{"id":66561,"date":"2026-11-15T22:30:00","date_gmt":"2026-11-15T14:30:00","guid":{"rendered":"https:\/\/www.biocloudservice.com\/wordpress\/?p=66561"},"modified":"2026-11-15T14:01:11","modified_gmt":"2026-11-15T06:01:11","slug":"rental-q017-b","status":"publish","type":"post","link":"https:\/\/www.biocloudservice.com\/wordpress\/rental-q017-b\/","title":{"rendered":"\u6bd4\u8f83\u5168\u91cf\u4e0e\u62bd\u6837\u6b65\u9aa4\u7684\u8d44\u6e90\u6d88\u8017\u5e76\u89c4\u5212\u8fd0\u884c\u73af\u5883"},"content":{"rendered":"<p><!-- ysx-rental-campaign:rental-tutorials-400-20261114 article:rental_q017_b --><\/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_q017_b-poster.png?resize=1200%2C720&#038;ssl=1\" alt=\"\u5168\u91cf\u4e0esketch\u5206\u9636\u6bb5\u89c4\u5212\u8d44\u6e90\uff1a\u5217\u6e05\u6bcf\u6b65\u7ec6\u80de\u4e0e\u77e9\u9635\uff1b\u5206\u522b\u6d4b\u6784\u5efa\u5b66\u4e60\u6295\u5f71\uff1b\u68c0\u67e5\u7ed3\u679c\u8303\u56f4\u4e0e\u8fd1\u4f3c\u6027\uff1b\u89c4\u5212\u5185\u5b58\u5de5\u4f5c\u76d8\u548c\u4ea4\u63a5\" width=\"1200\" height=\"720\" loading=\"lazy\"><figcaption>\u672c\u6587\u64cd\u4f5c\u4e0e\u68c0\u67e5\u8def\u5f84\u793a\u610f\u3002<\/figcaption><\/figure>\n<p>\u5927\u89c4\u6a21\u5355\u7ec6\u80de\u5206\u6790\u91c7\u7528\u78c1\u76d8\u540e\u7aef\u540e\uff0c\u9009\u578b\u95ee\u9898\u4f1a\u4ece\u201ccounts\u80fd\u4e0d\u80fd\u88c5\u8fdb\u5185\u5b58\u201d\u53d8\u6210\u201c\u54ea\u4e9b\u64cd\u4f5c\u4f1a\u8bfb\u76d8\u3001\u54ea\u4e9b\u8f93\u51fa\u8981\u7559\u5728\u5185\u5b58\u3001\u54ea\u4e9b\u7ed3\u679c\u9700\u8981\u5168\u91cf\u201d\u3002\u8d44\u6e90\u89c4\u5212\u5e94\u8be5\u8ddf\u968f\u8fd9\u5f20\u6b65\u9aa4\u56fe\uff0c\u800c\u4e0d\u80fd\u53ea\u6309\u603b\u7ec6\u80de\u6570\u7ed9\u51fa\u56fa\u5b9a\u89c4\u683c\u3002<\/p>\n<p>\u672c\u6587\u6bd4\u8f83\u4e24\u7c7b\u5de5\u4f5c\u8303\u56f4\uff1a\u5728\u5168\u91cf\u6570\u636e\u4e0a\u6267\u884c\u5fc5\u8981\u8ba1\u7b97\uff0c\u4ee5\u53ca\u5148\u505asketch\u518d\u6295\u5f71\u3002\u5b83\u4eec\u53ef\u80fd\u670d\u52a1\u4e8e\u4e0d\u540c\u76ee\u6807\uff0c\u6bd4\u8f83\u8d44\u6e90\u65f6\u5fc5\u987b\u540c\u65f6\u8bb0\u5f55\u7ed3\u679c\u542b\u4e49\u3002\u62bd\u6837\u6d41\u7a0b\u66f4\u7701\u8d44\u6e90\u65f6\uff0c\u4e5f\u4e0d\u80fd\u636e\u6b64\u5ba3\u79f0\u4e0e\u5168\u91cf\u65b9\u6cd5\u5b8c\u5168\u7b49\u4ef7\u3002<\/p>\n<h2>\u7ed9\u6b65\u9aa4\u6807\u6ce8\u7ec6\u80de\u8303\u56f4\u548c\u6570\u636e\u8868\u793a<\/h2>\n<p>\u5148\u5217\u51faRNA\u5b8c\u6574\u6570\u636e\u3001sketch\u7ec6\u80de\u548c\u76ee\u6807\u4e9a\u7fa4\u5404\u81ea\u5305\u542b\u591a\u5c11\u7ec6\u80de\u3002Seurat\u5bf9\u8c61\u53ef\u4ee5\u540c\u65f6\u542b\u6709\u4e0d\u540c\u7ec6\u80de\u96c6\u5408\u7684assay\uff1b\u4e0d\u8981\u53ea\u8c03\u7528\u4e00\u6b21Cells\u6216ncol\u5c31\u5047\u5b9a\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u5728\u76f8\u540c\u6570\u636e\u8303\u56f4\u8fd0\u884c\u3002\u6bcf\u6b21\u8bb0\u5f55\u90fd\u5e94\u5199assay\u3001layer\u3001\u77e9\u9635\u7c7b\u53ca\u5b9e\u9645\u7ef4\u5ea6\u3002<\/p>\n<pre><code class=\"language-r\">library(Seurat)\nobj &lt;- readRDS(&quot;checked-object.rds&quot;)\nrows &lt;- list()\nfor (assay in Assays(obj)) {\n  for (ly in Layers(obj[[assay]])) {\n    m &lt;- LayerData(obj, assay=assay, layer=ly)\n    rows[[length(rows)+1L]] &lt;- data.frame(\n      assay=assay, layer=ly, features=nrow(m), cells=ncol(m),\n      representation=paste(class(m), collapse=&quot;\/&quot;))\n  }\n}\nwrite.csv(do.call(rbind, rows), &quot;matrix-inventory.csv&quot;, row.names=FALSE)\nwriteLines(capture.output(sessionInfo()), &quot;inventory-session.txt&quot;)<\/code><\/pre>\n<p>\u4e0a\u8ff0\u4ee3\u7801\u8bbf\u95ee\u5bf9\u8c61\u7ed3\u6784\u4e0e\u77e9\u9635\u7ef4\u5ea6\uff0c\u4e0d\u4e3b\u52a8\u7a20\u5bc6\u5316\u3002\u82e5\u5bf9\u8c61\u5f15\u7528\u5916\u90e8\u77e9\u9635\uff0c\u5e94\u5148\u786e\u8ba4\u6587\u4ef6\u548c\u7248\u672c\u53ef\u8bbf\u95ee\u3002\u7f3a\u5931\u76ee\u5f55\u5bfc\u81f4\u7684\u8bfb\u5165\u5931\u8d25\u4e0e\u5185\u5b58\u4e0d\u8db3\u662f\u4e0d\u540c\u95ee\u9898\uff0c\u4e0d\u80fd\u6362\u5927\u5185\u5b58\u63a9\u76d6\u8def\u5f84\u5931\u6548\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u8ba1\u7b97\u8303\u56f4<\/th>\n<th>\u53ef\u80fd\u4fdd\u7559\u7684\u4e3b\u8981\u7ed3\u679c<\/th>\n<th>\u9700\u8981\u5b9e\u6d4b\u7684\u8d44\u6e90<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5b8c\u6574counts\u5b58\u50a8\u4e0e\u8bfb\u53d6<\/td>\n<td>\u78c1\u76d8\u77e9\u9635\u548c\u8def\u5f84<\/td>\n<td>\u5bb9\u91cf\u3001\u8bfb\u53d6\u541e\u5410\u548c\u7f13\u5b58\u884c\u4e3a<\/td>\n<\/tr>\n<tr>\n<td>sketch\u9009\u62e9\u4e0e\u9884\u5904\u7406<\/td>\n<td>\u62bd\u53d6\u7ec6\u80de\u53ca\u7279\u5f81<\/td>\n<td>\u6784\u5efa\u8fc7\u7a0b\u5cf0\u503c\uff0c\u4e0d\u53ea\u6700\u7ec8\u5bf9\u8c61<\/td>\n<\/tr>\n<tr>\n<td>sketch PCA\u3001\u56fe\u4e0e\u805a\u7c7b<\/td>\n<td>\u4f4e\u7ef4\u4e0e\u56fe\u7ed3\u6784<\/td>\n<td>\u6837\u672c\u89c4\u6a21\u3001\u7ef4\u5ea6\u548c\u7b97\u6cd5\u7684\u5360\u7528<\/td>\n<\/tr>\n<tr>\n<td>\u5168\u90e8\u7ec6\u80de\u6295\u5f71<\/td>\n<td>\u5168\u91cf\u4f4e\u7ef4\u4e0e\u6807\u7b7e<\/td>\n<td>\u6295\u5f71\u4e0e\u90bb\u5c45\u6743\u91cd\u7684\u5cf0\u503c<\/td>\n<\/tr>\n<tr>\n<td>\u4e9a\u7fa4\u6df1\u5165\u6216\u5dee\u5f02\u5206\u6790<\/td>\n<td>\u5bf9\u5e94\u7ec6\u80de\u4e0e\u9002\u7528\u6a21\u578b\u8f93\u5165<\/td>\n<td>\u53ef\u80fd\u518d\u6b21\u7269\u5316\u6216\u751f\u6210\u5927\u5bf9\u8c61<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u5206\u522b\u6d4b\u4e09\u4e2a\u8d44\u6e90\u9636\u6bb5<\/h2>\n<p>\u5c06sketch\u51c6\u5907\u3001\u4f4e\u7ef4\u5b66\u4e60\u548c\u5168\u91cf\u6295\u5f71\u4fdd\u5b58\u6210\u4e09\u4e2a\u72ec\u7acb\u811a\u672c\u6216\u68c0\u67e5\u70b9\u3002\u7528\u540c\u4e00\u7248\u672c\u3001\u76f8\u540c\u8f93\u5165\u6e05\u5355\u548c\u660e\u786e\u53c2\u6570\u8fd0\u884c\uff0c\u5e76\u8bb0\u5f55\u9000\u51fa\u72b6\u6001\u3001\u5899\u949f\u65f6\u95f4\u3001\u4efb\u52a1\u5185\u5b58\u5cf0\u503c\u3001\u76ee\u5f55\u6700\u5927\u5360\u7528\u548c\u7ed3\u679c\u9a8c\u6536\u3002\u5bf9\u78c1\u76d8\u540e\u7aef\u4f7f\u7528\u6b63\u786e\u7684\u4fdd\u5b58\u4e0e\u52a0\u8f7d\u65b9\u5f0f\uff0c\u4e0d\u628a\u4e2d\u95f4RDS\u5f53\u4f5c\u81ea\u5305\u542b\u6587\u4ef6\u3002<\/p>\n<pre><code class=\"language-bash\">mkdir -p logs\n\/usr\/bin\/time -v -o logs\/sketch.time.txt   Rscript make_sketch.R &gt;logs\/sketch.out.txt 2&gt;logs\/sketch.err.txt\n\/usr\/bin\/time -v -o logs\/learn.time.txt   Rscript learn_sketch.R &gt;logs\/learn.out.txt 2&gt;logs\/learn.err.txt\n\/usr\/bin\/time -v -o logs\/project.time.txt   Rscript project_full.R &gt;logs\/project.out.txt 2&gt;logs\/project.err.txt<\/code><\/pre>\n<p>\u4e09\u4e2a\u811a\u672c\u5e94\u5305\u542b\u5df2\u7ecf\u9a8c\u8bc1\u7684\u5177\u4f53\u8ba1\u7b97\u6b65\u9aa4\uff0c\u800c\u4e0d\u662f\u4ec5\u6539\u6587\u4ef6\u540d\u3002\u62c6\u5206\u7684\u76ee\u7684\uff0c\u662f\u8ba9\u8d44\u6e90\u8bb0\u5f55\u5bf9\u5e94\u5b9e\u9645\u8303\u56f4\u3002\u8fde\u7eed\u8fd0\u884c\u65f6\u8fd8\u8981\u68c0\u67e5\u78c1\u76d8\u7f13\u5b58\u548c\u5176\u4ed6\u8d1f\u8f7d\uff1b\u4e0d\u80fd\u628a\u7b2c\u4e8c\u6b21\u8bfb\u53d6\u5df2\u7f13\u5b58\u6570\u636e\u7684\u901f\u5ea6\u5168\u90e8\u5f52\u56e0\u4e3a\u65b0\u7684\u914d\u7f6e\u3002<\/p>\n<h2>\u7528\u8f93\u51fa\u7ef4\u5ea6\u7406\u89e3\u5185\u5b58\u6570\u91cf\u7ea7<\/h2>\n<p>\u82e5\u67d0\u4e2a\u5fc5\u8981\u8f93\u51fa\u4ee5\u53cc\u7cbe\u5ea6\u7a20\u5bc6\u5f62\u5f0f\u4fdd\u5b58\uff0c\u8868\u8fbe\u77e9\u9635\u7684\u5143\u7d20\u8f7d\u8377\u4e0e\u7279\u5f81\u4e58\u7ec6\u80de\u76f8\u5173\uff0c\u4f4e\u7ef4\u8868\u793a\u5219\u4e0e\u7ec6\u80de\u4e58\u7ef4\u5ea6\u76f8\u5173\u3002\u4e0b\u9762\u53ea\u505a\u8f7d\u8377\u6f14\u7b97\uff0c\u4e0d\u4f1a\u5206\u914d\u5927\u77e9\u9635\uff0c\u4e5f\u4e0d\u662f\u670d\u52a1\u5668\u6700\u4f4e\u914d\u7f6e\uff1b\u56fe\u3001\u6743\u91cd\u3001\u539f\u5bf9\u8c61\u548c\u4e34\u65f6\u7ed3\u679c\u9700\u8981\u53e6\u884c\u6d4b\u91cf\u3002<\/p>\n<pre><code class=\"language-r\">payload_gib &lt;- function(rows, cols) {\n  as.double(rows) * as.double(cols) * 8 \/ 1024^3\n}\n# \u7eaf\u6f14\u7b97\u793a\u4f8b\uff1b\u5b9e\u9645\u7c7b\u578b\u4e0e\u7ef4\u5ea6\u4ee5matrix-inventory\u53ca\u8f93\u51fa\u4e3a\u51c6\ndata.frame(\n  output=c(&quot;\u5168\u7279\u5f81\u53cc\u7cbe\u5ea6\u77e9\u9635&quot;, &quot;\u5168\u91cf\u4f4e\u7ef4\u8868\u793a&quot;),\n  GiB=c(payload_gib(20000, 300000), payload_gib(300000, 30))\n)<\/code><\/pre>\n<h2>\u8d44\u6e90\u6bd4\u8f83\u8981\u548c\u7ed3\u679c\u9a8c\u6536\u4e00\u8d77\u63d0\u4ea4<\/h2>\n<p>\u5bf9\u4e8esketch\u65b9\u6848\uff0c\u68c0\u67e5\u4e0d\u540c\u6837\u672c\u548c\u5df2\u77e5\u7ec6\u80de\u7fa4\u7684\u8986\u76d6\u3001\u91cd\u8981\u6807\u8bb0\u3001\u5168\u91cf\u6807\u7b7e\u7f3a\u5931\u53ca\u4e9a\u7fa4\u7684\u53ef\u4fe1\u5ea6\u3002\u5bf9\u4e8e\u5168\u91cf\u65b9\u6848\uff0c\u660e\u786e\u54ea\u4e9b\u6b65\u9aa4\u771f\u6b63\u9700\u8981\u6240\u6709\u7ec6\u80de\u3002\u9700\u8981\u6837\u672c\u7ea7\u6bd4\u8f83\u6216\u5dee\u5f02\u8868\u8fbe\u65f6\uff0c\u5e94\u4f7f\u7528\u4e0e\u7edf\u8ba1\u8bbe\u8ba1\u76f8\u9002\u914d\u7684\u6570\u636e\uff0c\u800c\u4e0d\u80fd\u628asketch\u7ec6\u80de\u6bd4\u4f8b\u76f4\u63a5\u5f53\u4f5c\u539f\u59cb\u7fa4\u4f53\u6bd4\u4f8b\u3002<\/p>\n<p>\u4e0d\u8981\u53ea\u6bd4\u8f83\u5355\u4efb\u52a1\u6700\u5c0f\u5185\u5b58\uff0c\u8fd8\u8981\u8003\u8651\u540c\u4e00\u8bfe\u9898\u7ec4\u7684\u5e76\u53d1\u3001\u6570\u636e\u5e93\u4e0e\u5de5\u4f5c\u76d8\u3001\u56fe\u50cf\u6216\u5bf9\u8c61\u4fdd\u5b58\u3001\u4ea4\u63a5\u65f6\u7684\u5916\u90e8\u76ee\u5f55\u3002\u4e00\u6b21\u6295\u5f71\u6210\u529f\u4e5f\u4e0d\u80fd\u4fdd\u8bc1\u968f\u540e\u4efb\u610f\u7b97\u6cd5\u90fd\u652f\u6301\u78c1\u76d8\u77e9\u9635\uff1b\u9010\u9879\u9a8c\u8bc1\u6bd4\u6309\u7ec6\u80de\u603b\u6570\u5957\u56fa\u5b9a\u5957\u9910\u66f4\u53ef\u9760\u3002<\/p>\n<h2>\u628a\u5c1a\u672a\u9a8c\u8bc1\u7684\u6b65\u9aa4\u7559\u5728\u8d44\u6e90\u62a5\u544a\u4e2d<\/h2>\n<p>\u5982\u679c\u5f53\u524d\u53ea\u5b8c\u6210sketch\u5b66\u4e60\uff0c\u8fd8\u6ca1\u6709\u8fdb\u884c\u5168\u91cf\u6295\u5f71\u3001\u4e9a\u7fa4\u63d0\u53d6\u6216\u6b63\u5f0f\u7edf\u8ba1\uff0c\u5e94\u5728\u62a5\u544a\u4e2d\u9010\u9879\u6807\u6ce8\u3002\u540e\u7eed\u65b0\u589e\u4e00\u79cd\u7b97\u6cd5\u65f6\uff0c\u91cd\u65b0\u786e\u8ba4\u5b83\u63a5\u6536\u7684\u6570\u636e\u5c42\u548c\u77e9\u9635\u7c7b\u578b\uff0c\u518d\u5b89\u6392\u8bd5\u8dd1\u3002\u8fd9\u6837\u65e2\u907f\u514d\u63d0\u524d\u6309\u6700\u9ad8\u8d44\u6e90\u957f\u671f\u5360\u7528\uff0c\u4e5f\u4e0d\u4f1a\u628a\u5c1a\u672a\u6d4b\u8fc7\u7684\u6b65\u9aa4\u85cf\u5728\u4e00\u4e2a\u201c\u6574\u4f53\u5df2\u8dd1\u901a\u201d\u7684\u7ed3\u8bba\u91cc\u3002<\/p>\n<h2>\u628a\u5c1a\u672a\u9a8c\u8bc1\u7684\u6b65\u9aa4\u7559\u5728\u8d44\u6e90\u62a5\u544a\u4e2d<\/h2>\n<p>\u5982\u679c\u5f53\u524d\u53ea\u5b8c\u6210sketch\u5b66\u4e60\uff0c\u8fd8\u6ca1\u6709\u8fdb\u884c\u5168\u91cf\u6295\u5f71\u3001\u4e9a\u7fa4\u63d0\u53d6\u6216\u6b63\u5f0f\u7edf\u8ba1\uff0c\u5e94\u5728\u62a5\u544a\u4e2d\u9010\u9879\u6807\u6ce8\u3002\u540e\u7eed\u65b0\u589e\u4e00\u79cd\u7b97\u6cd5\u65f6\uff0c\u91cd\u65b0\u786e\u8ba4\u5b83\u63a5\u6536\u7684\u6570\u636e\u5c42\u548c\u77e9\u9635\u7c7b\u578b\uff0c\u518d\u5b89\u6392\u8bd5\u8dd1\u3002\u8fd9\u6837\u65e2\u907f\u514d\u63d0\u524d\u6309\u6700\u9ad8\u8d44\u6e90\u957f\u671f\u5360\u7528\uff0c\u4e5f\u4e0d\u4f1a\u628a\u5c1a\u672a\u6d4b\u8fc7\u7684\u6b65\u9aa4\u85cf\u5728\u4e00\u4e2a\u201c\u6574\u4f53\u5df2\u8dd1\u901a\u201d\u7684\u7ed3\u8bba\u91cc\u3002<\/p>\n<p>\u5b8c\u6210\u540e\u5f62\u6210\u4e00\u4efd\u5206\u9636\u6bb5\u8868\uff0c\u5217\u8f93\u5165\u8303\u56f4\u3001\u8868\u793a\u65b9\u5f0f\u3001\u5cf0\u503c\u3001\u8017\u65f6\u3001\u8f93\u51fa\u4e0e\u672a\u9a8c\u8bc1\u6b65\u9aa4\u3002\u5fc5\u8981\u4efb\u52a1\u4ecd\u8d85\u51fa\u73b0\u6709\u5bb9\u91cf\u65f6\uff0c\u53ef\u4ee5\u6309\u8fd9\u4efd\u8868\u8bc4\u4f30\u5927\u5185\u5b58CPU\u4e0e\u5b58\u50a8\u65b9\u6848\u3002\u73af\u5883\u90e8\u7f72\u3001\u540e\u7aef\u76ee\u5f55\u4ea4\u63a5\u548c\u4fdd\u5b58\u671f\u9650\u5e94\u5199\u5165\u7ea6\u5b9a\u8303\u56f4\uff0c\u800c\u4e0d\u662f\u7531\u8bfb\u8005\u4ece\u201c\u652f\u6301\u5927\u6570\u636e\u201d\u81ea\u884c\u63a8\u65ad\u3002<\/p>\n<h2>\u53c2\u8003\u4e0e\u7248\u672c\u6838\u5bf9<\/h2>\n<ul>\n<li><a href=\"https:\/\/satijalab.org\/seurat\/articles\/bpcells_interaction_vignette.html\">Seurat\uff1aBPCells\u78c1\u76d8\u77e9\u9635\u4e0e\u4fdd\u5b58<\/a><\/li>\n<li><a href=\"https:\/\/satijalab.org\/seurat\/articles\/sketch_analysis.html\">Seurat\uff1asketch\u4e0e\u5168\u91cf\u6295\u5f71\u5de5\u4f5c\u6d41<\/a><\/li>\n<li><a href=\"https:\/\/satijalab.org\/seurat\/reference\/projectdata\">Seurat\uff1aProjectData\u6295\u5f71\u53c2\u8003<\/a><\/li>\n<li><a href=\"https:\/\/satijalab.github.io\/seurat-object\/reference\/SaveSeuratRds.html\">SeuratObject\uff1a\u4fdd\u5b58\u4e0e\u8f7d\u5165\u78c1\u76d8\u540e\u7aef\u5bf9\u8c61<\/a><\/li>\n<li><a href=\"https:\/\/www.gnu.org\/software\/time\/manual\/html_node\/Memory-Resources.html\">GNU Time\uff1a\u5185\u5b58\u8d44\u6e90\u7edf\u8ba1<\/a><\/li>\n<\/ul>\n<h2>\u53c2\u8003\u4e0e\u7248\u672c\u6838\u5bf9<\/h2>\n<ul>\n<li><a href=\"https:\/\/satijalab.org\/seurat\/reference\/scaledata\">Seurat\uff1aScaleData\u53c2\u8003<\/a><\/li>\n<li><a href=\"https:\/\/satijalab.org\/seurat\/reference\/scaledata\">Seurat\uff1aScaleData\u53c2\u8003<\/a><\/li>\n<li><a href=\"https:\/\/satijalab.org\/seurat\/reference\/scaledata\">Seurat\uff1aScaleData\u53c2\u8003<\/a><\/li>\n<li><a href=\"https:\/\/satijalab.org\/seurat\/reference\/scaledata\">Seurat\uff1aScaleData\u53c2\u8003<\/a><\/li>\n<li><a href=\"https:\/\/satijalab.org\/seurat\/reference\/scaledata\">Seurat\uff1aScaleData\u53c2\u8003<\/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_q017_b\/63985c6db6db26d7e568\/rental_q017_b.pdf\" download>\u4e0b\u8f7d\u6559\u7a0b PDF<\/a> \u00b7 <a href=\"https:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/rental-tutorials-400\/rental_q017_b\/bc09fb0a555a63ee8a69\/rental_q017_b.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\u660e\u786e\u4fdd\u7559\u7684\u79d1\u5b66\u76ee\u6807\u5e76\u8bd5\u8dd1\u540e\u786e\u8ba4\u8d44\u6e90\u9700\u6c42\u3002\u5982\u9700\u989d\u5916\u8d44\u6e90\uff0c\u53ef\u8bc4\u4f30\u5927\u5185\u5b58\u72ec\u4eabCPU\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-66561\">\n    <h2 id=\"brtc-title-66561\">\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_q017_b\">\n    <input type=\"hidden\" name=\"action\" value=\"brtc_submit\"><input type=\"hidden\" name=\"post_id\" value=\"66561\">\n    <input type=\"hidden\" name=\"article_key\" value=\"rental_q017_b\"><input type=\"hidden\" name=\"nonce\" value=\"05ed3a834d\">\n    <input type=\"hidden\" name=\"request_id\" value=\"dd05d0e5586a504c424e68e9cd3fe476\"><input type=\"hidden\" name=\"first_key\" value=\"rental_q017_b\">\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>\u6309assay\u3001layer\u548c\u8ba1\u7b97\u8303\u56f4\u89c4\u5212\u5927\u89c4\u6a21\u8d44\u6e90\uff0c\u5206\u9636\u6bb5\u6d4b\u91cfsketch\u3001\u5b66\u4e60\u4e0e\u6295\u5f71\uff0c\u540c\u65f6\u6838\u5bf9\u7ed3\u679c\u542b\u4e49\u3002<\/p>\n","protected":false},"author":1,"featured_media":66560,"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":[1,71,75],"tags":[551,156],"class_list":["post-66561","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-part","category-single-cell","category-compute-environment","tag-seuratr","tag-156"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2026\/11\/rental_q017_b-poster.png?fit=1200%2C720&ssl=1","_links":{"self":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/66561","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=66561"}],"version-history":[{"count":4,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/66561\/revisions"}],"predecessor-version":[{"id":72373,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/66561\/revisions\/72373"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/media\/66560"}],"wp:attachment":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/media?parent=66561"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/categories?post=66561"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/tags?post=66561"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}