservice.com\/wordpress\/?p=69322"},"modified":"2026-11-14T21:17:13","modified_gmt":"2026-11-14T13:17:13","slug":"cell2location-spot-abundance-posterior-mean-quantile-check","status":"publish","type":"post","link":"https:\/\/www.biocloudservice.com\/wordpress\/cell2location-spot-abundance-posterior-mean-quantile-check\/","title":{"rendered":"cell2location \u56fe\u4e0a\u662f\u4e30\u5ea6 4.26\uff0c\u5207\u7247\u91cc\u5c31\u6709\u56db\u4e2a\u7ec6\u80de\u5417\uff1f"},"content":{"rendered":"<div class=\"ysx-method-guide\" style=\"max-width:820px;min-width:0;margin:0 auto;color:#26374a;line-height:1.86;overflow-wrap:anywhere\">\n<p>\u540c\u4e00\u5f20\u7a7a\u95f4\u56fe\u6709\u4e24\u4e2a\u7248\u672c\u3002\u4e00\u4e2a\u7528\u540e\u9a8c\u5747\u503c\u753b\u56fe\uff0c\u80cc\u666f\u533a\u57df\u4e5f\u80fd\u770b\u5230\u6de1\u6de1\u7684\u989c\u8272\uff0c\u53e6\u4e00\u4e2a\u7528\u767e\u5206\u4e4b\u4e94\u5206\u4f4d\u6570\uff0c\u5927\u90e8\u5206\u5f31\u4fe1\u53f7\u6de1\u4e0b\u53bb\u3002\u4e24\u5f20\u56fe\u4f7f\u7528\u540c\u4e00\u4e2a\u6a21\u578b\uff0c\u4e5f\u90fd\u53ef\u80fd\u8ba1\u7b97\u6b63\u786e\u3002\u8981\u77e5\u9053\u8be5\u5c55\u793a\u54ea\u5f20\uff0c\u5f97\u5148\u56de\u7b54\u81ea\u5df1\u5173\u5fc3\u7684\u662f\u54ea\u91cc\u66f4\u53ef\u80fd\u51fa\u73b0\u76ee\u6807\u7c7b\u578b\u3001\u7c7b\u578b\u5728\u5404\u70b9\u7684\u76f8\u5bf9\u9ad8\u4f4e\uff0c\u8fd8\u662f\u6bcf\u4e2a\u70b9\u7a76\u7adf\u5305\u542b\u591a\u5c11\u679a\u7ec6\u80de\u3002\u4e0b\u9762\u7528\u4e00\u4efd\u6bcf\u4e2a\u70b9\u6709\u591a\u5c11\u7532\u4e59\u7ec6\u80de\u90fd\u4e8b\u5148\u77e5\u9053\u7684\u6a21\u62df\u7ec4\u7ec7\uff0c\u8bd5\u8bd5\u770b\u4e09\u79cd\u95ee\u9898\u7684\u7b54\u6848\u80fd\u5dee\u591a\u8fdc\u3002<\/p>\n<h2 style=\"font-size:1.38em;line-height:1.5;margin:1.55em 0 .55em;color:#182d43\">\u7ec4\u7ec7\u56fe\u7ed9\u5148\u9a8c\uff0c\u53c2\u8003\u8868\u8fbe\u7ed9\u6a21\u578b\u8bc6\u522b\u7ec6\u80de\u7684\u4f9d\u636e<\/h2>\n<p>cell2location \u4f7f\u7528\u5355\u7ec6\u80de\u53c2\u8003\u63d0\u4f9b\u4e0d\u540c\u7c7b\u578b\u7684\u8868\u8fbe\u7279\u5f81\uff0c\u518d\u4f30\u8ba1\u7a7a\u95f4\u70b9\u4f4d\u4e2d\u5404\u7c7b\u578b\u7684\u4e30\u5ea6\u3002\u53ef\u4ee5\u5148\u4ece\u53c2\u8003\u5b66\u4e60\u7c7b\u578b\u7279\u5f81\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u5df2\u7ecf\u6574\u7406\u597d\u7684\u7279\u5f81\u8868\u8fbe\u8868\u3002\u63d0\u4ea4\u7ed9\u7a7a\u95f4\u6a21\u578b\u65f6\uff0c\u91cd\u70b9\u6838\u5bf9\u5171\u540c\u57fa\u56e0\u7684\u540d\u5b57\u3001\u987a\u5e8f\u4e0e\u6570\u503c\u542b\u4e49\u3002\u4e0d\u80fd\u56e0\u4e3a\u4e24\u5f20\u8868\u90fd\u6709\u4e24\u4e07\u884c\u5c31\u6309\u539f\u987a\u5e8f\u62fc\u63a5\u3002\u5148\u53d6\u4ea4\u96c6\uff0c\u518d\u6309\u540c\u4e00\u5411\u91cf\u540c\u65f6\u91cd\u6392\uff0c\u5e76\u6838\u5bf9\u81f3\u5c11\u4e00\u4e2a\u660e\u786e\u7684\u8c31\u7cfb\u6807\u8bb0\u3002\u82e5\u591a\u4e2a\u7269\u79cd\u5171\u4eab\u76f8\u540c\u57fa\u56e0\u7b26\u53f7\uff0c\u6216\u57fa\u56e0\u7b26\u53f7\u91cd\u590d\u5bf9\u5e94\u591a\u4e2a\u7f16\u53f7\uff0c\u5148\u89e3\u51b3\u547d\u540d\u95ee\u9898\uff0c\u518d\u8003\u8651\u662f\u5426\u5408\u5e76\u3002<a style=\"color:#8c4f3a;text-decoration:underline;text-underline-offset:2px\" href=\"https:\/\/cell2location.readthedocs.io\/en\/latest\/notebooks\/cell2location_tutorial.html\">\u5b98\u65b9\u4eba\u6dcb\u5df4\u7ed3\u53c2\u8003\u4e0e\u7a7a\u95f4\u6620\u5c04\u6559\u7a0b<\/a><\/p>\n<p>\u6bcf\u4e2a\u70b9\u4f4d\u9884\u671f\u6709\u591a\u5c11\u7ec6\u80de\uff0c\u662f\u5bf9\u4e30\u5ea6\u89c4\u6a21\u7684\u5148\u9a8c\u3002\u53ef\u4ee5\u7528\u5bf9\u5e94\u7ec4\u7ec7\u56fe\u4e2d\u7684\u7ec6\u80de\u6838\u7ed9\u51fa\u6570\u91cf\u7ea7\uff0c\u81f3\u5c11\u62bd\u67e5\u7ec4\u7ec7\u5185\u90e8\u3001\u8fb9\u7f18\u548c\u4e0d\u540c\u5bc6\u5ea6\u7684\u533a\u57df\u3002\u5706\u5f62\u70b9\u4f4d\u6070\u597d\u5207\u5230\u6838\u7684\u4e00\u90e8\u5206\u65f6\uff0c\u91c7\u7528\u201c\u6838\u4e2d\u5fc3\u843d\u5165\u624d\u7b97\u201d\u6216\u201c\u76f8\u4ea4\u5c31\u7b97\u201d\u4f1a\u5f97\u5230\u4e0d\u540c\u6570\u5b57\u3002\u8bb0\u5f55\u91c7\u7528\u7684\u89c4\u5219\u53ca\u62bd\u67e5\u70b9\u4f4d\uff0c\u518d\u5c06\u4e00\u4e2a\u5408\u7406\u8303\u56f4\u5e26\u5165\u6a21\u578b\u505a\u654f\u611f\u6027\u5206\u6790\u3002\u6838\u6570\u548c\u7ec6\u80de\u6570\u672c\u6765\u4e5f\u672a\u5fc5\u4e00\u4e00\u5bf9\u5e94\uff0c\u4f8b\u5982\u591a\u6838\u7ec6\u80de\u6216\u4e0d\u540c\u6df1\u5ea6\u7684\u91cd\u53e0\u90fd\u53ef\u80fd\u6539\u53d8\u56fe\u4e0a\u80fd\u770b\u5230\u7684\u6838\u6570\u3002\u76f4\u63a5\u5957\u7528\u5176\u4ed6\u7ec4\u7ec7\u6559\u7a0b\u7684\u9884\u8bbe\u503c\uff0c\u4f1a\u8ba9\u540e\u9762\u56fe\u4e0a\u7684\u5c0f\u6570\u770b\u8d77\u6765\u6bd4\u771f\u5b9e\u8bc1\u636e\u7cbe\u786e\u3002<\/p>\n<p>\u8fd8\u9700\u533a\u522b\u6355\u83b7\u6548\u7387\u7684\u5148\u9a8c\u4e0e\u7ec6\u80de\u6570\u7684\u5148\u9a8c\u3002\u7a7a\u95f4\u8ba1\u6570\u5c11\uff0c\u53ef\u80fd\u662f\u7ec6\u80de\u5c11\uff0c\u4e5f\u53ef\u80fd\u662f\u90a3\u5757\u7ec4\u7ec7\u6355\u83b7\u6548\u7387\u504f\u4f4e\u3002\u82e5\u7ec4\u7ec7\u56fe\u660e\u660e\u6709\u8bb8\u591a\u5b8c\u6574\u6838\uff0c\u5c40\u90e8\u57fa\u56e0\u603b\u8ba1\u6570\u5374\u663e\u8457\u4e0b\u964d\uff0c\u5e94\u540c\u65f6\u68c0\u67e5\u7ec4\u7ec7\u662f\u5426\u7834\u635f\u3001RNA \u8d28\u91cf\u548c\u5e73\u53f0\u6307\u6807\u3002\u53ea\u6709\u4e00\u4e2a\u603b\u8ba1\u6570\u65f6\uff0c\u8fd9\u51e0\u79cd\u89e3\u91ca\u5f88\u96be\u533a\u5206\u3002\u53ef\u4ee5\u56fa\u5b9a\u53c2\u8003\u548c\u70b9\u4f4d\u96c6\u5408\uff0c\u5206\u522b\u6539\u53d8\u9884\u671f\u7ec6\u80de\u6570\u4ee5\u53ca\u68c0\u6d4b\u7075\u654f\u5ea6\u53c2\u6570\uff0c\u518d\u770b\u5927\u8303\u56f4\u7684\u4e3b\u5bfc\u7c7b\u578b\u662f\u5426\u7a33\u5b9a\uff0c\u7a00\u6709\u7fa4\u5206\u5e03\u662f\u5426\u53ea\u5728\u67d0\u4e00\u79cd\u8bbe\u7f6e\u4e0b\u51fa\u73b0\u3002<a style=\"color:#8c4f3a;text-decoration:underline;text-underline-offset:2px\" href=\"https:\/\/cell2location.readthedocs.io\/en\/latest\/cell2location.html\">cell2location \u6a21\u578b\u7684\u53c2\u6570\u4e0e\u8f93\u51fa\u5b9a\u4e49<\/a><\/p>\n<div class=\"guide-table\" style=\"max-width:100%;overflow-x:auto;margin:18px 0\">\n<table style=\"display:table;width:100%;max-width:100%;min-width:0;table-layout:fixed;border-collapse:collapse;font-size:.92em;line-height:1.6\">\n<thead>\n<tr>\n<th scope=\"col\" style=\"white-space:normal;overflow-wrap:anywhere;word-break:normal;background:#fcf3ed;color:#1e293b;vertical-align:top;text-align:left;padding:6px;border:1px solid #c4cfdb\">\u4ece\u6a21\u578b\u8bfb\u53d6\u4ec0\u4e48<\/th>\n<th scope=\"col\" style=\"white-space:normal;overflow-wrap:anywhere;word-break:normal;background:#fcf3ed;color:#1e293b;vertical-align:top;text-align:left;padding:6px;border:1px solid #c4cfdb\">\u9002\u5408\u56de\u7b54\u7684\u95ee\u9898<\/th>\n<th scope=\"col\" style=\"white-space:normal;overflow-wrap:anywhere;word-break:normal;background:#fcf3ed;color:#1e293b;vertical-align:top;text-align:left;padding:6px;border:1px solid #c4cfdb\">\u540c\u65f6\u8981\u770b\u4ec0\u4e48<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"white-space:normal;overflow-wrap:anywhere;word-break:normal;padding:6px;vertical-align:top;border:1px solid #c4cfdb\">\u67d0\u7c7b\u5728\u6bcf\u4e2a\u70b9\u4f4d\u7684\u540e\u9a8c\u5747\u503c<\/td>\n<td style=\"white-space:normal;overflow-wrap:anywhere;word-break:normal;padding:6px;vertical-align:top;border:1px solid #c4cfdb\">\u54ea\u4e9b\u533a\u57df\u7684\u4f30\u8ba1\u4e30\u5ea6\u8f83\u9ad8<\/td>\n<td style=\"white-space:normal;overflow-wrap:anywhere;word-break:normal;padding:6px;vertical-align:top;border:1px solid #c4cfdb\">\u4e0e\u72ec\u7acb\u6807\u8bb0\u53ca\u7ec4\u7ec7\u8fb9\u754c\u662f\u5426\u543b\u5408<\/td>\n<\/tr>\n<tr>\n<td style=\"white-space:normal;overflow-wrap:anywhere;word-break:normal;padding:6px;vertical-align:top;border:1px solid #c4cfdb\">\u540c\u4e00\u70b9\u4f4d\u6bcf\u7c7b\u7684\u4f4e\u3001\u9ad8\u5206\u4f4d\u6570<\/td>\n<td style=\"white-space:normal;overflow-wrap:anywhere;word-break:normal;padding:6px;vertical-align:top;border:1px solid #c4cfdb\">\u5f53\u524d\u6a21\u578b\u5bf9\u8fd9\u4e2a\u70b9\u6709\u591a\u4e0d\u786e\u5b9a<\/td>\n<td style=\"white-space:normal;overflow-wrap:anywhere;word-break:normal;padding:6px;vertical-align:top;border:1px solid #c4cfdb\">\u8f93\u5165\u53c2\u8003\u3001\u5148\u9a8c\u548c\u91c7\u6837\u662f\u5426\u5408\u7406<\/td>\n<\/tr>\n<tr>\n<td style=\"white-space:normal;overflow-wrap:anywhere;word-break:normal;padding:6px;vertical-align:top;border:1px solid #c4cfdb\">\u4e24\u79cd\u8bbe\u7f6e\u6216\u4e0d\u540c\u4f9b\u4f53\u4e0b\u7684\u7a7a\u95f4\u8d8b\u52bf<\/td>\n<td style=\"white-space:normal;overflow-wrap:anywhere;word-break:normal;padding:6px;vertical-align:top;border:1px solid #c4cfdb\">\u7ed3\u8bba\u5bf9\u5206\u6790\u9009\u62e9\u662f\u5426\u654f\u611f<\/td>\n<td style=\"white-space:normal;overflow-wrap:anywhere;word-break:normal;padding:6px;vertical-align:top;border:1px solid #c4cfdb\">\u6279\u6b21\u3001\u70b9\u4f4d\u9762\u79ef\u548c\u56fe\u7684\u989c\u8272\u523b\u5ea6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<figure class=\"guide-figure\" style=\"margin:24px 0 28px\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2026\/11\/cell2location-spot-abundance-posterior-mean-quantile-check-guide.png?resize=1200%2C840&#038;ssl=1\" alt=\"\u4e30\u5ea6 4.26\uff0c\u771f\u6709\u56db\u4e2a\u7ec6\u80de\u5417\u3002\u6a21\u62df\u5b9e\u8dd1\uff5c\u540c\u4e00\u4e2a\u70b9\u7684\u7532\u7c7b\u771f\u503c\u4e3a\u516d\u3002\u5747\u503c\uff0c4.26\uff0c\u5f53\u524d\u6a21\u578b\u5bf9\u7b2c\u4e00\u70b9\u7532\u7c7b\u4e30\u5ea6\u7684\u4f30\u8ba1\u3002\u5206\u4f4d\uff0c3.66 \u5230 4.88\uff0c\u540c\u4e00\u70b9\u7684\u767e\u5206\u4e4b\u4e94\u548c\u4e5d\u5341\u4e94\u540e\u9a8c\u5206\u4f4d\u3002\u5b9e\u60c5\uff0c\u516d\u7532\u4e00\u4e59\uff0c\u4e3b\u5bfc\u7c7b\u578b\u5224\u65ad\u6b63\u786e\uff0c\u7edd\u5bf9\u4e30\u5ea6\u4ecd\u504f\u4f4e\u3002\" width=\"1200\" height=\"840\" style=\"display:block;width:100%;height:auto;border-radius:10px\"><figcaption style=\"font-size:14px;line-height:1.6;margin:9px 2px 0;color:#475569\">\u6a21\u62df\u5b9e\u8dd1\uff5c\u540c\u4e00\u4e2a\u70b9\u7684\u7532\u7c7b\u771f\u503c\u4e3a\u516d\u3002<\/figcaption><\/figure>\n<h2 style=\"font-size:1.38em;line-height:1.5;margin:1.55em 0 .55em;color:#182d43\">\u4e00\u884c\u8f93\u51fa\u600e\u6837\u540c\u4e00\u884c\u4e00\u884c\u7684\u7ec4\u7ec7\u4f4d\u7f6e\u63a5\u8d77\u6765<\/h2>\n<p>\u5bfc\u51fa\u540e\u9a8c\u6458\u8981\u540e\uff0c\u6838\u5bf9\u4e30\u5ea6\u77e9\u9635\u7d22\u5f15\u4e0e\u7a7a\u95f4\u5bf9\u8c61\u70b9\u4f4d\u7d22\u5f15\uff0c\u6309\u540d\u5b57\u5bf9\u9f50\u7c7b\u578b\u5217\u3002\u4e0d\u540c\u7edf\u8ba1\u91cf\u5bfc\u51fa\u7684\u5217\u540d\u53ef\u80fd\u5e26\u6709\u4e0d\u540c\u524d\u7f00\uff0c\u4e0d\u5b9c\u53ea\u51ed\u5217\u7684\u4f4d\u7f6e\u624b\u5de5\u7c98\u8d34\u3002\u4e0b\u9762\u6309\u5b98\u65b9\u5bfc\u51fa\u987a\u5e8f\u67e5\u770b\u7b2c\u4e00\u679a\u70b9\u4f4d\uff0c\u6700\u540e\u4e00\u884c\u7528\u6a21\u578b\u5143\u6570\u636e\u7ed9\u51fa\u53ef\u4ee5\u5bf9\u7167\u7684\u7c7b\u578b\u987a\u5e8f\u3002\u53ea\u6709\u4e00\u4e2a\u7c7b\u578b\u65f6\uff0c\u4e5f\u8981\u628a\u77e9\u9635\u4fdd\u7559\u6210\u4e8c\u7ef4\uff0c\u907f\u514d\u4e00\u6b21\u81ea\u52a8\u538b\u7f29\u7ef4\u5ea6\u540e\u628a\u6240\u6709\u70b9\u8bef\u5f53\u6210\u4e00\u884c\u3002<\/p>\n<pre style=\"max-width:100%;box-sizing:border-box;overflow-x:auto;margin:18px 0;padding:14px 16px;background:#f3f6fa;color:#1a293c;border:1px solid #d8e1ea;border-radius:8px;line-height:1.55;white-space:pre;overflow-wrap:normal;word-break:normal\"><code class=\"language-python\">for name in (&quot;means&quot;, &quot;q05&quot;, &quot;q95&quot;):\r\n    values = result.obsm[name + &quot;_cell_abundance_w_sf&quot;]\r\n    assert values.index.equals(result.obs_names)\r\n    print(name, values.iloc[0].to_dict())\r\nprint(result.uns[&quot;mod&quot;][&quot;factor_names&quot;])\r\n<\/code><\/pre>\n<p>\u5bf9\u540c\u4e00\u7c7b\u578b\uff0c\u540e\u9a8c\u5747\u503c\u3001\u4f4e\u5206\u4f4d\u6570\u548c\u9ad8\u5206\u4f4d\u6570\u56de\u7b54\u4e0d\u540c\u95ee\u9898\u3002\u5728\u5f53\u524d\u6a21\u578b\u4e0e\u8f93\u5165\u6761\u4ef6\u4e0b\uff0c\u4e24\u7aef\u5206\u4f4d\u6570\u4e4b\u95f4\u8986\u76d6\u4e2d\u95f4\u7ea6\u4e5d\u6210\u7684\u540e\u9a8c\u5206\u5e03\u3002\u5b83\u4e0d\u4f1a\u81ea\u52a8\u5904\u7406\u53c2\u8003\u91cc\u6070\u597d\u7f3a\u5931\u4e00\u4e2a\u7ec6\u80de\u7c7b\u578b\u3001\u7ec4\u7ec7\u56fe\u8bfb\u6570\u504f\u5dee\u6216\u6a21\u578b\u5c1a\u672a\u5145\u5206\u6536\u655b\u7b49\u60c5\u51b5\u3002\u8bfb\u8005\u5982\u679c\u5173\u5fc3\u201c\u67d0\u79cd\u7ec6\u80de\u662f\u5426\u51fa\u73b0\u201d\uff0c\u8fd8\u8981\u5148\u5b9a\u4e49\u51fa\u73b0\u7684\u6807\u51c6\uff0c\u5e76\u8be2\u95ee\u6a21\u578b\u6709\u6ca1\u6709\u76f4\u63a5\u7ed9\u51fa\u76f8\u5e94\u4e8b\u4ef6\u7684\u540e\u9a8c\u6982\u7387\u3002\u628a\u5206\u4f4d\u6570\u8d34\u6807\u7b7e\u5199\u6210\u201c\u6709\u4e5d\u6210\u4e94\u7684\u6982\u7387\u6b64\u5730\u5b58\u5728\u8fd9\u79cd\u7ec6\u80de\u201d\uff0c\u5bb9\u6613\u628a\u8fde\u7eed\u4e30\u5ea6\u548c\u7531\u81ea\u5df1\u5b9a\u4e49\u7684\u5b58\u5728\u4e8b\u4ef6\u6df7\u5728\u4e00\u8d77\u3002<\/p>\n<p>\u6bd4\u8f83\u4e24\u79cd\u7c7b\u578b\u8c01\u5360\u4f18\u52bf\u65f6\uff0c\u8fd8\u8981\u8bb0\u4f4f\u4e24\u5957\u4e30\u5ea6\u6765\u81ea\u540c\u4e00\u6279\u540e\u9a8c\u62bd\u6837\u3002\u5982\u679c\u5206\u522b\u53d6\u7532\u7684\u4f4e\u5206\u4f4d\u548c\u4e59\u7684\u9ad8\u5206\u4f4d\uff0c\u76f8\u51cf\u5f97\u5230\u7684\u662f\u4e24\u4e2a\u8fb9\u7f18\u5206\u5e03\u7684\u6458\u8981\u4e4b\u5dee\u3002\u60f3\u56de\u7b54\u5728\u540c\u4e00\u4e2a\u70b9\u4f4d\u7532\u8d85\u8fc7\u4e59\u7684\u6982\u7387\uff0c\u5e94\u5728\u6bcf\u4e00\u6b21\u8054\u5408\u62bd\u6837\u5185\u8ba1\u7b97\u7532\u51cf\u4e59\uff0c\u7edf\u8ba1\u5dee\u503c\u5927\u4e8e\u96f6\u7684\u6b21\u6570\uff0c\u518d\u9664\u4ee5\u62bd\u6837\u603b\u6570\u3002\u76f8\u8fd1\u7c7b\u578b\u7684\u4f30\u8ba1\u53ef\u80fd\u5f7c\u6b64\u8865\u507f\uff0c\u53ea\u9760\u4e24\u6761\u5404\u81ea\u7684\u8bef\u5dee\u7ebf\u4e0d\u80fd\u91cd\u5efa\u8fd9\u79cd\u76f8\u5173\u6027\u3002<\/p>\n<h2 style=\"font-size:1.38em;line-height:1.5;margin:1.55em 0 .55em;color:#182d43\">\u5b9e\u8dd1\u7ecf\u9a8c\uff5c\u4e3b\u5bfc\u7c7b\u578b\u5168\u90e8\u5224\u65ad\u6b63\u786e\uff0c\u7edd\u5bf9\u4e30\u5ea6\u4ecd\u6709\u660e\u663e\u504f\u5dee<\/h2>\n<p>\u6211\u4eec\u5b89\u88c5 cell2location 0.1.5\uff0c\u4f7f\u7528 Pyro 1.9.1 \u548c scvi-tools 1.5.2\uff0c\u5728 CPU \u4e0a\u8fd0\u884c\u7a7a\u95f4\u6a21\u578b\u3002\u5148\u4e3a\u4e24\u79cd\u7c7b\u578b\u9020\u51fa\u4e94\u5341\u4e2a\u57fa\u56e0\u7684\u53c2\u8003\u7279\u5f81\uff0c\u518d\u6309\u5df2\u77e5\u6570\u91cf\u751f\u6210\u4e8c\u5341\u56db\u4e2a\u70b9\u4f4d\u7684\u8ba1\u6570\u3002\u524d\u5341\u4e8c\u4e2a\u70b9\u5404\u516d\u4e2a\u7532\u3001\u4e00\u4e2a\u4e59\uff0c\u540e\u5341\u4e8c\u4e2a\u53cd\u8fc7\u6765\u3002\u6bcf\u70b9\u9884\u671f\u7ed9\u4e03\u4e2a\u7ec6\u80de\uff0c\u8bad\u7ec3\u4e00\u767e\u4e8c\u5341\u8f6e\uff0c\u968f\u540e\u62bd\u53d6\u4e00\u767e\u6b21\u540e\u9a8c\u6837\u672c\u3002\u8fd9\u6b21\u76f4\u63a5\u63d0\u4f9b\u5df2\u77e5\u53c2\u8003\uff0c\u6ca1\u6709\u53e6\u5916\u8bad\u7ec3\u5355\u7ec6\u80de\u53c2\u8003\u6a21\u578b\uff0c\u76ee\u7684\u662f\u9694\u79bb\u7a7a\u95f4\u4f30\u8ba1\u672c\u8eab\u7684\u8bef\u5dee\u3002<\/p>\n<p>\u5728\u4e8c\u5341\u56db\u4e2a\u70b9\u4e0a\u53d6\u540e\u9a8c\u5747\u503c\u8f83\u9ad8\u7684\u4e00\u7c7b\uff0c\u4e8c\u5341\u56db\u4e2a\u4e3b\u5bfc\u7c7b\u578b\u5168\u90e8\u5224\u5bf9\u3002\u4f46\u662f\u524d\u5341\u4e8c\u4e2a\u70b9\u4e2d\uff0c\u7532\u3001\u4e59\u7684\u540e\u9a8c\u5747\u503c\u8de8\u70b9\u4e2d\u4f4d\u6570\u5206\u522b\u7ea6 4.21\u30012.86\uff0c\u8ddd\u79bb\u8bbe\u5b9a\u7684\u516d\u548c\u4e00\u4ecd\u5f88\u8fdc\u3002\u7b2c\u4e00\u70b9\u7532\u7684\u5747\u503c\u4e3a 4.26\uff0c\u4f4e\u3001\u9ad8\u5206\u4f4d\u7ea6\u4e3a 3.66 \u548c 4.88\u3002\u5df2\u77e5\u771f\u503c\u516d\u751a\u81f3\u843d\u5728\u8fd9\u6bb5\u533a\u95f4\u4e4b\u5916\u3002\u8fd9\u4e2a\u5c0f\u5b9e\u9a8c\u6570\u636e\u7ef4\u5ea6\u6709\u9650\u3001\u8bad\u7ec3\u8f6e\u6570\u56fa\u5b9a\uff0c\u9002\u5408\u8bf4\u660e\u7a7a\u95f4\u987a\u5e8f\u3001\u8c01\u5360\u4e3b\u5bfc\u548c\u4e30\u5ea6\u7edd\u5bf9\u503c\u662f\u4e0d\u540c\u7684\u9a8c\u6536\u6307\u6807\uff0c\u4e0d\u80fd\u62ff\u6765\u4f30\u8ba1\u8be5\u5de5\u5177\u5728\u771f\u5b9e\u7ec4\u7ec7\u7684\u51c6\u786e\u7387\u3002<\/p>\n<p>\u540c\u4e00\u7ec4\u7ed3\u679c\u8fd8\u53ef\u4ee5\u7ed9\u8bfb\u8005\u4e00\u4e2a\u7b80\u5355\u7684\u590d\u6838\u52a8\u4f5c\u3002\u5bf9\u90a3\u4e9b\u8981\u5199\u6210\u201c\u5c11\u91cf\u6d78\u6da6\u201d\u7684\u4f4d\u7f6e\uff0c\u628a\u4f30\u8ba1\u4e30\u5ea6\u3001\u533a\u95f4\u8de8\u5ea6\u3001\u9644\u8fd1\u51e0\u4e2a\u5b9e\u6d4b\u6807\u8bb0\u548c\u75c5\u7406\u533a\u57df\u5e76\u6392\u5c55\u793a\uff0c\u518d\u67e5\u53e6\u4e00\u5207\u7247\u91cc\u540c\u6837\u7ec4\u7ec7\u7ed3\u6784\u662f\u5426\u590d\u73b0\u3002\u82e5\u5019\u9009\u4fe1\u53f7\u53ea\u96c6\u4e2d\u5728\u6587\u5e93\u8d28\u91cf\u5f02\u5e38\u7684\u70b9\uff0c\u6216\u8005\u53ea\u9760\u4e00\u4e2a\u53c2\u8003\u7c7b\u578b\u4e2d\u5e76\u4e0d\u4e13\u4e00\u7684\u9ad8\u8868\u8fbe\u57fa\u56e0\uff0c\u4f18\u5148\u6838\u5bf9\u8fd9\u4e9b\u70b9\u7684\u8f93\u5165\u3002\u82e5\u591a\u4e2a\u72ec\u7acb\u6807\u8bb0\u548c\u7a7a\u95f4\u5f62\u6001\u6709\u4e00\u81f4\u53d8\u5316\uff0c\u518d\u8003\u8651\u7528\u989d\u5916\u7684\u539f\u4f4d\u6216\u514d\u75ab\u67d3\u8272\u786e\u8ba4\u3002<\/p>\n<p class=\"guide-end\" style=\"margin-top:1.6em;padding-top:1.0em;border-top:1px solid #d7e0e9\">\u5f52\u6863\u65f6\u4fdd\u5b58\u6bcf\u5f20\u5207\u7247\u7684\u6838\u6570\u62bd\u67e5\u89c4\u5219\u3001\u7a7a\u95f4\u77e9\u9635\u548c\u53c2\u8003\u7279\u5f81\u7684\u5171\u540c\u57fa\u56e0\u540d\u5355\u3001\u540e\u9a8c\u8f93\u51fa\u53ca\u7ed8\u56fe\u6240\u53d6\u7edf\u8ba1\u91cf\u3002\u9700\u8981\u5728\u591a\u5f20\u5207\u7247\u4e0a\u6bd4\u8f83\u4e0d\u540c\u5148\u9a8c\u3001\u4fdd\u7559\u6a21\u578b\u548c\u91c7\u6837\u7ed3\u679c\u65f6\uff0c\u53ef\u4e86\u89e3<a data-ysx-event=\"contact_click\" style=\"color:#8c4f3a;text-decoration:underline;text-underline-offset:2px\" href=\"https:\/\/www.biocloudservice.com\/wordpress\/compute-services\/gpu-research-compute\/\">\u4e91\u751f\u4fe1\u7684\u751f\u7269\u4fe1\u606f\u5206\u6790\u670d\u52a1\u5668<\/a>\u3002<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5b9e\u8dd1\u5df2\u77e5\u7ec4\u6210\u7684\u4e8c\u5341\u56db\u4e2a\u6a21\u62df\u4f4d\u7f6e\uff0c\u5bf9\u7167\u540e\u9a8c\u5747\u503c\u3001\u5206\u4f4d\u6570\u4e0e\u9884\u8bbe\u771f\u503c\u3002<\/p>\n","protected":false},"author":1,"featured_media":69321,"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":[852,854,853],"class_list":["post-69322","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-software","category-transcriptomics","tag-cell2location","tag-854","tag-853"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2026\/11\/cell2location-spot-abundance-posterior-mean-quantile-check-guide.png?fit=1200%2C840&ssl=1","_links":{"self":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/69322","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=69322"}],"version-history":[{"count":1,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/69322\/revisions"}],"predecessor-version":[{"id":69323,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/69322\/revisions\/69323"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/media\/69321"}],"wp:attachment":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/media?parent=69322"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/categories?post=69322"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/tags?post=69322"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}