{"id":66563,"date":"2026-11-15T22:45:00","date_gmt":"2026-11-15T14:45:00","guid":{"rendered":"https:\/\/www.biocloudservice.com\/wordpress\/?p=66563"},"modified":"2026-11-15T14:01:11","modified_gmt":"2026-11-15T06:01:11","slug":"rental-q018-a","status":"publish","type":"post","link":"https:\/\/www.biocloudservice.com\/wordpress\/rental-q018-a\/","title":{"rendered":"\u68c0\u67e5\u68c0\u9a8c\u65b9\u6cd5\u3001\u7ec6\u80de\u5206\u7ec4\u4e0e\u91cd\u590d\u8ba1\u7b97"},"content":{"rendered":"<p><!-- ysx-rental-campaign:rental-tutorials-400-20261114 article:rental_q018_a --><\/p>\n<div class=\"ysx-rental-tutorial\">\n<figure class=\"ysx-tutorial-figure\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2026\/11\/rental_q018_a-poster.png?resize=1200%2C720&#038;ssl=1\" alt=\"\u5dee\u5f02\u8868\u8fbe\u6162\uff0c\u5148\u786e\u8ba4\u6bd4\u8f83\u5355\u4f4d\uff1a\u786e\u8ba4\u6837\u672c\u4e0e\u7ec6\u80de\u8eab\u4efd\uff1b\u6838\u5bf9assay\u548c\u8868\u8fbe\u5c42\uff1b\u5355\u72ec\u8ba1\u65f6\u5fc5\u8981\u6bd4\u8f83\uff1b\u9a8c\u6536\u7ed3\u679c\u540e\u8bc4\u4f30\u8d44\u6e90\" width=\"1200\" height=\"720\" loading=\"lazy\"><figcaption>\u672c\u6587\u64cd\u4f5c\u4e0e\u68c0\u67e5\u8def\u5f84\u793a\u610f\u3002<\/figcaption><\/figure>\n<p>Seurat\u5dee\u5f02\u8868\u8fbe\u8fd0\u884c\u5f88\u6162\uff0c\u5148\u786e\u8ba4\u8981\u6bd4\u8f83\u4ec0\u4e48\uff0c\u518d\u68c0\u67e5\u54ea\u4e00\u6b65\u8017\u65f6\u3002\u7ec6\u80de\u7c7b\u578b\u6807\u8bb0\u5bfb\u627e\u4e0e\u5904\u7406\u7ec4\u5dee\u5f02\u63a8\u65ad\u6709\u4e0d\u540c\u7684\u7edf\u8ba1\u76ee\u6807\uff0c\u4e0d\u80fd\u4e3a\u4e86\u901f\u5ea6\u628a\u6bcf\u4e2a\u7ec6\u80de\u90fd\u5f53\u4f5c\u72ec\u7acb\u751f\u7269\u5b66\u91cd\u590d\u3002\u672c\u6587\u805a\u7126\u5df2\u7ecf\u5177\u5907\u5408\u9002\u5bf9\u8c61\u7684\u6807\u8bb0\u6bd4\u8f83\uff0c\u7ed9\u51fa\u4ece\u5206\u7ec4\u68c0\u67e5\u3001\u65b9\u6cd5\u6838\u5bf9\u5230\u5355\u6bd4\u8f83\u8ba1\u65f6\u7684\u6b65\u9aa4\uff1b\u6d89\u53ca\u5904\u7406\u6761\u4ef6\u6548\u5e94\u65f6\uff0c\u5e94\u5148\u786e\u5b9a\u6837\u672c\u5c42\u9762\u7684\u5206\u6790\u8bbe\u8ba1\u3002<\/p>\n<h2>\u5148\u5199\u51fa\u6bd4\u8f83\u5355\u4f4d\u4e0e\u76ee\u6807<\/h2>\n<p>Seurat\u5f53\u524d\u5b98\u65b9\u53c2\u8003\u63d0\u9192\uff0c\u5904\u7406\u7ec4\u4e4b\u95f4\u7684\u5dee\u5f02\u5e94\u8003\u8651\u8de8\u6837\u672c\u751f\u7269\u5b66\u53d8\u5f02\uff0c\u4f8b\u5982\u4f7f\u7528\u9002\u7528\u7684pseudobulk\u8def\u5f84\u3002\u82e5\u53ea\u662f\u67e5\u627e\u67d0\u7c7b\u7ec6\u80de\u7684\u6807\u8bb0\uff0c\u53ef\u4ee5\u5728\u660e\u786e\u9002\u7528\u8303\u56f4\u5185\u8fdb\u884c\u7ec6\u80de\u7ea7\u6bd4\u8f83\uff0c\u4f46\u4e0d\u80fd\u76f4\u63a5\u628a\u8fd9\u4e00\u8f93\u51fa\u89e3\u91ca\u4e3a\u53d7\u8bd5\u8005\u5c42\u9762\u7684\u5904\u7406\u6548\u5e94\u3002\u82e5\u8bbe\u8ba1\u5c1a\u4e0d\u6e05\u695a\uff0c\u5148\u89e3\u51b3\u5206\u7ec4\u4e0e\u91cd\u590d\u95ee\u9898\uff0c\u518d\u8ba8\u8bba\u52a0CPU\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u95ee\u9898<\/th>\n<th>\u64cd\u4f5c\u524d\u5e94\u6838\u5bf9<\/th>\n<th>\u5bf9\u8017\u65f6\u5224\u65ad\u7684\u5f71\u54cd<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6807\u8bb0\u6bd4\u8f83<\/td>\n<td>\u76ee\u6807\u7ec6\u80de\u8eab\u4efd\u548c\u5bf9\u7167\u8eab\u4efd<\/td>\n<td>\u6bd4\u8f83\u8303\u56f4\u51b3\u5b9a\u53c2\u4e0e\u7684\u7ec6\u80de\u4e0e\u7279\u5f81<\/td>\n<\/tr>\n<tr>\n<td>\u5904\u7406\u7ec4\u6548\u5e94<\/td>\n<td>\u72ec\u7acb\u6837\u672c\u3001\u4f9b\u8005\u548c\u6279\u6b21\u8bbe\u8ba1<\/td>\n<td>\u53ef\u80fd\u9700\u8981\u4e0d\u540c\u7edf\u8ba1\u8def\u5f84<\/td>\n<\/tr>\n<tr>\n<td>\u8868\u8fbe\u5c42<\/td>\n<td>RNA\u3001SCT\u6216\u5176\u4ed6assay\u6765\u6e90<\/td>\n<td>\u4e0d\u80fd\u7528\u4e0d\u9002\u914d\u5c42\u66ff\u4ee3<\/td>\n<\/tr>\n<tr>\n<td>\u68c0\u9a8c\u65b9\u6cd5<\/td>\n<td>\u7248\u672c\u3001\u8f93\u5165\u53ca\u652f\u6301\u53c2\u6570<\/td>\n<td>\u4e0d\u80fd\u53ea\u6309\u901f\u5ea6\u9009\u62e9<\/td>\n<\/tr>\n<tr>\n<td>\u91cd\u590d\u8ba1\u7b97<\/td>\n<td>\u540c\u4e00\u6bd4\u8f83\u662f\u5426\u5df2\u6709\u76f8\u540c\u53c2\u6570\u7ed3\u679c<\/td>\n<td>\u907f\u514d\u65e0\u610f\u4e49\u91cd\u8dd1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u6838\u5bf9\u5bf9\u8c61\u548c\u8eab\u4efd\uff0c\u907f\u514d\u7b97\u9519\u8303\u56f4<\/h2>\n<p>\u4e0b\u9762\u5047\u8bbeobject.rds\u662f\u5df2\u7ecf\u6b63\u786e\u9884\u5904\u7406\u7684Seurat\u5bf9\u8c61\uff0cRNA assay\u6709\u9002\u7528\u7684\u5355\u4e00\u6807\u51c6\u5316\u8868\u8fbe\u5c42\uff0c\u4e14metadata\u91cc\u5b58\u5728celltype\u5217\u3002A\u3001B\u53ea\u662f\u5f85\u66ff\u6362\u7684\u8eab\u4efd\u6807\u7b7e\u3002\u591alayer\u5bf9\u8c61\u3001SCT\u5bf9\u8c61\u548c\u5176\u4ed6\u7248\u672c\u5e94\u5148\u6309\u5bf9\u5e94\u6587\u6863\u5b8c\u6210\u51c6\u5907\uff1b\u4e0d\u8981\u56e0\u4e3a\u62a5\u9519\u5c31\u76f2\u76ee\u628a\u6240\u6709\u5c42\u5408\u5e76\uff0c\u6216\u6539\u7528\u53e6\u4e00\u4e2aassay\u7ed5\u8fc7\u95ee\u9898\u3002<\/p>\n<pre><code>library(Seurat)\nobj &lt;- readRDS(&quot;object.rds&quot;)\nstopifnot(&quot;celltype&quot; %in% colnames(obj[[]]))\nIdents(obj) &lt;- &quot;celltype&quot;\nprint(table(Idents(obj)))\nstopifnot(all(c(&quot;A&quot;, &quot;B&quot;) %in% levels(Idents(obj))))\nprint(SeuratObject::Layers(obj[[&quot;RNA&quot;]]))\nsessionInfo()<\/code><\/pre>\n<p>\u8868\u683c\u91cc\u7684\u7ec6\u80de\u6570\u8981\u4e0e\u9884\u671f\u4e00\u81f4\u3002\u68c0\u67e5\u662f\u5426\u6df7\u5165\u4e0d\u8be5\u6bd4\u8f83\u7684\u6837\u672c\u3001\u662f\u5426\u6709\u7a7a\u8eab\u4efd\uff0c\u5c24\u5176\u4e0d\u8981\u628a\u201c\u6240\u6709\u5176\u4f59\u7ec6\u80de\u201d\u8bef\u8ba4\u4e3a\u4e00\u4e2a\u7279\u5b9a\u5bf9\u7167\u3002\u8eab\u4efd\u4e0e\u6837\u672c\u8bbe\u8ba1\u56fa\u5b9a\u540e\uff0c\u8bb0\u5f55\u53c2\u4e0e\u7684\u7ec6\u80de\u8303\u56f4\u548c\u7279\u5f81\u8303\u56f4\uff0c\u540e\u7eed\u8bd5\u8dd1\u624d\u80fd\u6bd4\u8f83\u76f8\u540c\u4efb\u52a1\u3002<\/p>\n<h2>\u5355\u72ec\u8ba1\u65f6\u4e00\u4e2a\u5df2\u786e\u8ba4\u7684\u6bd4\u8f83<\/h2>\n<p>\u5148\u8fd0\u884c\u4e00\u4e2a\u5fc5\u8981\u6bd4\u8f83\uff0c\u4e0d\u7acb\u5373\u542f\u52a8\u6240\u6709\u7ec6\u80de\u7fa4\u4e24\u4e24\u7ec4\u5408\u3002\u4e0b\u4f8b\u660e\u786e\u4f7f\u7528Wilcoxon\u8def\u5f84\u548c\u7a00\u758f\u8f93\u5165\uff0c\u4e0d\u4ee3\u8868\u5b83\u9002\u7528\u4e8e\u6240\u6709\u7814\u7a76\u95ee\u9898\uff0c\u4e5f\u6ca1\u6709\u628a\u9608\u503c\u4f5c\u4e3a\u5355\u7eaf\u7684\u63d0\u901f\u65cb\u94ae\u3002\u5177\u4f53\u9608\u503c\u548c\u7279\u5f81\u8fc7\u6ee4\u5e94\u5728\u5206\u6790\u8ba1\u5212\u4e2d\u786e\u8ba4\uff0c\u518d\u5728\u7248\u672c\u8bb0\u5f55\u4e2d\u4fdd\u5b58\u3002<\/p>\n<pre><code>elapsed &lt;- system.time({\n  markers &lt;- FindMarkers(\n    obj, ident.1 = &quot;A&quot;, ident.2 = &quot;B&quot;,\n    assay = &quot;RNA&quot;, slot = &quot;data&quot;,\n    test.use = &quot;wilcox&quot;, densify = FALSE\n  )\n})\nprint(elapsed)\nprint(dim(markers))\nwrite.csv(markers, &quot;markers_A_vs_B.csv&quot;)\nsaveRDS(list(timing = elapsed, version = sessionInfo()),\n        &quot;markers_A_vs_B_run.rds&quot;)<\/code><\/pre>\n<p>\u82e5\u7a0b\u5e8f\u53ea\u4f7f\u7528\u5c11\u91cfCPU\uff0c\u4e0d\u610f\u5473\u7740\u5b83\u5f02\u5e38\uff1b\u5e76\u884c\u652f\u6301\u53d6\u51b3\u4e8e\u68c0\u9a8c\u5b9e\u73b0\u3001\u5305\u7248\u672c\u548c\u8fd0\u884c\u8bbe\u7f6e\u3002\u5148\u770b\u65f6\u95f4\u82b1\u5728\u5bf9\u8c61\u52a0\u8f7d\u3001\u51c6\u5907\u3001\u68c0\u9a8c\u8fd8\u662f\u5199\u6587\u4ef6\uff0c\u4e0d\u80fd\u7528\u5168\u673aCPU\u5360\u7528\u4f4e\u76f4\u63a5\u63a8\u51fa\u9700\u8981\u66f4\u591a\u6838\u5fc3\u3002\u5bf9\u5927\u5bf9\u8c61\uff0c\u989d\u5916worker\u8fd8\u53ef\u80fd\u590d\u5236\u6570\u636e\u5e76\u63d0\u9ad8\u603b\u5185\u5b58\u3002<\/p>\n<h2>\u4f18\u5316\u524d\u540e\u4fdd\u6301\u540c\u4e00\u5206\u6790\u95ee\u9898<\/h2>\n<p>\u53ef\u4ee5\u68c0\u67e5\u662f\u5426\u91cd\u590d\u8bfb\u53d6\u540c\u4e00\u5927\u5bf9\u8c61\u3001\u662f\u5426\u91cd\u590d\u505a\u4e0d\u53d8\u7684\u9884\u5904\u7406\uff0c\u6216\u8005\u662f\u5426\u65e0\u5fc5\u8981\u5730\u628a\u6240\u6709\u57fa\u56e0\u8f6c\u6210\u7a20\u5bc6\u77e9\u9635\u3002\u82e5\u8c03\u6574max.cells.per.ident\u3001\u8fc7\u6ee4\u9608\u503c\u6216\u7279\u5f81\u96c6\u5408\uff0c\u53c2\u4e0e\u68c0\u9a8c\u7684\u6570\u636e\u5c31\u53ef\u80fd\u53d8\u5316\uff0c\u5e94\u4f5c\u4e3a\u53e6\u4e00\u5206\u6790\u65b9\u6848\u8bb0\u5f55\uff0c\u800c\u4e0d\u5ba3\u79f0\u53ea\u662f\u786c\u4ef6\u52a0\u901f\u4e14\u7ed3\u679c\u5fc5\u7136\u7b49\u4ef7\u3002<\/p>\n<p>\u9a8c\u6536\u5305\u62ec\u6bd4\u8f83\u8eab\u4efd\u4e0e\u8f93\u5165\u6b63\u786e\u3001\u8f93\u51fa\u5217\u548c\u7ed3\u679c\u6570\u91cf\u5408\u7406\u3001\u65e5\u5fd7\u65e0\u672a\u89e3\u91ca\u9519\u8bef\uff0c\u5e76\u4fdd\u7559\u4e0e\u539f\u65b9\u6848\u7684\u5dee\u5f02\u8bf4\u660e\u3002\u53ea\u770b\u811a\u672c\u7ed3\u675f\u6216CSV\u5b58\u5728\u4e0d\u591f\uff1b\u5f02\u5e38\u7a7a\u7ed3\u679c\u4e5f\u5e94\u6838\u5bf9\u8fc7\u6ee4\u3001\u8868\u8fbe\u548c\u5206\u7ec4\uff0c\u800c\u4e0d\u662f\u5148\u8ba4\u4e3aCPU\u4e0d\u8db3\u3002\u4fdd\u5b58\u4efb\u52a1\u7684\u7248\u672c\u8bb0\u5f55\uff0c\u540e\u7eed\u8f6f\u4ef6\u66f4\u65b0\u4e5f\u4e0d\u80fd\u76f4\u63a5\u628a\u65b0\u7ed3\u679c\u6df7\u5165\u65e7\u6bd4\u8f83\u3002<\/p>\n<h2>\u4ec0\u4e48\u65f6\u5019\u8bc4\u4f30\u670d\u52a1\u5668\u8d44\u6e90<\/h2>\n<p>\u5728\u65b9\u6cd5\u3001\u6570\u636e\u5c42\u548c\u6bd4\u8f83\u8303\u56f4\u786e\u8ba4\u540e\uff0c\u82e5\u5fc5\u8981\u6bd4\u8f83\u6570\u91cf\u5f88\u5927\uff0c\u73b0\u6709\u673a\u5668\u65e0\u6cd5\u5728\u9879\u76ee\u65f6\u95f4\u5185\u5b8c\u6210\uff0c\u6216\u5e76\u884c\u65f6\u5185\u5b58\u6210\u4e3a\u9650\u5236\uff0c\u518d\u8bc4\u4f30CPU\u4e0e\u5185\u5b58\u7ec4\u5408\u3002\u53ef\u4ee5\u5411\u4e91\u751f\u4fe1\u63d0\u4f9b\u68c0\u9a8c\u65b9\u6cd5\u3001\u6837\u672c\u548c\u7ec6\u80de\u89c4\u6a21\u3001\u6bd4\u8f83\u6e05\u5355\u3001\u5355\u4efb\u52a1\u8017\u65f6\u53ca\u5cf0\u503c\uff0c\u6c9f\u901a\u81ea\u884c\u8fd0\u884c\u5206\u6790\u7684\u79df\u8d41\u73af\u5883\u3002\u65b9\u6cd5\u9009\u62e9\u3001\u7edf\u8ba1\u89e3\u91ca\u548c\u79d1\u7814\u7ed3\u8bba\u4e0d\u9ed8\u8ba4\u5305\u542b\u5728\u79df\u91d1\u5185\u3002<\/p>\n<h2>\u53c2\u8003\u8d44\u6599<\/h2>\n<ul>\n<li><a href=\"https:\/\/satijalab.org\/seurat\/reference\/findmarkers\">Seurat FindMarkers\u5b98\u65b9\u53c2\u8003<\/a><\/li>\n<li><a href=\"https:\/\/manpages.debian.org\/bookworm\/time\/time.1.en.html\">GNU time\u624b\u518c\uff08Debian\u53d1\u5e03\uff09<\/a><\/li>\n<\/ul>\n<section class=\"ysx-tutorial-downloads\">\n<h2>\u4e0b\u8f7d\u7ec3\u4e60\u6750\u6599<\/h2>\n<p><a href=\"https:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/rental-tutorials-400\/rental_q018_a\/b09aca38f69a6c9b2cb2\/rental_q018_a.pdf\" download>\u4e0b\u8f7d\u6559\u7a0b PDF<\/a> \u00b7 <a href=\"https:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/rental-tutorials-400\/rental_q018_a\/676b5491ccc61ea23817\/rental_q018_a.zip\" download>\u4e0b\u8f7d\u4ee3\u7801\u4e0e\u793a\u4f8b\u6570\u636e ZIP<\/a><\/p>\n<p>\u5148\u6838\u5bf9\u5305\u5185SHA256\u6e05\u5355\uff0c\u518d\u5728\u72ec\u7acb\u76ee\u5f55\u590d\u73b0\u3002<\/p>\n<\/section>\n<section class=\"ysx-rental-recommendation\">\n<h2>\u9700\u8981\u989d\u5916\u7b97\u529b\u65f6<\/h2>\n<p>\u9002\u7528\u524d\u63d0\uff1a\u9700\u8981\u5927\u91cf\u5408\u7406\u6bd4\u8f83\uff0c\u4e14\u5df2\u6709\u53ef\u6267\u884c\u5206\u6790\u6d41\u7a0b\u3002\u5982\u9700\u989d\u5916\u8d44\u6e90\uff0c\u53ef\u8bc4\u4f30\u6309\u4efb\u52a1\u6d4b\u7b97\u7684CPU\u670d\u52a1\u5668\u79df\u8d41\u3002\u54a8\u8be2\u65f6\u8bf4\u660e\u8f6f\u4ef6\u7248\u672c\u3001\u4efb\u52a1\u89c4\u6a21\u548c\u4f7f\u7528\u671f\u9650\uff0c\u914d\u7f6e\u4e0e\u652f\u6301\u8303\u56f4\u53e6\u884c\u786e\u8ba4\u3002<\/p>\n<details>\n<summary>\u54a8\u8be2\u672c\u4efb\u52a1\u7684\u670d\u52a1\u5668\u914d\u7f6e<\/summary>\n<p>    <section class=\"brtc-section\" id=\"rental-consultation\" aria-labelledby=\"brtc-title-66563\">\n    <h2 id=\"brtc-title-66563\">\u54a8\u8be2\u672c\u4efb\u52a1\u7684\u670d\u52a1\u5668\u914d\u7f6e<\/h2>\n    <p>\u7559\u4e0b\u624b\u673a\u53f7\uff0c\u6211\u4eec\u4f1a\u7ed3\u5408\u672c\u6587\u4efb\u52a1\u4e0e\u60a8\u6c9f\u901a\u670d\u52a1\u5668\u914d\u7f6e\u548c\u62a5\u4ef7\u3002<\/p>\n    <form class=\"brtc-form\" method=\"post\" action=\"https:\/\/www.biocloudservice.com\/wordpress\/wp-admin\/admin-ajax.php\" data-article-key=\"rental_q018_a\">\n    <input type=\"hidden\" name=\"action\" value=\"brtc_submit\"><input type=\"hidden\" name=\"post_id\" value=\"66563\">\n    <input type=\"hidden\" name=\"article_key\" value=\"rental_q018_a\"><input type=\"hidden\" name=\"nonce\" value=\"82620a8ae5\">\n    <input type=\"hidden\" name=\"request_id\" value=\"5a6fdfb08c534c77fcfa2ed5e8b1393a\"><input type=\"hidden\" name=\"first_key\" value=\"rental_q018_a\">\n    <label>\u624b\u673a\u53f7<input name=\"phone\" type=\"tel\" inputmode=\"numeric\" autocomplete=\"tel-national\" minlength=\"11\" maxlength=\"11\" pattern=\"1[3-9][0-9]{9}\" required placeholder=\"\u8bf7\u8f93\u516511\u4f4d\u624b\u673a\u53f7\" title=\"\u8bf7\u8f93\u5165\u6709\u6548\u768411\u4f4d\u624b\u673a\u53f7\"><\/label>\n    <div class=\"brtc-honeypot\" aria-hidden=\"true\"><label>\u7f51\u7ad9<input name=\"website\" tabindex=\"-1\" autocomplete=\"off\"><\/label><\/div>\n    <label class=\"brtc-consent\"><input type=\"checkbox\" name=\"consent\" value=\"1\" required>\u6211\u540c\u610f\u901a\u8fc7\u6b64\u624b\u673a\u53f7\u8054\u7cfb\u6211\uff0c\u6c9f\u901a\u672c\u6b21\u670d\u52a1\u5668\u914d\u7f6e\u4e0e\u79df\u8d41\u9700\u6c42\u3002<\/label>\n    <button type=\"submit\">\u63d0\u4ea4\u54a8\u8be2<\/button><p class=\"brtc-status\" role=\"status\" aria-live=\"polite\"><\/p>\n    <\/form>\n    <p class=\"brtc-alternative\">\u4e5f\u53ef<a href=\"https:\/\/work.weixin.qq.com\/kfid\/kfcb05492f29d4d6064\" data-ysx-event=\"contact_click\">\u8054\u7cfb\u4e91\u751f\u4fe1\u4f01\u4e1a\u5fae\u4fe1\u5ba2\u670d<\/a>\uff0c\u8bf4\u660e\u672c\u6587\u4efb\u52a1\u3002<\/p>\n    <\/section>\n    <\/details>\n<\/section>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Seurat\u5dee\u5f02\u8868\u8fbe\u8fd0\u884c\u5f88\u6162\uff0c\u5148\u786e\u8ba4\u8981\u6bd4\u8f83\u4ec0\u4e48\uff0c\u518d\u68c0\u67e5\u54ea\u4e00\u6b65\u8017\u65f6\u3002\u7ec6\u80de\u7c7b\u578b\u6807\u8bb0\u5bfb\u627e\u4e0e\u5904\u7406\u7ec4\u5dee\u5f02\u63a8\u65ad\u6709\u4e0d\u540c\u7684\u7edf\u8ba1\u76ee\u6807\uff0c\u4e0d\u80fd\u4e3a\u4e86\u901f\u5ea6\u628a\u6bcf\u4e2a\u7ec6\u80de\u90fd\u5f53\u4f5c\u72ec\u7acb\u751f\u7269\u5b66\u91cd\u590d\u3002\u672c\u6587\u805a\u7126\u5df2\u7ecf\u5177\u5907\u5408\u9002\u5bf9\u8c61\u7684\u6807\u8bb0\u6bd4\u8f83\uff0c\u7ed9\u51fa\u4ece\u5206\u7ec4\u68c0\u67e5\u3001\u65b9\u6cd5\u6838\u5bf9\u5230\u5355\u6bd4\u8f83\u8ba1\u65f6\u7684\u6b65\u9aa4\uff1b\u6d89\u53ca\u5904\u7406\u6761\u4ef6\u6548\u5e94\u65f6\uff0c\u5e94\u5148\u786e\u5b9a\u6837\u672c\u5c42\u9762\u7684\u5206\u6790\u8bbe\u8ba1\u3002 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