{"id":65458,"date":"2026-09-12T19:40:27","date_gmt":"2026-09-12T11:40:27","guid":{"rendered":"https:\/\/www.biocloudservice.com\/wordpress\/?p=65458"},"modified":"2026-09-12T19:40:27","modified_gmt":"2026-09-12T11:40:27","slug":"single-cell-report-next-analysis","status":"publish","type":"post","link":"https:\/\/www.biocloudservice.com\/wordpress\/single-cell-report-next-analysis\/","title":{"rendered":"\u62ff\u5230\u5355\u7ec6\u80de\u6d4b\u5e8f\u62a5\u544a\u540e\uff0c\u5982\u4f55\u5224\u65ad\u8fd8\u9700\u8981\u54ea\u4e9b\u6df1\u5165\u5206\u6790\uff1f"},"content":{"rendered":"<p>\u5355\u7ec6\u80de\u6d4b\u5e8f\u62a5\u544a\u5df2\u7ecf\u6536\u5230\uff1aUMAP\u3001\u7ec6\u80de\u6ce8\u91ca\u3001\u5dee\u5f02\u57fa\u56e0\u3001\u5bcc\u96c6\u6c14\u6ce1\u56fe\u90fd\u6709\u4e86\u3002\u63a5\u4e0b\u6765\uff0c\u662f\u7ee7\u7eed\u505a\u7ec6\u80de\u901a\u8baf\u3001\u62df\u65f6\u5e8f\uff0c\u8fd8\u662f\u5148\u6311\u51e0\u4e2a\u57fa\u56e0\u505a\u5b9e\u9a8c\uff1f<\/p>\n<p>\u771f\u6b63\u51b3\u5b9a\u4e0b\u4e00\u6b65\u7684\uff0c\u662f\u62a5\u544a\u80fd\u5426\u56de\u7b54\u4f60\u7684\u7814\u7a76\u95ee\u9898\uff0c\u4ee5\u53ca\u73b0\u6709\u6570\u636e\u662f\u5426\u8db3\u4ee5\u652f\u6301\u8fd9\u4e2a\u56de\u7b54\u3002<strong>\u6700\u503c\u5f97\u6295\u5165\u7684\u6df1\u5165\u5206\u6790\uff0c\u5e94\u5f53\u5e2e\u52a9\u8bfe\u9898\u7ec4\u505a\u51fa\u4e00\u4e2a\u5177\u4f53\u51b3\u5b9a\uff1a\u91cd\u70b9\u7814\u7a76\u54ea\u7c7b\u7ec6\u80de\u3001\u4f18\u5148\u9a8c\u8bc1\u54ea\u6761\u7ebf\u7d22\uff0c\u6216\u8005\u662f\u5426\u9700\u8981\u8865\u5145\u6837\u672c\u3002<\/strong><\/p>\n<h2>\u5148\u7528\u4e09\u4e2a\u95ee\u9898\uff0c\u5224\u65ad\u9879\u76ee\u5361\u5728\u54ea\u4e00\u6b65<\/h2>\n<ol>\n<li><strong>\u7814\u7a76\u95ee\u9898\u662f\u5426\u660e\u786e\uff1f<\/strong>\u4f8b\u5982\u201c\u5904\u7406\u540e\u54ea\u7c7b\u514d\u75ab\u7ec6\u80de\u53d1\u751f\u4e86\u72b6\u6001\u53d8\u5316\u201d\uff0c\u6bd4\u201c\u60f3\u628a\u5355\u7ec6\u80de\u505a\u6df1\u5165\u4e00\u70b9\u201d\u66f4\u5bb9\u6613\u5f62\u6210\u53ef\u6267\u884c\u65b9\u6848\u3002<\/li>\n<li><strong>\u57fa\u7840\u7ed3\u679c\u662f\u5426\u53ef\u9760\uff1f<\/strong>\u76ee\u6807\u7ec6\u80de\u662f\u5426\u5b58\u5728\u4e8e\u591a\u4e2a\u6837\u672c\uff0c\u6ce8\u91ca\u4f9d\u636e\u662f\u5426\u5145\u5206\uff0c\u5206\u7ec4\u4e0e\u6279\u6b21\u4fe1\u606f\u662f\u5426\u9f50\u5168\uff1f<\/li>\n<li><strong>\u4e0b\u4e00\u6b65\u8981\u4f5c\u51fa\u4ec0\u4e48\u51b3\u5b9a\uff1f<\/strong>\u662f\u7b5b\u9009\u9a8c\u8bc1\u5bf9\u8c61\u3001\u89e3\u91ca\u4e00\u4e2a\u5df2\u77e5\u8868\u578b\uff0c\u8fd8\u662f\u56de\u5e94\u5ba1\u7a3f\u4eba\u7684\u67d0\u6761\u95ee\u9898\uff1f<\/li>\n<\/ol>\n<p>\u5982\u679c\u7b2c\u4e00\u9879\u8fd8\u4e0d\u6e05\u695a\uff0c\u5148\u68b3\u7406\u76ee\u6807\uff1b\u5982\u679c\u7b2c\u4e8c\u9879\u5b58\u7591\uff0c\u5148\u590d\u6838\u57fa\u7840\u5206\u6790\uff1b\u5982\u679c\u524d\u4e24\u9879\u5df2\u7ecf\u5177\u5907\uff0c\u5c31\u53ef\u4ee5\u56f4\u7ed5\u7b2c\u4e09\u9879\u9009\u62e9\u6df1\u5165\u5206\u6790\u3002<\/p>\n<h2>\u56db\u79cd\u5e38\u89c1\u60c5\u51b5\uff0c\u5bf9\u5e94\u56db\u79cd\u5206\u6790\u91cd\u70b9<\/h2>\n<h3>1. \u7ec6\u80de\u7c7b\u578b\u5f88\u591a\uff0c\u4f46\u4e0d\u77e5\u9053\u8be5\u4f18\u5148\u7814\u7a76\u54ea\u4e00\u7c7b<\/h3>\n<p>\u8fd9\u65f6\u5efa\u8bae\u5148\u628a\u7814\u7a76\u8868\u578b\u4e0e\u7ec6\u80de\u7c7b\u578b\u8054\u7cfb\u8d77\u6765\uff1a\u5173\u6ce8\u7684\u529f\u80fd\u4e0e\u54ea\u4e9b\u7ec6\u80de\u6709\u5173\uff1f\u76f8\u5173\u4fe1\u53f7\u5728\u5404\u4e2a\u6837\u672c\u4e2d\u662f\u5426\u4e00\u81f4\uff1f\u5019\u9009\u7ec6\u80de\u7684\u6570\u91cf\u4e0e\u8d28\u91cf\u662f\u5426\u8db3\u591f\uff1f<\/p>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u518d\u51b3\u5b9a\u662f\u5426\u5bf9\u67d0\u4e2a\u8c31\u7cfb\u7ec6\u5206\u4e9a\u7fa4\u3002\u53ef\u8981\u6c42\u4ea4\u4ed8\u4e00\u4efd\u201c\u4f18\u5148\u7ec6\u80de\u7fa4\u53ca\u8bc1\u636e\u8bf4\u660e\u201d\uff1a\u5217\u51fa\u5019\u9009\u7ec6\u80de\u3001\u652f\u6301\u8bc1\u636e\u3001\u53cd\u5411\u8bc1\u636e\u548c\u540e\u7eed\u9a8c\u8bc1\u65b9\u5f0f\u3002\u8fd9\u6837\u7684\u7ed3\u679c\u53ef\u4ee5\u76f4\u63a5\u7528\u4e8e\u8bfe\u9898\u8ba8\u8bba\u3002<\/p>\n<h3>2. \u53d1\u73b0\u7ec6\u80de\u6bd4\u4f8b\u6709\u53d8\u5316\uff0c\u4f46\u4e0d\u77e5\u9053\u80fd\u5426\u4e0b\u7ed3\u8bba<\/h3>\n<p>\u628a\u6240\u6709\u7ec6\u80de\u5408\u5e76\u753b\u4e00\u5f20\u6bd4\u4f8b\u56fe\uff0c\u53ef\u4ee5\u5c55\u793a\u73b0\u8c61\uff1b\u6bd4\u8f83\u5904\u7406\u7ec4\u4e0e\u5bf9\u7167\u7ec4\u65f6\uff0c\u8fd8\u9700\u8981\u56de\u5230\u6bcf\u4e2a\u72ec\u7acb\u6837\u672c\uff0c\u6838\u67e5\u6837\u672c\u95f4\u6ce2\u52a8\u3001\u7ec6\u80de\u56de\u6536\u5dee\u5f02\uff0c\u4ee5\u53ca\u67d0\u4e2a\u6837\u672c\u662f\u5426\u4e3b\u5bfc\u4e86\u7ed3\u679c\u3002<\/p>\n<p><strong>\u4e00\u4e2a\u6837\u672c\u6d4b\u5230\u66f4\u591a\u7ec6\u80de\uff0c\u5e76\u4e0d\u4f1a\u56e0\u6b64\u53d8\u6210\u66f4\u591a\u751f\u7269\u5b66\u91cd\u590d\u3002<\/strong>\u8868\u8fbe\u5dee\u5f02\u4e5f\u5e94\u8003\u8651\u6837\u672c\u6765\u6e90\u3002Seurat \u5b98\u65b9\u793a\u4f8b\u5c55\u793a\u4e86\u6309\u201c\u6837\u672c \u00d7 \u7ec6\u80de\u7c7b\u578b\u201d\u6c47\u603b\u8ba1\u6570\u540e\u8fdb\u884c\u6bd4\u8f83\u7684\u505a\u6cd5\uff0c\u901a\u5e38\u79f0\u4e3a pseudobulk\uff1b\u5b9e\u9645\u65b9\u6cd5\u4ecd\u9700\u7ed3\u5408\u914d\u5bf9\u5173\u7cfb\u3001\u6837\u672c\u6570\u91cf\u548c\u8bbe\u8ba1\u9009\u62e9\u3002<a href=\"https:\/\/satijalab.org\/seurat\/articles\/de_vignette\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u89c1 Seurat \u5dee\u5f02\u8868\u8fbe\u5206\u6790\u8bf4\u660e<\/a>\u3002<\/p>\n<p>\u8fd9\u4e00\u6b65\u8981\u89e3\u51b3\u7684\u662f\uff1a\u89c2\u5bdf\u5230\u7684\u53d8\u5316\u80fd\u5426\u5728\u6837\u672c\u5c42\u9762\u5f97\u5230\u652f\u6301\uff0c\u503c\u5f97\u7ee7\u7eed\u9a8c\u8bc1\u5230\u4ec0\u4e48\u7a0b\u5ea6\u3002<\/p>\n<h3>3. \u5df2\u7ecf\u786e\u5b9a\u76ee\u6807\u7ec6\u80de\uff0c\u4f46\u7f3a\u5c11\u529f\u80fd\u89e3\u91ca<\/h3>\n<p>\u53ef\u4ee5\u56f4\u7ed5\u5df2\u6709\u5047\u8bbe\uff0c\u68c0\u67e5\u8be5\u7ec6\u80de\u4e2d\u7684\u5dee\u5f02\u8868\u8fbe\u3001\u76f8\u5173\u57fa\u56e0\u96c6\u8868\u73b0\u548c\u5173\u952e\u5019\u9009\u7684\u6837\u672c\u5206\u5e03\u3002\u5148\u660e\u786e\u5e0c\u671b\u89e3\u91ca\u7684\u529f\u80fd\uff0c\u518d\u9009\u62e9\u5fc5\u8981\u7684\u5206\u6790\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u4f60\u5173\u5fc3\u67d0\u7c7b\u7ec6\u80de\u7684\u708e\u75c7\u76f8\u5173\u72b6\u6001\uff0c\u5c31\u5e94\u540c\u65f6\u770b\u652f\u6301\u8be5\u72b6\u6001\u7684\u57fa\u56e0\u3001\u6837\u672c\u95f4\u7684\u4e00\u81f4\u6027\u4ee5\u53ca\u53ef\u80fd\u7684\u66ff\u4ee3\u89e3\u91ca\u3002\u5b64\u7acb\u7684\u4e00\u4e2a\u9ad8\u5206\u6216\u4e00\u5f20\u5bcc\u96c6\u56fe\uff0c\u901a\u5e38\u8fd8\u4e0d\u8db3\u4ee5\u51b3\u5b9a\u5b9e\u9a8c\u65b9\u5411\u3002<\/p>\n<h3>4. \u60f3\u505a\u7ec6\u80de\u901a\u8baf\u6216\u62df\u65f6\u5e8f\uff0c\u4f46\u4e0d\u6e05\u695a\u6709\u6ca1\u6709\u5fc5\u8981<\/h3>\n<p>\u5148\u628a\u7528\u9014\u8bf4\u6e05\u695a\uff1a\u901a\u8baf\u5206\u6790\u51c6\u5907\u68c0\u9a8c\u54ea\u4e24\u7c7b\u7ec6\u80de\u4e4b\u95f4\u7684\u54ea\u79cd\u6f5c\u5728\u7ebf\u7d22\uff1f\u62df\u65f6\u5e8f\u51c6\u5907\u63cf\u8ff0\u540c\u4e00\u8c31\u7cfb\u4e2d\u7684\u54ea\u79cd\u8fde\u7eed\u72b6\u6001\uff1f<\/p>\n<p>\u57fa\u4e8e\u8868\u8fbe\u6570\u636e\u7684\u901a\u8baf\u63a8\u65ad\u53ef\u4ee5\u63d0\u51fa\u5019\u9009\u76f8\u4e92\u4f5c\u7528\uff0c\u540e\u7eed\u8fd8\u8981\u7ed3\u5408\u7a7a\u95f4\u4f4d\u7f6e\u3001\u86cb\u767d\u6216\u529f\u80fd\u5b9e\u9a8c\u5224\u65ad\uff1b\u63a8\u65ad\u7ed3\u679c\u672c\u8eab\u4e0d\u80fd\u8bc1\u660e\u76f8\u4e92\u4f5c\u7528\u5df2\u7ecf\u53d1\u751f\u3002\u76f8\u5173\u65b9\u6cd5\u7814\u7a76\u4e5f\u5f3a\u8c03\u4e86\u7a7a\u95f4\u5173\u7cfb\u5bf9\u89e3\u91ca\u901a\u8baf\u7684\u4ef7\u503c\u3002<a href=\"https:\/\/www.nature.com\/articles\/s41592-022-01728-4\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u89c1\u7a7a\u95f4\u7ec6\u80de\u901a\u8baf\u7814\u7a76<\/a>\u3002<\/p>\n<p>\u62df\u65f6\u5e8f\u63cf\u8ff0\u7684\u662f\u6a21\u578b\u63a8\u65ad\u7684\u76f8\u5bf9\u987a\u5e8f\uff0c\u5176\u89e3\u91ca\u4f9d\u8d56\u8d77\u70b9\u548c\u7ec6\u80de\u72b6\u6001\u7b49\u6761\u4ef6\u3002Monocle 3 \u7684\u5b98\u65b9\u6559\u7a0b\u8981\u6c42\u7ed3\u5408\u751f\u7269\u5b66\u4fe1\u606f\u786e\u5b9a\u8d77\u59cb\u4f4d\u7f6e\u3002\u4e0d\u80fd\u4ec5\u51ed\u4e00\u6761\u8f68\u8ff9\u5c31\u65ad\u8a00\u4e24\u7c7b\u7ec6\u80de\u53d1\u751f\u4e86\u771f\u5b9e\u8f6c\u5316\u3002<a href=\"https:\/\/cole-trapnell-lab.github.io\/monocle3\/docs\/trajectories\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u89c1 Monocle 3 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noreferrer\">\u54a8\u8be2\u5355\u7ec6\u80de\u62a5\u544a\u4e0e\u6df1\u5165\u5206\u6790<\/a><\/p>\n<p>\u8054\u7cfb\u65f6\u53ef\u6ce8\u660e\u201c\u5355\u7ec6\u80de\u62a5\u544a\u4e0b\u4e00\u6b65\u201d\uff0c\u5e76\u8bf4\u660e\u6700\u5e0c\u671b\u89e3\u51b3\u7684\u4e00\u4e2a\u95ee\u9898\u3002\u51c6\u5907\u6587\u4ef6\u65f6\uff0c\u53ef\u53c2\u8003<a href=\"https:\/\/www.biocloudservice.com\/wordpress\/bioinformatics-outsourcing-data-checklist\/\">\u751f\u4fe1\u5916\u5305\u8d44\u6599\u51c6\u5907\u6e05\u5355<\/a>\uff1b\u4e5f\u53ef\u67e5\u770b<a 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