{"id":57664,"date":"2024-06-16T19:57:57","date_gmt":"2024-06-16T11:57:57","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=57664"},"modified":"2024-06-16T19:57:57","modified_gmt":"2024-06-16T11:57:57","slug":"r%e8%af%ad%e8%a8%80%e5%8c%85compiler%e5%b8%a6%e4%bd%a0%e8%a7%a3%e9%94%81%e7%94%9f%e7%89%a9%e5%ad%a6%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e6%96%b0%e5%a2%83%e7%95%8c","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=57664","title":{"rendered":"R\u8bed\u8a00\u5305compiler\u5e26\u4f60\u89e3\u9501\u751f\u7269\u5b66\u6570\u636e\u5206\u6790\u65b0\u5883\u754c"},"content":{"rendered":"<p><html><br \/>\n<head><br \/>\n<title><\/title><br \/>\n<meta charset=\"utf-8\"><br \/>\n<meta name=\"viewport\" 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href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=Mzg3OTg3MjQyNg==&#038;action=getalbum&#038;album_id=3138206666140942339#wechat_redirect\" title=\"\u751f\u4fe1\u6570\u636e\u5e93\" target=\"_blank\" rel=\"noopener\">#\u751f\u4fe1\u6570\u636e\u5e93<\/a><a href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=Mzg3OTg3MjQyNg==&#038;action=getalbum&#038;album_id=3138222091851530242#wechat_redirect\" title=\"\u751f\u4fe1\u6709\u5173\u7edf\u8ba1\" target=\"_blank\" rel=\"noopener\">#\u751f\u4fe1\u6709\u5173\u7edf\u8ba1<\/a><\/p>\n<\/div>\n<section data-mpa-powered-by=\"yiban.io\">\n<section powered-by=\"xiumi.us\">\n<section>\n<section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section>\n<section powered-by=\"xiumi.us\">\n<section powered-by=\"xiumi.us\">\n<section>\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;letter-spacing: 0.034em;\">R<\/span><span style=\"font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.034em;\">\u8bed\u8a00\u81ea\u8bde\u751f\u4ee5\u6765\uff0c\u51ed\u501f\u5176\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u548c\u7edf\u8ba1\u5206\u6790\u80fd\u529b\uff0c\u8fc5\u901f\u6210\u4e3a\u751f\u7269\u5b66\u5bb6\u4eec\u7684\u9996\u9009\u5de5\u5177\u3002\u5176\u4e30\u5bcc\u7684\u62d3\u5c55\u5305\u4f7f\u5f97<\/span><span style=\"font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.034em;\">R<\/span><span style=\"font-family: 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14px;\">\uff0c\u5176\u4e3b\u8981\u4f5c\u7528\u662f\u5c06R\u4ee3\u7801\u8f6c\u6362\u4e3a\u4e8c\u8fdb\u5236\u4ee3\u7801\uff0c\u4ece\u800c\u63d0\u9ad8\u4ee3\u7801\u6267\u884c\u6548\u7387\uff0c\u4f18\u5316\u8ba1\u7b97\u6027\u80fd\u3002\u5728\u751f\u7269\u5b66\u9886\u57df\uff0c\u8bb8\u591a\u6570\u636e\u5904\u7406\u548c\u7edf\u8ba1\u5206\u6790\u4efb\u52a1\u9700\u8981\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u56e0\u6b64\u4f7f\u7528compiler\u5305\u53ef\u4ee5\u663e\u8457\u52a0\u901f\u8fd9\u4e9b\u4efb\u52a1\u7684\u6267\u884c\uff0c\u4e3a\u751f\u7269\u5b66\u7814\u7a76\u5e26\u6765\u66f4\u9ad8\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\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;\">\u7f16\u8bd1\u6280\u672f\u662f\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u4e00\u4e2a\u91cd\u8981\u5206\u652f\uff0c\u901a\u8fc7\u5c06\u9ad8\u7ea7\u6e90\u4ee3\u7801\u8f6c\u6362\u4e3a\u5e95\u5c42\u673a\u5668\u4ee3\u7801\uff0c\u4ee5\u63d0\u9ad8\u7a0b\u5e8f\u7684\u6267\u884c\u901f\u5ea6\u548c\u6548\u7387\u3002\u8fd9\u79cd\u6280\u672f\u5728\u8ba1\u7b97\u5bc6\u96c6\u578b\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u6b63\u662f\u751f\u7269\u5b66\u6570\u636e\u5206\u6790\u6240\u9700\u8981\u7684\u3002<\/span>R<span style=\"font-size: 14px;\">\u8bed\u8a00\u5305<\/span><span style=\"font-size: 14px;\">compiler<\/span><span style=\"font-size: 14px;\">\u4fbf\u63d0\u4f9b\u4e86\u8fd9\u6837\u7684\u5d2d\u65b0\u89c6\u89d2\uff0c\u5c06\u7f16\u8bd1\u6280\u672f\u5f15\u5165\u5230\u751f\u7269\u5b66\u6570\u636e\u5206\u6790\u4e2d\uff0c\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u6267\u884c\u6548\u7387\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;\">compiler<span style=\"font-size: 14px;\">\u5305\u4e3a<\/span><span style=\"font-size: 14px;\">R<\/span><span style=\"font-size: 14px;\">\u8bed\u8a00\u63d0\u4f9b\u4e86\u5373\u65f6\u7f16\u8bd1\uff08<\/span><span style=\"font-size: 14px;\">Just-In-Time Compilation<\/span><span style=\"font-size: 14px;\">\uff0c<\/span><span style=\"font-size: 14px;\">JIT<\/span><span style=\"font-size: 14px;\">\uff09\u529f\u80fd\uff0c\u5b83\u80fd\u591f\u5c06<\/span><span style=\"font-size: 14px;\">R<\/span><span style=\"font-size: 14px;\">\u4ee3\u7801\u8f6c\u6362\u4e3a\u5e95\u5c42\u7684\u4e8c\u8fdb\u5236\u4ee3\u7801\uff0c\u5e76\u5728\u8fd0\u884c\u65f6\u52a8\u6001\u6267\u884c\u3002\u8fd9\u79cd\u7f16\u8bd1\u65b9\u5f0f\u6d88\u9664\u4e86\u4f20\u7edf\u89e3\u91ca\u6267\u884c\u7684\u74f6\u9888\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u9ad8\u4e86\u4ee3\u7801\u7684\u8fd0\u884c\u901f\u5ea6\u3002\u5728\u751f\u7269\u5b66\u7814\u7a76\u4e2d\uff0c\u8bb8\u591a\u590d\u6742\u7684\u6570\u636e\u5904\u7406\u4efb\u52a1\uff0c\u5982\u57fa\u56e0\u8868\u8fbe\u5206\u6790\u3001\u5e8f\u5217\u6bd4\u5bf9\u3001\u86cb\u767d\u8d28\u7ed3\u6784\u9884\u6d4b\u7b49\uff0c\u90fd\u9700\u8981\u5904\u7406\u6d77\u91cf\u7684\u6570\u636e\u3002\u901a\u8fc7\u4f7f\u7528<\/span><span style=\"font-size: 14px;\">compiler<\/span><span style=\"font-size: 14px;\">\u5305\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u52a0\u901f\u8fd9\u4e9b\u4efb\u52a1\u7684\u6267\u884c\uff0c\u4ece\u800c\u7f29\u77ed\u5206\u6790\u65f6\u95f4\uff0c\u66f4\u5feb\u5730\u83b7\u5f97\u7814\u7a76\u7ed3\u679c\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;\">\u8981\u4f7f\u7528<\/span><span style=\"font-size: 14px;\">compiler<span style=\"font-size: 14px;\">\u5305\uff0c\u53ef\u4ee5\u5728<\/span>R<span style=\"font-size: 14px;\">\u4e2d\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\u548c\u52a0\u8f7d\uff1a<\/span><\/span><\/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;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/span><\/span><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"shell\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">&gt;<\/span> install.packages(<span class=\"code-snippet__string\">\"compiler\"<\/span>)  <span class=\"code-snippet__comment\">#\u5b89\u88c5compiler\u8bed\u8a00\u5305<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><br  \/><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet_outer\">&gt;<\/span> library(compiler)  <span class=\"code-snippet__comment\">#\u52a0\u8f7d\u8bed\u8a00\u5305<\/span><\/span><\/code><\/pre>\n<\/section>\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;\"><o:p><br  \/><\/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;\">\u5728\u751f\u7269\u5b66\u7814\u7a76\u4e2d\uff0c\u6570\u636e\u7684\u53ef\u89c6\u5316\u662f\u975e\u5e38\u91cd\u8981\u7684\u73af\u8282\u3002<\/span>R<span style=\"font-size: 14px;\">\u8bed\u8a00\u63d0\u4f9b\u4e86\u8bb8\u591a\u7528\u4e8e\u6570\u636e\u53ef\u89c6\u5316\u7684\u5305\uff0c\u5982<\/span><span style=\"font-size: 14px;\">ggplot2<\/span><span style=\"font-size: 14px;\">\u3001<\/span><span style=\"font-size: 14px;\">plotly<\/span><span style=\"font-size: 14px;\">\u7b49\u3002\u7136\u800c\uff0c\u5bf9\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u96c6\u7684\u53ef\u89c6\u5316\uff0c\u4ecd\u7136\u53ef\u80fd\u9762\u4e34\u8f83\u957f\u7684\u7ed8\u56fe\u65f6\u95f4\u3002\u901a\u8fc7\u4f7f\u7528<\/span><span style=\"font-size: 14px;\">compiler<\/span><span style=\"font-size: 14px;\">\u5305\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u52a0\u901f\u7ed8\u56fe\u51fd\u6570\u7684\u6267\u884c\uff0c\u5b9e\u73b0\u66f4\u5feb\u901f\u7684\u6570\u636e\u53ef\u89c6\u5316\u3002\u8fd9\u5bf9\u4e8e\u63a2\u7d22\u5927\u89c4\u6a21\u751f\u7269\u5b66\u6570\u636e\u3001\u53d1\u73b0\u6a21\u5f0f\u548c\u8d8b\u52bf\uff0c\u4ee5\u53ca\u6709\u6548\u5730\u4f20\u8fbe\u7814\u7a76\u7ed3\u679c\u81f3\u5173\u91cd\u8981\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;\">\u793a\u4f8b\uff1a<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;\">\u5047\u8bbe\u6211\u4eec\u6709\u4e00\u4e2a\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u542b\u4e0d\u540c\u57fa\u56e0\u5728\u591a\u4e2a\u6837\u672c\u4e2d\u7684\u8868\u8fbe\u91cf\u3002\u6211\u4eec\u5c06\u4f7f\u7528<span style=\"font-size: 14px;\">R<\/span>\u8bed\u8a00\u7684<span style=\"font-size: 14px;\">compiler<\/span>\u5305\u6765\u8fdb\u884c\u6570\u636e\u5904\u7406\u548c\u5206\u6790\uff0c\u5e76\u8fdb\u884c\u53ef\u89c6\u5316\u5c55\u793a\u3002\u5047\u8bbe\u6211\u4eec\u5df2\u7ecf\u5bfc\u5165\u4e86\u4ee5\u4e0b\u793a\u4f8b\u6570\u636e\uff1a<\/span><span style=\"mso-spacerun:&#39;yes&#39;;font-family:\u5b8b\u4f53;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;\"><o:p><\/o:p><\/span><\/p>\n<p><br  \/><\/p>\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<h1 style=\"text-align: center;\"><em style=\"letter-spacing: 0.034em;\"><\/em><\/h1>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"markdown\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__section\"># \u5047\u8bbe\u6211\u4eec\u5df2\u7ecf\u5bfc\u5165\u4e86\u4ee5\u4e0b\u6570\u636e<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__quote\">&gt; gene_expression_data &lt;- data.frame(<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__bullet\">+   <\/span>Sample = c(\"Sample1\", \"Sample2\", \"Sample3\", \"Sample4\", \"Sample5\"),<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__bullet\">+   <\/span>Gene1 = c(10.2, 8.5, 12.1, 9.8, 11.3),<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__bullet\">+   <\/span>Gene2 = c(5.6, 6.8, 4.2, 7.3, 5.1),<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__bullet\">+   <\/span>Gene3 = c(2.3, 3.1, 2.8, 2.0, 3.5)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__bullet\">+ <\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><br  \/><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__section\">#\u5b89\u88c5\u5e76\u52a0\u8f7d\u8bed\u8a00\u5305<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__quote\">&gt; install.packages(\"compiler\")<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__quote\">&gt; library(compiler)<\/span><\/span><\/code><\/pre>\n<\/section>\n<\/section>\n<section 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=\"0.3888888888888889\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_IlmBAWe69EMUPMhNEgrv6NXX85lJxg-20.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwyrj7kbUR3ULG9ZUbLrLkgibzL8qUpQROfe8ebc3gNSnu1dIlmBAWe69EMUPMhNEgrv6NXX85lJxg\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"1080\" style=\"\"  data-recalc-dims=\"1\" \/><\/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><\/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;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528compiler\u5305\u6765\u4f18\u5316\u7ed8\u5236\u57fa\u56e0\u8868\u8fbe\u91cf\u5206\u5e03\u56fe\u7684\u4ee3\u7801\uff0c\u4ee5\u52a0\u5feb\u7ed8\u56fe\u8fc7\u7a0b\u3002<\/span><span style=\"mso-spacerun:&#39;yes&#39;;font-family:Calibri;mso-fareast-font-family:\u5b8b\u4f53;mso-bidi-font-family:&#39;Times New Roman&#39;;\"><o:p><\/o:p><\/span><\/p>\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<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\"># \u521b\u5efa\u4e00\u4e2a\u51fd\u6570\u6765\u7ed8\u5236\u57fa\u56e0\u8868\u8fbe\u91cf\u5206\u5e03\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">&gt; plot_gene_expression &lt;- cmpfun(function(data, gene_name) {<\/span><\/code><code><span class=\"code-snippet_outer\">+   library(ggplot2)<\/span><\/code><code><span class=\"code-snippet_outer\">+   <\/span><\/code><code><span class=\"code-snippet_outer\">+   p &lt;- ggplot(data, aes(x = Sample, y = !!sym(gene_name))) +<\/span><\/code><code><span class=\"code-snippet_outer\">+     geom_bar(stat = \"identity\", fill = \"steelblue\") +<\/span><\/code><code><span class=\"code-snippet_outer\">+     labs(title = paste(\"Gene Expression of\", gene_name),<\/span><\/code><code><span class=\"code-snippet_outer\">+          x = \"Sample\",<\/span><\/code><code><span class=\"code-snippet_outer\">+          y = \"Expression Level\")<\/span><\/code><code><span class=\"code-snippet_outer\">+   <\/span><\/code><code><span class=\"code-snippet_outer\">+   print(p)<\/span><\/code><code><span class=\"code-snippet_outer\">+ })<\/span><\/code><code><span class=\"code-snippet_outer\"><br  \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u7ed8\u5236\u57fa\u56e01\u7684\u8868\u8fbe\u91cf\u5206\u5e03\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">&gt; plot_gene_expression(gene_expression_data, \"Gene1\")<\/span><\/code><\/pre>\n<\/section>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.860128617363344\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_naX8A06RdBMmVWcF8jG5Fr2uCGn6MQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAy6nCYibdkPuFzMl1gf54TicBdiaphnYAowlqFP2YxPXybdbsZnaX8A06RdBMmVWcF8jG5Fr2uCGn6MQ\/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<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;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528compiler\u5305\u6765\u52a0\u901f\u8ba1\u7b97\u57fa\u56e0\u8868\u8fbe\u7684\u76f8\u5173\u6027\uff0c\u5e76\u7ed8\u5236\u76f8\u5173\u6027\u70ed\u56fe\u3002<\/span><span style=\"mso-spacerun:&#39;yes&#39;;font-family:Calibri;mso-fareast-font-family:\u5b8b\u4f53;mso-bidi-font-family:&#39;Times New Roman&#39;;\"><o:p><\/o:p><\/span><\/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;\"><br  \/><\/span><\/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<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\"># \u521b\u5efa\u4e00\u4e2a\u51fd\u6570\u6765\u8ba1\u7b97\u57fa\u56e0\u8868\u8fbe\u7684\u76f8\u5173\u6027\u77e9\u9635<\/span><\/code><code><span class=\"code-snippet_outer\">&gt; calculate_correlation &lt;- cmpfun(function(data) {<\/span><\/code><code><span class=\"code-snippet_outer\">+   cor_matrix &lt;- cor(data[, -1], method = \"pearson\")<\/span><\/code><code><span class=\"code-snippet_outer\">+   return(cor_matrix)<\/span><\/code><code><span class=\"code-snippet_outer\">+ })<\/span><\/code><code><span class=\"code-snippet_outer\"><br  \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u8ba1\u7b97\u57fa\u56e0\u8868\u8fbe\u7684\u76f8\u5173\u6027\u77e9\u9635<\/span><\/code><code><span class=\"code-snippet_outer\">&gt; correlation_matrix &lt;- calculate_correlation(gene_expression_data)<\/span><\/code><code><span class=\"code-snippet_outer\"><br  \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u7ed8\u5236\u76f8\u5173\u6027\u70ed\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">&gt; library(gplots)<\/span><\/code><code><span class=\"code-snippet_outer\">&gt; heatmap.2(correlation_matrix,<\/span><\/code><code><span class=\"code-snippet_outer\">+           col = colorRampPalette(c(\"blue\", \"white\", \"red\"))(100),<\/span><\/code><code><span class=\"code-snippet_outer\">+           key = TRUE,<\/span><\/code><code><span class=\"code-snippet_outer\">+           keysize = 1.0,<\/span><\/code><code><span class=\"code-snippet_outer\">+           symkey = FALSE,<\/span><\/code><code><span class=\"code-snippet_outer\">+           density.info = \"none\",<\/span><\/code><code><span class=\"code-snippet_outer\">+           trace = \"none\",<\/span><\/code><code><span class=\"code-snippet_outer\">+           margins = c(6, 10),<\/span><\/code><code><span class=\"code-snippet_outer\">+           main = \"Gene Expression Correlation Heatmap\")<\/span><\/code><\/pre>\n<\/section>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.8594507269789984\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_eN0aCrWYaWvpP5o6miaFbWfRIZPiaA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAy6nCYibdkPuFzMl1gf54TicBZLzL2gw9RNNWHHudFwHrDJRgONeN0aCrWYaWvpP5o6miaFbWfRIZPiaA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"619\" 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;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528compiler\u5305\u6765\u52a0\u901f\u57fa\u56e0\u8868\u8fbe\u805a\u7c7b\u56fe\u7684\u7ed8\u5236\u8fc7\u7a0b\u3002<\/span><span style=\"mso-spacerun:&#39;yes&#39;;font-family:\u5b8b\u4f53;mso-ascii-font-family:Calibri;mso-hansi-font-family:Calibri;mso-bidi-font-family:&#39;Times New Roman&#39;;\"><o:p><\/o:p><\/span><\/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<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"powershell\"><code><span class=\"code-snippet_outer\"># \u521b\u5efa\u4e00\u4e2a\u51fd\u6570\u6765\u7ed8\u5236\u57fa\u56e0\u8868\u8fbe\u805a\u7c7b\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">&gt; plot_gene_expression_cluster &lt;- cmpfun(function(data) {<\/span><\/code><code><span class=\"code-snippet_outer\">+   library(pheatmap)<\/span><\/code><code><span class=\"code-snippet_outer\">+   <\/span><\/code><code><span class=\"code-snippet_outer\">+   rownames(data) &lt;- data$Sample<\/span><\/code><code><span class=\"code-snippet_outer\">+   data &lt;- data[, -1]<\/span><\/code><code><span class=\"code-snippet_outer\">+   <\/span><\/code><code><span class=\"code-snippet_outer\">+   pheatmap(data,<\/span><\/code><code><span class=\"code-snippet_outer\">+            clustering_method = \"ward.D2\",<\/span><\/code><code><span class=\"code-snippet_outer\">+            scale = \"row\",<\/span><\/code><code><span class=\"code-snippet_outer\">+            main = \"Gene Expression Cluster\",<\/span><\/code><code><span class=\"code-snippet_outer\">+            fontsize = 8)<\/span><\/code><code><span class=\"code-snippet_outer\">+ })<\/span><\/code><code><span class=\"code-snippet_outer\"><br  \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u7ed8\u5236\u57fa\u56e0\u8868\u8fbe\u805a\u7c7b\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">&gt; plot_gene_expression_cluster(gene_expression_data)<\/span><\/code><\/pre>\n<\/section>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.8614649681528662\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_XpVPlHuMWcaouqrWvohgDXxM9yibvQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAy6nCYibdkPuFzMl1gf54TicBAULBaJibPoLLZOsfcU4fxz26FbXpVPlHuMWcaouqrWvohgDXxM9yibvQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"628\" style=\"\"  data-recalc-dims=\"1\" \/><\/p>\n<p><span style=\"color: rgb(0, 0, 255);text-decoration: underline;font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;\"><span style=\"display: none;line-height: 0px;\">\u200d<\/span><\/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;\">\u4ee5\u4e0a\u793a\u4f8b\u6f14\u793a\u4e86\u5982\u4f55\u5728<\/span><span style=\"font-size: 14px;\">R<\/span><span style=\"font-size: 14px;\">\u4e2d\u4f7f\u7528<\/span><span style=\"font-size: 14px;\">compiler<\/span><span style=\"font-size: 14px;\">\u5305\u5bf9\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u8fdb\u884c\u5904\u7406\u548c\u5206\u6790\uff0c\u5e76\u7ed8\u5236\u51e0\u4e2a\u5e38\u89c1\u7684\u751f\u7269\u5b66\u53ef\u89c6\u5316\u56fe\u8868\u3002\u901a\u8fc7\u4f7f\u7528<\/span><span style=\"font-size: 14px;\">compiler<\/span><span style=\"font-size: 14px;\">\u5305\uff0c\u6211\u4eec\u53ef\u4ee5\u663e\u8457\u52a0\u5feb\u6570\u636e\u5904\u7406\u548c\u56fe\u8868\u7ed8\u5236\u7684\u901f\u5ea6\uff0c\u63d0\u9ad8\u751f\u7269\u5b66\u7814\u7a76\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\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;\">\u4e00\u4e2a\u4e0d\u53ef\u5ffd\u89c6\u7684\u4f18\u52bf\u662f\uff0c<\/span>compiler<span style=\"font-size: 14px;\">\u5305\u7684\u4f7f\u7528\u975e\u5e38\u7b80\u5355\u3002\u53ea\u9700\u5728<\/span><span style=\"font-size: 14px;\">R<\/span><span style=\"font-size: 14px;\">\u4ee3\u7801\u4e2d\u8c03\u7528<\/span><span style=\"font-size: 14px;\">compiler<\/span><span style=\"font-size: 14px;\">\u51fd\u6570\uff0c\u5373\u53ef\u542f\u7528\u5373\u65f6\u7f16\u8bd1\u529f\u80fd\u3002\u6b64\u5916\uff0c<\/span><span style=\"font-size: 14px;\">compiler<\/span><span style=\"font-size: 14px;\">\u5305\u517c\u5bb9\u5927\u591a\u6570<\/span><span style=\"font-size: 14px;\">R<\/span><span style=\"font-size: 14px;\">\u8bed\u8a00\u7684\u4ee3\u7801\u548c\u51fd\u6570\uff0c\u56e0\u6b64\u751f\u7269\u5b66\u5bb6\u53ef\u4ee5\u5728\u73b0\u6709\u7684<\/span><span style=\"font-size: 14px;\">R<\/span><span style=\"font-size: 14px;\">\u811a\u672c\u4e2d\u8f7b\u677e\u5730\u5e94\u7528<\/span><span style=\"font-size: 14px;\">compiler<\/span><span style=\"font-size: 14px;\">\u5305\uff0c\u65e0\u9700\u8fdb\u884c\u5927\u89c4\u6a21\u7684\u4fee\u6539\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;\"><span style=\"font-size: 14px;\">\u4ee5\u4e0a\u5c31\u662f\u5bf9<\/span><span style=\"font-size: 14px;\">R<\/span><span style=\"font-size: 14px;\">\u8bed\u8a00\u5305<\/span><span style=\"font-size: 14px;\">compiler<\/span><span style=\"font-size: 14px;\">\u7684\u7b80\u5355\u4ecb\u7ecd\u5566<\/span><\/span><span style=\"font-size: 14px;\"><span style=\"font-size: 14px;\">\uff0c\u5b83\u901a\u8fc7\u5373\u65f6\u7f16\u8bd1\u6280\u672f\u5c06<\/span>R<span style=\"font-size: 14px;\">\u4ee3\u7801\u8f6c\u6362\u4e3a\u9ad8\u6548\u7684\u4e8c\u8fdb\u5236\u4ee3\u7801\uff0c\u5927\u5e45\u63d0\u9ad8\u4e86\u4ee3\u7801\u7684\u6267\u884c\u6548\u7387\uff0c\u4e3a\u751f\u7269\u5b66\u5bb6\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u548c\u8fdb\u884c\u590d\u6742\u7edf\u8ba1\u5206\u6790\u63d0\u4f9b\u4e86\u5f3a\u5927\u652f\u6301\u3002\u901a\u8fc7\u4f7f\u7528<\/span><span style=\"font-size: 14px;\">compiler<\/span><span style=\"font-size: 14px;\">\u5305\uff0c\u751f\u7269\u5b66\u5bb6\u53ef\u4ee5\u66f4\u52a0\u9ad8\u6548\u5730\u5f00\u5c55\u7814\u7a76\u5de5\u4f5c\uff0c\u52a0\u901f\u6570\u636e\u5904\u7406\u548c\u7edf\u8ba1\u5206\u6790\u8fc7\u7a0b\uff0c\u4ece\u800c\u4e3a\u751f\u7269\u5b66\u7814\u7a76\u7684\u8fdb\u5c55\u505a\u51fa\u66f4\u5927\u7684\u8d21\u732e\u3002<\/span><\/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;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/span><\/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;color: rgb(0, 0, 0);\"><span style=\"font-size: 14px;\">\u5c0f\u4f19\u4f34\u4eec\uff0c\u4eca\u5929\u6709\u6ca1\u6709\u5b66\u5230\u65b0\u77e5\u8bc6\u5462\uff0c\u60f3\u8981\u7ee7\u7eed\u4e86\u89e3<\/span>R<span style=\"font-size: 14px;\">\u8bed\u8a00\u5185\u5bb9\u53ef\u4ee5\u6301\u7eed\u5173\u6ce8\u5c0f\u679c\u54e6\uff5e\uff5e<\/span><\/span><\/span><\/p>\n<\/section>\n<p style=\"margin-bottom: 0px;letter-spacing: 0.578px;white-space: normal;\"><span style=\"color: rgb(0, 0, 0);font-family: &quot;Helvetica Neue&quot;, Helvetica, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.578px;\">\u6216\u8005\u4e5f\u53ef\u4ee5\u5173\u6ce8\u6211\u4eec\u7684\u5b98\u7f51\u4e5f\u4f1a\u6301\u7eed\u66f4\u65b0\u7684\u54e6\uff5e&nbsp;<\/span><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;letter-spacing: 0.578px;white-space: normal;\">\n<section style=\"letter-spacing: 0.578px;font-size: 16px;\">\n<section powered-by=\"xiumi.us\" style=\"margin: 10px;text-align: left;justify-content: flex-start;display: flex;flex-flow: row;\">\n<section style=\"padding-right: 10px;padding-left: 10px;display: inline-block;width: 558px;vertical-align: top;border-style: dashed;border-width: 1px;border-color: rgb(62, 62, 62);align-self: flex-start;flex: 0 0 auto;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;\">\n<section style=\"display: inline-block;width: 536px;border-width: 0px 0px 0px 10px;border-style: solid;border-left-color: rgb(144, 215, 236);border-right-color: rgb(46, 172, 109);box-shadow: rgb(0, 0, 0) 0px 0px 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