{"id":66553,"date":"2026-11-15T21:30:00","date_gmt":"2026-11-15T13:30:00","guid":{"rendered":"https:\/\/www.biocloudservice.com\/wordpress\/?p=66553"},"modified":"2026-11-15T14:01:11","modified_gmt":"2026-11-15T06:01:11","slug":"rental-q015-b","status":"publish","type":"post","link":"https:\/\/www.biocloudservice.com\/wordpress\/rental-q015-b\/","title":{"rendered":"\u7528\u4ee3\u8868\u6027\u6837\u672c\u6bd4\u8f83\u6574\u5408\u65b9\u6848\u548cCPU\u5185\u5b58\u7ec4\u5408"},"content":{"rendered":"<p><!-- ysx-rental-campaign:rental-tutorials-400-20261114 article:rental_q015_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_q015_b-poster.png?resize=1200%2C720&#038;ssl=1\" alt=\"\u6574\u5408\u65b9\u6cd5\u548c\u670d\u52a1\u5668\u5206\u4e24\u6b65\u6bd4\u8f83\uff1a\u56fa\u5b9a\u4ee3\u8868\u6837\u672c\u4e0e\u57fa\u7ebf\uff1b\u72ec\u7acb\u8fd0\u884c\u5019\u9009\u65b9\u6cd5\uff1b\u68c0\u67e5\u751f\u7269\u4fe1\u53f7\u4fdd\u7559\uff1b\u56fa\u5b9a\u65b9\u6cd5\u6bd4\u8f83\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>\u5728\u4ee3\u8868\u6027\u6837\u672c\u4e0a\u6bd4\u8f83\u6574\u5408\u65b9\u6848\uff0c\u5e94\u8be5\u540c\u65f6\u56de\u7b54\u4e24\u4e2a\u95ee\u9898\uff1a\u65b9\u6cd5\u662f\u5426\u4fdd\u7559\u4e86\u9700\u8981\u7684\u751f\u7269\u4fe1\u606f\uff0c\u8d44\u6e90\u662f\u5426\u9002\u5408\u6b63\u5f0f\u6570\u636e\u3002\u66f4\u6362\u65b9\u6cd5\u53ef\u80fd\u6539\u53d8\u6821\u6b63\u5f3a\u5ea6\u548c\u8f93\u51fa\u542b\u4e49\uff0c\u56e0\u6b64\u4e0d\u80fd\u628a\u65b9\u6cd5\u53d8\u5316\u9020\u6210\u7684\u8017\u65f6\u5dee\u5f02\u5168\u90e8\u5f53\u4f5c\u670d\u52a1\u5668\u6027\u80fd\u5dee\u5f02\u3002<\/p>\n<p>\u672c\u6587\u91c7\u7528\u4e24\u5c42\u6bd4\u8f83\uff1a\u5148\u5728\u540c\u4e00\u8ba1\u7b97\u73af\u5883\u4e2d\u7b5b\u9009\u9002\u5408\u7684\u6570\u636e\u6574\u5408\u8def\u5f84\uff0c\u518d\u56fa\u5b9a\u65b9\u6cd5\u6bd4\u8f83\u5019\u9009CPU\u4e0e\u5185\u5b58\u914d\u7f6e\u3002\u793a\u4f8b\u4f7f\u7528Seurat\u7684CCA\u4e0eRPCA\u63a5\u53e3\u6f14\u793a\u8bd5\u9a8c\u7ec4\u7ec7\uff0c\u4e0d\u5ba3\u79f0\u67d0\u4e00\u79cd\u65b9\u6cd5\u5bf9\u6240\u6709\u6837\u672c\u90fd\u6700\u4f73\u3002<\/p>\n<h2>\u5efa\u7acb\u4ee3\u8868\u6027\u6837\u672c\u96c6\u5408\u4e0e\u672a\u6574\u5408\u57fa\u7ebf<\/h2>\n<p>\u6837\u672c\u96c6\u5408\u5e94\u6db5\u76d6\u8ba1\u5212\u5904\u7406\u7684\u6280\u672f\u6279\u6b21\u548c\u7814\u7a76\u6761\u4ef6\uff0c\u5e76\u5305\u542b\u5173\u5fc3\u7684\u7ec6\u80de\u7fa4\u3002\u53ea\u62bd\u53d6\u6700\u5bb9\u6613\u6df7\u5408\u7684\u540c\u7c7b\u7ec6\u80de\uff0c\u4f1a\u4f4e\u4f30\u5b8c\u6574\u6570\u636e\u7684\u56f0\u96be\u3002\u8bb0\u5f55\u9009\u62e9\u6807\u51c6\u548c\u7ec6\u80de\u6e05\u5355\uff1b\u82e5\u7a00\u6709\u7fa4\u4f53\u7f3a\u5931\uff0c\u5e94\u6807\u660e\u5c1a\u672a\u9a8c\u8bc1\uff0c\u4e0d\u80fd\u7528\u5c0f\u6837\u672c\u7ed3\u679c\u4fdd\u8bc1\u5168\u91cf\u8868\u73b0\u3002<\/p>\n<p>\u5148\u5b8c\u6210\u4e00\u81f4\u7684\u8f93\u5165\u68c0\u67e5\u3001\u5f52\u4e00\u5316\u3001\u7279\u5f81\u9009\u62e9\u548cPCA\uff0c\u4fdd\u5b58\u5c1a\u672a\u6574\u5408\u7684\u51c6\u5907\u5bf9\u8c61\u3002\u8be5\u5bf9\u8c61\u5e94\u6709\u660e\u786e\u7684\u5206\u5c42counts\u4e0e\u5f52\u4e00\u5316\u6570\u636e\u3001sample_id\u548cpca reduction\u3002\u4e0b\u9762\u811a\u672c\u8981\u6c42\u5b83\u662f\u5df2\u9a8c\u6536\u7684\u51c6\u5907\u8282\u70b9\uff0c\u4e0d\u4f1a\u66ff\u4f60\u91cd\u65b0\u9009\u62e9\u65b9\u6cd5\u6216\u81ea\u52a8\u4fee\u590d\u4e0d\u517c\u5bb9\u7684\u5c42\u3002<\/p>\n<h2>\u5206\u522b\u8fd0\u884c\u5019\u9009\u65b9\u6cd5\uff0c\u907f\u514d\u540c\u65f6\u4fdd\u7559\u6240\u6709\u7ed3\u679c<\/h2>\n<p>\u5c06\u4ee3\u7801\u4fdd\u5b58\u4e3a<code>compare_integration.R<\/code>\u3002\u4e24\u4e2a\u65b9\u6cd5\u8bfb\u53d6\u540c\u4e00\u4e2a\u51c6\u5907\u6587\u4ef6\uff0c\u5e76\u5728\u72ec\u7acbR\u8fdb\u7a0b\u4e2d\u8fd0\u884c\u3002\u793a\u4f8b\u7ef4\u5ea6\u5fc5\u987b\u4e0d\u8d85\u8fc7\u5df2\u6709PCA\u548c\u5404\u6837\u672c\u6240\u652f\u6301\u8303\u56f4\uff0c\u6b63\u5f0f\u5206\u6790\u53ef\u5728\u79d1\u5b66\u4f9d\u636e\u4e0b\u8c03\u6574\u5e76\u8bb0\u5f55\u3002<\/p>\n<pre><code class=\"language-r\">library(Seurat)\nargs &lt;- commandArgs(trailingOnly=TRUE)\nstopifnot(length(args) == 3L)\nchoice &lt;- match.arg(args[2], c(&quot;RPCA&quot;, &quot;CCA&quot;))\nobj &lt;- readRDS(args[1])\nstopifnot(&quot;pca&quot; %in% Reductions(obj),\n          &quot;sample_id&quot; %in% colnames(obj[[]]))\nd &lt;- min(30L, ncol(Embeddings(obj, reduction=&quot;pca&quot;)),\n         min(table(obj$sample_id))-1L)\nstopifnot(d &gt;= 2L)\nmethods &lt;- list(RPCA=RPCAIntegration, CCA=CCAIntegration)\nname &lt;- paste0(&quot;integrated.&quot;, tolower(choice))\nobj &lt;- IntegrateLayers(obj, method=methods[[choice]],\n                      orig.reduction=&quot;pca&quot;, new.reduction=name,\n                      dims=seq_len(d), verbose=TRUE)\nemb &lt;- Embeddings(obj, reduction=name)\nstopifnot(nrow(emb)==ncol(obj), !anyNA(emb))\nsaveRDS(obj, args[3])\nwriteLines(capture.output(sessionInfo()), paste0(args[3], &quot;.session.txt&quot;))<\/code><\/pre>\n<pre><code class=\"language-bash\">\/usr\/bin\/time -v -o rpca.time.txt   Rscript compare_integration.R prepared.rds RPCA rpca.rds   &gt;rpca.out.txt 2&gt;rpca.err.txt\n\/usr\/bin\/time -v -o cca.time.txt   Rscript compare_integration.R prepared.rds CCA cca.rds   &gt;cca.out.txt 2&gt;cca.err.txt<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u6bd4\u8f83\u5c42\u9762<\/th>\n<th>\u8981\u56fa\u5b9a\u6216\u8bb0\u5f55\u7684\u6761\u4ef6<\/th>\n<th>\u9a8c\u6536\u5173\u6ce8\u70b9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u65b9\u6cd5\u6bd4\u8f83<\/td>\n<td>\u540c\u4e00\u51c6\u5907\u5bf9\u8c61\u3001\u73af\u5883\u3001\u7ec6\u80de\u96c6\u5408<\/td>\n<td>\u6279\u6b21\u6b8b\u7559\u4e0e\u751f\u7269\u4fe1\u53f7\u4fdd\u7559<\/td>\n<\/tr>\n<tr>\n<td>\u8d44\u6e90\u6bd4\u8f83<\/td>\n<td>\u56fa\u5b9a\u65b9\u6cd5\u3001\u53c2\u6570\u3001\u8f93\u5165\u4e0e\u7248\u672c<\/td>\n<td>\u5b8c\u6210\u65f6\u95f4\u3001\u5cf0\u503c\u548c\u5de5\u4f5c\u76d8<\/td>\n<\/tr>\n<tr>\n<td>\u5e76\u53d1\u6bd4\u8f83<\/td>\n<td>\u56fa\u5b9a\u5355\u4efb\u52a1\u4e0e\u540c\u4e00\u6279\u6570\u636e<\/td>\n<td>\u6574\u6279\u541e\u5410\u91cf\u4e0e\u603b\u5bb9\u91cf<\/td>\n<\/tr>\n<tr>\n<td>\u6b63\u5f0f\u6269\u5c55<\/td>\n<td>\u63a5\u8fd1\u6b63\u5f0f\u89c4\u6a21\u7684\u6837\u672c\u53ca\u8fb9\u754c<\/td>\n<td>\u5c0f\u8bd5\u7ed3\u679c\u662f\u5426\u4ecd\u6210\u7acb<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u8bc4\u4f30\u65b9\u6cd5\u65f6\uff0c\u4fdd\u7559\u6ca1\u6709\u6574\u5408\u7684\u53c2\u7167<\/h2>\n<p>\u6309\u6837\u672c\u3001\u6280\u672f\u6279\u6b21\u548c\u5df2\u77e5\u7ec6\u80de\u7c7b\u578b\u67e5\u770b\u672a\u6574\u5408\u4e0e\u5019\u9009\u7ed3\u679c\u3002\u91cd\u70b9\u6838\u5bf9\u540c\u7c7b\u7ec6\u80de\u80fd\u5426\u5408\u7406\u5bf9\u5e94\u3001\u771f\u5b9e\u6761\u4ef6\u5dee\u5f02\u662f\u5426\u88ab\u8fc7\u5ea6\u6d88\u9664\u3001\u5c11\u91cf\u7ec6\u80de\u7fa4\u662f\u5426\u6d88\u5931\u6216\u9519\u8bef\u6df7\u5408\u3002UMAP\u4ec5\u662f\u53ef\u89c6\u5316\uff0c\u4e0d\u80fd\u5355\u51ed\u4e00\u5f20\u56fe\u5224\u65ad\u6821\u6b63\u6210\u529f\uff1b\u8bc4\u4ef7\u5e94\u7ed3\u5408\u5df2\u6709\u6807\u8bb0\u3001\u5b9e\u9a8c\u8bbe\u8ba1\u548c\u540e\u7eed\u5206\u6790\u76ee\u6807\u3002<\/p>\n<p>\u82e5\u7814\u7a76\u6761\u4ef6\u4e0e\u6279\u6b21\u5b8c\u5168\u91cd\u5408\uff0c\u8ba1\u7b97\u65b9\u6cd5\u901a\u5e38\u65e0\u6cd5\u4ec5\u51ed\u8868\u8fbe\u6570\u636e\u8bc1\u660e\u54ea\u90e8\u5206\u5dee\u5f02\u5c5e\u4e8e\u6280\u672f\u3002\u6b64\u65f6\u8981\u5982\u5b9e\u8bb0\u5f55\u8bbe\u8ba1\u9650\u5236\uff0c\u4e0d\u9760\u66f4\u5f3a\u6574\u5408\u6216\u66f4\u5927\u673a\u5668\u5236\u9020\u4e00\u4e2a\u770b\u4f3c\u6df7\u5408\u7684\u7ed3\u679c\u3002\u6574\u5408\u8868\u793a\u4e3b\u8981\u670d\u52a1\u4e8e\u5bf9\u5e94\u7684\u5171\u540c\u7a7a\u95f4\u5206\u6790\uff0c\u5176\u4ed6\u7edf\u8ba1\u4efb\u52a1\u5e94\u4f7f\u7528\u9002\u5408\u5176\u6a21\u578b\u7684\u6570\u636e\u4e0e\u6837\u672c\u91cd\u590d\u8bbe\u8ba1\u3002<\/p>\n<h2>\u56fa\u5b9a\u65b9\u6cd5\u540e\u518d\u6bd4\u8f83\u670d\u52a1\u5668<\/h2>\n<p>\u9009\u5b9a\u53ef\u63a5\u53d7\u7684\u65b9\u6cd5\u4e0e\u53c2\u6570\u540e\uff0c\u62ff\u76f8\u540c\u51c6\u5907\u5bf9\u8c61\u5728\u5019\u9009\u73af\u5883\u590d\u8dd1\u3002\u8bb0\u5f55CPU\u4e0e\u4e2a\u4eba\u53ef\u7528\u989d\u5ea6\u3001\u5185\u5b58\u3001\u78c1\u76d8\u7c7b\u578b\u3001\u8f6f\u4ef6\u7248\u672c\u53ca\u5176\u4ed6\u8d1f\u8f7d\u3002\u82e5\u540c\u65f6\u6539\u53d8\u65b9\u6cd5\u548c\u673a\u5668\uff0c\u5c31\u4e0d\u80fd\u628a\u8017\u65f6\u53d8\u5316\u5f52\u56e0\u4e8e\u6838\u5fc3\u6570\u6216\u5185\u5b58\u3002\u5bf9\u4e8e\u9700\u8981\u4fdd\u7559\u591a\u4e2a\u5019\u9009\u7ed3\u679c\u7684\u9879\u76ee\uff0c\u8fd8\u8981\u628a\u6587\u4ef6\u4f53\u79ef\u7eb3\u5165\u5de5\u4f5c\u76d8\u89c4\u5212\u3002<\/p>\n<h2>\u4e3a\u6bcf\u4efd\u7ed3\u679c\u4fdd\u5b58\u540c\u4e00\u7ec4\u68c0\u67e5\u6807\u7b7e<\/h2>\n<p>\u5728\u6240\u6709\u5019\u9009\u65b9\u6cd5\u4e2d\u4fdd\u7559\u76f8\u540c\u6837\u672cID\u3001\u7814\u7a76\u6761\u4ef6\u3001\u53ef\u4fe1\u6ce8\u91ca\u548c\u8d28\u91cf\u6307\u6807\uff0c\u786e\u4fdd\u6bd4\u8f83\u6ca1\u6709\u56e0\u5143\u6570\u636e\u9057\u6f0f\u800c\u6539\u53d8\u5bf9\u8c61\u8303\u56f4\u3002\u82e5\u5019\u9009\u65b9\u6848\u4f7f\u7528\u4e0d\u540c\u7279\u5f81\u6216\u53c2\u8003\uff0c\u5e94\u5728\u7ed3\u679c\u8868\u4e2d\u663e\u5f0f\u8bb0\u5f55\u3002\u8f93\u5165\u89c4\u6a21\u3001\u65b9\u6cd5\u6761\u4ef6\u4e0eCPU\u5185\u5b58\u914d\u7f6e\u4e09\u8005\u5206\u5f00\uff0c\u6027\u80fd\u7ed3\u8bba\u624d\u53ef\u89e3\u91ca\u3002<\/p>\n<p>\u65b9\u6cd5\u8f93\u51fa\u662f\u4e00\u4e2a\u5171\u540c\u4f4e\u7ef4\u7a7a\u95f4\u65f6\uff0c\u4e0d\u5e94\u5c06\u5b83\u8bef\u79f0\u4e3a\u5df2\u7ecf\u751f\u6210\u53ef\u4f9b\u4efb\u4f55\u7edf\u8ba1\u68c0\u9a8c\u76f4\u63a5\u4f7f\u7528\u7684\u6821\u6b63\u8868\u8fbe\u77e9\u9635\u3002\u540e\u7eed\u4efb\u52a1\u9700\u8981\u4ec0\u4e48\u6570\u636e\uff0c\u5c31\u5355\u72ec\u51c6\u5907\u5e76\u6838\u5bf9\u3002\u6570\u636e\u5c42\u672a\u8fde\u63a5\u5bfc\u81f4\u7684\u63a5\u53e3\u9519\u8bef\uff0c\u4e5f\u5e94\u6309\u8be5\u7edf\u8ba1\u4efb\u52a1\u6240\u9700\u8303\u56f4\u5904\u7406\uff0c\u4e0d\u80fd\u4e3a\u4e86\u6d88\u9664\u9519\u8bef\u5c31\u4e0d\u52a0\u5224\u65ad\u5730\u5408\u5e76\u5168\u90e8\u5c42\u3002<\/p>\n<p>\u6700\u7ec8\u62a5\u544a\u5e94\u5305\u542b\u6709\u6548\u8fd0\u884c\u3001\u65b9\u6cd5\u9a8c\u6536\u3001\u8d44\u6e90\u6d4b\u91cf\u548c\u672a\u9a8c\u8bc1\u8303\u56f4\u3002\u5fc5\u8981\u5168\u91cf\u6574\u5408\u786e\u6709\u5bb9\u91cf\u7f3a\u53e3\u65f6\uff0c\u518d\u636e\u6b64\u6c9f\u901a\u5927\u5185\u5b58\u72ec\u4eabCPU\u79df\u8d41\uff1b\u7b97\u6cd5\u6bd4\u8f83\u4e0e\u65b9\u6cd5\u9009\u62e9\u7684\u652f\u6301\u8303\u56f4\uff0c\u5e94\u4e0e\u8ba1\u7b97\u8d44\u6e90\u79df\u8d41\u5206\u522b\u786e\u8ba4\u3002<\/p>\n<h2>\u53c2\u8003\u4e0e\u7248\u672c\u6838\u5bf9<\/h2>\n<ul>\n<li><a href=\"https:\/\/satijalab.org\/seurat\/articles\/integration.html\">Seurat\uff1alayer\u6574\u5408\u5de5\u4f5c\u6d41<\/a><\/li>\n<li><a href=\"https:\/\/satijalab.org\/seurat\/reference\/integratelayers\">Seurat\uff1aIntegrateLayers\u53c2\u8003<\/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<li><a href=\"https:\/\/www.biocloudservice.com\/wordpress\/compute-services\/\">\u4e91\u751f\u4fe1\uff1a\u79d1\u7814\u8ba1\u7b97\u4e0e\u670d\u52a1\u5668\u670d\u52a1\u8303\u56f4<\/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_q015_b\/01a9a9f78f71d3e57131\/rental_q015_b.pdf\" download>\u4e0b\u8f7d\u6559\u7a0b PDF<\/a> \u00b7 <a href=\"https:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/rental-tutorials-400\/rental_q015_b\/650b1a16d264725d7477\/rental_q015_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 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<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_q015_b\">\n    <input type=\"hidden\" name=\"action\" value=\"brtc_submit\"><input type=\"hidden\" name=\"post_id\" value=\"66553\">\n    <input type=\"hidden\" name=\"article_key\" value=\"rental_q015_b\"><input type=\"hidden\" name=\"nonce\" value=\"8bf1ff532f\">\n    <input type=\"hidden\" name=\"request_id\" value=\"eb722b88779ad0d770683ab852a72777\"><input type=\"hidden\" name=\"first_key\" value=\"rental_q015_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 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<\/details>\n<\/section>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5c06\u65b9\u6cd5\u7b5b\u9009\u4e0e\u670d\u52a1\u5668\u6bd4\u8f83\u5206\u5f00\uff0c\u5728\u540c\u4e00\u51c6\u5907\u5bf9\u8c61\u4e0a\u9a8c\u6536CCA\/RPCA\u7ed3\u679c\uff0c\u518d\u56fa\u5b9a\u65b9\u6cd5\u6d4b\u8d44\u6e90\u3002<\/p>\n","protected":false},"author":1,"featured_media":66552,"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-66553","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_q015_b-poster.png?fit=1200%2C720&ssl=1","_links":{"self":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/66553","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=66553"}],"version-history":[{"count":6,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/66553\/revisions"}],"predecessor-version":[{"id":73115,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/66553\/revisions\/73115"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/media\/66552"}],"wp:attachment":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/media?parent=66553"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/categories?post=66553"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/tags?post=66553"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}