{"id":65547,"date":"2026-10-09T09:00:00","date_gmt":"2026-10-09T01:00:00","guid":{"rendered":"https:\/\/www.biocloudservice.com\/wordpress\/?p=65547"},"modified":"2026-10-06T13:35:25","modified_gmt":"2026-10-06T05:35:25","slug":"reviewer-pseudoreplication","status":"publish","type":"post","link":"https:\/\/www.biocloudservice.com\/wordpress\/reviewer-pseudoreplication\/","title":{"rendered":"\u51e0\u4e07\u4e2a\u7ec6\u80de\u4e3a\u4ec0\u4e48\u4e0d\u7b49\u4e8e\u51e0\u4e07\u4e2a\u6837\u672c\uff1f\u5355\u7ec6\u80de\u4f2a\u91cd\u590d\u600e\u4e48\u6539"},"content":{"rendered":"<p>\u56fe\u91cc\u6709\u4e24\u4e07\u4e2a\u7ec6\u80de\uff0c\u5ba1\u7a3f\u4eba\u5374\u5199\uff1a\u201cThe analysis does not account for biological replicates.\u201d \u8fd9\u4e0d\u662f\u5728\u5acc\u7ec6\u80de\u6d4b\u5f97\u5c11\u3002\u5047\u8bbe\u6570\u636e\u6765\u81ea 3 \u4f4d\u60a3\u8005\u548c 3 \u4f4d\u5bf9\u7167\u2014\u2014\u8fd9\u91cc\u662f\u4e3a\u8bf4\u660e\u95ee\u9898\u6784\u9020\u7684\u4f8b\u5b50\u2014\u2014\u7814\u7a76\u89c2\u5bdf\u5230\u7684\u662f 6 \u4f4d\u53d7\u8bd5\u8005\uff0c\u4e0d\u662f\u4e24\u4e07\u4f4d\u4e92\u4e0d\u76f8\u5173\u7684\u4eba\u3002<\/p>\n<p>\u540c\u4e00\u4f9b\u4f53\u7684\u7ec6\u80de\u5171\u4eab\u9057\u4f20\u80cc\u666f\u3001\u66b4\u9732\u3001\u53d6\u6837\u548c\u5b9e\u9a8c\u8fc7\u7a0b\u3002\u5982\u679c\u7814\u7a76\u8981\u63a8\u65ad\u60a3\u8005\u7ec4\u4e0e\u5bf9\u7167\u7ec4\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u76f4\u63a5\u628a\u6240\u6709\u7ec6\u80de\u5f53\u5b8c\u5168\u72ec\u7acb\u89c2\u6d4b\uff0c\u53ef\u80fd\u628a\u4e2a\u4f53\u5185\u7684\u76f8\u4f3c\u6027\u8bef\u5f53\u6210\u5f88\u591a\u6b21\u72ec\u7acb\u8bc1\u636e\u3002\u589e\u52a0\u7ec6\u80de\u6570\uff0c\u4e0d\u7b49\u4e8e\u589e\u52a0\u4f9b\u4f53\u6570\u3002<\/p>\n<figure style=\"margin:28px 0\"><a href=\"https:\/\/www.biocloudservice.com\/revision-assistant\/assets\/diagrams\/pseudoreplication.svg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/www.biocloudservice.com\/revision-assistant\/assets\/diagrams\/pseudoreplication.svg\" alt=\"\u7ec6\u80de\u5c42\u9762\u7684\u89c2\u6d4b\uff0c\u4f9b\u4f53\u5c42\u9762\u7684\u6bd4\u8f83\uff1a\u6062\u590d\u4f9b\u4f53\u6807\u8bc6\uff0c\u6bcf\u4e2a\u7ec6\u80de\u5c5e\u4e8e\u54ea\u4e2a\u6837\u672c\uff1b\u660e\u786e\u6bd4\u8f83\u5bf9\u8c61\uff0c\u7ec6\u80de\u7c7b\u578b\u5185\u7684\u7ec4\u95f4\u5dee\u5f02\uff1b\u5339\u914d\u7edf\u8ba1\u5c42\u7ea7\uff0c\u4f9b\u4f53\u805a\u5408\u6216\u5c42\u7ea7\u6a21\u578b\uff1b\u62a5\u544a\u771f\u5b9e\u91cd\u590d\u6570\uff0c\u7ec6\u80de\u6570\u548c\u4f9b\u4f53\u6570\u5206\u5f00\u5199\" width=\"960\" height=\"610\" loading=\"lazy\" style=\"width:100%;height:auto;border-radius:16px\"><\/a><figcaption style=\"font-size:13px;color:#637982\">\u7ec6\u80de\u5c42\u9762\u7684\u89c2\u6d4b\uff0c\u4f9b\u4f53\u5c42\u9762\u7684\u6bd4\u8f83\u3002\u65b9\u6cd5\u793a\u610f\uff0c\u4e0d\u662f\u5b9e\u9a8c\u7ed3\u679c\u3002\u70b9\u51fb\u53ef\u653e\u5927\u3002<\/figcaption><\/figure>\n<h2 id=\"section-2\">\u5148\u5206\u6e05\uff1a\u4f60\u5728\u505a\u54ea\u4e00\u79cd\u6bd4\u8f83<\/h2>\n<div class=\"revision-table\" style=\"margin:24px 0\" role=\"region\" aria-label=\"\u95ee\u9898\u4e0d\u540c\uff0c\u7edf\u8ba1\u5355\u4f4d\u4e5f\u4e0d\u540c\" tabindex=\"0\">\n<table style=\"width:100%;min-width:570px;border-collapse:collapse;font-size:14px;line-height:1.8\">\n<caption style=\"text-align:left;padding:0 0 12px;font-weight:600\">\u95ee\u9898\u4e0d\u540c\uff0c\u7edf\u8ba1\u5355\u4f4d\u4e5f\u4e0d\u540c<\/caption>\n<thead>\n<tr>\n<th scope=\"col\" style=\"padding:14px;text-align:left;background:#173d4a;color:white;border:1px solid #d6e3e2\">\u5206\u6790\u76ee\u7684<\/th>\n<th scope=\"col\" style=\"padding:14px;text-align:left;background:#173d4a;color:white;border:1px solid #d6e3e2\">\u5fc5\u987b\u8bf4\u660e\u7684\u5355\u4f4d<\/th>\n<th scope=\"col\" style=\"padding:14px;text-align:left;background:#173d4a;color:white;border:1px solid #d6e3e2\">\u4f18\u5148\u6838\u5bf9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:14px;border:1px solid #d6e3e2;vertical-align:top\">\u5bfb\u627e cluster \u7684\u63cf\u8ff0\u6027\u6807\u5fd7<\/td>\n<td style=\"padding:14px;border:1px solid #d6e3e2;vertical-align:top\">\u7ec6\u80de\u4e0e cluster\uff0c\u540c\u65f6\u8bf4\u660e\u6837\u672c\u7ed3\u6784<\/td>\n<td style=\"padding:14px;border:1px solid #d6e3e2;vertical-align:top\">\u4e0d\u8981\u628a\u63cf\u8ff0\u6027 marker \u7ed3\u679c\u76f4\u63a5\u5347\u7ea7\u4e3a\u7ec4\u95f4\u75be\u75c5\u63a8\u65ad<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:14px;border:1px solid #d6e3e2;vertical-align:top\">\u540c\u4e00\u7ec6\u80de\u7c7b\u578b\u7684\u60a3\u8005\/\u5bf9\u7167\u5dee\u5f02<\/td>\n<td style=\"padding:14px;border:1px solid #d6e3e2;vertical-align:top\">\u72ec\u7acb\u4f9b\u4f53\u6216\u5b9e\u9a8c\u5355\u4f4d<\/td>\n<td style=\"padding:14px;border:1px solid #d6e3e2;vertical-align:top\">\u4f9b\u4f53\u6570\u3001\u5206\u7ec4\u3001\u6279\u6b21\u548c\u6a21\u578b\u8bbe\u8ba1<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:14px;border:1px solid #d6e3e2;vertical-align:top\">\u540c\u4e00\u53d7\u8bd5\u8005\u6cbb\u7597\u524d\u540e\u6bd4\u8f83<\/td>\n<td style=\"padding:14px;border:1px solid #d6e3e2;vertical-align:top\">\u914d\u5bf9\u53d7\u8bd5\u8005<\/td>\n<td style=\"padding:14px;border:1px solid #d6e3e2;vertical-align:top\">\u914d\u5bf9\u662f\u5426\u5728\u8bbe\u8ba1\u4e2d\u4fdd\u7559<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:14px;border:1px solid #d6e3e2;vertical-align:top\">\u6bd4\u8f83\u7ec6\u80de\u7c7b\u578b\u6bd4\u4f8b<\/td>\n<td style=\"padding:14px;border:1px solid #d6e3e2;vertical-align:top\">\u6bcf\u4e2a\u6837\u672c\u7684\u7ec4\u6210<\/td>\n<td style=\"padding:14px;border:1px solid #d6e3e2;vertical-align:top\">\u4e0d\u80fd\u628a\u5408\u5e76\u540e\u7684\u603b\u7ec6\u80de\u6570\u4f5c\u4e3a\u72ec\u7acb\u91cd\u590d\u6570<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u5148\u4ece\u5bf9\u8c61\u91cc\u5bfc\u51fa\u6700\u5c0f\u5143\u6570\u636e\uff1acell_id\u3001sample_id\u3001donor_id\u3001condition\u3001cell_type\u3001batch\u3002sample_id \u4e0e donor_id \u4e0d\u4e00\u5b9a\u76f8\u540c\uff1b\u540c\u4e00\u4e2a\u4eba\u7684\u591a\u5757\u7ec4\u7ec7\u3001\u591a\u4e2a\u65f6\u95f4\u70b9\uff0c\u9700\u8981\u4fdd\u7559\u5c42\u7ea7\u5173\u7cfb\u3002\u82e5\u6700\u521d\u53ea\u7559\u4e0b group \u6807\u7b7e\uff0c\u628a\u4f9b\u4f53\u4fe1\u606f\u8865\u56de\u53bb\u901a\u5e38\u662f\u7b2c\u4e00\u9879\u5de5\u4f5c\u3002<\/p>\n<h2 id=\"section-5\">pseudobulk \u662f\u4e00\u6761\u8def\u7ebf\uff0c\u4e0d\u662f\u4e00\u952e\u901a\u5173<\/h2>\n<p>\u5e38\u89c1\u505a\u6cd5\u662f\u6309\u201c\u4f9b\u4f53 \u00d7 \u7ec6\u80de\u7c7b\u578b\u201d\u7b49\u4e0e\u7814\u7a76\u95ee\u9898\u5339\u914d\u7684\u5355\u4f4d\u6c47\u603b\u539f\u59cb\u8ba1\u6570\uff0c\u518d\u4f7f\u7528\u9002\u5408\u8ba1\u6570\u6570\u636e\u548c\u5b9e\u9a8c\u8bbe\u8ba1\u7684\u65b9\u6cd5\u6bd4\u8f83\u3002\u4e0d\u8981\u628a\u6240\u6709\u75c5\u4f8b\u6c47\u6210\u4e00\u5217\u3001\u6240\u6709\u5bf9\u7167\u6c47\u6210\u4e00\u5217\uff1b\u90a3\u6837\u628a\u751f\u7269\u5b66\u91cd\u590d\u53c8\u62b9\u6389\u4e86\u3002\u4e5f\u4e0d\u8981\u628a\u4e0d\u9002\u5408\u8ba1\u6570\u6a21\u578b\u7684\u6574\u5408\u503c\u76f4\u63a5\u76f8\u52a0\u540e\u5f53\u539f\u59cb\u8ba1\u6570\u3002<\/p>\n<p>\u5f53\u5b58\u5728\u914d\u5bf9\u3001\u91cd\u590d\u53d6\u6837\u6216\u66f4\u590d\u6742\u7684\u5c42\u7ea7\u7ed3\u6784\u65f6\uff0c\u9700\u8981\u76f8\u5e94\u8bbe\u8ba1\uff1b\u5408\u9002\u7684\u6df7\u5408\u6a21\u578b\u4e5f\u662f\u53ef\u8bc4\u4f30\u7684\u8def\u7ebf\u3002\u9009\u62e9\u5e94\u6839\u636e\u76ee\u6807\u3001\u91cd\u590d\u6570\u548c\u6570\u636e\u7ed3\u6784\u51b3\u5b9a\uff0c\u800c\u4e0d\u662f\u56e0\u4e3a\u67d0\u4e2a\u65b9\u6cd5\u7ed9\u51fa\u7684\u5dee\u5f02\u57fa\u56e0\u66f4\u591a\u3002\u5173\u4e8e\u5355\u7ec6\u80de\u5dee\u5f02\u8868\u8fbe\u7684\u7814\u7a76\u5df2\u4e13\u95e8\u8ba8\u8bba\u8fd9\u7c7b\u5047\u9633\u6027\u4e0e\u4f2a\u91cd\u590d\u95ee\u9898\u3002<\/p>\n<h2 id=\"section-8\">\u6700\u96be\u5904\u7406\u7684\u662f\u201c\u67d0\u7ec4\u53ea\u6709\u4e00\u4e2a\u4f9b\u4f53\u201d<\/h2>\n<p>\u65e0\u8bba\u4ece\u8fd9\u4e2a\u4f9b\u4f53\u6d4b\u51fa\u591a\u5c11\u7ec6\u80de\uff0c\u4ecd\u4e0d\u80fd\u9760\u7b97\u6cd5\u8865\u51fa\u771f\u5b9e\u7684\u4e2a\u4f53\u95f4\u53d8\u5f02\u3002\u6b64\u65f6\u5e94\u8c28\u614e\u9650\u5b9a\u4e3a\u63cf\u8ff0\u6027\u6216\u63a2\u7d22\u6027\u7ed3\u679c\uff0c\u8bc4\u4f30\u80fd\u5426\u8865\u72ec\u7acb\u6837\u672c\uff0c\u800c\u4e0d\u662f\u5728\u56de\u590d\u91cc\u5199\u201c\u7ec6\u80de\u6570\u91cf\u5145\u8db3\uff0c\u6240\u4ee5\u7edf\u8ba1\u7a33\u5065\u201d\u3002\u7f55\u89c1\u7ec6\u80de\u7c7b\u578b\u5728\u90e8\u5206\u6837\u672c\u4e2d\u7f3a\u5931\uff0c\u4e5f\u8981\u660e\u786e\u4fdd\u7559\u89c4\u5219\u548c\u7531\u6b64\u6539\u53d8\u7684\u6837\u672c\u91cf\u3002<\/p>\n<p>\u91cd\u7b97\u540e\uff0c\u5dee\u5f02\u57fa\u56e0\u53d8\u5c11\u5e76\u4e0d\u81ea\u52a8\u4ee3\u8868\u65b0\u65b9\u6cd5\u66f4\u5dee\u3002\u628a\u6587\u7ae0\u6700\u91cd\u8981\u7684\u51e0\u4e2a\u7ed3\u8bba\u9010\u4e00\u6838\u5bf9\uff1a\u65b9\u5411\u662f\u5426\u4e00\u81f4\u3001\u4f30\u8ba1\u662f\u5426\u7a33\u5b9a\u3001\u662f\u5426\u8fd8\u5f97\u5230\u652f\u6301\u3002\u54ea\u4e9b\u7ed3\u8bba\u4e0d\u518d\u6210\u7acb\uff0c\u5c31\u5220\u51cf\u6216\u964d\u7ea7\uff0c\u800c\u4e0d\u662f\u540c\u65f6\u4fdd\u7559\u65e7 P \u503c\u548c\u65b0\u65b9\u6cd5\u63cf\u8ff0\u3002<\/p>\n<blockquote style=\"border-left:3px solid #008078;background:#f0f7f6;padding:20px 24px\">\n<p lang=\"en\">We have clarified the biological replicate structure in [table]. For the between-group comparison within [cell type], we used [actually implemented donor-level aggregation\/model], with [design and covariates]. The analysis includes [actual independent replicate counts]. We have replaced [figures\/tables] and revised [claims] based on the updated results.<\/p>\n<\/blockquote>\n<p style=\"font-size:13px;color:#61747c\">\u8fd9\u662f\u53ef\u4fee\u6539\u7684\u5199\u4f5c\u6846\u67b6\uff0c\u4e0d\u662f\u5bf9\u4f60\u7684\u7814\u7a76\u7ed3\u679c\u7684\u9648\u8ff0\uff1b\u672a\u5b8c\u6210\u7684\u5de5\u4f5c\u4e0d\u5f97\u5199\u6210\u5df2\u5b8c\u6210\u3002<\/p>\n<p>\u7ed9\u5ba1\u7a3f\u4eba\u7684\u4ea4\u4ed8\u7269\u53ef\u4ee5\u5f88\u6734\u7d20\uff1a\u6837\u672c\u7ed3\u6784\u8868\u3001\u805a\u5408\u89c4\u5219\u3001\u6a21\u578b\u8bbe\u8ba1\u3001\u66ff\u6362\u540e\u7684\u7ed3\u679c\u8868\u3002\u628a\u7edf\u8ba1\u5355\u4f4d\u4ea4\u4ee3\u6e05\u695a\uff0c\u6bd4\u518d\u8865\u4e00\u5e45\u5c55\u793a\u51e0\u4e07\u4e2a\u70b9\u7684\u56fe\u66f4\u80fd\u56de\u5e94\u8fd9\u6761\u610f\u89c1\u3002<\/p>\n<aside style=\"background:#edf7f4;border:1px solid #c7e0da;border-radius:14px;padding:24px;margin:34px 0\">\n<h2 style=\"margin-top:0\">\u628a\u4f60\u624b\u4e0a\u7684\u90a3\u6761\u610f\u89c1\uff0c\u6574\u7406\u6210\u5de5\u4f5c\u5355<\/h2>\n<p>\u5982\u679c\u8fd8\u62ff\u4e0d\u51c6\u4ece\u54ea\u91cc\u5f00\u59cb\uff0c\u53ef\u4ee5\u4f7f\u7528\u4e91\u751f\u4fe1\u7684<a href=\"https:\/\/www.biocloudservice.com\/revision-assistant\/?topic=replicate&amp;from=pseudoreplication\">\u5ba1\u7a3f\u610f\u89c1\u8fd4\u4fee\u52a9\u624b<\/a>\u3002\u4e0d\u7528\u767b\u5f55\u6216\u7559\u7535\u8bdd\uff0c\u5148\u5f97\u5230\u5904\u7406\u8def\u5f84\u3001\u6750\u6599\u6e05\u5355\u548c\u53ef\u7f16\u8f91\u7684\u56de\u590d\u6846\u67b6\uff0c\u590d\u5236\u548c\u4e0b\u8f7d\u4e5f\u514d\u8d39\u3002<\/p>\n<p>\u9700\u8981\u4eba\u4e00\u8d77\u5224\u65ad\u65f6\uff0c\u518d\u81ea\u613f\u7533\u8bf7\u6280\u672f\u4eba\u5458\u590d\u6838\u3002\u6d89\u53ca\u5206\u6790\u670d\u52a1\u7684\u8303\u56f4\u4e0e\u8d39\u7528\uff0c\u53e6\u884c\u6c9f\u901a\u786e\u8ba4\uff0c\u4e0d\u627f\u8bfa\u5f55\u7528\u7ed3\u679c\u3002<\/p>\n<p><a href=\"https:\/\/www.biocloudservice.com\/revision-assistant\/?topic=replicate&amp;from=pseudoreplication\" style=\"display:inline-block;background:#007d7b;color:white;padding:11px 20px;border-radius:8px;text-decoration:none\">\u5148\u68b3\u7406\u8fd9\u4e00\u6761\u5ba1\u7a3f\u610f\u89c1 \u2192<\/a><\/p>\n<\/aside>\n<h2>\u53c2\u8003\u4e0e\u66f4\u65b0<\/h2>\n<p>\u672c\u6587\u7684\u5904\u7406\u6b65\u9aa4\u4e3a\u7f16\u8f91\u6574\u7406\u7684\u5b9e\u8df5\u5efa\u8bae\uff0c\u9700\u7ed3\u5408\u7814\u7a76\u8bbe\u8ba1\u5224\u65ad\uff1b\u793a\u4f8b\u4e0d\u662f\u5ba2\u6237\u6848\u4f8b\uff0c\u8868\u683c\u4e0d\u5305\u542b\u865a\u6784\u5b9e\u6d4b\u6570\u636e\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/www.nature.com\/articles\/s41467-021-25960-2\" target=\"_blank\" rel=\"noopener noreferrer\">Squair \u7b49\uff1a\u5355\u7ec6\u80de\u5dee\u5f02\u8868\u8fbe\u4e2d\u7684\u5047\u9633\u6027\u95ee\u9898<\/a><\/li>\n<li><a href=\"https:\/\/www.nature.com\/articles\/s41467-021-21038-1\" target=\"_blank\" rel=\"noopener noreferrer\">Zimmerman \u7b49\uff1a\u5355\u7ec6\u80de\u7814\u7a76\u4e2d\u7684\u4f2a\u91cd\u590d<\/a><\/li>\n<\/ul>\n<p style=\"font-size:13px;color:#637982\">\u4e91\u751f\u4fe1 \u00b7 \u5ba1\u7a3f\u4e0e\u8fd4\u4fee\u7cfb\u5217 \u00b7 \u5185\u5bb9\u6838\u5bf9\u65e5\u671f 2026-10-06\u3002\u6211\u4eec\u4f1a\u6839\u636e\u65b9\u6cd5\u6587\u6863\u548c\u4f7f\u7528\u53cd\u9988\u6301\u7eed\u4fee\u8ba2\uff1b\u6b22\u8fce\u901a\u8fc7\u5b98\u7f51\u53cd\u9988\u4e0d\u51c6\u786e\u6216\u4e0d\u6e05\u695a\u7684\u5730\u65b9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u505a\u75be\u75c5\u7ec4\u4e0e\u5bf9\u7167\u7ec4\u7684\u63a8\u65ad\u65f6\uff0c\u540c\u4e00\u4f9b\u4f53\u91cc\u7684\u7ec6\u80de\u4e0d\u80fd\u7b80\u5355\u5f53\u6210\u5b8c\u5168\u72ec\u7acb\u7684\u53d7\u8bd5\u8005\u3002\u5148\u660e\u786e\u6bd4\u8f83\u5355\u4f4d\uff0c\u518d\u8bc4\u4f30 pseudobulk 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