{"id":54078,"date":"2024-06-16T13:39:00","date_gmt":"2024-06-16T05:39:00","guid":{"rendered":"https:\/\/www.biocloudservice.com\/wordpress\/?p=54078"},"modified":"2026-09-11T23:07:49","modified_gmt":"2026-09-11T15:07:49","slug":"%e4%b8%80%e5%88%86%e9%92%9f%e6%95%99%e4%bc%9a%e4%bd%a0%e5%9c%a8r%e8%af%ad%e8%a8%80%e4%b8%ad%e4%bd%bf%e7%94%a8cibersort%e8%bf%9b%e8%a1%8c%e5%85%8d%e7%96%ab%e6%b5%b8%e6%b6%a6%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.biocloudservice.com\/wordpress\/%e4%b8%80%e5%88%86%e9%92%9f%e6%95%99%e4%bc%9a%e4%bd%a0%e5%9c%a8r%e8%af%ad%e8%a8%80%e4%b8%ad%e4%bd%bf%e7%94%a8cibersort%e8%bf%9b%e8%a1%8c%e5%85%8d%e7%96%ab%e6%b5%b8%e6%b6%a6%e5%88%86%e6%9e%90\/","title":{"rendered":"\u4e00\u5206\u949f\u6559\u4f1a\u4f60\u5728R\u8bed\u8a00\u4e2d\u4f7f\u7528CIBERSORT\u8fdb\u884c\u514d\u75ab\u6d78\u6da6\u5206\u6790"},"content":{"rendered":"<aside class=\"ysx-source-note\"><span>\u6765\u6e90<\/span><\/p>\n<p>\u516c\u4f17\u53f7\u300c\u751f\u4fe1\u82b1\u300d\u5386\u53f2\u5185\u5bb9\uff1b\u672c\u6587\u4fdd\u7559\u539f\u6709\u6280\u672f\u4fe1\u606f\u5e76\u4f18\u5316\u7f51\u9875\u6392\u7248\u3002 <a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzkzODUxNjcwMA==&amp;mid=2247483834&amp;idx=1&amp;sn=d46dae9d6f7fc8cea79dbb634fe26fc8\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">\u67e5\u770b\u539f\u6587<\/a><\/p>\n<\/aside>\n<p>\u5728\u6211\u4eec\u5e73\u65f6\u8fdb\u884c\u75be\u75c5\u7814\u7a76\u5206\u6790\u8fc7\u7a0b\u4e2d\u5fc5\u4e0d\u53ef\u514d\u7684\u9700\u8981\u660e\u786e\u514d\u75ab\u7ec6\u80de\u5728\u4eba\u4f53\u5fae\u73af\u5883\u5185\u7684\u7ec4\u6210\u60c5\u51b5\uff0c\u4ece\u800c\u80fd\u66f4\u597d\u7684\u77e5\u9053\u5728\u75be\u75c5\u7684\u53d1\u751f\u53d1\u5c55\u8fc7\u7a0b\u4e2d\u7a76\u7adf\u662f\u54ea\u79cd\u514d\u75ab\u7ec6\u80de\u4ea7\u751f\u4e86\u91cd\u8981\u4f5c\u7528\uff0c\u8fd9\u6709\u52a9\u4e8e\u9610\u660e\u75be\u75c5\u514d\u75ab\u5e94\u7b54\u7684\u673a\u5236\uff0c\u8fdb\u800c\u6307\u5bfc\u8bbe\u8ba1\u5408\u7406\u7684\u6cbb\u7597\u65b9\u6848\u3002\u76ee\u524d\uff0c\u80fd\u7528\u4e8e\u514d\u75ab\u6d78\u6da6\u5206\u6790\u7684\u65b9\u6cd5\u6709\u5f88\u591a\uff0c\u6bd4\u5982 ssGSEA, CIBERSORT, TIMER, EPIC \u7b49\u3002<\/p>\n<p>CCIBERSORT\u662f\u76ee\u524d\u5728\u6587\u732e\u4e2d\u5f15\u7528\u6b21\u6570\u6700\u591a\u7684\u514d\u75ab\u7ec6\u80de\u6d78\u6da6\u5206\u6790\u5de5\u5177\u3002\u8be5\u5de5\u5177\u4e8e2015\u5e74\u5728Nature method\u4e0a\u9996\u6b21\u53d1\u8868\u3002CIBERSORT\u662f\u57fa\u4e8e\u7ebf\u6027\u652f\u6301\u5411\u91cf\u56de\u5f52\uff08linear support vector regression\uff09\u539f\u7406\u5bf9\u4eba\u7c7b\u514d\u75ab\u7ec6\u80de\u4e9a\u578b\u7684\u8868\u8fbe\u77e9\u9635\u8fdb\u884c\u53bb\u5377\u79ef\u7684\u5de5\u5177\u3002\u82af\u7247\u8868\u8fbe\u77e9\u9635\u548c\u6d4b\u5e8f\u8868\u8fbe\u77e9\u9635\u5747\u53ef\u7528\u8be5\u5de5\u5177\u8fdb\u884c\u5206\u6790\uff0c\u76f8\u8f83\u4e8e\u5176\u4ed6\u65b9\u6cd5\uff0cCIBERSORT\u5bf9\u672a\u77e5\u6df7\u5408\u7269\u548c\u542b\u6709\u76f8\u8fd1\u7684\u7ec6\u80de\u7c7b\u578b\u7684\u8868\u8fbe\u77e9\u9635\u7684\u53bb\u5377\u79ef\u5206\u6790\u80fd\u529b\u8981\u66f4\u5f3a\u3002\u8be5\u65b9\u6cd5\u662f\u57fa\u4e8e\u9ed8\u8ba4\u63d0\u4f9b22\u79cd\u514d\u75ab\u7ec6\u80de\u4e9a\u578b\u7684\u57fa\u56e0\u8868\u8fbe\u7279\u5f81\u96c6\uff1aLM22\u6765\u8fdb\u884c\u5206\u6790\u7684\u3002<\/p>\n<p>CIBERSORT\u652f\u6301\u7f51\u9875\u7248\u548c\u672c\u5730\u4e24\u79cd\u65b9\u6cd5\u3002\u4f46\u4f7f\u7528\u7f51\u9875\u7248\u9700\u8981\u5148\u8fdb\u884c\u8d26\u53f7\u6ce8\u518c\uff0c\u800c\u4e14\u9700\u8981\u7528\u7ec4\u7ec7\u90ae\u7bb1\uff08\u6bd4\u5982edu\u7684\u90ae\u7bb1\uff09\uff0c\u8fd9\u5bf9\u4e8e\u4e00\u4e9b\u540c\u5b66\u6765\u8bf4\u5f88\u4e0d\u65b9\u4fbf\u3002\u56e0\u6b64\u4eca\u5929\u5c0f\u82b1\u5c31\u6765\u6559\u5927\u5bb6\u5728R\u8bed\u8a00\u4e2d\u4f7f\u7528CIBERSORT\u8fdb\u884c\u514d\u75ab\u6d78\u6da6\u5206\u6790\u3002<\/p>\n<h2>\u51c6\u5907\u8f93\u5165\u6587\u4ef6<\/h2>\n<p>\uff081\uff09<strong>\u5b98\u65b9\u63d0\u4f9b\u768422\u79cd\u7ec6\u80de\u57fa\u56e0\u96c6\u201cLM22.tx<\/strong>t\u201d\uff1b<\/p>\n<p>\uff082\uff09<strong>Cibersort\u4ee3\u7801Cibersort.R<\/strong>\uff1b<\/p>\n<p>\uff083\uff09<strong>\u81ea\u5df1\u7684\u8868\u8fbe\u77e9\u9635<\/strong>\uff1b<\/p>\n<p><strong>\uff081\uff09LM22.txt\u83b7\u53d6\u65b9\u6cd5\uff1a<\/strong><\/p>\n<p>\u5728Cibersort\u8bba\u6587\u4e2d\uff08https:\/\/www.nature.com\/articles\/nmeth.3337#MOESM207\uff09\u4e0b\u8f7dSupplementry table 1\uff0c\u7136\u540e\u53ea\u5c06\u5176\u4e2d\u77e9\u9635\u90e8\u5206\u4fdd\u7559\u5e76\u4fdd\u5b58\u4e3a\u5236\u8868\u7b26\u5206\u5272\u7684txt\u3002<\/p>\n<figure><img data-recalc-dims=\"1\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_MEO8KRfdtIkrYeWIYlHYO1ibPK4QjA.png?ssl=1\" loading=\"lazy\" decoding=\"async\" alt=\"\"><\/figure>\n<p><strong>\uff082\uff09Cibersort.R\u83b7\u53d6\u65b9\u5f0f\uff1a<\/strong><\/p>\n<p>\u5728R\u4e2d\u65b0\u5efa\u4e00\u4e2aR Script\uff0c\u590d\u5236\u8fd9\u4e2a\u7f51\u7ad9\uff08https:\/\/rdrr.io\/github\/singha53\/amritr\/src\/R\/supportFunc_cibersort.R\uff09\u4e2d\u7684\u5185\u5bb9\uff0c\u4fdd\u5b58\u4e3a\u201cCibersort.R\u201d\u5373\u53ef\u3002<\/p>\n<p><strong>\uff083\uff09\u81ea\u5df1\u7684\u8868\u8fbe\u77e9\u9635\uff1a<\/strong><\/p>\n<p>\u76f4\u63a5\u7528\u524d\u9762\u4e0b\u8f7d\u7684\u5206\u6790\u5f97\u5230\u7684\u8868\u8fbe\u77e9\u9635\u5c31\u884c\u4e86\uff0c\u7b2c\u4e00\u5217\u662f\u57fa\u56e0\u540d\uff0c\u7b2c\u4e00\u884c\u662f\u6837\u54c1\u540d\uff0c\u4e0d\u80fd\u6709\u91cd\u590d\u57fa\u56e0\u540d\uff0c\u7b2c\u4e00\u5217\u5217\u540d\u4e0d\u80fd\u7a7a\u767d\uff0c\u77e9\u9635\u4e2d\u4e0d\u80fd\u5b58\u5728\u7a7a\u767d\u6216NA\u503c\u3002\u8fd8\u6709\u5c31\u662f\u7b2c\u4e00\u5217\u7684\u5217\u540d\u9700\u8981\u4e0eLM22.txt\u7b2c\u4e00\u5217\u5217\u540d\u4e00\u81f4\uff08\u5c0f\u82b1\u8fd9\u91cc\u90fd\u4e3aGeneSymbol\uff09\u3002\u7136\u540e\u4e5f\u5c06\u5176\u4fdd\u5b58\u4e3a\u5236\u8868\u7b26\u5206\u5272\u7684txt\u3002<\/p>\n<figure><img data-recalc-dims=\"1\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_9jOicOyAAsndN4e7H4Xno0ec2mfibg.png?ssl=1\" loading=\"lazy\" decoding=\"async\" alt=\"\"><\/figure>\n<p>\u7136\u540e\u5c31\u53ef\u4ee5\u5f00\u59cb\u5206\u6790\u4e86\u3002\u5927\u5bb6\u8ddf\u7740\u5c0f\u82b1\u4e00\u8d77\u6765\u64cd\u4f5c\u4e00\u904d\u5427\uff01<\/p>\n<h2>\u5728 R \u4e2d\u8fd0\u884c CIBERSORT<\/h2>\n<div class=\"code-card\">\n<div class=\"code-head\"><span>\u4ee3\u7801<\/span><\/div>\n<pre><code>setwd(\"\u4e09\u4e2a\u6587\u4ef6\u6240\u5728\u7684\u6587\u4ef6\u5939\") \u00a0 #\u8fdb\u5165\u5de5\u4f5c\u76ee\u5f55<\/code><code>install.packages('e1071')<\/code><code>install.packages('preprocessCore')<\/code><code>library(e1071)<\/code><code>library(preprocessCore)<\/code><code>library(parallel) \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0#\u5b89\u88c5\u5e76\u52a0\u8f7d\u6240\u9700R\u5305<\/code><\/pre>\n<\/div>\n<h3>\u6267\u884c CIBERSORT \u5206\u6790<\/h3>\n<div class=\"code-card\">\n<div class=\"code-head\"><span>\u4ee3\u7801<\/span><\/div>\n<pre><code>source(\"Cibersort.R\") # \u52a0\u8f7dR\u811a\u672c<\/code><code>result1 &lt;- CIBERSORT(\"LM22.txt\", \"expr.txt\", perm = 1000, QN = T) \u00a0 \u00a0 \u00a0 \u00a0#\u8fd0\u884cR\u811a\u672c\u8fdb\u884cCIBERSORT\u5206\u6790\uff1b<\/code><code>#perm\uff1a\u8868\u793a\u7f6e\u6362\u6b21\u6570\uff0c\u6570\u5b57\u8d8a\u5927\u8fd0\u884c\u65f6\u95f4\u8d8a\u957f\uff0c\u4e00\u822c\u6587\u7ae0\u90fd\u8bbe\u7f6e\u4e3a1000\uff1b<\/code><code>#QN\uff1a\u5982\u679c\u4e3a\u82af\u7247\u6570\u636e\u8fd9\u91cc\u8bbe\u4e3a\u201cT\u201d\uff1b\u5982\u679c\u4e3a\u6d4b\u5e8f\u6570\u636e\u8bbe\u4e3a\u201cF\u201d<\/code><code>\u6700\u540e\u4f1a\u5728\u5de5\u4f5c\u76ee\u5f55\u4e0b\u81ea\u52a8\u751f\u6210\u7ed3\u679c\u6587\u4ef6\u201cCIBERSORT-Results.txt\u201d\u3002<\/code><\/pre>\n<\/div>\n<p>\u6700\u540e\u4f1a\u5728\u5de5\u4f5c\u76ee\u5f55\u4e0b\u81ea\u52a8\u751f\u6210\u7ed3\u679c\u6587\u4ef6\u201cCIBERSORT-Results.txt\u201d\u3002<\/p>\n<figure><img data-recalc-dims=\"1\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_nzLU0THocOmicibMSMBayW5GrLyAUg.png?ssl=1\" loading=\"lazy\" decoding=\"async\" alt=\"\"><\/figure>\n<h2>\u6309\u5206\u7ec4\u7ed8\u5236\u514d\u75ab\u7ec6\u80de\u7bb1\u7ebf\u56fe<\/h2>\n<p>\u62ff\u5230\u7ed3\u679c\u6587\u4ef6\u4ee5\u540e\u6211\u4eec\u5c31\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7814\u7a76\u7684\u5206\u7ec4\u60c5\u51b5\u6765\u7ed8\u5236\u7bb1\u7ebf\u56fe\uff0c\u770b\u5728\u4e24\u8005\u4e4b\u95f4\u5404\u514d\u75ab\u7ec6\u80de\u7684\u5dee\u5f02\u60c5\u51b5\u3002\u9996\u5148\u6211\u4eec\u8fd9\u91cc\u9664\u4e86\u4e0a\u9762\u5f97\u5230\u7684\u7ed3\u679c\u6587\u4ef6\uff0c\u8fd8\u9700\u8981\u51c6\u5907\u4e00\u4e2a\u5206\u7ec4\u6587\u4ef6\uff0c\u5982\u56fe\u6240\u793a\u3002<\/p>\n<figure><img data-recalc-dims=\"1\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_YKibHK1ofWQB3A32s3NiaTHyTupibg.png?ssl=1\" loading=\"lazy\" decoding=\"async\" alt=\"\"><\/figure>\n<p>\u597d\u4e86\u4e00\u5207\u51c6\u5907\u5c31\u7eea\uff0c\u8ddf\u7740\u5c0f\u82b1\u4e00\u8d77\u6765\u7ed8\u5236\u7bb1\u7ebf\u56fe\u5427\uff01<\/p>\n<h3>\u5bfc\u5165\u7ed3\u679c\u4e0e\u5206\u7ec4\u6570\u636e<\/h3>\n<div class=\"code-card\">\n<div class=\"code-head\"><span>\u4ee3\u7801<\/span><\/div>\n<pre><code>library(tidyverse)<\/code><code>b &lt;- read.table(\"group.txt\",sep = \"t\",row.names = 1,check.names = F,header = T)<\/code><code>a &lt;- read.table(\"CIBERSORT-Results.txt\",sep = \"t\",row.names = 1,check.names = F,header = T)<\/code><\/pre>\n<\/div>\n<h3>\u6574\u7406\u6570\u636e\u5e76\u7ed8\u56fe<\/h3>\n<p>\u5728\u6211\u4eec\u514d\u75ab\u6d78\u6da6\u5206\u6790\u5f97\u5230\u7684\u7ed3\u679c\u6587\u4ef6\u6700\u540e\u6709\u4e09\u5217\u5185\u5bb9\u201cP-value\uff0cCorrelation\u548cRMSE\u201d\u540e\u7eed\u5206\u6790\u662f\u7528\u4e0d\u5230\u7684\uff0c\u6240\u4ee5\u6211\u4eec\u9700\u8981\u5c06\u5176\u5220\u6389\u3002<\/p>\n<p>a &lt;- a[,1:22] #\u53bb\u9664\u6d78\u6da6\u5206\u6790\u7ed3\u679c\u6587\u4ef6\u540e\u4e09\u5217<\/p>\n<figure><img data-recalc-dims=\"1\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_gWW2judBr7AJEicU7gYVS11ZR3k2QA.png?ssl=1\" loading=\"lazy\" decoding=\"async\" alt=\"\"><\/figure>\n<p>\u7136\u540e\u6211\u4eec\u8fd8\u9700\u8981\u5224\u65ad\u4e00\u4e0b\uff0c\u4e24\u4e2a\u6587\u4ef6\u4e2d\u6837\u672c\u7684\u987a\u5e8f\u662f\u5426\u4e00\u81f4\uff0c\u56e0\u4e3a\u540e\u9762\u9700\u8981\u5c06\u4e24\u4e2a\u6587\u4ef6\u7684\u4fe1\u606f\u8fdb\u884c\u5408\u5e76\uff0c\u5982\u679c\u4e0d\u662f\u4e00\u81f4\u7684\u4f1a\u5bfc\u81f4\u5206\u6790\u9519\u8bef\u3002<\/p>\n<p>identical(rownames(a),rownames(b)) \u00a0#\u5224\u65ad\u4e24\u4e2a\u6587\u4ef6\u4e2d\u6837\u672c\u987a\u5e8f\u662f\u5426\u4e00\u81f4\uff0c\u8fd4\u56de\u503c\u4e3a\u201cTRUE\u201d\uff0c\u5219\u662f\u4e00\u81f4\u7684\u3002<\/p>\n<figure><img data-recalc-dims=\"1\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_cibLHuxiaq0FhkL7ala7BVtBVQb13w.png?ssl=1\" loading=\"lazy\" decoding=\"async\" alt=\"\"><\/figure>\n<div class=\"code-card\">\n<div class=\"code-head\"><span>\u4ee3\u7801<\/span><\/div>\n<pre><code>class(b$group)<\/code><code>a$group &lt;- b$group #\u5c06\u5206\u7ec4\u4fe1\u606f\u6dfb\u52a0\u5230a\u540e\u9762<\/code><code>a &lt;- a %&gt;% rownames_to_column(\"sample\") #\u628a\u884c\u540d\u53d8\u6210\u4e00\u5217\uff0c\u5e76\u52a0\u4e0a\u201csample\u201d<\/code><code>library(ggsci)<\/code><code>library(tidyr)<\/code><code>library(ggpubr)<\/code><code>b &lt;- gather(a,key=CIBERSORT,value = Proportion,-c(group,sample))<\/code><code>#\u7ed8\u5236\u7bb1\u7ebf\u56fe<\/code><code>ggboxplot(b, x = \"CIBERSORT\", y = \"Proportion\",<\/code><code>fill = \"group\", palette = \"lancet\")+<\/code><code>stat_compare_means(aes(group = group),<\/code><code>method = \"wilcox.test\",<\/code><code>label = \"p.signif\",<\/code><code>symnum.args=list(cutpoints = c(0, 0.001, 0.01, 0.05, 1),<\/code><code>symbols = c(\"***\",\"*\",\"ns\")))+<\/code><code>theme(text = element_text(size=10),<\/code><code>axis.text.x = element_text(angle=45, hjust=1))<\/code><code>dev.off()<\/code><\/pre>\n<\/div>\n<p>\u6700\u540e\u6211\u4eec\u5c31\u80fd\u5f97\u5230\u60f3\u8981\u7684\u7ed3\u679c\u4e86\u3002<\/p>\n<figure><img data-recalc-dims=\"1\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_ZKqiazic8HMkGdliaicFqhmks90icw.png?ssl=1\" loading=\"lazy\" decoding=\"async\" alt=\"\"><\/figure>\n<p>\u597d\u4e86!\u4eca\u5929\u7684\u5185\u5bb9\u5206\u4eab\u5c31\u5230\u8fd9\u91cc\u4e86\u3002\u5927\u5bb6\u6709\u4efb\u4f55\u95ee\u9898\u90fd\u53ef\u4ee5\u7559\u8a00\u548c\u5c0f\u82b1\u8ba8\u8bba\u54e6\uff01\u6211\u4eec\u4e0b\u671f\u518d\u89c1\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u5206\u949f\u6559\u4f1a\u4f60\u5728R\u8bed\u8a00\u4e2d\u4f7f\u7528CIBERSORT\u8fdb\u884c\u514d\u75ab\u6d78\u6da6\u5206\u6790 \u5c0f\u82b1 \u751f\u4fe1\u679c 2023-07-29 19:00:12 \u8f6c\u81ea\u516c\u4f17\u53f7\uff1a\u751f\u4fe1\u82b1http:\/\/mp.weixin.qq.com\/s?__biz=MzkzODUxNjcwMA==&#038;mid=2247483834\u2026<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","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":[1,76],"tags":[],"class_list":["post-54078","post","type-post","status-publish","format-standard","hentry","category-part","category-survival-oncology"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/54078","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=54078"}],"version-history":[{"count":2,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/54078\/revisions"}],"predecessor-version":[{"id":65420,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/posts\/54078\/revisions\/65420"}],"wp:attachment":[{"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/media?parent=54078"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/categories?post=54078"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.biocloudservice.com\/wordpress\/wp-json\/wp\/v2\/tags?post=54078"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}