{"id":24923,"date":"2024-01-17T16:52:27","date_gmt":"2024-01-17T08:52:27","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=24923"},"modified":"2024-01-17T16:52:29","modified_gmt":"2024-01-17T08:52:29","slug":"%e5%b0%8f%e6%9e%9c%e5%b8%a6%e4%bd%a0%e6%89%b9%e9%87%8f%e5%a4%84%e7%90%86%e6%b3%9b%e7%99%8c%e7%94%9f%e5%ad%98%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=24923","title":{"rendered":"\u5c0f\u679c\u5e26\u4f60\u6279\u91cf\u5904\u7406\u6cdb\u764c\u751f\u5b58\u5206\u6790"},"content":{"rendered":"<p>\u751f\u5b58\u5206\u6790\u662f\u4e00\u79cd\u7edf\u8ba1\u65b9\u6cd5\uff0c\u7528\u4e8e\u5206\u6790\u4e2a\u4f53\u5728\u7ed9\u5b9a\u65f6\u95f4\u6bb5\u5185\u53d1\u751f\u67d0\u4e2a\u4e8b\u4ef6\uff08\u5982\u6b7b\u4ea1\uff09\u7684\u6982\u7387\u6216\u65f6\u95f4\u3002\u751f\u5b58\u5206\u6790\u53ef\u7528\u4e8e\u8bc4\u4f30\u4e0d\u540c\u56e0\u7d20\u5bf9\u4e2a\u4f53\u751f\u5b58\u65f6\u95f4\u7684\u5f71\u54cd\uff0c\u786e\u5b9a\u751f\u5b58\u7387\u66f2\u7ebf\uff0c\u6bd4\u8f83\u4e0d\u540c\u7ec4\u4e4b\u95f4\u7684\u751f\u5b58\u5dee\u5f02\uff0c\u5e76\u9884\u6d4b\u60a3\u8005\u7684\u751f\u5b58\u671f\u3002\u5e38\u89c1\u7684\u751f\u5b58\u5206\u6790\u65b9\u6cd5\u5305\u62ecKaplan-Meier\u65b9\u6cd5\u3001Cox\u6bd4\u4f8b\u98ce\u9669\u56de\u5f52\u5206\u6790\u548c\u751f\u5b58ROC\u66f2\u7ebf\u5206\u6790\u3002<\/p>\n<p>Kaplan-Meier\u65b9\u6cd5\uff08Kaplan-Meier analysis\uff09\uff1aKaplan-Meier\u65b9\u6cd5\u7528\u4e8e\u4f30\u8ba1\u751f\u5b58\u51fd\u6570\uff0c\u5373\u7ed9\u5b9a\u65f6\u95f4\u70b9\u4e0a\u751f\u5b58\u7684\u6982\u7387\u3002\u5b83\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u7684\u7ec4\u522b\uff08\u4f8b\u5982\u4e0d\u540c\u7684\u6cbb\u7597\u7ec4\uff09\u7ed8\u5236\u751f\u5b58\u66f2\u7ebf\uff0c\u5e76\u901a\u8fc7\u5bf9\u66f2\u7ebf\u8fdb\u884c\u6bd4\u8f83\u6765\u8bc4\u4f30\u4e0d\u540c\u56e0\u7d20\u5bf9\u751f\u5b58\u7684\u5f71\u54cd\u3002<\/p>\n<p>Cox\u6bd4\u4f8b\u98ce\u9669\u56de\u5f52\u5206\u6790\uff08Cox proportional hazards regression analysis\uff09\uff1aCox\u6bd4\u4f8b\u98ce\u9669\u56de\u5f52\u5206\u6790\u7528\u4e8e\u8bc4\u4f30\u591a\u4e2a\u56e0\u7d20\u5bf9\u751f\u5b58\u65f6\u95f4\u7684\u5f71\u54cd\uff0c\u540c\u65f6\u63a7\u5236\u5176\u4ed6\u56e0\u7d20\u3002\u5b83\u53ef\u4ee5\u4f30\u8ba1\u5404\u4e2a\u56e0\u7d20\u7684\u98ce\u9669\u6bd4\uff08hazard ratio\uff09\uff0c\u5373\u4e0d\u540c\u7ec4\u4e4b\u95f4\u751f\u5b58\u98ce\u9669\u7684\u6bd4\u8f83\u3002<\/p>\n<p>\u751f\u5b58ROC\u66f2\u7ebf\u5206\u6790\uff08Survival ROC curve analysis\uff09\uff1a\u751f\u5b58ROC\u66f2\u7ebf\u5206\u6790\u7528\u4e8e\u8bc4\u4f30\u751f\u5b58\u9884\u6d4b\u6a21\u578b\u7684\u51c6\u786e\u6027\u3002\u5b83\u901a\u8fc7\u8ba1\u7b97\u751f\u5b58\u65f6\u95f4\u7684\u9884\u6d4b\u51c6\u786e\u5ea6\u6765\u8861\u91cf\u6a21\u578b\u7684\u6027\u80fd\uff0c\u53ef\u4ee5\u5e2e\u52a9\u9009\u62e9\u5408\u9002\u7684\u751f\u5b58\u9884\u6d4b\u6a21\u578b\u3002\u751f\u5b58\u5206\u6790\u76f8\u5173\u7684\u5305\u5305\u62ecsurvival\u3001survminer\u548csurvivalROC\u7b49\u3002\u8fd9\u4e9b\u5305\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u51fd\u6570\u548c\u5de5\u5177\uff0c\u7528\u4e8e\u8fdb\u884c\u751f\u5b58\u5206\u6790\u7684\u6570\u636e\u5904\u7406\u3001\u53ef\u89c6\u5316\u548c\u6a21\u578b\u5efa\u7acb\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u751f\u5b58\u5206\u6790\u9700\u8981\u6709\u5305\u542b\u4e2a\u4f53\u751f\u5b58\u65f6\u95f4\u548c\u4e8b\u4ef6\u72b6\u6001\uff08\u5982\u6b7b\u4ea1\u4e0e\u5426\uff09\u7684\u6570\u636e\u3002\u5e38\u89c1\u7684\u6570\u636e\u683c\u5f0f\u662f\u65f6\u95f4\u81f3\u4e8b\u4ef6\u6216\u5931\u8bbf\u7684\u8868\u683c\uff0c\u4f8b\u5982\u5217\u51fa\u6bcf\u4e2a\u4e2a\u4f53\u7684\u751f\u5b58\u65f6\u95f4\u548c\u4e8b\u4ef6\u72b6\u6001\uff080\u8868\u793a\u672a\u53d1\u751f\u4e8b\u4ef6\uff0c1\u8868\u793a\u53d1\u751f\u4e8b\u4ef6\uff09\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"92\" height=\"65\" class=\"wp-image-24924\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-1.png?resize=92%2C65\" data-recalc-dims=\"1\" \/><\/p>\n<p>library(limma)<\/p>\n<p>library(data.table)<\/p>\n<p>library(tidyverse)<\/p>\n<p>library(ggsignif)<\/p>\n<p>library(RColorBrewer)<\/p>\n<p>library(future.apply)<\/p>\n<p>library(survival)<\/p>\n<p>library(survminer)<\/p>\n<p>#Get all survival files<\/p>\n<p>\u6279\u91cf\u5904\u7406\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u548c\u751f\u5b58\u5206\u6790\u6570\u636e<\/p>\n<p>files=dir(&#8220;.\/TG_Exp\/&#8221;)<\/p>\n<p>\u4f7f\u7528dir\u51fd\u6570\u5217\u51fa\u6307\u5b9a\u76ee\u5f55.\/TG_Exp\/\u4e0b\u7684\u6240\u6709\u6587\u4ef6\uff0c\u5e76\u5c06\u6587\u4ef6\u540d\u5b58\u50a8\u5728files\u53d8\u91cf\u4e2d\u3002<\/p>\n<p>#Batch read geneexp files \u6279\u91cf\u8bfb\u53d6\u57fa\u56e0\u8868\u8fbe\u6587\u4ef6<\/p>\n<p>###<\/p>\n<p>rt=read.table(&#8220;.\/cli_surv.txt&#8221;,header=T,sep=&#8221;\\t&#8221;,check.names=F,row.names=1)<\/p>\n<p>\u4ece\u6587\u4ef6cli_surv.txt\u4e2d\u8bfb\u53d6\u6570\u636e\uff0c\u8bbe\u7f6e\u6587\u4ef6\u7684\u5206\u9694\u7b26\u4e3a\u5236\u8868\u7b26\uff08\\t\uff09\uff0c\u5e76\u5c06\u7b2c5\u5217\u548c\u7b2c6\u5217\u7684\u6570\u636e\u63d0\u53d6\u51fa\u6765\u3002\u7136\u540e\uff0c\u5c06\u8fd9\u4e24\u5217\u7684\u5217\u540d\u5206\u522b\u8bbe\u7f6e\u4e3afustat\u548cfutime\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"640\" height=\"476\" class=\"wp-image-24925\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-2.png?resize=640%2C476\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-2.png?w=658 658w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-2.png?resize=300%2C223 300w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-2.png?resize=600%2C446 600w\" sizes=\"(max-width: 640px) 100vw, 640px\" data-recalc-dims=\"1\" \/><\/p>\n<p>rt=na.omit(rt)<\/p>\n<p>rt=rt[,c(5:6)]<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"291\" height=\"449\" class=\"wp-image-24926\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-3.png?resize=291%2C449\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-3.png?w=291 291w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-3.png?resize=194%2C300 194w\" sizes=\"(max-width: 291px) 100vw, 291px\" data-recalc-dims=\"1\" \/><\/p>\n<p>colnames(rt)=c(&#8220;fustat&#8221;,&#8221;futime&#8221;)<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"293\" height=\"164\" class=\"wp-image-24927\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-4.png?resize=293%2C164\" data-recalc-dims=\"1\" \/><\/p>\n<p>#Batch read geneexp files<\/p>\n<p>\u81ea\u5b9a\u4e49\u7684\u51fd\u6570expTim\uff0c\u7528\u4e8e\u5904\u7406\u6bcf\u4e2a\u6587\u4ef6\u7684\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u548c\u751f\u5b58\u5206\u6790\u6570\u636e\u3002\u51fd\u6570\u7684\u53c2\u6570\u662f\u4e00\u4e2a\u6587\u4ef6\u8def\u5f84\u7684\u5b57\u7b26\u4e32\u3002<\/p>\n<p>\u5728\u51fd\u6570\u5185\u90e8\uff0c\u9996\u5148\u8bfb\u53d6\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u6587\u4ef6\uff0c\u6587\u4ef6\u8def\u5f84\u662f\u7531\u53c2\u6570dirname\u548c\u56fa\u5b9a\u7684\u8def\u5f84\u5b57\u7b26\u4e32\u62fc\u63a5\u800c\u6210\u3002\u7136\u540e\uff0c\u4f7f\u7528subset\u51fd\u6570\u7b5b\u9009\u51fasample_type\u4e3a&#8221;tumor&#8221;\u7684\u884c\uff0c\u5c06\u7b2c\u4e00\u5217\u4f5c\u4e3a\u884c\u540d\uff0c\u5e76\u79fb\u9664\u7b2c\u4e00\u5217\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u901a\u8fc7\u5904\u7406dirname\u5b57\u7b26\u4e32\uff0c\u63d0\u53d6\u6587\u4ef6\u540d\u90e8\u5206\u4f5c\u4e3a\u53d8\u91cfdirnam\u3002\u7136\u540e\uff0c\u4f7f\u7528intersect\u51fd\u6570\u627e\u5230\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u548c\u751f\u5b58\u5206\u6790\u6570\u636e\u4e2d\u5171\u540c\u7684\u6837\u672c\uff0c\u5e76\u5c06\u5b83\u4eec\u7b5b\u9009\u51fa\u6765\u3002\u5c06\u751f\u5b58\u5206\u6790\u6570\u636e\u548c\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u5408\u5e76\u5230\u4e00\u4e2a\u6570\u636e\u6846\u4e2d\uff0c\u518d\u6dfb\u52a0\u4e00\u4e2a\u540d\u4e3a&#8221;id&#8221;\u7684\u5217\u4f5c\u4e3a\u884c\u540d\uff0c\u5e76\u5220\u9664\u542b\u6709\u7f3a\u5931\u503c\u7684\u884c\u3002<\/p>\n<p>\u6700\u540e\uff0c\u4f7f\u7528write.csv\u51fd\u6570\u5c06\u7ed3\u679c\u4fdd\u5b58\u5230\u6307\u5b9a\u8def\u5f84\u4e0b\u7684\u6587\u4ef6\u4e2d\u3002<\/p>\n<p>expTim=function(dirname){<\/p>\n<p>#exp &lt;- read.table(paste0(&#8220;.\/TG_GTEX_EXP\/&#8221;,dirname),header=T,sep=&#8217;\\t&#8217;,check.names=F)<\/p>\n<p>exp &lt;- read.table(paste0(&#8220;.\/TG_Exp\/&#8221;,dirname),header=T,sep=&#8217;\\t&#8217;,check.names=F)<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"632\" height=\"172\" class=\"wp-image-24928\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-5.png?resize=632%2C172\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-5.png?w=632 632w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-5.png?resize=300%2C82 300w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-5.png?resize=600%2C163 600w\" sizes=\"(max-width: 632px) 100vw, 632px\" data-recalc-dims=\"1\" \/><\/p>\n<p>exp1=subset(exp,exp$sample_type==&#8221;tumor&#8221;)<\/p>\n<p>rownames(exp1)=exp1[,1]<\/p>\n<p>exp1=exp1[,-1]<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"486\" height=\"162\" class=\"wp-image-24929\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-6.png?resize=486%2C162\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-6.png?w=486 486w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-6.png?resize=300%2C100 300w\" sizes=\"(max-width: 486px) 100vw, 486px\" data-recalc-dims=\"1\" \/><\/p>\n<p>####<\/p>\n<p>tmp&lt;- strsplit(dirname,split=&#8221;.&#8221;,fixed=TRUE)<\/p>\n<p>dirnam&lt;-unlist(lapply(tmp,head,1))<\/p>\n<p>#merging results<\/p>\n<p>sameSample=intersect(row.names(rt),row.names(exp1))<\/p>\n<p>surTime=rt[sameSample,]<\/p>\n<p>exp1=exp1[sameSample,]<\/p>\n<p>surData=cbind(surTime,exp1)<\/p>\n<p>surData=cbind(id=row.names(surData),surData)<\/p>\n<p>surData=na.omit(surData)<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"640\" height=\"224\" class=\"wp-image-24930\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-7.png?resize=640%2C224\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-7.png?w=856 856w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-7.png?resize=300%2C105 300w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-7.png?resize=768%2C268 768w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/word-image-24923-7.png?resize=600%2C210 600w\" sizes=\"(max-width: 640px) 100vw, 640px\" data-recalc-dims=\"1\" \/> write.csv(surData,paste0(&#8220;.\/DFI\/&#8221;,dirnam,&#8221;_DFI_Time&#8221;,&#8221;.txt&#8221;),sep=&#8221;\\t&#8221;,quote=F,row.names=F)<\/p>\n<p>}<\/p>\n<p>dd=future_lapply(files,expTim)<\/p>\n<p>#####<\/p>\n<p>#\u4f7f\u7528future_lapply\u51fd\u6570\u5bf9files\u4e2d\u7684\u6bcf\u4e2a\u6587\u4ef6\u540d\u8c03\u7528expTim\u51fd\u6570\uff0c\u5e76\u5c06\u7ed3\u679c\u5b58\u50a8\u5728\u53d8\u91cfdd\u4e2d\u3002future_lapply\u51fd\u6570\u662f\u4e00\u4e2a\u5e76\u884c\u8ba1\u7b97\u7684\u7248\u672c\uff0c\u53ef\u4ee5\u52a0\u901f\u5904\u7406\u8fc7\u7a0b\u3002\u540e\u7eed\u6709\u4eba\u60f3\u4e86\u89e3\uff0c\u53ef\u4ee5\u8054\u7cfb\u5c0f\u679c\u3002<\/p>\n<p>DFI\uff08Disease-Free Interval\uff09\u662f\u6307\u5728\u6cbb\u7597\u540e\u6216\u624b\u672f\u5207\u9664\u540e\uff0c\u60a3\u8005\u6ca1\u6709\u518d\u6b21\u53d1\u751f\u75be\u75c5\u7684\u65f6\u95f4\u95f4\u9694\u3002DFI\u5e38\u7528\u4e8e\u764c\u75c7\u9886\u57df\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u8bc4\u4f30\u60a3\u8005\u7684\u6cbb\u7597\u6548\u679c\u548c\u751f\u5b58\u9884\u540e\u975e\u5e38\u91cd\u8981\u3002DFI\u7684\u8ba1\u7b97\u901a\u5e38\u6d89\u53ca\u4e24\u4e2a\u91cd\u8981\u7684\u65f6\u95f4\u70b9\uff1a<\/p>\n<p>\u6cbb\u7597\u5f00\u59cb\u65f6\u95f4\uff08Treatment Start Time\uff09\uff1a\u8fd9\u662f\u6307\u5f00\u59cb\u8fdb\u884c\u7279\u5b9a\u6cbb\u7597\uff08\u5982\u624b\u672f\u3001\u653e\u7597\u6216\u5316\u7597\uff09\u7684\u65f6\u95f4\u70b9\u3002\u75be\u75c5\u518d\u53d1\u65f6\u95f4\uff08Disease Recurrence Time\uff09\uff1a\u8fd9\u662f\u6307\u60a3\u8005\u518d\u6b21\u51fa\u73b0\u75be\u75c5\uff08\u5982\u80bf\u7624\u590d\u53d1\uff09\u7684\u65f6\u95f4\u70b9\u3002<\/p>\n<p>DFI\u7684\u8ba1\u7b97\u65b9\u5f0f\u662f\u4ece\u6cbb\u7597\u5f00\u59cb\u65f6\u95f4\u5230\u75be\u75c5\u518d\u53d1\u65f6\u95f4\u7684\u65f6\u95f4\u5dee\u3002\u5982\u679c\u75be\u75c5\u518d\u53d1\u4e8b\u4ef6\u5c1a\u672a\u53d1\u751f\u6216\u6570\u636e\u4e0d\u53ef\u7528\uff0c\u53ef\u4ee5\u5c06DFI\u89c6\u4e3a\u53f3\u4fa7\u622a\u5c3e\uff08right-censored\uff09\u7684\u751f\u5b58\u6570\u636e\u3002<\/p>\n<p>\u5728\u751f\u5b58\u5206\u6790\u4e2d\uff0cDFI\u5e38\u7528\u4e8e\u7ed8\u5236Kaplan-Meier\u66f2\u7ebf\u3001\u8bc4\u4f30\u6cbb\u7597\u6548\u679c\u548c\u8fdb\u884c\u751f\u5b58\u5206\u6790\u3002\u901a\u8fc7\u5bf9\u60a3\u8005\u8fdb\u884c\u968f\u8bbf\u89c2\u5bdf\uff0c\u53ef\u4ee5\u8ddf\u8e2a\u5e76\u8bb0\u5f55\u4ed6\u4eec\u7684DFI\uff0c\u5e76\u5206\u6790\u4e0d\u540c\u56e0\u7d20\u5bf9DFI\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cDFI\u7684\u8ba1\u7b97\u548c\u89e3\u91ca\u53ef\u80fd\u56e0\u7814\u7a76\u8bbe\u8ba1\u3001\u75be\u75c5\u7c7b\u578b\u548c\u7814\u7a76\u76ee\u7684\u800c\u6709\u6240\u4e0d\u540c\u3002\u5728\u5177\u4f53\u7684\u7814\u7a76\u4e2d\uff0c\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u548c\u7279\u5b9a\u60c5\u51b5\u5bf9DFI\u8fdb\u884c\u76f8\u5e94\u7684\u5b9a\u4e49\u548c\u5206\u6790\u3002<\/p>\n<p>\u4e0b\u671f\u5c06\u4e3a\u4f60\u5e26\u6765\u66f4\u591aR\u8bed\u8a00\u7684\u9a9a\u64cd\u4f5c\u6280\u5de7\uff0c\u4ee5\u4e0b\u63a8\u8350\u7684\u662f\u4e00\u4e2a\u591a\u529f\u80fd\u7684\u751f\u4fe1\u5e73\u53f0\u3002<\/p>\n<p>\u4e91\u751f\u4fe1\u5e73\u53f0\u94fe\u63a5\uff1a<a href=\"http:\/\/www.biocloudservice.com\/home.html\u3002\">http:\/\/www.biocloudservice.com\/home.html\u3002<\/a><\/p>\n<p>\u4e91\u751f\u4fe1\u5e73\u53f0\u94fe\u63a5\uff1ahttp:\/\/www.biocloudservice.com\/home.html\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u751f\u5b58\u5206\u6790\u662f\u4e00\u79cd\u7edf\u8ba1\u65b9\u6cd5\uff0c\u7528\u4e8e\u5206\u6790\u4e2a\u4f53\u5728\u7ed9\u5b9a\u65f6\u95f4\u6bb5\u5185\u53d1\u751f\u67d0\u4e2a\u4e8b\u4ef6\uff08\u5982\u6b7b\u4ea1\uff09\u7684\u6982\u7387\u6216\u65f6\u95f4\u3002\u751f\u5b58\u5206\u6790\u53ef\u7528\u4e8e\u8bc4\u4f30\u4e0d\u540c\u56e0 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":""},"categories":[1],"tags":[],"jetpack_featured_media_url":"","_links":{"self":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/24923"}],"collection":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=24923"}],"version-history":[{"count":1,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/24923\/revisions"}],"predecessor-version":[{"id":24931,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/24923\/revisions\/24931"}],"wp:attachment":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=24923"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=24923"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=24923"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}