{"id":59478,"date":"2024-06-17T08:24:11","date_gmt":"2024-06-17T00:24:11","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=59478"},"modified":"2024-06-17T08:24:11","modified_gmt":"2024-06-17T00:24:11","slug":"%e4%b8%89%e5%88%86%e9%92%9f%e7%bb%98%e5%88%b6%e5%8f%8c%e6%9b%b2%e7%ba%bf%e6%96%b0%e5%9e%8b%e7%81%ab%e5%b1%b1%e5%9b%be","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=59478","title":{"rendered":"\u4e09\u5206\u949f\u7ed8\u5236\u53cc\u66f2\u7ebf\u65b0\u578b\u706b\u5c71\u56fe"},"content":{"rendered":"<p><html><br \/>\n<head><br \/>\n<title><\/title><br \/>\n<meta charset=\"utf-8\"><br \/>\n<meta name=\"viewport\" content=\"width=device-width,initial-scale=1.0,maximum-scale=1.0,user-scalable=0,viewport-fit=cover\"><\/p>\n<style>\n*{margin:0;padding:0}html{-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%;line-height:1.6}img{z-index:999;position:relative;max-width:100%;margin:10px 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red;\">&nbsp;<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><br  \/><\/p>\n<h2 style=\"text-align: center;\"><em><span style=\"font-size: 20px;\"><strong><span style=\"font-family: \u9ed1\u4f53;\">\u53cc\u66f2\u7ebf\u706b\u5c71\u56fe<\/span><\/strong><\/span><\/em><strong><span style=\"mso-spacerun:&#39;yes&#39;;font-family:Arial;mso-fareast-font-family:\u9ed1\u4f53;mso-bidi-font-family:&#39;Times New Roman&#39;;mso-ansi-font-weight:bold;font-size:16.0000pt;mso-font-kerning:1.0000pt;\"><o:p><\/o:p><\/span><\/strong><\/h2>\n<p><span style=\"font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 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style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"1.036764705882353\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_ziaBTRhIxibyCficgA6l6HjZlGPmEQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAzRRponrmWezeJ06LYFcyFqU1T9opXP2a99wiby3b2njbVo6l1gziaBTRhIxibyCficgA6l6HjZlGPmEQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"544\" style=\"\" data-recalc-dims=\"1\"><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<h2 style=\"text-align: center;\"><em><strong><span style=\"mso-spacerun:&#39;yes&#39;;font-family:\u9ed1\u4f53;mso-ascii-font-family:Arial;mso-hansi-font-family:Arial;mso-bidi-font-family:&#39;Times New Roman&#39;;mso-ansi-font-weight:bold;font-size:16.0000pt;mso-font-kerning:1.0000pt;\">\u5b89\u88c5\u76f8\u5e94\u7684\u5305\u5e76\u52a0\u8f7d<\/span><\/strong><\/em><strong><span style=\"mso-spacerun:&#39;yes&#39;;font-family:Arial;mso-fareast-font-family:\u9ed1\u4f53;mso-bidi-font-family:&#39;Times New Roman&#39;;mso-ansi-font-weight:bold;font-size:16.0000pt;mso-font-kerning:1.0000pt;\"><o:p><\/o:p><\/span><\/strong><\/h2>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<\/section>\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\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<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"shell\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span>\u76f8\u5173R\u5305\u8f7d\u5165\uff1a<\/span><\/code><code><span class=\"code-snippet_outer\">library(dplyr)<\/span><\/code><code><span class=\"code-snippet_outer\">library(ggplot2)<\/span><\/code><code><span class=\"code-snippet_outer\">library(ggrepel)<\/span><\/code><code><span class=\"code-snippet_outer\">library(patchwork)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span>\u672c\u5730\u6d4b\u8bd5\u6570\u636e\u8bfb\u5165\uff0c\u5177\u4f53\u6570\u636e\u89c1\u9644\u4ef6<\/span><\/code><code><span class=\"code-snippet_outer\">df &lt;- read.csv('.\/test.xls',header = T,sep = \"t\")<\/span><\/code><code><span class=\"code-snippet_outer\">head(df)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span><span class=\"code-snippet__comment\">#\u7b5b\u9009\u9608\u503c\u786e\u5b9a\uff0c\u4e00\u822c\u9608\u503c\u662fp\uff1c0.05\uff0c|log2FC|\uff1e1<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">pvalue = 0.05<\/span><\/code><code><span class=\"code-snippet_outer\">log2FC = 1<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span>\u6839\u636e\u9608\u503c\u6dfb\u52a0\u4e0a\u4e0b\u8c03\u5206\u7ec4\u6807\u7b7e\uff1a<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">df$<\/span>group &lt;- case_when(<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">  df$<\/span>log2FC &gt; log2FC &amp; df<span class=\"code-snippet__variable\">$Pvalue<\/span> &lt; pvalue ~ <span class=\"code-snippet__string\">\"up\"<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">  df$<\/span>log2FC &lt; -log2FC &amp; df<span class=\"code-snippet__variable\">$Pvalue<\/span> &lt; pvalue ~ <span class=\"code-snippet__string\">\"down\"<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">  TRUE ~ 'none'<\/span><\/code><code><span class=\"code-snippet_outer\">)<\/span><\/code><code><span class=\"code-snippet_outer\">head(df)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span>\u8f6c\u6362\u4e3a\u56e0\u5b50\u6307\u5b9a\u7ed8\u56fe\u987a\u5e8f\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">df$<\/span><span class=\"code-snippet__string\">'-log10(pvalue)'<\/span> &lt;- -log10(df<span class=\"code-snippet__variable\">$Pvalue<\/span>) <span class=\"code-snippet__comment\">#\u65b0\u589e-log10p\u5217<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">df$<\/span>group &lt;- factor(df<span class=\"code-snippet__variable\">$group<\/span>, levels = c(<span class=\"code-snippet__string\">\"up\"<\/span>,<span class=\"code-snippet__string\">\"down\"<\/span>,<span class=\"code-snippet__string\">\"none\"<\/span>))<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span>ggplot2\u5efa\u7acb\u6620\u5c04\uff1a<\/span><\/code><code><span class=\"code-snippet_outer\">p &lt;- ggplot(data = df,<\/span><\/code><code><span class=\"code-snippet_outer\">            aes(x = log2FC, y = `-log10(pvalue)`, color = group)) + #\u5efa\u7acb\u6620\u5c04<\/span><\/code><code><span class=\"code-snippet_outer\">  geom_point(size = 2.2) #\u7ed8\u5236\u6563\u70b9<\/span><\/code><code><span class=\"code-snippet_outer\">&nbsp;&nbsp;p<\/span><\/code><\/pre>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><span style=\"display: none;line-height: 0px;\">\u200d<\/span><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.703757225433526\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_jXLxh6jzyHvLPVBsBUduHueLnmWN9Q.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAzRRponrmWezeJ06LYFcyFqwhRYr2R29HyMFmNe4CmgWqCTjXLxh6jzyHvLPVBsBUduHueLnmWN9Q\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"692\" style=\"\"  data-recalc-dims=\"1\" \/><\/p>\n<p><span style=\"font-size: 14px;\"><\/span><\/p>\n<p style=\"text-align: center;white-space: normal;font-size: 16px;\"><o:p><\/o:p><\/p>\n<\/section>\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"perl\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u53ef\u4ee5\u8c03\u6574\u4e0b\u5217\u53c2\u6570\uff0c\u8fdb\u884c\u7ed8\u56fe\u3002<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">p1 &lt;- p +<\/span><\/code><code><span class=\"code-snippet_outer\">  scale_x_continuous(limits = c(-<span class=\"code-snippet__number\">7<\/span>, <span class=\"code-snippet__number\">7<\/span>), breaks = se<span class=\"code-snippet__string\">q(-7, 7, by = 2)<\/span>)+<\/span><\/code><code><span class=\"code-snippet_outer\">  scale_y_continuous(expand = expansion(add = c(<span class=\"code-snippet__number\">0<\/span>.<span class=\"code-snippet__number\">5<\/span>, <span class=\"code-snippet__number\">0<\/span>)),<\/span><\/code><code><span class=\"code-snippet_outer\">                     limits = c(<span class=\"code-snippet__number\">0<\/span>, <span class=\"code-snippet__number\">10<\/span>), breaks = se<span class=\"code-snippet__string\">q(0, 10, by = 5)<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<\/section>\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><br  \/><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.6763005780346821\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_WibYaPEjL48tKzlO01c8oHEtdEDAoA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAzRRponrmWezeJ06LYFcyFqLPibsib5NaHxSuIhyFH1bvQ33UBWibYaPEjL48tKzlO01c8oHEtdEDAoA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"692\" style=\"\"  data-recalc-dims=\"1\" \/><\/p>\n<p><span style=\"font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;\"><span style=\"font-size: 14px;font-family: \u5b8b\u4f53;\"><\/span><\/span><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><br  \/><\/p>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"objectivec\"><code><span class=\"code-snippet_outer\">#\u81ea\u5b9a\u4e49\u989c\u8272\u4e0e\u4e3b\u9898\uff1a<\/span><\/code><code><span class=\"code-snippet_outer\">mycol &lt;- c(\"#EB4232\",\"#2DB2EB\",\"#d8d8d8\")<\/span><\/code><code><span class=\"code-snippet_outer\">mytheme &lt;- theme_classic() +<\/span><\/code><code><span class=\"code-snippet_outer\">  theme(<\/span><\/code><code><span class=\"code-snippet_outer\">    axis.title = element_text(size = 15),<\/span><\/code><code><span class=\"code-snippet_outer\">    axis.text = element_text(size = 14),<\/span><\/code><code><span class=\"code-snippet_outer\">    legend.text = element_text(size = 14)<\/span><\/code><code><span class=\"code-snippet_outer\">  )<\/span><\/code><code><span class=\"code-snippet_outer\">p2 &lt;- p1 +<\/span><\/code><code><span class=\"code-snippet_outer\">  scale_colour_manual(name = \"\", values = alpha(mycol, 0.7)) +<\/span><\/code><code><span class=\"code-snippet_outer\">&nbsp;&nbsp;mytheme<\/span><\/code><\/pre>\n<\/section>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.6893063583815029\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_ibW4heHVCicsDmibDZlx4bFzUfx6Yw.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAzRRponrmWezeJ06LYFcyFqLjtBohvBcJGwBBW2Y90qDsoAn7cibW4heHVCicsDmibDZlx4bFzUfx6Yw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"692\" style=\"\"  data-recalc-dims=\"1\" \/><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"xml\"><code><span class=\"code-snippet_outer\">#\u6dfb\u52a0\u9608\u503c\u8f85\u52a9\u7ebf<\/span><\/code><code><span class=\"code-snippet_outer\">p3 &lt;- p2 +<\/span><\/code><code><span class=\"code-snippet_outer\">  geom_hline(yintercept = c(-log10(pvalue)),size = 0.7,color = \"black\",lty = \"dashed\") + #\u6c34\u5e73\u9608\u503c\u7ebf<\/span><\/code><code><span class=\"code-snippet_outer\">&nbsp;&nbsp;geom_vline(xintercept&nbsp;=&nbsp;c(-log2FC,&nbsp;log2FC),size&nbsp;=&nbsp;0.7,color&nbsp;=&nbsp;\"black\",lty&nbsp;=&nbsp;\"dashed\")&nbsp;#\u5782\u76f4\u9608\u503c\u7ebf<\/span><\/code><\/pre>\n<\/section>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.6720257234726688\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_aDAFfPiaA07U9O34ChXgFDaGX1ugCQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAzRRponrmWezeJ06LYFcyFqePstQZVK7GMdQm36v1GibH5hPhaDAFfPiaA07U9O34ChXgFDaGX1ugCQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"622\" style=\"\"  data-recalc-dims=\"1\" \/><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<h2 style=\"text-align: center;\"><em><strong><span style=\"mso-spacerun:&#39;yes&#39;;font-family:\u9ed1\u4f53;mso-ascii-font-family:Arial;mso-hansi-font-family:Arial;mso-bidi-font-family:&#39;Times New Roman&#39;;mso-ansi-font-weight:bold;font-size:16.0000pt;mso-font-kerning:1.0000pt;\">\u6dfb\u52a0\u53cc\u66f2\u7ebf<\/span><\/strong><\/em><strong><span style=\"mso-spacerun:&#39;yes&#39;;font-family:\u9ed1\u4f53;mso-ascii-font-family:Arial;mso-hansi-font-family:Arial;mso-bidi-font-family:&#39;Times New Roman&#39;;mso-ansi-font-weight:bold;font-size:16.0000pt;mso-font-kerning:1.0000pt;\"><o:p><\/o:p><\/span><\/strong><\/h2>\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<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=\"php\"><code><span class=\"code-snippet_outer\">#\u6839\u636e\u53cd\u6bd4\u4f8b\u51fd\u6570 y = 1\/X\u548c\u81ea\u5df1\u8bbe\u5b9a\u7684\u9608\u503c\u81ea\u5b9a\u4e49\u53cc\u66f2\u7ebf\u51fd\u6570<\/span><\/code><code><span class=\"code-snippet_outer\">f &lt;- function(x){<\/span><\/code><code><span class=\"code-snippet_outer\">  inputx &lt;- seq(0.0001, x, by = 0.0001)<\/span><\/code><code><span class=\"code-snippet_outer\">  y &lt;- 1\/(inputx) + (-log10(pvalue))<\/span><\/code><code><span class=\"code-snippet_outer\">  dff &lt;- rbind(data.frame(x = inputx + log2FC, y = y),<\/span><\/code><code><span class=\"code-snippet_outer\">               data.frame(x = -(inputx + log2FC), y = y))<\/span><\/code><code><span class=\"code-snippet_outer\">  return(dff)<\/span><\/code><code><span class=\"code-snippet_outer\">}<\/span><\/code><code><span class=\"code-snippet_outer\">#\u6839\u636e\u51fd\u6570\u751f\u6210\u6240\u9700\u7684\u66f2\u7ebf\u6570\u7ec4\u5750\u6807\uff1a<\/span><\/code><code><span class=\"code-snippet_outer\">dff_curve &lt;- f(2)<\/span><\/code><code><span class=\"code-snippet_outer\">head(dff_curve)<\/span><\/code><code><span class=\"code-snippet_outer\">#\u9700\u8981\u65b0\u589e\u66f2\u7ebf\u6570\u503c\u5217\uff1a<\/span><\/code><code><span class=\"code-snippet_outer\">##\u6bcf\u5217log2FoldChange\u503c\u5728\u66f2\u7ebf\u4e0a\u5bf9\u5e94\u7684y\u8f74\u5750\u6807\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">df$curve_y &lt;- case_when(<\/span><\/code><code><span class=\"code-snippet_outer\">  df$log2FC &gt; 0 ~ 1\/(df$log2FC-log2FC) + (-log10(pvalue)),<\/span><\/code><code><span class=\"code-snippet_outer\">  df$log2FC &lt;= 0 ~ 1\/(-df$log2FC-log2FC) + (-log10(pvalue))<\/span><\/code><code><span class=\"code-snippet_outer\">)<\/span><\/code><code><span class=\"code-snippet_outer\">#\u8ddf\u524d\u6587\u8bb2\u8ff0\u7684\u4e00\u6837\u6839\u636e\u66f2\u7ebf\u65b0\u589e\u4e0a\u4e0b\u8c03\u5206\u7ec4\u6807\u7b7e\uff1a<\/span><\/code><code><span class=\"code-snippet_outer\">df$group2 &lt;- case_when(<\/span><\/code><code><span class=\"code-snippet_outer\">  df$`-log10(pvalue)` &gt; df$curve_y &amp; df$log2FC &gt;= log2FC ~ 'up',<\/span><\/code><code><span class=\"code-snippet_outer\">  df$`-log10(pvalue)` &gt; df$curve_y &amp; df$log2FC &lt;= -log2FC ~ 'down',<\/span><\/code><code><span class=\"code-snippet_outer\">  TRUE ~ 'none'<\/span><\/code><code><span class=\"code-snippet_outer\">)<\/span><\/code><code><span class=\"code-snippet_outer\">#\u7ed8\u5236\u65b0\u53cc\u66f2\u7ebf\u9608\u503c\u706b\u5c71\u56fe\uff1a<\/span><\/code><code><span class=\"code-snippet_outer\">df$group2 &lt;- factor(df$group2, levels = c(\"up\",\"down\",\"none\")) #\u6307\u5b9a\u987a\u5e8f<\/span><\/code><code><span class=\"code-snippet_outer\">mycol2 &lt;- c(\"#F8B606\",\"#4A1985\",\"#d8d8d8\")<\/span><\/code><code><span class=\"code-snippet_outer\">p4 &lt;- ggplot(data = df,<\/span><\/code><code><span class=\"code-snippet_outer\">             aes(x = log2FC, y = `-log10(pvalue)`, color = group2)) + #\u4f7f\u7528\u65b0\u7684\u5206\u7ec4<\/span><\/code><code><span class=\"code-snippet_outer\">  geom_point(size = 2.2) +<\/span><\/code><code><span class=\"code-snippet_outer\">  scale_x_continuous(limits = c(-7, 7), breaks = seq(-7, 7, by = 2)) +<\/span><\/code><code><span class=\"code-snippet_outer\">  scale_y_continuous(expand = expansion(add = c(0.5, 0)),<\/span><\/code><code><span class=\"code-snippet_outer\">                     limits = c(0, 10), breaks = seq(0, 10, by = 5)) +<\/span><\/code><code><span class=\"code-snippet_outer\">  scale_colour_manual(name = \"\", values = alpha(mycol2, 0.7)) +<\/span><\/code><code><span class=\"code-snippet_outer\">  geom_line(data = dff_curve,<\/span><\/code><code><span class=\"code-snippet_outer\">            aes(x = x, y = y), #\u66f2\u7ebf\u5750\u6807<\/span><\/code><code><span class=\"code-snippet_outer\">            color = \"black\",lty = \"dashed\", size = 0.7) +<\/span><\/code><code><span class=\"code-snippet_outer\">  mytheme<\/span><\/code><code><span class=\"code-snippet_outer\">p4<\/span><\/code><\/pre>\n<\/section>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.6791907514450867\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_eOibKCe9wwOtGw2bpX7jciaWPpCxrA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAzRRponrmWezeJ06LYFcyFqIYkw181L5Grvuhddib9XFJ8ss7NeOibKCe9wwOtGw2bpX7jciaWPpCxrA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"692\" style=\"\"  data-recalc-dims=\"1\" \/><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<h2 style=\"text-align: center;\"><em><strong><span style=\"mso-spacerun:&#39;yes&#39;;font-family:\u9ed1\u4f53;mso-ascii-font-family:Arial;mso-hansi-font-family:Arial;mso-bidi-font-family:&#39;Times New Roman&#39;;mso-ansi-font-weight:bold;font-size:16.0000pt;mso-font-kerning:1.0000pt;\">\u6dfb\u52a0\u6807\u7b7e<\/span><\/strong><\/em><strong><span style=\"mso-spacerun:&#39;yes&#39;;font-family:\u9ed1\u4f53;mso-ascii-font-family:Arial;mso-hansi-font-family:Arial;mso-bidi-font-family:&#39;Times New Roman&#39;;mso-ansi-font-weight:bold;font-size:16.0000pt;mso-font-kerning:1.0000pt;\"><o:p><\/o:p><\/span><\/strong><\/h2>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"xml\"><code><span class=\"code-snippet_outer\">#\u7b5b\u9009\u663e\u8457\u6027top10\u6807\u7b7e\uff1a<\/span><\/code><code><span class=\"code-snippet_outer\">top10 &lt;- filter(df, group2 != \"none\") %&gt;%<\/span><\/code><code><span class=\"code-snippet_outer\">  distinct(GeneName, .keep_all = T) %&gt;%<\/span><\/code><code><span class=\"code-snippet_outer\">  top_n(10, abs(log2FC))<\/span><\/code><code><span class=\"code-snippet_outer\">p5 &lt;- p4 +<\/span><\/code><code><span class=\"code-snippet_outer\">  geom_text_repel(data = top10,<\/span><\/code><code><span class=\"code-snippet_outer\">                  aes(x = log2FC, y = `-log10(pvalue)`, label = GeneName),<\/span><\/code><code><span class=\"code-snippet_outer\">                  force = 80, color = 'black', size = 3.2,<\/span><\/code><code><span class=\"code-snippet_outer\">                  point.padding = 0.5, hjust = 0.5,<\/span><\/code><code><span class=\"code-snippet_outer\">                  arrow = arrow(length = unit(0.02, \"npc\"),<\/span><\/code><code><span class=\"code-snippet_outer\">                                type = \"open\", ends = \"last\"),<\/span><\/code><code><span class=\"code-snippet_outer\">                  segment.color=\"black\",<\/span><\/code><code><span class=\"code-snippet_outer\">                  segment.size = 0.3,<\/span><\/code><code><span class=\"code-snippet_outer\">                  nudge_x = 0,<\/span><\/code><code><span class=\"code-snippet_outer\">                  nudge_y = 1)<\/span><\/code><code><span class=\"code-snippet_outer\">p5<\/span><\/code><\/pre>\n<\/section>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.6820809248554913\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_Pt1iadiapD7UWgticZubztKEpnsu7Q.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAzRRponrmWezeJ06LYFcyFqS9Hbic5JtGyibxzNjJxLC2fJ9Qj5HPt1iadiapD7UWgticZubztKEpnsu7Q\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"692\" style=\"\"  data-recalc-dims=\"1\" \/><\/p>\n<p><br  \/><\/p>\n<p><span style=\"font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><span style=\"font-size: 14px;\">\u8865\u5145\u5173\u4e8e\u706b\u5c71\u56fe\u5dee\u5f02\u7b5b\u9009\u7684\u7edf\u8ba1\u5b66\u610f\u4e49<\/span><span style=\"font-size: 14px;\">\uff1a<\/span><o:p><\/o:p><\/span><\/p>\n<p><span style=\"text-decoration: underline;\"><strong><span style=\"text-decoration: underline;font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;color: rgb(0, 122, 170);\">1\u3001\u4ec0\u4e48\u662ffold change?<\/span><\/strong><\/span><span style=\"font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><span style=\"font-size: 14px;\"><\/span><o:p><\/o:p><\/span><\/p>\n<p><span style=\"font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\u5dee\u5f02\u500d\u6570\uff0c\u7b80\u5355\u6765\u8bf4\u5c31\u662f\u57fa\u56e0\u5728\u4e00\u7ec4\u6837\u54c1\u4e2d\u7684\u8868\u8fbe\u503c\u7684\u5747\u503c\u9664\u4ee5\u5176\u5728\u53e6\u4e00\u7ec4\u6837\u54c1\u4e2d\u7684\u8868\u8fbe\u503c\u7684\u5747\u503c\u3002\u6240\u4ee5\u706b\u5c71\u56fe\u53ea\u9002\u5408\u5c55\u793a\u4e24\u7ec4\u6837\u54c1\u4e4b\u95f4\u7684\u6bd4\u8f83\u3002<o:p><\/o:p><\/span><\/p>\n<p><span style=\"text-decoration: underline;\"><strong><span style=\"text-decoration: underline;font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;color: rgb(0, 122, 170);\">2\u3001\u4e3a\u4ec0\u4e48\u8981\u505aLog 2\u8f6c\u6362\uff1f<\/span><\/strong><\/span><span style=\"font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><span style=\"font-size: 14px;\"><\/span><o:p><\/o:p><\/span><\/p>\n<p><span style=\"font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><span style=\"font-size: 14px;\">\u7ed8\u5236\u5230\u56fe\u4e2d\u65f6\uff0c\u4e0a\u8c03\u5360\u7684\u7a7a\u95f4\u591a\uff0c\u4e0b\u8c03\u5360\u7684\u7a7a\u95f4\u5c11\uff0c\u5c55\u793a\u8d77\u6765\u4e0d\u65b9\u4fbf\u3002\u6240\u4ee5\u4e00\u822c\u4f1a\u505a<\/span>Log 2<span style=\"font-size: 14px;\">\u8f6c\u6362\u3002\u9ed8\u8ba4\u6211\u4eec\u90fd\u4f1a\u7528\u4e24\u500d\u5dee\u5f02 \uff08<\/span><span style=\"font-size: 14px;\">fold change == 2 | 0.5<\/span><span style=\"font-size: 14px;\">\uff09\u505a\u4e3a\u4e00\u4e2a\u7b5b\u9009\u6807\u51c6\u3002<\/span><o:p><\/o:p><\/span><\/p>\n<p><span style=\"text-decoration: underline;\"><strong><span style=\"text-decoration: underline;font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;color: rgb(0, 122, 170);\">3\u3001P-value\u90fd\u6bd4\u8f83\u719f\u6089<\/span><\/strong><\/span><span style=\"font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><span style=\"font-size: 14px;\">\uff0c\u7edf\u8ba1\u68c0\u9a8c\u83b7\u5f97\u7684\u662f\u5426\u7edf\u8ba1\u5dee\u5f02\u663e\u8457\u7684\u4e00\u4e2a\u8861\u91cf\u503c\uff0c\u7ea6\u5b9a\u6210\u4fd7\u7684P-value&lt;0.05\u4e3a\u7edf\u8ba1\u68c0\u9a8c\u663e\u8457\u7684\u5e38\u89c4\u6807\u51c6\u3002<\/span><o:p><\/o:p><\/span><\/p>\n<p><span style=\"text-decoration: underline;\"><strong><span style=\"text-decoration: underline;font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;color: rgb(0, 122, 170);\">4\u3001\u4ec0\u4e48\u662fadjusted P-value?<\/span><\/strong><\/span><span style=\"font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><o:p><\/o:p><\/span><\/p>\n<p><span style=\"font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\u505a\u5dee\u5f02\u57fa\u56e0\u68c0\u6d4b\u65f6\uff0c\u8981\u5bf9\u6210\u5343\u4e0a\u4e07\u7684\u57fa\u56e0\u5206\u522b\u505a\u5dee\u5f02\u7edf\u8ba1\u68c0\u9a8c\u3002\u7edf\u8ba1\u5b66\u5bb6\u8ba4\u4e3a\u505a\u8fd9\u4e48\u591a\u6b21\u7684\u68c0\u9a8c\uff0c\u672c\u8eab\u5c31\u4f1a\u5f15\u5165\u5047\u9633\u6027\u7ed3\u679c\uff0c\u9700\u8981\u505a\u4e00\u4e2a\u591a\u91cd\u5047\u8bbe\u68c0\u9a8c\u6821\u6b63\u3002<o:p><\/o:p><\/span><\/p>\n<p><span style=\"text-decoration: underline;\"><strong><span style=\"text-decoration: underline;font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;color: rgb(0, 122, 170);\">5\u3001\u4e3a\u4ec0\u4e48\u505a-Log 10\u8f6c\u6362\u5462\uff1f<\/span><\/strong><\/span><span style=\"font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><span style=\"font-size: 14px;\"><\/span><o:p><\/o:p><\/span><\/p>\n<p><span style=\"font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><span style=\"font-size: 14px;\">\u56e0\u4e3a<\/span>FDR<span style=\"font-size: 14px;\">\u503c\u662f<\/span><span style=\"font-size: 14px;\">0-1<\/span><span style=\"font-size: 14px;\">\u4e4b\u95f4\uff0c\u6570\u503c\u8d8a\u5c0f\u8d8a\u662f\u7edf\u8ba1\u663e\u8457\uff0c\u4e5f\u8d8a\u662f\u6211\u4eec\u5173\u6ce8\u7684\u3002<\/span><span style=\"font-size: 14px;\">-Log 10 (adjusted P-value)<\/span><span style=\"font-size: 14px;\">\u8f6c\u6362\u540e\u6b63\u597d\u662f\u53cd\u4e86\u591a\u6765\uff0c\u6570\u503c\u8d8a\u5927\u8d8a\u663e\u8457\uff0c\u800c\u4e14\u4ee5<\/span><span style=\"font-size: 14px;\">10<\/span><span style=\"font-size: 14px;\">\u4e3a\u5e95\u5f88\u5bb9\u6613\u6362\u7b97\u56de\u53bb\u3002<\/span><o:p><\/o:p><\/span><\/p>\n<p><span style=\"font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><span style=\"font-size: 14px;\">\u5982\u679c\u9047\u5230\u4e0d\u61c2\u7684\u4e5f\u53ef\u4ee5\u501f\u52a9\u7ebf\u4e0a\u7684\u4e91\u5e73\u53f0\u54e6\uff5e<\/span>http:\/\/www.biocloudservice.com\/home.html<o:p><\/o:p><\/span><\/p>\n<p><span style=\"font-size: 14px;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><span style=\"font-size: 14px;\">\u597d\u4e86\u4eca\u5929\u7684\u706b\u5c71\u56fe\u5c31\u8bb2\u5230\u8fd9\u91cc<\/span><span style=\"font-size: 14px;\">\uff0c\u6b22\u8fce\u5927\u5bb6\u6709\u95ee\u9898\u4e0e\u5c0f\u679c\u4e00\u8d77\u8ba8\u8bba\u54e6\uff5e<\/span><\/span><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<\/section>\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><span style=\"color: rgb(217, 33, 66);\"><span style=\"font-size: 10.5pt;font-family: \u5fae\u8f6f\u96c5\u9ed1;\">\u5176\u4ed6<\/span><span style=\"font-size: 10.5pt;font-family: \u5fae\u8f6f\u96c5\u9ed1;\">\u76f8\u5173\u5206\u6790\u5185\u5bb9\uff0c\u4f8b\u5982\u9884\u6d4b\u80bf\u7624\u6837\u672c\u836f\u7269\u654f\u611f\u6027\u5206\u6790(http:\/\/www.biocloudservice.com\/712\/712.php),\u9884\u6d4b\u67d0\u6837\u672c\u4e9a\u578b\u5bf9\u514d\u75ab\u6cbb\u7597\u7684\u53cd\u5e94(http:\/\/www.biocloudservice.com\/292\/292.php)\uff0c\u5355\u6837\u672c\u5bcc\u96c6\u7b97\u6cd5\u5206\u6790\u514d\u75ab\u6d78\u6da6\u4e30\u5ea6(http:\/\/www.biocloudservice.com\/106\/106.php)\uff0c\u8ba1\u7b9764\u79cd\u514d\u75ab\u7ec6\u80de\u76f8\u5bf9\u542b\u91cf(http:\/\/www.biocloudservice.com\/107\/107.php)\u7b49\u90fd\u53ef\u4ee5\u7528\u672c\u516c\u53f8\u65b0\u5f00\u53d1\u7684\u96f6\u4ee3\u7801\u4e91\u5e73\u53f0\u751f\u4fe1\u5206\u6790\u5c0f\u5de5\u5177\uff0c\u4e00\u952e\u5b8c\u6210\u8be5\u5206\u6790\u5965\uff0c\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u6b22\u8fce\u6765\u5c1d\u8bd5\u5965\uff0c\u7f51\u5740\uff1ahttp:\/\/www.biocloudservice.com\/home.html\u3002<\/span><\/span><span style=\"color: rgb(217, 33, 66);font-size: 10.5pt;font-family: \u5fae\u8f6f\u96c5\u9ed1;\"><\/span><span style=\"mso-spacerun:&quot;yes&quot;;font-family:\u5fae\u8f6f\u96c5\u9ed1;font-size:10.5000pt;mso-font-kerning:1.0000pt;\">\u4eca\u5929\u5c0f\u679c\u7684\u5206\u4eab\u5c31\u5230\u8fd9\u91cc\uff0c\u4e0b\u671f\u5728\u89c1\u5965\u3002<\/span><span style=\"text-align: center;letter-spacing: 0.034em;\"><\/span><\/p>\n<p><span style=\"mso-spacerun:&quot;yes&quot;;font-family:\u5fae\u8f6f\u96c5\u9ed1;font-size:10.5000pt;mso-font-kerning:1.0000pt;\"><br  \/><\/span><\/p>\n<section style=\"margin-bottom: 0px;outline: 0px;font-family: system-ui, -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 16px;white-space: normal;text-align: left;background-color: rgb(255, 255, 255);letter-spacing: 0.578px;visibility: visible;\">\n<section style=\"outline: 0px;visibility: visible;\">\n<section style=\"outline: 0px;visibility: visible;\">\n<section style=\"outline: 0px;visibility: visible;\">\n<section style=\"outline: 0px;visibility: visible;\">\n<section style=\"outline: 0px;visibility: visible;\">\n<section data-role=\"list\" style=\"outline: 0px;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;visibility: visible;\">\n<section style=\"outline: 0px;visibility: visible;\">\n<section style=\"outline: 0px;visibility: visible;\">\n<section style=\"outline: 0px;visibility: visible;\">\n<section style=\"padding-right: 15px;padding-left: 15px;outline: 0px;font-size: 14px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 10px;outline: 0px;justify-content: flex-start;display: flex;flex-flow: row nowrap;\">\n<section style=\"padding: 14px 10px;outline: 0px;display: inline-block;width: 647px;vertical-align: top;align-self: flex-start;flex: 0 0 auto;border-style: solid;border-width: 1px;border-color: rgb(217, 217, 217);\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 15px;outline: 0px;justify-content: flex-start;display: flex;flex-flow: row nowrap;\">\n<section style=\"padding-left: 9px;outline: 0px;display: inline-block;width: 625px;vertical-align: top;align-self: flex-start;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 0px 12px;border-left-color: rgb(212, 32, 2);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;text-align: justify;font-size: 17px;color: rgb(62, 62, 62);\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\">\u5c0f\u679c\u53cb\u60c5\u63a8\u8350<\/strong><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 3px;outline: 0px;\">\n<section style=\"outline: 0px;background-color: rgb(217, 217, 217);height: 1px;\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;text-align: justify;font-size: 11px;color: rgb(62, 62, 62);\">\n<p style=\"outline: 0px;\">\u597d\u7528\u53c8\u514d\u8d39\u7684\u5de5\u5177\u5b89\u5229<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;text-align: center;line-height: 0;\">\n<section style=\"outline: 0px;vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.35777777777777775\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/9_eVibso6VJox4Hnic0n53VnLS1A9qYA-1.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAyqVJd7As6iaIgTzXqErqUGpoEpMoWhEkVHHw4z3ZmlYpZZUX7eVibso6VJox4Hnic0n53VnLS1A9qYA\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1'\" data-type=\"jpeg\" data-w=\"900\" style=\"outline: 0px;vertical-align: middle;visibility: visible !important;width: 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