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style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.39814814814814814\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_uHcLkW9toHqhqQcBWxtn2Rlrod02pg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSRMgMJuBh6S6ZzD3H3PVcia77Vl1884qBKeN2zvu0lOQuGGquHcLkW9toHqhqQcBWxtn2Rlrod02pg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"font-size: 14px;line-height: 1.8;letter-spacing: 2px;padding-right: 10px;padding-left: 10px;\" powered-by=\"xiumi.us\">\n<p>\u7136\u540e\u662f\u6211\u4eec\u7684\u514d\u75ab\u7ec6\u80de\u6c34\u5e73\u6570\u636e\uff08\u514d\u75ab\u7ec6\u80de\u6c34\u5e73\u6570\u636e\u7684\u5206\u6790\u83b7\u5f97\u65b9\u5f0f\u5728\u5927\u6d77\u54e5\u7684\u5f80\u671f\u6587\u7ae0\u4e2d\u6709\u4ecb\u7ecd\u54e6\uff01\uff09<\/p>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.3509259259259259\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_BMzF1vJ8vleT6NyOqib57zKvkg96Yg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSRMgMJuBh6S6ZzD3H3PVcia7wkiaL5ZORhHwib0tLLILnSxoE8WBMzF1vJ8vleT6NyOqib57zKvkg96Yg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"font-size: 14px;line-height: 1.8;letter-spacing: 2px;padding-right: 10px;padding-left: 10px;\" powered-by=\"xiumi.us\">\n<p>\u6709\u4e86\u8fd9\u4e24\u4e2a\u6570\u636e\uff0c\u5c31\u53ef\u4ee5\u5f00\u59cb\u76f8\u5173\u6027\u5206\u6790\u5566\uff01<\/p>\n<p><strong><span style=\"color: rgb(59, 149, 115);\"><br \/><\/span><\/strong><\/p>\n<p><strong><span style=\"color: rgb(59, 149, 115);\">\u4ee3\u7801\u5c55\u793a<\/span><\/strong><\/p>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u9996\u5148\u5bfc\u5165\u6211\u4eec\u9700\u8981\u7528\u5230\u7684R\u5305<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">library(psych)<\/span><\/code><code><span class=\"code-snippet_outer\">library(ggpubr)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5217\u51fa\u6211\u4eec\u9700\u8981\u5206\u6790\u7684\u57fa\u56e0<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">sig_gene <- <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__string\">\"GENE1\"<\/span>,<span class=\"code-snippet__string\">\" GENE2\"<\/span>,<span class=\"code-snippet__string\">\" GENE3\"<\/span>,<span class=\"code-snippet__string\">\" GENE4\"<\/span>,<span class=\"code-snippet__string\">\" GENE5\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bfb\u53d6\u57fa\u56e0\u8868\u8fbe\u77e9\u9635<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">expr <- read.csv(<span class=\"code-snippet__string\">\"exp.csv\"<\/span>,header=<span class=\"code-snippet__built_in\">T<\/span>,row.names=<span class=\"code-snippet__number\">1<\/span>,check.names=<span class=\"code-snippet__built_in\">F<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8f6c\u7f6e\uff0c\u8981\u6c42\u884c\u4e3a\u6837\u672c\uff0c\u5217\u4e3a\u57fa\u56e0\uff0c\u7b26\u5408\u7684\u6570\u636e\u5c31\u4e0d\u9700\u8981\u8fd9\u4e00\u6b65\u5566<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">expr_data <- t(expr)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bfb\u53d6\u514d\u75ab\u7ec6\u80de\u6570\u636e<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">immu_data <- read.table(<span class=\"code-snippet__string\">\"ciber_result.txt\"<\/span>,sep=<span class=\"code-snippet__string\">\"t\"<\/span>,header=<span class=\"code-snippet__built_in\">T<\/span>,row.names=<span class=\"code-snippet__number\">1<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u53bb\u6389\u6700\u540e\u4e09\u5217\u7684\"P.value\"\uff0c\"Correlation\"\uff0c\"RMSE\"\uff08\u8fd9\u91cc\u7528\u7684\u662fcibersort\u8ba1\u7b97\u65b9\u5f0f\uff0c\u6240\u4ee5\u4f1a\u6709\u8fd9\u4e09\u5217\u6570\u636e\u54e6\uff09<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">immu_data=immu_data[,<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">22<\/span>]<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bfb\u53d6\u5173\u952e\u57fa\u56e0\u57fa\u56e0\u8868\u8fbe\uff08\u5982\u679c\u5927\u5bb6\u662f\u5168\u90e8\u57fa\u56e0\u5206\u6790\u7684\u8bdd\uff0c\u5c31\u4e0d\u9700\u8981\u8fd9\u4e00\u6b65\u4e86\uff0c\u76f4\u63a5hub <- expr_data\u5c31\u53ef\u4ee5\u5566\uff01\uff09<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">hub <- expr_data[,sig_gene]<\/span><\/code><code><span class=\"code-snippet_outer\">my <- immu_data<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8ba1\u7b97\u76f8\u5173\u6027\uff08\u8fd9\u91cc\u4f7f\u7528\u7684\u662fspearman\u65b9\u5f0f\uff0c\u5927\u5bb6\u4e5f\u53ef\u4ee5\u9009\u62e9pearson\u7b49\u5176\u4ed6\u65b9\u5f0f\u54e6\uff01\uff09<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">d <- corr.test(hub,my,use=<span class=\"code-snippet__string\">\"complete\"<\/span>,method = <span class=\"code-snippet__string\">'spearman'<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u83b7\u53d6\u8ba1\u7b97\u7ed3\u679cr\u503c\u548cp\u503c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">r <- d$r<\/span><\/code><code><span class=\"code-snippet_outer\">p <- d$p<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u6765\u753b\u4e00\u4e2a\u666e\u901a\u7684\u70ed\u56fe\u770b\u770b<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">ggcorrplot(t(d$r), show.legend = <span class=\"code-snippet__built_in\">T<\/span>, <\/span><\/code><code><span class=\"code-snippet_outer\"> p.mat = t(d$p), digits = <span class=\"code-snippet__number\">2<\/span>, sig.level = <span class=\"code-snippet__number\">1<\/span>,insig = <span class=\"code-snippet__string\">'blank'<\/span>,lab = <span class=\"code-snippet__built_in\">T<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.3925925925925926\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_y5RPjrBP6wNibhw5JZqnw5ChMU1oDw.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSRMgMJuBh6S6ZzD3H3PVcia7Qriaicv77ibGYZ8F9VQXPLSF2tMyy5RPjrBP6wNibhw5JZqnw5ChMU1oDw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"font-size: 14px;line-height: 1.8;letter-spacing: 2px;padding-right: 10px;padding-left: 10px;\" powered-by=\"xiumi.us\">\n<p>#\u8fd9\u5c31\u662f\u666e\u901a\u7684\u70ed\u56fe\uff0c\u7b2c\u4e00\u773c\u770b\u4e0a\u53bb\u611f\u89c9\u5f88\u68d2\uff0c\u4f46\u662f\u7ec6\u7422\u78e8\u53d1\u73b0\u8fd9\u53ea\u662f\u6839\u636eR\u503c\u6765\u51b3\u5b9a\u7684\uff0c\u6ca1\u6709\u529e\u6cd5\u76f4\u89c2\u7684\u770b\u51faP\u503c\u554a\uff0c\u8be5\u600e\u6837\u540c\u65f6\u663e\u793aP\u503c\u548cR\u503c\u5462\uff1f<\/p>\n<p>#\u8fd9\u91cc\u5c31\u8981\u6e05\u695a\u6211\u4eec\u7684\u8001\u670b\u53cbggplot2\u5566\uff01<\/p>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5bfc\u5165R\u5305<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">library(ggplot2)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5bfc\u5165\u76f8\u5173\u6027\u5206\u6790\u7ed3\u679c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">cor_result<-read.table(<span class=\"code-snippet__string\">\"corr_result.txt\"<\/span>,header=<span class=\"code-snippet__built_in\">T<\/span>,check.names=<span class=\"code-snippet__built_in\">F<\/span>,sep=<span class=\"code-snippet__string\">\"t\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8fd9\u4e00\u6b65\u5f88\u591a\u5c0f\u4f19\u4f34\u61f5\u4e86\uff0c\u6570\u636e\u54ea\u6765\u7684\uff1f\u522b\u7740\u6025\uff0c\u5bb9\u6211\u6162\u6162\u4ecb\u7ecd<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u9996\u5148\u5bfc\u51fa\u4e0a\u4e00\u6b65\u5f97\u5230\u7684P\u503c\u548cR\u503c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">write.table(t(rbind(r,p)), <span class=\"code-snippet__string\">\"corr_result.txt\"<\/span>,sep=\u201dt\u201d)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u5c31\u5f97\u5230\u4e86\u5982\u4e0b\u7684\u6570\u636e<\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.5324074074074074\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_4MspHWicicVNeWPmJlFKj98YV02aVg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSRMgMJuBh6S6ZzD3H3PVcia7TvDMPdoz9Hg9q4cU3LdYZLtb5h4MspHWicicVNeWPmJlFKj98YV02aVg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"font-size: 14px;line-height: 1.8;letter-spacing: 2px;padding-right: 10px;padding-left: 10px;\" powered-by=\"xiumi.us\">\n<p>#\u63a5\u4e0b\u6765\u6211\u4eec\u9700\u8981\u5bf9\u8fd9\u4e2a\u6570\u636e\u8fdb\u884c\u624b\u52a8\u5904\u7406\u4e00\u4e0b\uff0c\u6574\u7406\u6210\u4e0b\u9762\u8fd9\u4e2a\u6837\u5b50<\/p>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"1.1768518518518518\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_2X3ibr8iaZZqswQ6gl0W1bnBiaPucg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSRMgMJuBh6S6ZzD3H3PVcia7WV087OlbCFI0DWOrRTnZRt3BZdm2X3ibr8iaZZqswQ6gl0W1bnBiaPucg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u4e00\u5171\u56db\u5217\uff0c\u7b2c\u4e00\u5217\u4e3a\u57fa\u56e0\uff0c\u7b2c\u4e8c\u5217\u4e3a\u514d\u75ab\u7ec6\u80de\u540d\uff0c\u7b2c\u4e09\u5217\u4e3a\u76f8\u5173\u6027R\u503c\uff0c\u7b2c\u56db\u5217\u4e3a\u76f8\u5173\u6027p\u503c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u6574\u7406\u5b8c\u6570\u636e\u7136\u540e\u5c31\u53ef\u4ee5\u5f00\u59cb\u7ed8\u56fe\u5566<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5148\u53bb\u9664\u7a7a\u503c\u54e6\uff0c\u6570\u636e\u91cc\u6709\u4e00\u4e9bNA\u90fd\u9700\u8981\u53bb\u6389\u518d\u5f00\u59cb\u7ed8\u56fe<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5bfc\u5165\u6570\u636e\uff0c\u6307\u5b9a\u57fa\u56e0\u548c\u514d\u75ab\u7ec6\u80de\u4ee5\u53caR\u503c\u5bf9\u5e94\u7684\u5217<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">gg<-ggplot(cor_result,aes(y=im_cell,x=Gene,fill=Cor))+<\/span><\/code><code><span class=\"code-snippet_outer\">geom_tile()+<\/span><\/code><code><span class=\"code-snippet_outer\">theme_bw()+<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bbe\u7f6e\u6807\u9898\u5b57\u4f53\u5927\u5c0f\u53ca\u989c\u8272<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">theme(plot.title = element_text( face = <span class=\"code-snippet__string\">\"bold\"<\/span>, color = <span class=\"code-snippet__string\">\"black\"<\/span>, size = <span class=\"code-snippet__number\">15<\/span>, hjust = <span class=\"code-snippet__number\">0.5<\/span>))+<\/span><\/code><code><span class=\"code-snippet_outer\">theme(panel.grid.major = element_blank()) +<\/span><\/code><code><span class=\"code-snippet_outer\">theme(legend.key=element_blank())+<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bbe\u7f6eX\u8f74\u523b\u5ea6<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">theme(axis.text.x=element_text(angle=<span class=\"code-snippet__number\">45<\/span>,vjust=<span class=\"code-snippet__number\">0.2<\/span>,hjust=<span class=\"code-snippet__number\">0.3<\/span>,size=<span class=\"code-snippet__number\">13<\/span>,colour=<span class=\"code-snippet__string\">\"black\"<\/span>))+<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bbe\u7f6e\u6807\u7b7e\u5b57\u4f53\u5927\u5c0f\u989c\u8272<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">theme(axis.title=element_text(size=<span class=\"code-snippet__number\">13<\/span>,colour=<span class=\"code-snippet__string\">\"black\"<\/span>))+<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bbe\u7f6ey\u8f74\u523b\u5ea6<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">theme(axis.text.y=element_text(size=<span class=\"code-snippet__number\">13<\/span>,colour=<span class=\"code-snippet__string\">\"black\"<\/span>))+<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5b9a\u4e49\u76f8\u5173\u6027\u6a21\u5757\u989c\u8272\u6e10\u53d8<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">scale_fill_gradient2(low=<span class=\"code-snippet__string\">\"blue\"<\/span>,mid=<span class=\"code-snippet__string\">\"white\"<\/span>,high=<span class=\"code-snippet__string\">\"red\"<\/span>,limits=<span class=\"code-snippet__built_in\">c<\/span>(-<span class=\"code-snippet__number\">1<\/span>,<span class=\"code-snippet__number\">1<\/span>))+<\/span><\/code><code><span 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powered-by=\"xiumi.us\">\n<p>\u7136\u540e\u662f\u6211\u4eec\u7684\u514d\u75ab\u7ec6\u80de\u6c34\u5e73\u6570\u636e\uff08\u514d\u75ab\u7ec6\u80de\u6c34\u5e73\u6570\u636e\u7684\u5206\u6790\u83b7\u5f97\u65b9\u5f0f\u5728\u5927\u6d77\u54e5\u7684\u5f80\u671f\u6587\u7ae0\u4e2d\u6709\u4ecb\u7ecd\u54e6\uff01\uff09<\/p>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.3509259259259259\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_BMzF1vJ8vleT6NyOqib57zKvkg96Yg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSRMgMJuBh6S6ZzD3H3PVcia7wkiaL5ZORhHwib0tLLILnSxoE8WBMzF1vJ8vleT6NyOqib57zKvkg96Yg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"font-size: 14px;line-height: 1.8;letter-spacing: 2px;padding-right: 10px;padding-left: 10px;\" powered-by=\"xiumi.us\">\n<p>\u6709\u4e86\u8fd9\u4e24\u4e2a\u6570\u636e\uff0c\u5c31\u53ef\u4ee5\u5f00\u59cb\u76f8\u5173\u6027\u5206\u6790\u5566\uff01<\/p>\n<p><strong><span style=\"color: rgb(59, 149, 115);\"><br \/><\/span><\/strong><\/p>\n<p><strong><span style=\"color: rgb(59, 149, 115);\">\u4ee3\u7801\u5c55\u793a<\/span><\/strong><\/p>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u9996\u5148\u5bfc\u5165\u6211\u4eec\u9700\u8981\u7528\u5230\u7684R\u5305<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">library(psych)<\/span><\/code><code><span class=\"code-snippet_outer\">library(ggpubr)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5217\u51fa\u6211\u4eec\u9700\u8981\u5206\u6790\u7684\u57fa\u56e0<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">sig_gene <- <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__string\">\"GENE1\"<\/span>,<span class=\"code-snippet__string\">\" GENE2\"<\/span>,<span class=\"code-snippet__string\">\" GENE3\"<\/span>,<span class=\"code-snippet__string\">\" GENE4\"<\/span>,<span class=\"code-snippet__string\">\" GENE5\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bfb\u53d6\u57fa\u56e0\u8868\u8fbe\u77e9\u9635<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">expr <- read.csv(<span class=\"code-snippet__string\">\"exp.csv\"<\/span>,header=<span class=\"code-snippet__built_in\">T<\/span>,row.names=<span class=\"code-snippet__number\">1<\/span>,check.names=<span class=\"code-snippet__built_in\">F<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8f6c\u7f6e\uff0c\u8981\u6c42\u884c\u4e3a\u6837\u672c\uff0c\u5217\u4e3a\u57fa\u56e0\uff0c\u7b26\u5408\u7684\u6570\u636e\u5c31\u4e0d\u9700\u8981\u8fd9\u4e00\u6b65\u5566<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">expr_data <- t(expr)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bfb\u53d6\u514d\u75ab\u7ec6\u80de\u6570\u636e<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">immu_data <- read.table(<span class=\"code-snippet__string\">\"ciber_result.txt\"<\/span>,sep=<span class=\"code-snippet__string\">\"t\"<\/span>,header=<span class=\"code-snippet__built_in\">T<\/span>,row.names=<span class=\"code-snippet__number\">1<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u53bb\u6389\u6700\u540e\u4e09\u5217\u7684\"P.value\"\uff0c\"Correlation\"\uff0c\"RMSE\"\uff08\u8fd9\u91cc\u7528\u7684\u662fcibersort\u8ba1\u7b97\u65b9\u5f0f\uff0c\u6240\u4ee5\u4f1a\u6709\u8fd9\u4e09\u5217\u6570\u636e\u54e6\uff09<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">immu_data=immu_data[,<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">22<\/span>]<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bfb\u53d6\u5173\u952e\u57fa\u56e0\u57fa\u56e0\u8868\u8fbe\uff08\u5982\u679c\u5927\u5bb6\u662f\u5168\u90e8\u57fa\u56e0\u5206\u6790\u7684\u8bdd\uff0c\u5c31\u4e0d\u9700\u8981\u8fd9\u4e00\u6b65\u4e86\uff0c\u76f4\u63a5hub <- expr_data\u5c31\u53ef\u4ee5\u5566\uff01\uff09<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">hub <- expr_data[,sig_gene]<\/span><\/code><code><span class=\"code-snippet_outer\">my <- immu_data<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8ba1\u7b97\u76f8\u5173\u6027\uff08\u8fd9\u91cc\u4f7f\u7528\u7684\u662fspearman\u65b9\u5f0f\uff0c\u5927\u5bb6\u4e5f\u53ef\u4ee5\u9009\u62e9pearson\u7b49\u5176\u4ed6\u65b9\u5f0f\u54e6\uff01\uff09<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">d <- corr.test(hub,my,use=<span class=\"code-snippet__string\">\"complete\"<\/span>,method = <span class=\"code-snippet__string\">'spearman'<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u83b7\u53d6\u8ba1\u7b97\u7ed3\u679cr\u503c\u548cp\u503c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">r <- d$r<\/span><\/code><code><span class=\"code-snippet_outer\">p <- d$p<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u6765\u753b\u4e00\u4e2a\u666e\u901a\u7684\u70ed\u56fe\u770b\u770b<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">ggcorrplot(t(d$r), show.legend = <span class=\"code-snippet__built_in\">T<\/span>, <\/span><\/code><code><span class=\"code-snippet_outer\"> p.mat = t(d$p), digits = <span class=\"code-snippet__number\">2<\/span>, sig.level = <span class=\"code-snippet__number\">1<\/span>,insig = <span class=\"code-snippet__string\">'blank'<\/span>,lab = <span class=\"code-snippet__built_in\">T<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.3925925925925926\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_y5RPjrBP6wNibhw5JZqnw5ChMU1oDw.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSRMgMJuBh6S6ZzD3H3PVcia7Qriaicv77ibGYZ8F9VQXPLSF2tMyy5RPjrBP6wNibhw5JZqnw5ChMU1oDw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"font-size: 14px;line-height: 1.8;letter-spacing: 2px;padding-right: 10px;padding-left: 10px;\" powered-by=\"xiumi.us\">\n<p>#\u8fd9\u5c31\u662f\u666e\u901a\u7684\u70ed\u56fe\uff0c\u7b2c\u4e00\u773c\u770b\u4e0a\u53bb\u611f\u89c9\u5f88\u68d2\uff0c\u4f46\u662f\u7ec6\u7422\u78e8\u53d1\u73b0\u8fd9\u53ea\u662f\u6839\u636eR\u503c\u6765\u51b3\u5b9a\u7684\uff0c\u6ca1\u6709\u529e\u6cd5\u76f4\u89c2\u7684\u770b\u51faP\u503c\u554a\uff0c\u8be5\u600e\u6837\u540c\u65f6\u663e\u793aP\u503c\u548cR\u503c\u5462\uff1f<\/p>\n<p>#\u8fd9\u91cc\u5c31\u8981\u6e05\u695a\u6211\u4eec\u7684\u8001\u670b\u53cbggplot2\u5566\uff01<\/p>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5bfc\u5165R\u5305<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">library(ggplot2)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5bfc\u5165\u76f8\u5173\u6027\u5206\u6790\u7ed3\u679c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">cor_result<-read.table(<span class=\"code-snippet__string\">\"corr_result.txt\"<\/span>,header=<span class=\"code-snippet__built_in\">T<\/span>,check.names=<span class=\"code-snippet__built_in\">F<\/span>,sep=<span class=\"code-snippet__string\">\"t\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8fd9\u4e00\u6b65\u5f88\u591a\u5c0f\u4f19\u4f34\u61f5\u4e86\uff0c\u6570\u636e\u54ea\u6765\u7684\uff1f\u522b\u7740\u6025\uff0c\u5bb9\u6211\u6162\u6162\u4ecb\u7ecd<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u9996\u5148\u5bfc\u51fa\u4e0a\u4e00\u6b65\u5f97\u5230\u7684P\u503c\u548cR\u503c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">write.table(t(rbind(r,p)), <span class=\"code-snippet__string\">\"corr_result.txt\"<\/span>,sep=\u201dt\u201d)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u5c31\u5f97\u5230\u4e86\u5982\u4e0b\u7684\u6570\u636e<\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.5324074074074074\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_4MspHWicicVNeWPmJlFKj98YV02aVg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSRMgMJuBh6S6ZzD3H3PVcia7TvDMPdoz9Hg9q4cU3LdYZLtb5h4MspHWicicVNeWPmJlFKj98YV02aVg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"font-size: 14px;line-height: 1.8;letter-spacing: 2px;padding-right: 10px;padding-left: 10px;\" powered-by=\"xiumi.us\">\n<p>#\u63a5\u4e0b\u6765\u6211\u4eec\u9700\u8981\u5bf9\u8fd9\u4e2a\u6570\u636e\u8fdb\u884c\u624b\u52a8\u5904\u7406\u4e00\u4e0b\uff0c\u6574\u7406\u6210\u4e0b\u9762\u8fd9\u4e2a\u6837\u5b50<\/p>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"1.1768518518518518\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_2X3ibr8iaZZqswQ6gl0W1bnBiaPucg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSRMgMJuBh6S6ZzD3H3PVcia7WV087OlbCFI0DWOrRTnZRt3BZdm2X3ibr8iaZZqswQ6gl0W1bnBiaPucg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u4e00\u5171\u56db\u5217\uff0c\u7b2c\u4e00\u5217\u4e3a\u57fa\u56e0\uff0c\u7b2c\u4e8c\u5217\u4e3a\u514d\u75ab\u7ec6\u80de\u540d\uff0c\u7b2c\u4e09\u5217\u4e3a\u76f8\u5173\u6027R\u503c\uff0c\u7b2c\u56db\u5217\u4e3a\u76f8\u5173\u6027p\u503c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u6574\u7406\u5b8c\u6570\u636e\u7136\u540e\u5c31\u53ef\u4ee5\u5f00\u59cb\u7ed8\u56fe\u5566<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5148\u53bb\u9664\u7a7a\u503c\u54e6\uff0c\u6570\u636e\u91cc\u6709\u4e00\u4e9bNA\u90fd\u9700\u8981\u53bb\u6389\u518d\u5f00\u59cb\u7ed8\u56fe<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5bfc\u5165\u6570\u636e\uff0c\u6307\u5b9a\u57fa\u56e0\u548c\u514d\u75ab\u7ec6\u80de\u4ee5\u53caR\u503c\u5bf9\u5e94\u7684\u5217<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">gg<-ggplot(cor_result,aes(y=im_cell,x=Gene,fill=Cor))+<\/span><\/code><code><span class=\"code-snippet_outer\">geom_tile()+<\/span><\/code><code><span class=\"code-snippet_outer\">theme_bw()+<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bbe\u7f6e\u6807\u9898\u5b57\u4f53\u5927\u5c0f\u53ca\u989c\u8272<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">theme(plot.title = element_text( face = <span class=\"code-snippet__string\">\"bold\"<\/span>, color = <span class=\"code-snippet__string\">\"black\"<\/span>, size = <span class=\"code-snippet__number\">15<\/span>, hjust = <span class=\"code-snippet__number\">0.5<\/span>))+<\/span><\/code><code><span class=\"code-snippet_outer\">theme(panel.grid.major = element_blank()) +<\/span><\/code><code><span class=\"code-snippet_outer\">theme(legend.key=element_blank())+<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bbe\u7f6eX\u8f74\u523b\u5ea6<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">theme(axis.text.x=element_text(angle=<span class=\"code-snippet__number\">45<\/span>,vjust=<span class=\"code-snippet__number\">0.2<\/span>,hjust=<span class=\"code-snippet__number\">0.3<\/span>,size=<span class=\"code-snippet__number\">13<\/span>,colour=<span class=\"code-snippet__string\">\"black\"<\/span>))+<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bbe\u7f6e\u6807\u7b7e\u5b57\u4f53\u5927\u5c0f\u989c\u8272<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">theme(axis.title=element_text(size=<span class=\"code-snippet__number\">13<\/span>,colour=<span class=\"code-snippet__string\">\"black\"<\/span>))+<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8bbe\u7f6ey\u8f74\u523b\u5ea6<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">theme(axis.text.y=element_text(size=<span class=\"code-snippet__number\">13<\/span>,colour=<span class=\"code-snippet__string\">\"black\"<\/span>))+<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5b9a\u4e49\u76f8\u5173\u6027\u6a21\u5757\u989c\u8272\u6e10\u53d8<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">scale_fill_gradient2(low=<span class=\"code-snippet__string\">\"blue\"<\/span>,mid=<span class=\"code-snippet__string\">\"white\"<\/span>,high=<span class=\"code-snippet__string\">\"red\"<\/span>,limits=<span class=\"code-snippet__built_in\">c<\/span>(-<span class=\"code-snippet__number\">1<\/span>,<span class=\"code-snippet__number\">1<\/span>))+<\/span><\/code><code><span class=\"code-snippet_outer\">labs(title=<span class=\"code-snippet__string\">\"Correlation between immune cells and genes\"<\/span>,y = <span class=\"code-snippet__string\">\"Immune Cell\"<\/span>,x=<span class=\"code-snippet__string\">\"Gene\"<\/span>)+<\/span><\/code><code><span class=\"code-snippet_outer\">geom_text(aes(label=(paste(<span class=\"code-snippet__built_in\">round<\/span>(Cor,<span class=\"code-snippet__number\">2<\/span>),paste(<span class=\"code-snippet__string\">\"(\"<\/span>,<span class=\"code-snippet__built_in\">signif<\/span>(p.value,<span class=\"code-snippet__number\">3<\/span>),<span class=\"code-snippet__string\">\")\"<\/span>,<span class=\"code-snippet__string\">\"\"<\/span>),sep=<span class=\"code-snippet__string\">\"n\"<\/span>))),size=<span class=\"code-snippet__number\">5<\/span>,color=<span class=\"code-snippet__string\">\"black\"<\/span>,hjust=<span class=\"code-snippet__number\">0.5<\/span>)+<\/span><\/code><code><span class=\"code-snippet_outer\">scale_y_discrete(limits=rev(levels(cor_result$im_cell)))<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u4fdd\u5b58\u56fe\u7247<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">ggsave(gg,file=<span class=\"code-snippet__string\">\"corr.pdf\"<\/span>,width=<span class=\"code-snippet__number\">15<\/span>,height=<span class=\"code-snippet__number\">12<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u8ba9\u6211\u4eec\u770b\u770b\u7ed3\u679c\u56fe\u662f\u4ec0\u4e48\u6837\u5b50<\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.7861111111111111\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_tiaBVs8NYwDwDtN76GNdgibKnicaAQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSRMgMJuBh6S6ZzD3H3PVcia70BicghzMTyjezKW7xExMuAU4jmsKtiaBVs8NYwDwDtN76GNdgibKnicaAQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"font-size: 12px;line-height: 0;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"font-size: 14px;line-height: 1.8;letter-spacing: 2px;padding-right: 10px;padding-left: 10px;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>#\u770b\u770b\u8fd9\u4e2a\u56fe\uff0c\u76f4\u89c2\u597d\u770b\uff0c\u65e2\u6709P\u503c\u53c8\u6709R\u503c\uff0c\u6bcf\u4e2a\u683c\u5b50\u4e2d\u4e0a\u534a\u90e8\u5206\u4e3aR\u503c\uff0c\u4e0b\u534a\u90e8\u5206\u4e3aP\u503c\uff0c\u662f\u4e0d\u662f\u6bd4\u4e4b\u524d\u7684\u90a3\u4e2a\u56fe\u597d\u591a\u4e86\uff1f\u8fd9\u4e2a\u70ed\u56fe\u4e0d\u4ec5\u9002\u7528\u4e8e\u57fa\u56e0\u4e0e\u514d\u75ab\u7ec6\u80de\u50cf\u5173\u6027\u5206\u6790\uff0c\u57fa\u56e0\u4e4b\u95f4\u76f8\u5173\u6027\u5206\u6790\u4e5f\u662f\u53ef\u4ee5\u7684\u54e6\uff01\u7b80\u76f4\u5c31\u662f\u4e07\u80fd\u901a\u7528\uff01<\/p>\n<p><br \/><\/p>\n<\/section>\n<section style=\"display: flex;flex-flow: row;margin: 10px 0% 20px;text-align: left;justify-content: flex-start;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: auto;flex: 0 0 0%;height: auto;align-self: flex-start;line-height: 0;\">\n<section style=\"text-align: right;margin-right: 0%;margin-bottom: -20px;margin-left: 0%;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 8px;height: 20px;vertical-align: top;overflow: hidden;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);background-color: rgb(245, 241, 224);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<section style=\"text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 16px;height: 20px;vertical-align: top;overflow: hidden;border-width: 0px;border-radius: 21px 21px 0px 0px;border-style: none;border-color: rgb(62, 62, 62);background-color: rgb(231, 215, 173);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;background-color: rgb(245, 241, 224);flex: 100 100 0%;align-self: flex-start;height: auto;border-right: 0px 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