{"id":55599,"date":"2024-06-16T17:02:16","date_gmt":"2024-06-16T09:02:16","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=55599"},"modified":"2024-06-16T17:02:16","modified_gmt":"2024-06-16T09:02:16","slug":"%e4%b8%bb%e6%88%90%e5%88%86%e5%88%86%e6%9e%90pca%ef%bc%8c%e4%bd%a0%e4%b8%8d%e6%87%82%e7%9a%84%e9%83%bd%e5%9c%a8%e8%bf%99%e4%ba%86-2","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=55599","title":{"rendered":"\u4e3b\u6210\u5206\u5206\u6790PCA\uff0c\u4f60\u4e0d\u61c2\u7684\u90fd\u5728\u8fd9\u4e86"},"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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1px;\">&nbsp;<\/span><\/o:p><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"letter-spacing: 1px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;background: rgb(255, 255, 255);\">\u4e3b\u6210\u5206\u5206\u6790\uff08Principal Component Analysis\uff0cPCA\uff09\u662f\u505a\u751f\u4fe1\u5206\u6790\u7684\u4e00\u79cd\u975e\u5e38\u5e38\u7528\u7684\u6570\u636e\u5206\u6790\u7b97\u6cd5\uff0c\u5b83\u5728\u505a\u9ad8\u7ef4\u6570\u636e\u5206\u6790\u65f6\u6781\u4e3a\u6709\u7528<\/span><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;color: rgb(33, 37, 41);background: rgb(255, 255, 255);\">\u5e7f\u6cdb\u5e94\u7528\u4e8e\u591a\u9886\u57df\uff0c\u5982\u533b\u5b66\u7814\u7a76\u3001\u5e02\u573a\u5206\u6790\u548c\u8d22\u52a1\u5206\u6790\u7b49\u3002<\/span><span style=\"background-color: rgb(255, 255, 255);font-family: \u7b49\u7ebf;font-size: var(--articleFontsize);\">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;<\/span><\/span><o:p style=\"font-family: \u7b49\u7ebf;font-size: var(--articleFontsize);letter-spacing: 0.034em;\"><span style=\"letter-spacing: 1px;\">&nbsp;<\/span><\/o:p><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"letter-spacing: 1px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;background: rgb(255, 255, 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style=\"letter-spacing: 1px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;background: rgb(255, 255, 255);\">\u8fd9r\u4e2a\u4e3b\u6210\u5206\u4f1a\u4f9d\u636e\u65b9\u5dee\u7684\u5927\u5c0f\u8fdb\u884c\u6392\u5e8f\uff0c\u79f0\u4f5c\u4e3b\u6210\u5206\uff08PC\uff091\u3001\u4e3b\u6210\u52062\u3001\u2026\u2026\u4e3b\u6210\u5206r\u3002\u800c\u6bcf\u4e2a\u4e3b\u6210\u5206\u7684\u65b9\u5dee\u5728\u8fd9\u4e00\u7ec4\u53d8\u91cf\u4e2d\u7684\u603b\u65b9\u5dee\u4e2d\u6240\u5360\u7684\u6bd4\u4f8b\uff0c\u5373\u662f\u4e3b\u6210\u5206\u7684\u8d21\u732e\u5ea6\u3002\u901a\u5e38\u6765\u8bf4\uff0c\u6211\u4eec\u4ec5\u8003\u5bdf\u8d21\u732e\u5ea6\u524d2\u6216\u8005\u524d3\u7684\u4e3b\u6210\u5206\uff0c\u7ecf\u8fc7\u53ef\u89c6\u5316\u540e\uff0c\u5373\u5f97\u5230\u4e86\u4e8c\u7ef4\u6216\u4e09\u7ef4PCA\u6563\u70b9\u56fe\u3002<\/span><span style=\"background-color: rgb(255, 255, 255);font-family: \u7b49\u7ebf;font-size: var(--articleFontsize);\">&nbsp; &nbsp; &nbsp; &nbsp;<\/span><\/span><o:p style=\"font-family: \u7b49\u7ebf;font-size: var(--articleFontsize);letter-spacing: 0.034em;\"><span style=\"letter-spacing: 1px;\">&nbsp;<\/span><\/o:p><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"letter-spacing: 1px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;background: rgb(255, 255, 255);\">PCA\u63d0\u4f9b\u4e86\u4e00\u79cd\u964d\u4f4e\u6570\u636e\u7ef4\u5ea6\u7684\u6709\u6548\u529e\u6cd5\uff1b\u5982\u679c\u5206\u6790\u8005\u5728\u539f\u6570\u636e\u4e2d\u9664\u6389\u6700\u5c0f\u7684\u7279\u5f81\u503c\u6240\u5bf9\u5e94\u7684\u6210\u5206\uff0c\u90a3\u4e48\u6240\u5f97\u7684\u4f4e\u7ef4\u5ea6\u6570\u636e\u5fc5\u5b9a\u662f\u6700\u4f18\u5316\u7684\uff08\u4e5f\u5373\uff0c\u8fd9\u6837\u964d\u4f4e\u7ef4\u5ea6\u5fc5\u5b9a\u662f\u5931\u53bb\u4fe1\u606f\u6700\u5c11\u7684\u65b9\u6cd5\uff09\u3002<\/span>&nbsp; &nbsp;&nbsp;<span style=\"background-color: rgb(255, 255, 255);font-family: \u7b49\u7ebf;font-size: var(--articleFontsize);\">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;<\/span><\/span><o:p style=\"font-family: \u7b49\u7ebf;font-size: var(--articleFontsize);letter-spacing: 0.034em;\"><span style=\"letter-spacing: 1px;\">&nbsp;<\/span><\/o:p><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"letter-spacing: 1px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;background: rgb(255, 255, 255);\">\u4e0b\u9762\u5c0f\u679c\u901a\u8fc7\u4e00\u4e2a\u6848\u4f8b\u6765\u8ba9\u5927\u5bb6\u66f4\u6df1\u5165\u5730\u5b66\u4e60\u3002<\/span><span style=\"background-color: rgb(255, 255, 255);font-family: \u7b49\u7ebf;font-size: var(--articleFontsize);\">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;<\/span><\/span><o:p style=\"font-family: \u7b49\u7ebf;font-size: var(--articleFontsize);letter-spacing: 0.034em;\"><span style=\"letter-spacing: 1px;\">&nbsp;<\/span><\/o:p><\/section>\n<h1 style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><strong><span style=\"letter-spacing: 1px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u4e00\u3001<\/span><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;background: rgb(255, 255, 255);\">\u52a0\u8f7dR\u5305\u548c\u6570\u636e<\/span>&nbsp;<\/span><\/strong><span style=\"letter-spacing: 1px;\"> &nbsp;<\/span><\/h1>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"powershell\"><section style=\"line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">#\u52a0\u8f7dR\u5305\u548c\u6570\u636e<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">library(tidyverse)  <\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">library(\"factoextra\")<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><br  \/><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">data(\"decathlon2\")<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">df &lt;- decathlon2[1:23, 1:10] #\u5220\u9664\u5206\u7c7b\u53d8\u91cf<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">           <\/span><\/span><\/code><\/section><\/pre>\n<\/section>\n<section style=\"text-align: justify;background: rgb(255, 255, 255);line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\"><o:p><\/o:p><\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\">\u89c2\u5bdf\u4e00\u4e0b\u6570\u636e\uff0c\u6570\u636e\u7c7b\u578b\u4e3a\u6570\u636e\u6846&#8221;data.frame&#8221;\uff0c23\u884c\uff0c10\u5217\u3002<\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100015864\" data-ratio=\"0.6697819314641744\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_kMbEQuyPcj4oOSlIh1dOyZXMmbDhmw.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAwXIDDTOJbMNEaczf4sZkwSeoGADJnkCwSkHxQXT35C430ykMbEQuyPcj4oOSlIh1dOyZXMmbDhmw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"321\" height=\"215.0\" width=\"321.0\"  \/><\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"letter-spacing: 1px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u6570\u636e\u7684\u53d8\u91cf\u5206\u522b\u662f100\u7c73\u3001400\u7c73\u3001\u8df3\u8fdc\u3001\u94c5\u7403\u7b49\u4f53\u80b2\u9879\u76ee<\/span> &nbsp; &nbsp;<\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100015866\" data-ratio=\"0.125\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_8XEcfyLuPzmTJiaCoDW8tyVdM0ngcw.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAwXIDDTOJbMNEaczf4sZkwSNtsnB71oIwkqYya1pr9XbCPQv8XEcfyLuPzmTJiaCoDW8tyVdM0ngcw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" height=\"69.07000732421875\" width=\"553.739990234375\"  \/><\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\">\u884c\u662f\u4e0d\u540c\u4eba\u7684\u540d\u5b57<\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100015868\" data-ratio=\"0.22870370370370371\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_BoO8LUGatWtzJNIHKR6bskjTjJ6kIQ.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAwXIDDTOJbMNEaczf4sZkwSKsafanWjKLD1iaEvZgiaH1ue9MBoO8LUGatWtzJNIHKR6bskjTjJ6kIQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" height=\"126.59999084472656\" width=\"553.739990234375\"  \/><\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\">&nbsp;\u63a5\u4e0b\u6765\u6211\u4eec\u5f00\u59cb\u6b63\u5f0f\u5bf9\u8fd9\u4e2a\u6570\u636e\u96c6\u8fdb\u884c\u4e3b\u6210\u5206\u5206\u6790<\/span><\/section>\n<h1 style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><strong><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\">\u4e8c\u3001\u4e3b\u6210\u5206\u5206\u6790<\/span><\/strong><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\"><br \/>\n &nbsp;<\/span><\/h1>\n<h2 style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\">1.\u5206\u6790<br \/>\n &nbsp;<\/span><\/h2>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\">\u672c\u6b21\u6848\u4f8b\u4f7f\u7528\u7684\u662fR\u8bed\u8a00\u81ea\u5e26\u7684\u4e3b\u6210\u5206\u5206\u6790\u51fd\u6570\uff0cprcomp\u548c princomp\uff0c\u5b83\u4eec\u53ef\u4ee5\u5f88\u597d\u7684\u4e0e\u5176\u4ed6\u7684\u5305\u517c\u5bb9\u3002\u540e\u7eed\u4f1a\u7ed3\u5408factoextra\u5305\u8fdb\u884c\u6570\u636e\u7684\u53ef\u89c6\u5316\u3002<\/span><span style=\"font-family: \u7b49\u7ebf;letter-spacing: 1px;font-size: var(--articleFontsize);\">&nbsp;<\/span><o:p style=\"font-family: \u7b49\u7ebf;letter-spacing: 1px;font-size: var(--articleFontsize);\">&nbsp;<\/o:p><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\"><o:p><\/o:p><\/span><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"bash\"><section style=\"line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">#\u4e3b\u6210\u5206\u5206\u6790<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">res.pca &lt;- prcomp(df,scale. = T)<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><br  \/><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">\u901a\u8fc7\u8fd9\u6837\u4e00\u884c\u4ee3\u7801\u5c31\u53ef\u4ee5\u5bf9\u6570\u636e\u5b8c\u6210\u4e3b\u6210\u5206\u5206\u6790<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">\u7528get_eig\uff08\uff09\u51fd\u6570\u83b7\u5f97\u5206\u6790\u7684\u7ed3\u679c\u3002<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">               <span style=\"font-family: \u7b49\u7ebf;text-align: justify;color: rgba(0, 0, 0, 0.9);font-size: var(--articleFontsize);\">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;<\/span><o:p style=\"font-family: \u7b49\u7ebf;text-align: justify;color: rgba(0, 0, 0, 0.9);font-size: var(--articleFontsize);\">&nbsp;<\/o:p><\/span><\/span><\/code><\/section><\/pre>\n<\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\"><o:p><\/o:p><\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\">\u8fd4\u56de\u7684\u4e09\u4e2a\u5217\uff0c\u5206\u522b\u662f\u7279\u5f81\u503c\uff08eigenvalue\uff09\u3001\u65b9\u5dee\u8d21\u732e\u7387\uff08variance.percent\uff09\u548c\u7d2f\u79ef\u65b9\u5dee\u8d21\u732e\u7387\uff08cumulative.variance.percent\uff09\u3002\u603b\u5171\u6709\u5341\u4e2a\u53d8\u91cf\u4e5f\u5c31\u662f10\u4e2a\u7ef4\u5ea6\u3002\u7279\u5f81\u503c\u4f9d\u6b21\u4ece\u5927\u5230\u5c0f\u6392\u5217\uff0c\u5bf9\u5e94\u7684\u65b9\u5dee\u8d21\u732e\u7387\u4e5f\u662f\u4ece\u5927\u5230\u5c0f\u6392\u5217\u7684\u8d8b\u52bf\u3002\u8fd9\u610f\u5473\u7740\u6392\u540d\u5728\u524d\u9762\u7684\u5c31\u662f\u6570\u636e\u7684\u4e3b\u6210\u5206\u3002<\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"letter-spacing: 1px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u6570\u636e\u7684\u65b9\u5dee\u7b49\u4e8e\u534f\u65b9\u5dee\u6240\u6709\u7279\u5f81\u503c\u4e4b\u548c\uff0c\u7b2ci\u4e2a\u4e3b\u6210\u5206\u7684\u65b9\u5dee\u7b49\u4e8e\u534f\u65b9\u5dee\u77e9\u9635\u7684\u7b2ci\u4e2a\u7279\u5f81\u503c\u3002\u7136\u540e\u4ece\u524d\u5230\u540e\u6c42\u548c\u5c31\u5f97\u5230<\/span><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;font-weight: bold;\">\u7d2f\u79ef\u65b9\u5dee\u8d21\u732e\u7387<\/span><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u3002\u6240\u4ee5\u7d2f\u79ef\u65b9\u5dee\u8d21\u732e\u7387\u7684\u5927\u5c0f\u8868\u793a\u4e86\u5f53\u524d\u9009\u62e9\u7684\u6240\u6709\u4e3b\u6210\u5206\u643a\u5e26\u539f\u6570\u636e\u7684\u4fe1\u606f\u7684\u6bd4\u4f8b\u3002<\/span><\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\">\u4e00\u822c\u60c5\u51b5\u4e0b\u4f1a\u9009\u62e990%\u4e3a\u9650\uff0c\u4f46\u662f\u5c0f\u679c\u63d0\u793a\u8fd9\u91cc\u8fd8\u662f\u8981\u5177\u4f53\u60c5\u51b5\u5177\u4f53\u5206\u6790\u54e6\u3002<\/span><span style=\"font-family: \u7b49\u7ebf;letter-spacing: 1px;font-size: var(--articleFontsize);\">&nbsp;&nbsp;<\/span><o:p style=\"font-family: \u7b49\u7ebf;letter-spacing: 1px;font-size: var(--articleFontsize);\">&nbsp;<\/o:p><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\"><o:p><\/o:p><\/span><\/section>\n<h2 style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"letter-spacing: 1px;\"><span style=\"font-family: &quot;\u7b49\u7ebf Light&quot;;font-variant: normal;text-transform: none;\">2.\u7ed3\u679c\u53ef\u89c6\u5316<\/span>&nbsp; &nbsp;<\/span>&nbsp; &nbsp; &nbsp;<o:p style=\"font-family: \u7b49\u7ebf;letter-spacing: 1px;font-size: var(--articleFontsize);\">&nbsp;<\/o:p><\/h2>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\"><o:p><\/o:p><\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"letter-spacing: 1px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">2.1 <\/span><span style=\"font-size: 13pt;font-family: \u5fae\u8f6f\u96c5\u9ed1;font-variant: normal;text-transform: none;color: rgb(18, 18, 18);background: rgb(255, 255, 255);\">\u788e\u77f3\u56fe<\/span><\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"objectivec\"><code><span class=\"code-snippet_outer\">fviz_screeplot(res.pca, addlabels = <span class=\"code-snippet__literal\">TRUE<\/span>, ylim = c(<span class=\"code-snippet__number\">0<\/span>, <span class=\"code-snippet__number\">45<\/span>))<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-size: 13pt;font-family: \u5fae\u8f6f\u96c5\u9ed1;font-variant: normal;text-transform: none;color: rgb(18, 18, 18);background: rgb(255, 255, 255);letter-spacing: 1px;\">\u53cd\u6620\u5404\u6210\u5206\u65b9\u5dee\u89e3\u91ca\u6bd4\u4f8b\uff0c\u975e\u5e38\u76f4\u89c2\u3002<\/span><span style=\"font-family: \u7b49\u7ebf;letter-spacing: 1px;font-size: var(--articleFontsize);\">&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;<\/span><o:p style=\"font-family: \u7b49\u7ebf;letter-spacing: 1px;font-size: var(--articleFontsize);\">&nbsp;<\/o:p><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\"><o:p><\/o:p><\/span><\/section>\n<h2 style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"letter-spacing: 1px;\"><span style=\"font-family: &quot;\u7b49\u7ebf Light&quot;;font-variant: normal;text-transform: none;\">2.2\u7279\u5f81\u503c<\/span>&nbsp; &nbsp;<\/span><\/h2>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"properties\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">fviz_screeplot(res.pca,choice<\/span>=<span class=\"code-snippet__string\">\"eigenvalue\",addlabels = TRUE, ylim = c(0, 4.5))<\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\">\u5341\u4e2a\u53d8\u91cf\u7684\u7279\u5f81\u503c\u6392\u5e8f<\/span><\/section>\n<h2 style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"letter-spacing: 1px;\"><span style=\"font-family: &quot;\u7b49\u7ebf Light&quot;;font-variant: normal;text-transform: none;\">2.3\u67e5\u770b\u53d8\u91cf\u7684\u5206\u5e03<\/span><br \/>\n &nbsp;<\/span><\/h2>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100015867\" data-ratio=\"1.0932642487046633\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_CDpib6Y7NaFAZXqI2ITEJ425Ky4vCg.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAwXIDDTOJbMNEaczf4sZkwSu30SQ3l39zLiaLRvCrCtj6sC3hCDpib6Y7NaFAZXqI2ITEJ425Ky4vCg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"965\" height=\"605.409912109375\" width=\"553.739990234375\"  \/><\/span><\/section>\n<section style=\"text-align: justify;background: rgb(255, 255, 255);line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: Consolas;font-variant: normal;text-transform: none;color: rgb(0, 128, 0);letter-spacing: 1px;\"><o:p><\/o:p><\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"php\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\"># \u53d8\u91cf\u5206\u5e03\u53ef\u89c6\u5316fviz_pca_var(res.pca,              col.var=\"contrib\",   # \u6839\u636e\u8d21\u732e\u5ea6\u7740\u8272                    gradient.cols = c(\"#00AFBB\", \"#E7B800\", \"#FC4E07\"),                           repel = TRUE)<\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;background: rgb(255, 255, 255);margin-top: 8px;margin-bottom: 16px;line-height: 1.6em;\"><span style=\"font-family: \u7b49\u7ebf;letter-spacing: 1px;font-size: var(--articleFontsize);\">\u8fd9\u4e2a\u56fe\u5c0f\u679c\u6559\u4f60\u600e\u4e48\u770b\u3002<\/span><br  \/><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\">\u53d8\u91cf\u8d21\u732e\u56fe\u663e\u793a\u4e86\u6bcf\u4e2a\u53d8\u91cf\u5728\u4e3b\u6210\u5206\u4e0a\u7684\u8d21\u732e\u3002\u7ebf\u6761\u8d8a\u957f\u8d8a\u63a5\u8fd1\u7ea2\u8272\uff0c\u5bf9\u5e94\u7684\u4e3b\u6210\u5206\u8d21\u732e\u8f83\u5927\u3002\u6a2a\u7eb5\u5750\u6807\u5206\u522b\u4ee3\u8868\u4e3b\u6210\u52061 \uff0c\u4e3b\u6210\u52062\uff0c\u767e\u5206\u6bd4\u662f\u4e3b\u6210\u52061 2\u7684\u65b9\u5dee\u89e3\u91ca\u3002<\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\">\u5bf9Dim1\u6765\u8bf4\u8981\u6a2a\u7740\u770b\uff0c\u5bf9\u5176\u5f71\u54cd\u6700\u5927\u7684\u662f100m\u548cLong.jump\u4e24\u4e2a\u53d8\u91cf\u3002<\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\">\u5bf9Dim2\u6765\u8bf4\u8981\u7ad6\u7740\u770b\uff0c\u5bf9\u5176\u5f71\u54cd\u6700\u5927\u7684\u662f1500m\u548cPole.vault\u4e24\u4e2a\u53d8\u91cf\u3002<\/span><span style=\"font-size: var(--articleFontsize);font-family: \u7b49\u7ebf;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;letter-spacing: 1px;\">&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;<\/span><span style=\"font-size: var(--articleFontsize);font-family: \u7b49\u7ebf;letter-spacing: 1px;\">&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;<\/span><o:p style=\"font-size: var(--articleFontsize);font-family: \u7b49\u7ebf;letter-spacing: 1px;\">&nbsp;<\/o:p><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><o:p style=\"font-family: \u7b49\u7ebf;letter-spacing: 1px;font-size: var(--articleFontsize);\"><\/o:p><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;letter-spacing: 1px;\"><o:p><\/o:p><\/span><\/section>\n<h2 style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"letter-spacing: 1px;\"><span style=\"font-family: &quot;\u7b49\u7ebf Light&quot;;font-variant: normal;text-transform: none;background: rgb(255, 255, 255);\">2.4\u7279\u5f81\u5bf9\u4e3b\u6210\u52061\u7684\u8d21\u732e<\/span>&nbsp; &nbsp;<\/span><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"apache\"><section style=\"line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">#\u7279\u5f81\u8d21\u732e<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">fviz_contrib(res.pca, choice = \"var\", axes = 1, top = 10)<\/span><\/span><\/code><\/section><\/pre>\n<\/section>\n<section style=\"text-align: justify;background: rgb(255, 255, 255);margin-top: 8px;margin-bottom: 16px;line-height: 1.6em;\"><span style=\"color: rgb(68, 68, 68);font-family: \u5fae\u8f6f\u96c5\u9ed1;font-size: 11.5pt;letter-spacing: 1px;\">2.5\u6837\u672cPCA<\/span><br  \/><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: &quot;Microsoft YaHei UI&quot;;font-variant: normal;text-transform: none;background: rgb(255, 255, 255);letter-spacing: 1px;\">\u6837\u672cPCA\u5206\u5e03\uff0c\u901a\u5e38\u4e5f\u662f\u8bba\u6587\u91cc\u51fa\u73b0\u9891\u6b21\u6700\u9ad8\u7684PCA\u56fe\u3002\u5c0f\u679c\u8fd9\u91cc\u9009\u62e9\u4e86\u6709\u4e09\u7ec4\u6570\u636e\u7684\u9e22\u5c3e\u82b1\u6570\u636e\u96c6\u8fdb\u884c\u5c55\u793a\u3002<\/span><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"php\"><section style=\"line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">#\u6837\u672cpca\u56fe<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">iris.pca &lt;- prcomp(iris[,-5])          <\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><br  \/><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">fviz_pca_ind(iris.pca,          <\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">             label = \"none\", # hide individual labels          <\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">             habillage = iris$Species, # color by groups          <\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">             palette = c(\"#00AFBB\", \"#E7B800\", \"#FC4E07\"),          <\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">             addEllipses = TRUE # Concentration ellipses          <\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span style=\"letter-spacing: 1px;\">             )<\/span><\/span><\/code><\/section><\/pre>\n<\/section>\n<section style=\"text-align: justify;background: rgb(255, 255, 255);margin-top: 8px;margin-bottom: 16px;line-height: 1.6em;\"><br  \/><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: &quot;Microsoft YaHei UI&quot;;font-variant: normal;text-transform: none;background: rgb(255, 255, 255);letter-spacing: 1px;\">\u901a\u8fc7\u8d21\u732e\u6700\u9ad8\u7684\u4e24\u4e2a\u4e3b\u6210\u5206\uff0c\u5728\u4e00\u4e2a\u4e8c\u7ef4\u7684\u5e73\u9762\u4e0a\uff0c\u5c31\u80fd\u5728\u56fe\u50cf\u4e0a\u663e\u793a\u8fd9\u4e9b\u6570\u636e\u7684\u4e0d\u540c\u7ec4\u3002<\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"letter-spacing: 1px;\"><span style=\"font-family: &quot;Microsoft YaHei UI&quot;;font-variant: normal;text-transform: none;background: rgb(255, 255, 255);\">\u597d\uff0c\u60a8\u662f\u5426\u660e\u767d\u4e86\u5462\uff0c\u5982\u679c\u6709\u4e0d\u61c2\u7684\u6765\u548c\u5c0f\u679c\u8ba8\u8bba\u5427~<\/span><span style=\"background-color: rgb(255, 255, 255);color: rgb(68, 68, 68);font-family: \u5fae\u8f6f\u96c5\u9ed1;font-size: 11.5pt;\">&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;<\/span><\/span><o:p style=\"color: rgb(68, 68, 68);font-family: \u5fae\u8f6f\u96c5\u9ed1;font-size: 11.5pt;letter-spacing: 0.034em;\"><span style=\"letter-spacing: 1px;\">&nbsp;<\/span><\/o:p><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"font-family: &quot;Microsoft YaHei UI&quot;;font-variant: normal;text-transform: none;background: rgb(255, 255, 255);letter-spacing: 1px;\">PCA\u5206\u6790\u76f8\u5173\u5176\u4ed6\u5206\u6790\u5185\u5bb9\u6b22\u8fce\u5c1d\u8bd5\u672c\u516c\u53f8\u65b0\u5f00\u53d1\u7684\u4e91\u5e73\u53f0\u751f\u7269\u4fe1\u606f\u5206\u6790\u5c0f\u5de5\u5177\uff0c\u96f6\u4ee3\u7801\u5b8c\u6210\u5206\u6790\uff0c\u4e91\u5e73\u53f0\u7f51\u5740\uff1a<\/span><\/section>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><span style=\"letter-spacing: 1px;\"><span style=\"font-family: &quot;Microsoft YaHei UI&quot;;font-variant: normal;text-transform: none;letter-spacing: 0.4pt;background: rgb(255, 255, 255);\">http:\/\/www.biocloudservice.com\/home.html<\/span> &nbsp;&nbsp;<\/span><\/section>\n<p style=\"text-indent: 0px;margin-bottom: 0px;\"><span style=\"color: rgb(0, 122, 170);\"><strong><span style=\"color: rgb(0, 122, 170);letter-spacing: 0.578px;text-indent: 32px;text-wrap: wrap;background-color: rgb(255, 255, 255);font-size: 15px;\">\u5c0f\u679c\u8fd8<span style=\"color: rgb(0, 122, 170);background-color: rgb(255, 255, 255);font-size: 15px;letter-spacing: 0.578px;text-decoration: none solid rgba(0, 0, 0, 0.9);\">\u63d0\u4f9b\u601d\u8def\u8bbe\u8ba1\u3001\u5b9a\u5236\u751f\u4fe1\u5206\u6790\u3001\u6587\u732e\u601d\u8def\u590d\u73b0\uff1b\u6709\u9700\u8981\u7684\u5c0f\u4f19\u4f34\u6b22\u8fce\u76f4\u63a5\u626b\u7801\u54a8\u8be2\u5c0f\u679c\uff0c\u7aed\u8bda\u4e3a\u60a8\u7684\u79d1\u7814\u52a9\u529b\uff01<\/span><\/span><\/strong><\/span><\/p>\n<p style=\"margin-bottom: 0px;\"><br  \/><\/p>\n<section style=\"font-size: 15px;padding-right: 2px;padding-left: 2px;margin-bottom: 0px;\">\n<section style=\"text-align: center;justify-content: center;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 100%;vertical-align: top;flex: 0 0 auto;height: auto;border-color: rgb(114, 114, 114);border-width: 1px;border-style: solid;box-shadow: rgb(194, 209, 255) -5px 5px 0px;align-self: flex-start;\">\n<section style=\"justify-content: center;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 42.6829%;vertical-align: middle;box-shadow: rgb(43, 65, 110) 0px 0px 0px;flex: 0 0 auto;height: auto;padding-left: 10px;align-self: center;\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;line-height: 0;transform: translate3d(20px, 0px, 0px);\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;width: 75%;height: auto;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-imgfileid=\"100015869\" data-ratio=\"1\" data-s=\"300,640\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_B2jkicacLzPjw4xMSqVvoucZjonVDA.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAxVYfSsM0wdf9d3RpNiaTcHohxPNEVs2VFhPMukpU8lchxrvcB2jkicacLzPjw4xMSqVvoucZjonVDA\/640?wx_fmt=jpeg&amp;from=appmsg'\" data-type=\"jpeg\" data-w=\"430\" style=\"vertical-align: middle;width: 100%;\"  \/><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 56.9106%;flex: 0 0 auto;height: auto;align-self: center;\">\n<section style=\"line-height: 2;letter-spacing: 1px;color: rgb(43, 65, 110);\" powered-by=\"xiumi.us\">\n<p style=\"margin-bottom: 2px;\"><strong>\u5b9a\u5236\u751f\u4fe1\u5206\u6790<\/strong><\/p>\n<p style=\"margin-bottom: 2px;\"><strong>\u670d\u52a1\u5668\u79df\u8d41<\/strong><\/p>\n<p><strong>\u626b\u7801\u54a8\u8be2\u5c0f\u679c<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br  \/><\/p>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&amp;mid=2247497780&amp;idx=2&amp;sn=7eee90af6f387e4153bba13028e545a1&amp;chksm=cf7f68f1f808e1e7dfb3a0597ef442e5c6e700ecf6ee5a035c766a4c7486c12eabd0ab218ea6&amp;scene=21#wechat_redirect\" textvalue=\"\u4f60\u5df2\u9009\u4e2d\u4e86\u6dfb\u52a0\u94fe\u63a5\u7684\u5185\u5bb9\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"1\" rel=\"noopener\"><span class=\"js_jump_icon h5_image_link\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-imgfileid=\"100015870\" data-ratio=\"0.3253333333333333\" data-s=\"300,640\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_7TvAyUibd1TPhJmZfialJtv6tu2SEg.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAxVYfSsM0wdf9d3RpNiaTcHoj9xlsoyiaBvzaezDUFAicibMAF8ts7TvAyUibd1TPhJmZfialJtv6tu2SEg\/640?wx_fmt=png&amp;from=appmsg'\" data-type=\"png\" data-w=\"750\" style=\"vertical-align: middle;width: 100%;\"  \/><\/span><\/a><\/section>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;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 js_insertlocalimg\" data-imgfileid=\"100015871\" data-ratio=\"0.3811111111111111\" data-s=\"300,640\" src=\"http:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_9N02aBaau07RufXeXRLmvAHsrFZxtw.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAz5wg6Ne6sYkannSE9NiatkcPh3icbKanJagacjU6LqJrGAL29N02aBaau07RufXeXRLmvAHsrFZxtw\/640?wx_fmt=jpeg&amp;from=appmsg'\" data-type=\"jpeg\" data-w=\"900\" style=\"letter-spacing: 0.578px;text-align: center;text-wrap: wrap;\"  \/><\/section>\n<\/section>\n<section style=\"display: flex;flex-flow: row;margin-top: 10px;margin-right: 0%;margin-left: 0%;text-align: left;justify-content: flex-start;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 10%;flex: 0 0 auto;height: auto;align-self: flex-end;padding-right: 2px;padding-left: 2px;\">\n<section style=\"margin: 10px 0% 2px;transform: translate3d(2px, 0px, 0px);\" powered-by=\"xiumi.us\">\n<section style=\"font-size: 16px;color: rgb(58, 66, 94);line-height: 1;letter-spacing: 5px;text-align: center;\">\n<p><strong>\u5f80\u671f\u56de\u987e<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"margin-right: 0%;margin-left: 0%;\" powered-by=\"xiumi.us\">\n<section style=\"height: 3px;background-color: rgb(95, 156, 239);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<section style=\"margin-top: 2px;margin-right: 0%;margin-left: 0%;text-align: center;line-height: 0.8;font-size: 9px;\" powered-by=\"xiumi.us\">\n<section style=\"width: 0px;display: inline-block;border-top: 0.8em solid rgb(58, 66, 94);border-left: 0.7em solid transparent !important;border-right: 0.7em solid transparent !important;\"><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: bottom;width: auto;flex: 100 100 0%;align-self: flex-end;height: auto;\">\n<section style=\"margin-right: 0%;margin-left: 0%;\" powered-by=\"xiumi.us\">\n<section style=\"height: 3px;background-color: rgb(95, 156, 239);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<section style=\"margin-top: 2px;margin-right: 0%;margin-left: 0%;text-align: center;line-height: 0.8;font-size: 9px;\" powered-by=\"xiumi.us\">\n<section style=\"width: 0px;display: inline-block;border-top: 0.8em solid rgba(255, 255, 255, 0);border-left: 0.7em solid transparent !important;border-right: 0.7em solid transparent !important;\"><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>\n<section style=\"min-height: 40px;margin: 10px 0%;\" powered-by=\"xiumi.us\">\n<section style=\"width: 100%;margin-right: auto;margin-bottom: -10px;margin-left: auto;\">\n<table width=\"100%\">\n<tbody>\n<tr opera-tn-ra-comp=\"_$.pages:0.layers:0.comps:4.classicTable1:0\" powered-by=\"xiumi.us\">\n<td colspan=\"1\" rowspan=\"1\" opera-tn-ra-cell=\"_$.pages:0.layers:0.comps:4.classicTable1:0.td@@0\" style=\"border-color: rgb(62, 62, 62);border-style: none;padding: 0px;\" width=\"100.0000%\">\n<section>\n<section style=\"display: flex;flex-flow: row;margin-top: 10px;margin-right: 0%;margin-left: 0%;justify-content: flex-start;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: auto;min-width: 10%;height: auto;flex: 0 0 auto;align-self: center;box-shadow: rgb(0, 0, 0) 0px 0px 0px;\">\n<section style=\"font-size: 19px;color: rgb(95, 156, 239);line-height: 1;\" powered-by=\"xiumi.us\">\n<p style=\"text-wrap: wrap;\"><strong>01<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;flex: 100 100 0%;align-self: center;height: auto;\">\n<section style=\"color: rgb(140, 140, 140);\" powered-by=\"xiumi.us\">\n<p style=\"text-wrap: wrap;\"><span style=\"color: rgb(224, 224, 224);\">\uff5c<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&amp;mid=2247497780&amp;idx=2&amp;sn=7eee90af6f387e4153bba13028e545a1&amp;chksm=cf7f68f1f808e1e7dfb3a0597ef442e5c6e700ecf6ee5a035c766a4c7486c12eabd0ab218ea6&amp;scene=21#wechat_redirect\" textvalue=\"1024G\u5b58\u50a8\u7684\u751f\u4fe1\u670d\u52a1\u5668\uff0c\u4e24\u4eba\u6210\u56e2\uff0c1\u4eba\u514d\u5355\uff01\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener\">1024G\u5b58\u50a8\u7684\u751f\u4fe1\u670d\u52a1\u5668\uff0c\u4e24\u4eba\u6210\u56e2\uff0c1\u4eba\u514d\u5355\uff01<\/a><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 5px 0%;\" powered-by=\"xiumi.us\">\n<section style=\"background-color: rgb(224, 224, 224);height: 1px;\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<\/td>\n<\/tr>\n<tr opera-tn-ra-comp=\"_$.pages:0.layers:0.comps:4.classicTable1:1\" powered-by=\"xiumi.us\">\n<td colspan=\"1\" rowspan=\"1\" opera-tn-ra-cell=\"_$.pages:0.layers:0.comps:4.classicTable1:1.td@@0\" style=\"border-color: rgb(62, 62, 62);border-style: none;padding: 0px;\" width=\"100.0000%\">\n<section>\n<section style=\"display: flex;flex-flow: row;margin-top: 10px;margin-right: 0%;margin-left: 0%;justify-content: flex-start;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: auto;min-width: 10%;height: auto;flex: 0 0 auto;align-self: center;\">\n<section style=\"font-size: 19px;color: rgb(95, 156, 239);line-height: 1;\" powered-by=\"xiumi.us\">\n<p style=\"text-wrap: wrap;\"><strong>02<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;flex: 100 100 0%;align-self: center;height: auto;\">\n<section style=\"color: rgb(140, 140, 140);\" powered-by=\"xiumi.us\">\n<p style=\"text-wrap: wrap;\"><span style=\"color: rgb(224, 224, 224);\">\uff5c<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&amp;mid=2247498878&amp;idx=1&amp;sn=fc34ed3f1d15d060bbaf8166adcebd58&amp;chksm=cf7f6cbbf808e5ad0b5417e50ed75cfbd1b3a83ac43b97f1dfa718c822878a9a004990075133&amp;scene=21#wechat_redirect\" textvalue=\"\u5355\u4e2a\u6570\u636e\u5e93\u7528\u817b\u4e86\uff1f\u591a\u6570\u636e\u5e93\u201c\u7ec4\u5408\u62f3\u201d\u5e26\u4f60\u6253\u5f00\u514d\u75ab\u6d78\u6da6\u65b0\u601d\u8def\uff01\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener\">\u5355\u4e2a\u6570\u636e\u5e93\u7528\u817b\u4e86\uff1f\u591a\u6570\u636e\u5e93\u201c\u7ec4\u5408\u62f3\u201d\u5e26\u4f60\u6253\u5f00\u514d\u75ab\u6d78\u6da6\u65b0\u601d\u8def\uff01<\/a><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 5px 0%;\" powered-by=\"xiumi.us\">\n<section style=\"background-color: rgb(224, 224, 224);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>\n<\/td>\n<\/tr>\n<tr opera-tn-ra-comp=\"_$.pages:0.layers:0.comps:4.classicTable1:2\" powered-by=\"xiumi.us\">\n<td colspan=\"1\" rowspan=\"1\" opera-tn-ra-cell=\"_$.pages:0.layers:0.comps:4.classicTable1:2.td@@0\" style=\"border-color: rgb(62, 62, 62);border-style: none;padding: 0px;\" width=\"100.0000%\">\n<section>\n<section style=\"display: flex;flex-flow: row;margin-top: 10px;margin-right: 0%;margin-left: 0%;justify-content: flex-start;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: auto;min-width: 10%;height: auto;flex: 0 0 auto;align-self: center;\">\n<section style=\"font-size: 19px;color: rgb(95, 156, 239);line-height: 1;\" powered-by=\"xiumi.us\">\n<p style=\"text-wrap: wrap;\"><strong>03<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;flex: 100 100 0%;align-self: center;height: auto;\">\n<section style=\"color: rgb(140, 140, 140);\" powered-by=\"xiumi.us\">\n<p style=\"text-wrap: wrap;\"><span style=\"color: rgb(224, 224, 224);\">\uff5c<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&amp;mid=2247498673&amp;idx=1&amp;sn=1e09b74a836c1e64a62ae1f66eeb3f93&amp;chksm=cf7f6b74f808e262de70be43fd73bf5fefdc0914e525eb2032f741a0152e619689cedc76946f&amp;scene=21#wechat_redirect\" textvalue=\"\u5b5f\u5fb7\u5c14\u968f\u673a\u5316\u7684\u51c6\u5907\u5de5\u4f5c\uff0cGWAS\u6570\u636e\u7684\u7f51\u7ad9\u4e0b\u8f7d\u65b9\u6cd5\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"11\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener\">\u5b5f\u5fb7\u5c14\u968f\u673a\u5316\u7684\u51c6\u5907\u5de5\u4f5c\uff0cGWAS\u6570\u636e\u7684\u7f51\u7ad9\u4e0b\u8f7d\u65b9\u6cd5<\/a><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 5px 0%;\" powered-by=\"xiumi.us\">\n<section style=\"background-color: rgb(224, 224, 224);height: 1px;\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<\/td>\n<\/tr>\n<tr opera-tn-ra-comp=\"_$.pages:0.layers:0.comps:4.classicTable1:3\" powered-by=\"xiumi.us\">\n<td colspan=\"1\" rowspan=\"1\" opera-tn-ra-cell=\"_$.pages:0.layers:0.comps:4.classicTable1:3.td@@0\" style=\"border-color: rgb(62, 62, 62);border-style: none;padding: 0px;\" width=\"100.0000%\">\n<section>\n<section style=\"display: flex;flex-flow: row;margin-top: 10px;margin-right: 0%;margin-left: 0%;justify-content: flex-start;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: auto;min-width: 10%;height: auto;flex: 0 0 auto;align-self: center;\">\n<section style=\"font-size: 19px;color: rgb(95, 156, 239);line-height: 1;\" powered-by=\"xiumi.us\">\n<p style=\"text-wrap: wrap;\"><strong>04<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;flex: 100 100 0%;align-self: center;height: auto;\">\n<section style=\"color: rgb(140, 140, 140);\" powered-by=\"xiumi.us\">\n<p style=\"text-wrap: wrap;\"><span style=\"color: rgb(224, 224, 224);\">\uff5c<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&amp;mid=2247498517&amp;idx=1&amp;sn=fa3c0104cee316982fe8162b79fe234f&amp;chksm=cf7f6bd0f808e2c6cf979704bf883cfb5480444604f90da61dc286e7541fa5bb49df0a2fb58a&amp;scene=21#wechat_redirect\" textvalue=\"\u8ddf\u7740\u5c0f\u679c\u5b66\u590d\u73b0-\u624b\u628a\u624b\u5e26\u4f60\u62ff\u4e0bIF=46.9Nature \u7ea7\u522b\u7684\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\u56fe\uff01\uff01\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener\">\u8ddf\u7740\u5c0f\u679c\u5b66\u590d\u73b0-\u624b\u628a\u624b\u5e26\u4f60\u62ff\u4e0bIF=46.9Nature \u7ea7\u522b\u7684\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\u56fe\uff01\uff01<\/a><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 5px 0%;\" powered-by=\"xiumi.us\">\n<section style=\"background-color: rgb(224, 224, 224);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>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center;margin-bottom: 0px;\"><br  \/><\/p>\n<section style=\"text-align: justify;line-height: 1.6em;margin-bottom: 8px;margin-top: 16px;\"><o:page><\/o:page><\/section>\n<p style=\"display: none;\"><mp-style-type data-value=\"3\"><\/mp-style-type><\/p>\n<p><\/content>\n<\/div>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e3b\u6210\u5206\u5206\u6790PCA\uff0c\u4f60\u4e0d\u61c2\u7684\u90fd\u5728\u8fd9\u4e86 \u5c0f\u56fe&nbsp;&nbsp;\u751f\u4fe1\u679c&nbsp;&nbsp;2024-02- [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":""},"categories":[1],"tags":[],"jetpack_featured_media_url":"","_links":{"self":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/55599"}],"collection":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=55599"}],"version-history":[{"count":1,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/55599\/revisions"}],"predecessor-version":[{"id":55608,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/55599\/revisions\/55608"}],"wp:attachment":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=55599"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=55599"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=55599"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}