{"id":55961,"date":"2024-06-16T17:22:18","date_gmt":"2024-06-16T09:22:18","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=55961"},"modified":"2024-06-16T17:22:18","modified_gmt":"2024-06-16T09:22:18","slug":"%e8%ae%a9%e4%bd%a0%e7%9a%84%e6%95%b0%e6%8d%ae%e5%bc%80%e5%8f%a3%e8%af%b4%e8%af%9d%ef%bc%81%e4%bb%8e%e7%bb%9f%e8%ae%a1%e5%88%b0%e5%8f%af%e8%a7%86%e5%8c%96%ef%bc%8c%e6%8a%8a%e7%83%ad","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=55961","title":{"rendered":"\u8ba9\u4f60\u7684\u6570\u636e\u201c\u5f00\u53e3\u8bf4\u8bdd\u201d\uff01\u4ece\u7edf\u8ba1\u5230\u53ef\u89c6\u5316\uff0c\u628a\u70ed\u56fe\u3001PCA\u4e0e\u7bb1\u7ebf\u56fe\u4e00\u7f51\u6253\u5c3d\uff01"},"content":{"rendered":"


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style=\"font-family: \u5b8b\u4f53;text-indent: 0em;letter-spacing: 0.034em;line-height: 150%;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(255, 0, 0);font-weight: bold;\">\u540c\u65f6\u5462\uff0c\u5341\u5e74\u7684\u751f\u4fe1\u4e4b\u8def\uff0c\u5c0f\u679c\u5df2\u7ecf\u7ec3\u5c31\u4e86\u4e00\u8eab\u624e\u5b9e\u7684\u672c\u9886\uff0c\u73b0\u5728\u51c6\u5907\u7528\u8fd9\u8eab\u672c\u4e8b\u4e3a\u5c0f\u4f19\u4f34\u4eec\u670d\u52a1\u5566\uff01\u5982\u679c\u4f60\u5728\u751f\u4fe1\u5206\u6790\u4e0a\u9047\u5230\u4e86\u96be\u9898\uff0c\u90a3\u5c31\u6765\u627e\u5c0f\u679c\u5427\uff01\u5c0f\u679c\u4f1a\u7528\u81ea\u5df1\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u6280\u80fd\uff0c\u4e3a\u4f60\u89e3\u51b3\u56f0\u6270\uff0c\u52a9\u4f60\u4e00\u81c2\u4e4b\u529b\u3002\u671f\u5f85\u4f60\u7684\u8054\u7cfb\u54e6~<\/span><\/h1>\n<section style=\"margin-left: 0pt;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-align: justify;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(255, 0, 0);font-weight: bold;\"><\/span><\/span><\/section>\n<h2 style=\"text-align: justify;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 173%;font-family: Cambria;font-variant: normal;text-transform: none;\">\u4e00\u3001<\/span><span style=\"line-height: 173%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u7528\u5230\u7684R\u5305\u7b80\u8981\u4ecb\u7ecd<\/span><br \/>\n  <\/span><\/h2>\n<section style=\"text-align: justify;font-size: 10.5pt;font-family: Calibri;font-weight: normal;margin-left: 22pt;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-style: italic;\">l<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(227, 108, 10);font-weight: bold;font-style: italic;\">Biobase \u5305\uff1a<\/span><\/span><\/section>\n<section style=\"text-align: justify;margin-left: 0pt;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u5b83\u662fBioconductor \u9879\u76ee\u7684\u6838\u5fc3\u7ec4\u6210\u90e8\u5206\uff0c\u5b9a\u4e49\u4e86\u5982ExpressionSet\u8fd9\u6837\u7684\u5173\u952e\u6570\u636e\u7c7b\uff08\u5b58\u50a8\u548c\u64cd\u4f5c\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u7684\u6807\u51c6\u65b9\u5f0f\uff09\u3002Biobase \u5305\u542b\u591a\u79cd\u529f\u80fd\uff0c\u5b83\u652f\u6301\u6570\u636e\u67e5\u8be2\u3001\u66ff\u6362\u3001\u805a\u5408\u7b49\u64cd\u4f5c\uff0c\u5e76\u4e14\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u65b9\u6cd5\u548c\u8f85\u52a9\u51fd\u6570\u3002\u6b64\u5916\uff0cBiobase \u5305\u8fd8\u63d0\u4f9b\u4e86\u6570\u636e\u64cd\u4f5c\u548c\u5305\u7ba1\u7406\u7684\u51fd\u6570\uff0c\u5982\u521b\u5efa\u6570\u636e\u5305\u548c\u7248\u672c\u63a7\u5236\u3002<\/span>    <\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: justify;font-size: 10.5pt;font-family: Calibri;font-weight: normal;margin-left: 22pt;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;font-style: italic;\">l<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(227, 108, 10);font-weight: bold;font-style: italic;\">MASS\u5305\uff1a<\/span><\/span><\/section>\n<section style=\"text-align: justify;margin-left: 0pt;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 16px;\">\u5b83\u53ef\u4ee5\u8fdb\u884c\u7ebf\u6027\u5224\u522b\u5206\u6790\u548c\u4e8c\u6b21\u5224\u522b\u5206\u6790\uff08\u6839\u636e\u4e00\u7ec4\u89c2\u6d4b\u503c\u7684\u7279\u5f81\u5c06\u5176\u5206\u4e3a\u4e0d\u540c\u7684\u7c7b\u522b\uff09\u3002\u53ef\u4ee5\u4f7f\u7528lda()\u548cqda()\u51fd\u6570\u6765\u8fdb\u884c\u8fd9\u4e24\u79cd\u5224\u522b\u5206\u6790\u3002\u6b64\u5916\uff0c\u867d\u7136MASS\u5305\u672c\u8eab\u5e76\u4e0d\u76f4\u63a5\u63d0\u4f9b\u795e\u7ecf\u7f51\u7edc\u5efa\u6a21\u7684\u529f\u80fd\uff0c\u4f46\u53ef\u4ee5\u7ed3\u5408\u5176\u4ed6R\u5305\uff08\u5982neuralnet\u5305\uff09\u548cMASS\u5305\u4e2d\u7684\u6570\u636e\u96c6\u6765\u6784\u5efa\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u3002MASS\u5305\u8fd8\u63d0\u4f9b\u4e86\u4e00\u4e9b\u7528\u4e8e\u6570\u636e\u53ef\u89c6\u5316\u7684\u51fd\u6570\uff0c\u5982parcoord()\u51fd\u6570\uff0c\u5b83\u53ef\u4ee5\u521b\u5efa\u5e73\u884c\u5750\u6807\u56fe\u6765\u5c55\u793a\u591a\u5143\u6570\u636e\u3002\u5e76\u4e14MASS\u5305\u8fd8\u63d0\u4f9b\u4e86\u8bb8\u591a\u5176\u4ed6\u7edf\u8ba1\u5206\u6790\u65b9\u6cd5\uff0c\u5982\u56de\u5f52\u5206\u6790\u3001\u65b9\u5dee\u5206\u6790\u7b49\u3002<\/span><\/section>\n<section style=\"text-align: justify;font-size: 10.5pt;font-family: Calibri;font-weight: normal;margin-left: 22pt;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;font-style: italic;font-size: 16px;\">l<\/span><span style=\"font-size: 16px;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(227, 108, 10);font-weight: bold;font-style: italic;\">tidyr\u5305\uff1a<\/span><\/section>\n<section style=\"text-align: justify;margin-left: 0pt;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;font-size: 16px;\">\u5b83\u662f\u6211\u4eec\u975e\u5e38\u719f\u6089\u7684\u6570\u636e\u5904\u7406\u5305\u5566\uff01\u4e3b\u8981\u7528\u4e8e\u6570\u636e\u7684\u6574\u7406\u548c\u6e05\u6d17\u3002tidyr\u5305\u6838\u5fc3\u529f\u80fd\u5305\u62ec\u6570\u636e\u7684\u957f\u5bbd\u8f6c\u6362\u3001\u5904\u7406\u6570\u636e\u6846\u4e2d\u7684\u7a7a\u503c\u3001\u6839\u636e\u4e00\u4e2a\u8868\u683c\u884d\u751f\u51fa\u5176\u4ed6\u8868\u683c\uff0c\u4ee5\u53ca\u5b9e\u73b0\u884c\u6216\u5217\u7684\u5206\u9694\u548c\u5408\u5e76\u3002<\/span><\/section>\n<h2 style=\"text-align: justify;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 173%;font-family: Cambria;font-variant: normal;text-transform: none;\">\u4e8c\u3001R\u8bed\u8a00\u4ee3\u7801\u5b9e\u64cd<\/span><br \/>\n  <\/span><\/h2>\n<section style=\"margin-left: 0pt;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-align: justify;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u5e9f\u8bdd\u4e0d\u591a\u8bf4\uff0c\u5c0f\u679c\u76f4\u63a5\u7ed9\u5c0f\u4f19\u4f34\u4eec\u4e0a\u4ee3\u7801\uff01<\/span><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(255, 0, 0);font-weight: bold;\">\u672c\u6b21\u4ecb\u7ecd\u7684R\u5305\u64cd\u4f5c\u4f1a\u5360\u7528\u5185\u5b58\u8f83\u5927\uff0c\u5c0f\u679c\u5efa\u8bae\u4f7f\u7528\u670d\u52a1\u5668\uff0c\u6b22\u8fce\u5c0f\u4f19\u4f34\u4eec\u8054\u7cfb\u5c0f\u679c\u79df\u8d41\u6027\u4ef7\u6bd4\u5c45\u9ad8\u7684\u670d\u52a1\u5668\uff01<\/span><\/span><\/section>\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;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 100%;vertical-align: top;align-self: flex-start;flex: 0 0 auto;height: auto;\">\n<section style=\"display: flex;width: 100%;flex-flow: column;\" powered-by=\"xiumi.us\">\n<section style=\"z-index: 1;transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\">\n<section style=\"justify-content: center;display: flex;flex-flow: row;transform: translate3d(4px, 0px, 0px) rotateX(180deg);margin-bottom: -2px;\">\n<section style=\"display: inline-block;vertical-align: top;width: 50%;align-self: flex-start;flex: 0 0 auto;\">\n<section style=\"\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 10px;height: 14px;vertical-align: top;overflow: hidden;background-color: rgb(91, 91, 91);border-style: solid;border-width: 2px;border-color: rgb(255, 255, 255);\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p style=\"text-wrap: wrap;\"><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: 50%;\">\n<section style=\"\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 10px;height: 14px;vertical-align: top;overflow: hidden;background-color: rgb(91, 91, 91);border-style: solid;border-width: 2px;border-color: rgb(255, 255, 255);\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p style=\"text-wrap: wrap;\"><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 100%;vertical-align: top;align-self: flex-start;flex: 0 0 auto;background-color: rgb(194, 209, 255);\">\n<section style=\"text-align: center;justify-content: center;display: flex;flex-flow: row;margin-top: -4px;margin-bottom: 5px;transform: translate3d(5px, 0px, 0px);\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 100%;vertical-align: top;align-self: flex-start;flex: 0 0 auto;background-color: rgb(193, 209, 255);padding: 10px 20px;box-shadow: rgb(255, 255, 255) -2px 2px 0px;\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;align-self: center;flex: 0 0 auto;width: 100%;height: auto;\">\n<section style=\"text-align: center;color: rgb(0, 0, 0);\" powered-by=\"xiumi.us\">\n<p><strong>\u516c\u4f17\u53f7\u540e\u53f0\u56de\u590d\u201c111\u201d<\/strong><\/p>\n<p><strong>\u9886\u53d6\u672c\u7bc7\u4ee3\u7801\u3001\u57fa\u56e0\u96c6\u6216\u793a\u4f8b\u6570\u636e\u7b49\u6587\u4ef6<\/strong><\/p>\n<p><strong>\u6587\u4ef6\u7f16\u53f7\uff1a240520-2<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-wrap: wrap;\" powered-by=\"xiumi.us\"><span style=\"color: rgb(171, 25, 66);\"><strong>\u9700\u8981\u79df\u8d41\u670d\u52a1\u5668\u7684\u5c0f\u4f19\u4f34\u53ef\u4ee5\u626b\u7801\u6dfb\u52a0\u5c0f\u679c\uff0c\u6b64\u5916\u5c0f\u679c\u8fd8\u63d0\u4f9b\u751f\u4fe1\u5206\u6790\uff0c\u601d\u8def\u8bbe\u8ba1\uff0c\u6587\u732e\u590d\u73b0\u7b49\uff0c\u6709\u9700\u8981\u7684\u5c0f\u4f19\u4f34\u6b22\u8fce\u6765\u64a9~<\/strong><\/span><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-imgfileid=\"100018486\" data-ratio=\"1\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_f6PG40Qrdu5e9B1iaIMItPiajABYWA-52.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAxqaqPbQprPd4vw8Ytp0cprbzXiakMDdFriaB6B59ibhlBCrNyQFf6PG40Qrdu5e9B1iaIMItPiajABYWA\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"430\" style=\"width: 170px;height: 170px;\" data-recalc-dims=\"1\" \/><\/p>\n<\/section>\n<section style=\"font-size: 10.5pt;font-family: Calibri;font-weight: normal;text-align: justify;margin-left: 22pt;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 150%;font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"line-height: 150%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u4e0b\u8f7d\u5e76\u52a0\u8f7dBiobase\u5305<\/span><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"objectivec\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">if<\/span> (!requireNamespace(<span class=\"code-snippet__string\">\"Biobase\"<\/span>, quietly = <span class=\"code-snippet__literal\">TRUE<\/span>)) { <\/span><\/code><code><span class=\"code-snippet_outer\"> install.packages(<span class=\"code-snippet__string\">\"Biobase\"<\/span>) <\/span><\/code><code><span class=\"code-snippet_outer\"> } <\/span><\/code><code><span class=\"code-snippet_outer\">library(Biobase)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"text-indent: 0em;letter-spacing: 0.034em;line-height: 150%;font-family: Wingdings;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"text-indent: 0em;letter-spacing: 0.034em;line-height: 150%;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(31, 73, 125);font-weight: bold;\">\u751f\u6210\u57fa\u56e0\u8868\u8fbe\u6570\u636e<\/span><span style=\"text-indent: 0em;letter-spacing: 0.034em;line-height: 150%;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(31, 73, 125);\">\uff1a\u5c0f\u679c\u5148\u521b\u5efa\u4e86\u4e00\u4e2a\u540d\u4e3a<\/span><span style=\"font-family: Calibri;text-indent: 0em;letter-spacing: 0.034em;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(31, 73, 125);\">genes<\/span><span style=\"text-indent: 0em;letter-spacing: 0.034em;line-height: 150%;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(31, 73, 125);\">\u7684\u5411\u91cf\uff0c\u5305\u542b\u57fa\u56e0\u7684\u540d\u79f0\uff0c\u4ee5\u53ca<\/span><span style=\"font-family: Calibri;text-indent: 0em;letter-spacing: 0.034em;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(31, 73, 125);\">samples<\/span><span style=\"text-indent: 0em;letter-spacing: 0.034em;line-height: 150%;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(31, 73, 125);\">\u5411\u91cf\u3002\u7136\u540e\uff0c\u4f7f\u7528<\/span><span style=\"font-family: Calibri;text-indent: 0em;letter-spacing: 0.034em;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(31, 73, 125);\">runif<\/span><span style=\"text-indent: 0em;letter-spacing: 0.034em;line-height: 150%;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(31, 73, 125);\">\u51fd\u6570\u751f\u6210\u4e86\u4e00\u4e2a\u968f\u673a\u6570\u77e9\u9635<\/span><span style=\"font-family: Calibri;text-indent: 0em;letter-spacing: 0.034em;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(31, 73, 125);\">expression_data<\/span><span style=\"text-indent: 0em;letter-spacing: 0.034em;line-height: 150%;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(31, 73, 125);\">\uff0c\u6a21\u62df\u4e86\u57fa\u56e0\u5728\u6837\u672c\u4e2d\u7684\u8868\u8fbe\u6c34\u5e73\u3002\u77e9\u9635\u7684\u6bcf\u4e00\u884c\u4ee3\u8868\u4e00\u4e2a\u57fa\u56e0\uff0c\u6bcf\u4e00\u5217\u4ee3\u8868\u4e00\u4e2a\u6837\u672c\u3002<\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"swift\"><code><span class=\"code-snippet_outer\">genes <- <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__string\">\"Gene1\"<\/span>, <span class=\"code-snippet__string\">\"Gene2\"<\/span>, <span class=\"code-snippet__string\">\"Gene3\"<\/span>, <span class=\"code-snippet__string\">\"Gene4\"<\/span>, <span class=\"code-snippet__string\">\"Gene5\"<\/span>) <\/span><\/code><code><span class=\"code-snippet_outer\">samples <- <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__string\">\"Sample1\"<\/span>, <span class=\"code-snippet__string\">\"Sample2\"<\/span>, <span class=\"code-snippet__string\">\"Sample3\"<\/span>) <\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">set<\/span>.seed(<span class=\"code-snippet__number\">123<\/span>) <\/span><\/code><code><span class=\"code-snippet_outer\">expression_data <- matrix(runif(<span class=\"code-snippet__number\">15<\/span>, <span class=\"code-snippet__built_in\">min<\/span> = <span class=\"code-snippet__number\">1<\/span>, <span class=\"code-snippet__built_in\">max<\/span> = <span class=\"code-snippet__number\">10<\/span>), nrow = <span class=\"code-snippet__number\">5<\/span>, ncol = <span class=\"code-snippet__number\">3<\/span>, <\/span><\/code><code><span class=\"code-snippet_outer\"> dimnames = list(genes, samples))<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"> <\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u00d8<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u8ba1\u7b97\u57fa\u56e0\u7edf\u8ba1\u4fe1\u606f\uff1a<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u5c0f\u679c\u4f7f\u7528\u4e86apply\u51fd\u6570\u5bf9expression_data\u77e9\u9635\u7684\u6bcf\u4e00\u884c\uff08\u5373\u6bcf\u4e2a\u57fa\u56e0\uff09\u5e94\u7528\u4e00\u4e2a\u51fd\u6570\uff0c\u8ba1\u7b97\u8be5\u884c\u7684\u5e73\u5747\u503c\u548c\u6807\u51c6\u5dee\uff0c\u5e76\u5c06\u7ed3\u679c\u5b58\u50a8\u5728gene_stats\u5217\u8868\u4e2d\u3002\u7136\u540e\uff0c\u4f7f\u7528DataFrame\u51fd\u6570\u5c06\u57fa\u56e0\u540d\u79f0\u548c\u7edf\u8ba1\u4fe1\u606f\u7ec4\u5408\u6210\u4e00\u4e2a\u6570\u636e\u6846gene_info\u3002<\/span><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"typescript\"><code><span class=\"code-snippet_outer\">gene_stats <- apply(expression_data, <span class=\"code-snippet__number\">1<\/span>, <span class=\"code-snippet__function\"><span class=\"code-snippet__keyword\">function<\/span>(<span class=\"code-snippet__params\">x<\/span>) <span class=\"code-snippet__title\">c<\/span>(<span class=\"code-snippet__params\">mean = mean(x), sd = sd(x)<\/span>)) <\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__title\">gene_info<\/span> <- <span class=\"code-snippet__title\">DataFrame<\/span>(<span class=\"code-snippet__params\">Gene = genes, t(gene_stats)<\/span>) <\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__title\">colnames<\/span>(<span class=\"code-snippet__params\">gene_info<\/span>)[-1:-2] <- <span class=\"code-snippet__title\">c<\/span>(<span class=\"code-snippet__params\">\"mean\", \"sd\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__title\">head<\/span>(<span class=\"code-snippet__params\">gene_info<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"> <\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: center;margin-left: 0pt;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100018476\" data-ratio=\"0.5570652173913043\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_ZVorwqFJGqVx2t8TOBQvAQbWeXZOnw.png?resize=355%2C197\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyZYWxkcMjUGDz4aMnt6SC3oYA3OJGPksH1mXsg9PbuiaW4UZVorwqFJGqVx2t8TOBQvAQbWeXZOnw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"368\" height=\"197 .8699951171875\" width=\"355 .2099914550781\" data-recalc-dims=\"1\" \/><\/span><\/section>\n<section style=\"text-align: center;margin-left: 0pt;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100018475\" data-ratio=\"0.47619047619047616\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_8oicnvCKoIXqKt15zT8zKhQfA8kIgA.png?resize=399%2C190\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyZYWxkcMjUGDz4aMnt6SC3BxP169ZGz9b8zD8uF4y6eVUUF8oicnvCKoIXqKt15zT8zKhQfA8kIgA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"399\" height=\"190 .02999877929688\" width=\"399 .05999755859375\" data-recalc-dims=\"1\" \/><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u5b89\u88c5\u548c\u52a0\u8f7dMASS\u5305<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\uff1a\u68c0\u67e5\u662f\u5426\u5df2\u7ecf\u5b89\u88c5\u4e86MASS\u5305\u3002<\/span><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"objectivec\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">if<\/span> (!requireNamespace(<span class=\"code-snippet__string\">\"MASS\"<\/span>, quietly = <span class=\"code-snippet__literal\">TRUE<\/span>))<\/span><\/code><code><span class=\"code-snippet_outer\"> install.packages(<span class=\"code-snippet__string\">\"MASS\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">library(MASS)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u00d8<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u7ed8\u5236\u57fa\u56e0\u8868\u8fbe\u6563\u70b9\u56fe\u77e9\u9635\uff1a<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u4f7f\u7528plot\u51fd\u6570\u7ed8\u5236\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u7684\u6563\u70b9\u56fe\u77e9\u9635\u3002<\/span><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);\"><\/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=\"javascript\"><code><span class=\"code-snippet_outer\">plot(expression_data, main = <span class=\"code-snippet__string\">\"Gene Expression Scatterplot Matrix\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\">  <\/span><o:page><\/o:page><\/section>\n<section style=\"margin-left: 0pt;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-align: center;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"line-height: 150%;font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100018474\" data-ratio=\"1.0767754318618041\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_ez2yIwkMAskoU79l77jlFhZ3Dn3u6A.png?resize=297%2C319\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyZYWxkcMjUGDz4aMnt6SC3PJiaBPsyIrpLz2wLRZRC1iazrRez2yIwkMAskoU79l77jlFhZ3Dn3u6A\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"521\" height=\"319 .80999755859375\" width=\"297 .0\" data-recalc-dims=\"1\" \/><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u6570\u636e\u6807\u51c6\u5316<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\uff1a\u5bf9\u539f\u59cb\u7684\u8868\u8fbe\u6570\u636eexpression_data\u8fdb\u884c\u8f6c\u7f6e\u548c\u6807\u51c6\u5316\u5904\u7406\uff0c\u751f\u6210normalized_data\u3002\uff08\u6807\u51c6\u5316\u662f\u901a\u8fc7\u51cf\u53bb\u6bcf\u884c\u7684\u5747\u503c\u5e76\u9664\u4ee5\u6807\u51c6\u5dee\u6765\u5b9e\u73b0\u7684\u54e6~\uff09\u3002\u7136\u540e\uff0c\u8ba1\u7b97\u6807\u51c6\u5316\u540e\u6570\u636e\u7684\u5747\u503c\u548c\u6807\u51c6\u5dee\uff0c\u5e76\u5c06\u8fd9\u4e9b\u7edf\u8ba1<\/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<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"swift\"><code><span class=\"code-snippet_outer\">\u4fe1\u606f\u6dfb\u52a0\u5230gene_info\u6570\u636e\u6846\u4e2d\u3002<\/span><\/code><code><span class=\"code-snippet_outer\">normalized_data <- t(scale(t(expression_data)))<\/span><\/code><code><span class=\"code-snippet_outer\">gene_info <- cbind(gene_info, <span class=\"code-snippet__type\">DataFrame<\/span>(normalized_mean = rowMeans(normalized_data), normalized_sd = apply(normalized_data, <span class=\"code-snippet__number\">1<\/span>, sd)))<\/span><\/code><code><span class=\"code-snippet_outer\">colnames(gene_info)[<span class=\"code-snippet__number\">5<\/span>:<span class=\"code-snippet__number\">6<\/span>] <- <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__string\">\"normalized_mean\"<\/span>, <span class=\"code-snippet__string\">\"normalized_sd\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">head(gene_info)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/span><\/section>\n<section style=\"margin-left: 0pt;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-align: justify;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"line-height: 150%;font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100018477\" data-ratio=\"0.275\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_akHWJxFOiaZezYgceUIILQZZeuM48Q.png?resize=639%2C175\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyZYWxkcMjUGDz4aMnt6SC3gJeJedojpBibkHib9vlra5Wj4pEiakHWJxFOiaZezYgceUIILQZZeuM48Q\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"720\" height=\"175 .91998291015625\" width=\"639 .760009765625\" data-recalc-dims=\"1\" \/><\/span><span style=\"font-size: 16px;\">    <\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u8ba1\u7b97\u76f8\u5173\u6027\u77e9\u9635\uff1a<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u5c0f\u679c\u8fd9\u91cc\u4f7f\u7528\u4e86cor\u51fd\u6570\u8ba1\u7b97expression_data\u7684\u6210\u5bf9\u76f8\u5173\u6027\uff0c\u751f\u6210cor_matrix\u3002\uff08\u8fd9\u91cc\u4f7f\u7528\u7684\u662f\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570\uff09<\/span><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"nginx\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__attribute\">cor_matrix<\/span> <- cor(expression_data, method = <span class=\"code-snippet__string\">\"pearson\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">head(cor_matrix)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/span><\/section>\n<section style=\"text-align: center;margin-left: 0pt;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100018473\" data-ratio=\"0.21806167400881057\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_4bqD23ich6RoXemXWBic9ee8mSGKYw.png?resize=519%2C113\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyZYWxkcMjUGDz4aMnt6SC3GSqcKNRHO3v4D1X5Z0ib6kKpjgC4bqD23ich6RoXemXWBic9ee8mSGKYw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"454\" height=\"113 .3699951171875\" width=\"519 .9099731445312\" data-recalc-dims=\"1\" \/><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u7ed8\u5236\u76f8\u5173\u6027\u70ed\u56fe\uff1a<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u5c0f\u679c\u4f7f\u7528\u4e86reshape2::melt\u51fd\u6570\u5c06\u76f8\u5173\u6027\u77e9\u9635cor_matrix\u8f6c\u6362\u4e3a\u957f\u683c\u5f0f\uff0c\u7136\u540e\uff0c\u4f7f\u7528\u4e86ggplot2\u5305\u7ed8\u5236\u76f8\u5173\u6027\u70ed\u56fe\uff0c\u5176\u4e2d\u989c\u8272\u6df1\u6d45\u8868\u793a\u76f8\u5173\u6027\u7684\u5f3a\u5ea6\u3002<\/span><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"xml\"><code><span class=\"code-snippet_outer\">cor_melt <span class=\"code-snippet__tag\"><<span class=\"code-snippet__name\">-<\/span> <span class=\"code-snippet__attr\">reshape2::melt<\/span>(<span class=\"code-snippet__attr\">cor_matrix<\/span>)<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__attr\">ggplot<\/span>(<span class=\"code-snippet__attr\">cor_melt<\/span>, <span class=\"code-snippet__attr\">aes<\/span>(<span class=\"code-snippet__attr\">Var1<\/span>, <span class=\"code-snippet__attr\">Var2<\/span>, <span class=\"code-snippet__attr\">fill<\/span> = <span class=\"code-snippet__string\">value))<\/span> +<\/span><\/code><code><span class=\"code-snippet_outer\"> <span class=\"code-snippet__attr\">geom_tile<\/span>() +<\/span><\/code><code><span class=\"code-snippet_outer\"> <span class=\"code-snippet__attr\">scale_fill_gradient2<\/span>(<span class=\"code-snippet__attr\">low<\/span> = <span class=\"code-snippet__string\">\"blue\"<\/span>, <span class=\"code-snippet__attr\">mid<\/span> = <span class=\"code-snippet__string\">\"white\"<\/span>, <span class=\"code-snippet__attr\">high<\/span> = <span class=\"code-snippet__string\">\"red\"<\/span>, <span class=\"code-snippet__attr\">midpoint<\/span> = <span class=\"code-snippet__string\">0)<\/span> +<\/span><\/code><code><span class=\"code-snippet_outer\"> <span class=\"code-snippet__attr\">theme_minimal<\/span>() +<\/span><\/code><code><span class=\"code-snippet_outer\"> <span class=\"code-snippet__attr\">theme<\/span>(<span class=\"code-snippet__attr\">axis.text.x<\/span> = <span class=\"code-snippet__string\">element_text(angle<\/span> = <span class=\"code-snippet__string\">45,<\/span> <span class=\"code-snippet__attr\">hjust<\/span> = <span class=\"code-snippet__string\">1),<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"> <span class=\"code-snippet__attr\">axis.title<\/span> = <span class=\"code-snippet__string\">element_blank())<\/span> +<\/span><\/code><code><span class=\"code-snippet_outer\"> <span class=\"code-snippet__attr\">labs<\/span>(<span class=\"code-snippet__attr\">x<\/span> = <span class=\"code-snippet__string\">\"Gene\"<\/span>, <span class=\"code-snippet__attr\">y<\/span> = <span class=\"code-snippet__string\">\"Gene\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\">  <\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: center;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100018479\" data-ratio=\"1.0767754318618041\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_gicDLFj9UDYnftw2xKQtSTqPcKDO7Q.png?resize=355%2C383\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyZYWxkcMjUGDz4aMnt6SC30TzHMAjibRBCfIdAoibNia2rk2sggicDLFj9UDYnftw2xKQtSTqPcKDO7Q\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"521\" height=\"383 .19000244140625\" width=\"355 .8699951171875\" data-recalc-dims=\"1\" \/><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\"><\/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<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\">\u00d8\u5b89\u88c5\u548c\u52a0\u8f7dggplot2\u5305<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">if<\/span> (!requireNamespace(<span class=\"code-snippet__string\">\"ggplot2\"<\/span>, quietly = <span class=\"code-snippet__literal\">TRUE<\/span>))<\/span><\/code><code><span class=\"code-snippet_outer\"> install.packages(<span class=\"code-snippet__string\">\"ggplot2\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">library(ggplot2)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u8f6c\u6362\u6570\u636e\u6846\uff1a<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u5c06gene_info\u6570\u636e\u6846\u8f6c\u6362\u4e3a\u666e\u901a\u7684\u6570\u636e\u6846\uff08as.data.frame\uff09\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u7c7b\u578b\u6b63\u786e\u3002<\/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=\"css\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__selector-tag\">gene_info<\/span> <<span class=\"code-snippet__selector-tag\">-<\/span> <span class=\"code-snippet__selector-tag\">as<\/span><span class=\"code-snippet__selector-class\">.data<\/span><span class=\"code-snippet__selector-class\">.frame<\/span>(<span class=\"code-snippet__selector-tag\">gene_info<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u6570\u636e\u91cd\u6784<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\uff1a\u4f7f\u7528tidyr::pivot_longer\u51fd\u6570\u5c06gene_info\u6570\u636e\u6846\u4ece\u5bbd\u683c\u5f0f\u8f6c\u6362\u4e3a\u957f\u683c\u5f0f\uff08\u4e3a\u4e86\u66f4\u7075\u6d3b\u7684\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\uff09\u3002<\/span><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);\"><\/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=\"cpp\"><code><span class=\"code-snippet_outer\">long_data <- tidyr::pivot_longer(gene_info, cols = -Gene, names_to = <span class=\"code-snippet__string\">\"Sample\"<\/span>, values_to = <span class=\"code-snippet__string\">\"Expression\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\">  <\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u7ed8\u5236\u70ed\u56fe\uff1a<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u4f7f\u7528ggplot2\u7ed8\u5236\u957f\u683c\u5f0f\u6570\u636e\u7684\u70ed\u56fe\u3002<\/span><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"javascript\"><code><span class=\"code-snippet_outer\">ggplot(long_data, aes(x = Sample, y = Gene, fill = Expression)) +<\/span><\/code><code><span class=\"code-snippet_outer\"> geom_tile() +<\/span><\/code><code><span class=\"code-snippet_outer\"> theme_minimal() +<\/span><\/code><code><span class=\"code-snippet_outer\"> theme(axis.text.x = element_text(angle = <span class=\"code-snippet__number\">45<\/span>, hjust = <span class=\"code-snippet__number\">1<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\"> axis.title.y = element_blank(),<\/span><\/code><code><span class=\"code-snippet_outer\"> panel.border = element_blank()) +<\/span><\/code><code><span class=\"code-snippet_outer\"> scale_fill_gradient(low = <span class=\"code-snippet__string\">\"blue\"<\/span>, high = <span class=\"code-snippet__string\">\"red\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/span><\/section>\n<section style=\"text-align: center;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100018482\" data-ratio=\"1.0767754318618041\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/9_pqtKWfjxF8ebia4mkpIFJGzVjpLibw.png?resize=415%2C447\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyZYWxkcMjUGDz4aMnt6SC30jZGDrx3Y0cqGRj4l59q6hBf0bpqtKWfjxF8ebia4mkpIFJGzVjpLibw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"521\" height=\"447 .0899658203125\" width=\"415 .21002197265625\" data-recalc-dims=\"1\" \/><\/span><span style=\"font-size: 16px;\">    <\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\uff1a<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u5c0f\u679c\u4f7f\u7528\u4e86prcomp\u51fd\u6570\u5bf9\u8f6c\u7f6e\u7684\u8868\u8fbe\u6570\u636e\u8fdb\u884c\u4e3b\u6210\u5206\u5206\u6790\uff0c\u5e76\u5bf9\u6570\u636e\u8fdb\u884c\u6807\u51c6\u5316\u5904\u7406\u3002<\/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=\"xml\"><code><span class=\"code-snippet_outer\">pca_result <span class=\"code-snippet__tag\"><<span class=\"code-snippet__name\">-<\/span> <span class=\"code-snippet__attr\">prcomp<\/span>(<span class=\"code-snippet__attr\">t<\/span>(<span class=\"code-snippet__attr\">expression_data<\/span>), <span class=\"code-snippet__attr\">scale.<\/span> = <span class=\"code-snippet__string\">TRUE)<\/span><\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">PCA\u7ed3\u679c\u603b\u7ed3\uff1a<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u4f7f\u7528summary\u51fd\u6570\u67e5\u770bPCA\u7ed3\u679c\u7684\u6458\u8981\uff0c\u5305\u62ec\u6bcf\u4e2a\u4e3b\u6210\u5206\u7684\u65b9\u5dee\u6bd4\u7b49\u3002\u5e76\u4e14\u4f7f\u7528biplot\u51fd\u6570\u7ed8\u5236PCA\u7684\u53cc\u6807\u56fe\uff0c\u663e\u793a\u6837\u672c\u548c\u53d8\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/span><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"objectivec\"><code><span class=\"code-snippet_outer\">summary(pca_result)<\/span><\/code><code><span class=\"code-snippet_outer\">biplot(pca_result, scale = <span class=\"code-snippet__literal\">TRUE<\/span>, col = c(<span class=\"code-snippet__string\">\"red\"<\/span>, <span class=\"code-snippet__string\">\"green\"<\/span>, <span class=\"code-snippet__string\">\"blue\"<\/span>))<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100018478\" data-ratio=\"0.2628458498023715\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/10_QQGH6fOAqUcZMvMSZnWvsfYE1AmJZw.png?resize=506%2C133\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyZYWxkcMjUGDz4aMnt6SC36NclKJuyYSrC8lbXgcj5uQ4YQQGH6fOAqUcZMvMSZnWvsfYE1AmJZw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"506\" height=\"133 .01998901367188\" width=\"506 .0799560546875\" data-recalc-dims=\"1\" \/><\/span><span style=\"font-size: 16px;\">    <\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: center;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100018481\" data-ratio=\"1.0767754318618041\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/11_lAvoYLwAXSq17eLlv0cNtNBdEn7aqQ.png?resize=378%2C407\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyZYWxkcMjUGDz4aMnt6SC3jAwQEUwaJ5WrtOTQ45Y1NZdJlAvoYLwAXSq17eLlv0cNtNBdEn7aqQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"521\" height=\"407 .5799865722656\" width=\"378 .52001953125\" data-recalc-dims=\"1\" \/><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u5b89\u88c5\u548c\u52a0\u8f7dtidyr\u5305<\/span><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"objectivec\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">if<\/span> (!requireNamespace(<span class=\"code-snippet__string\">\"tidyr\"<\/span>, quietly = <span class=\"code-snippet__literal\">TRUE<\/span>))<\/span><\/code><code><span class=\"code-snippet_outer\"> install.packages(<span class=\"code-snippet__string\">\"tidyr\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">library(tidyr)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u518d\u6b21\u6570\u636e\u91cd\u6784\uff1a<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u4f7f\u7528pivot_longer\u51fd\u6570\u5c06gene_info\u6570\u636e\u6846\u7684\u7edf\u8ba1\u6570\u636e\u8f6c\u6362\u4e3a\u957f\u683c\u5f0f\uff0c\u4ee5\u4fbf\u4e8e\u540e\u7eed\u7684\u53ef\u89c6\u5316\u5206\u6790\u3002<\/span><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);\"><\/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=\"xml\"><code><span class=\"code-snippet_outer\">long_gene_info <span class=\"code-snippet__tag\"><<span class=\"code-snippet__name\">-<\/span> <span class=\"code-snippet__attr\">pivot_longer<\/span>(<span class=\"code-snippet__attr\">gene_info<\/span>, <span class=\"code-snippet__attr\">cols<\/span> = <span class=\"code-snippet__string\">-Gene,<\/span> <span class=\"code-snippet__attr\">names_to<\/span> = <span class=\"code-snippet__string\">\"Statistic\"<\/span>, <span class=\"code-snippet__attr\">values_to<\/span> = <span class=\"code-snippet__string\">\"Expression\"<\/span>)<\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\">   <\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 18pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: Wingdings;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u00d8<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\u7ed8\u5236\u7bb1\u7ebf\u56fe\u3001\u6563\u70b9\u56fe\u7b49\u8fdb\u884c<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);font-weight: bold;\">\u53ef\u89c6\u5316<\/span><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(31, 73, 125);\">\uff1a\u4f7f\u7528ggplot2\u7ed8\u5236\u6563\u70b9\u56fe\uff0c\u5c55\u793a\u4e0d\u540c\u57fa\u56e0\u7684\u8868\u8fbe\u503c\u3002\u5c0f\u679c\u8fd9\u91cc\u4f7f\u7528\u4e86facet_wrap\u51fd\u6570\u6765\u4e3a\u6bcf\u4e2a\u57fa\u56e0\u521b\u5efa\u4e00\u4e2a\u5355\u72ec\u7684\u9762\u677f\u3002<\/span><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/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=\"cpp\"><code><span class=\"code-snippet_outer\">ggplot(long_gene_info, aes(x = Gene, y = Expression, fill = Gene)) +<\/span><\/code><code><span class=\"code-snippet_outer\"> geom_boxplot() +<\/span><\/code><code><span class=\"code-snippet_outer\"> theme_minimal() +<\/span><\/code><code><span class=\"code-snippet_outer\"> theme(axis.text.x = element_text(angle = <span class=\"code-snippet__number\">45<\/span>, hjust = <span class=\"code-snippet__number\">1<\/span>)) +<\/span><\/code><code><span class=\"code-snippet_outer\"> facet_wrap(~Gene, scales = <span class=\"code-snippet__string\">\"free_y\"<\/span>) +<\/span><\/code><code><span class=\"code-snippet_outer\"> <span class=\"code-snippet__built_in\">labs<\/span>(x = <span class=\"code-snippet__string\">\"gene\"<\/span>, y = <span class=\"code-snippet__string\">\"Expression Value\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\">   <\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: center;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100018480\" data-ratio=\"0.9639175257731959\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/12_ib90y2TvSNW4Io6yO1vacp0SxAMGQg.png?resize=502%2C484\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyZYWxkcMjUGDz4aMnt6SC37AnJFHtQibNw7LOicxbut24mt2icib90y2TvSNW4Io6yO1vacp0SxAMGQg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"582\" height=\"484 .5799560546875\" width=\"502 .72003173828125\" data-recalc-dims=\"1\" \/><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/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=\"cpp\"><code><span class=\"code-snippet_outer\">ggplot(long_gene_info, aes(x = Gene, y = Expression, color = Gene)) +<\/span><\/code><code><span class=\"code-snippet_outer\"> geom_point(size = <span class=\"code-snippet__number\">2<\/span>) +<\/span><\/code><code><span class=\"code-snippet_outer\"> theme_minimal() +<\/span><\/code><code><span class=\"code-snippet_outer\"> theme(axis.text.x = element_text(angle = <span class=\"code-snippet__number\">45<\/span>, hjust = <span class=\"code-snippet__number\">1<\/span>)) +<\/span><\/code><code><span class=\"code-snippet_outer\"> facet_wrap(~Gene ,scales = <span class=\"code-snippet__string\">\"free_y\"<\/span>) +<\/span><\/code><code><span class=\"code-snippet_outer\"> <span class=\"code-snippet__built_in\">labs<\/span>(x = <span class=\"code-snippet__string\">\"Gene\"<\/span>, y = <span class=\"code-snippet__string\">\"Expression Value\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\">  <\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: center;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100018483\" data-ratio=\"0.9639175257731959\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/13_4Gnh9oczSP85MlkM9ibrG84zGJR0PA.png?resize=556%2C536\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyZYWxkcMjUGDz4aMnt6SC3pDlkibw8drwTgxkVeKeT7fdwU54Gnh9oczSP85MlkM9ibrG84zGJR0PA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"582\" height=\"536 .3300170898438\" width=\"556 .4099731445312\" data-recalc-dims=\"1\" \/><\/span><\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><\/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=\"php\"><code><span class=\"code-snippet_outer\">long_gene_info$Gene <- <span class=\"code-snippet__keyword\">as<\/span>.numeric(<span class=\"code-snippet__keyword\">as<\/span>.factor(long_gene_info$Gene))<\/span><\/code><code><span class=\"code-snippet_outer\">ggplot(long_gene_info, aes(x = Gene, y = Expression, color = Gene)) +<\/span><\/code><code><span class=\"code-snippet_outer\"> geom_line() +<\/span><\/code><code><span class=\"code-snippet_outer\"> geom_point() +<\/span><\/code><code><span class=\"code-snippet_outer\"> theme_minimal() +<\/span><\/code><code><span class=\"code-snippet_outer\"> labs(x = <span class=\"code-snippet__string\">\"Time Point\"<\/span>, y = <span class=\"code-snippet__string\">\"Expression Value\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: justify;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\">   <\/span><o:page><\/o:page><\/section>\n<section style=\"text-align: center;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;margin-left: 17.85pt;background: rgb(255, 255, 255);text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-family: Calibri;font-variant: normal;text-transform: none;color: rgb(0, 176, 80);font-size: 16px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100018484\" data-ratio=\"0.9639175257731959\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/14_t0NjUaicJPGhic3wRLUrcicgjmuN4Q.png?resize=560%2C540\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyZYWxkcMjUGDz4aMnt6SC3wnnKK8eeTAE2StEhUshsWYewhpwt0NjUaicJPGhic3wRLUrcicgjmuN4Q\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"582\" height=\"540 .739990234375\" width=\"560 .97998046875\" data-recalc-dims=\"1\" \/><\/span><\/section>\n<h2 style=\"text-align: justify;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"line-height: 173%;font-family: Cambria;font-variant: normal;text-transform: none;\">\u4e09\u3001<\/span><span style=\"line-height: 173%;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;\">\u6587\u7ae0\u5c0f\u7ed3<\/span><br \/>\n  <\/span><\/h2>\n<section style=\"margin-left: 0pt;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-align: justify;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(6, 6, 7);letter-spacing: 0.4pt;background: rgb(255, 255, 255);\">\u672c\u671f\u5c0f\u679c\u548c\u5c0f\u4f19\u4f34\u4eec\u4e00\u8d77\u5b66\u4e60\u4e86\u4ece\u6570\u636e\u751f\u6210\u3001\u7edf\u8ba1\u5206\u6790\u5230\u6570\u636e\u53ef\u89c6\u5316\u7684\u5b8c\u6574\u6d41\u7a0b\u3002\u901a\u8fc7\u8fd9\u4e9b\u6b65\u9aa4\uff0c\u6211\u4eec\u53ef\u4ee5\u63a2\u7d22\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u548c\u5173\u8054\u6027\uff0c\u4e3a\u8fdb\u4e00\u6b65\u7684\u751f\u7269\u5b66\u7814\u7a76\u63d0\u4f9b\u76f8\u5173\u4f9d\u636e\u3002\u5e76\u4e14\uff0c\u638c\u63e1\u70ed\u56fe\u3001PCA\u548c\u7bb1\u7ebf\u56fe\uff0c\u5c31\u662f\u638c\u63e1\u4e86\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u7684\u94a5\u5319\uff01\u5b83\u4eec\u4e0d\u4ec5\u80fd\u63ed\u793a\u57fa\u56e0\u95f4\u7684\u5fae\u5999\u5173\u7cfb\uff0c\u8fd8\u80fd\u8ba9\u6211\u4eec\u4e00\u773c\u770b\u7a7f\u6570\u636e\u7684\u5185\u5728\u89c4\u5f8b\u3002\u522b\u518d\u8ba9\u6570\u636e\u6c89\u9ed8\u5566\uff0c\u5c06\u590d\u6742\u7684\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u8f6c\u5316\u4e3a\u76f4\u89c2\u3001\u6613\u61c2\u7684\u56fe\u8868\u5427\u3002\u4e0d\u8bba\u662f\u5bfb\u627e\u7814\u7a76\u7a81\u7834\u53e3\uff0c\u8fd8\u662f\u5c55\u793a\u7814\u7a76\u6210\u679c\uff0c\u8fd9\u4e9b\u53ef\u89c6\u5316\u5de5\u5177\u90fd\u80fd\u8ba9\u4f60\u4e8b\u534a\u529f\u500d\u3002\u73b0\u5728\u5c31\u5f00\u59cb\u63a2\u7d22\u5427\uff0c\u8ba9\u57fa\u56e0\u6570\u636e\u201c\u5f00\u53e3\u8bf4\u8bdd\u201d\uff0c\u4e3a\u4f60\u7684\u79d1\u7814\u4e4b\u8def\u70b9\u4eae\u660e\u706f\uff01<\/span>    <\/span><o:page><\/o:page><\/section>\n<section style=\"margin-left: 0pt;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-align: justify;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-size: 16px;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(6, 6, 7);letter-spacing: 0.4pt;background: rgb(255, 255, 255);\">\u5e0c\u671b\u672c\u671f\u7684\u5185\u5bb9\u5bf9\u4f60\u6709\u5e2e\u52a9\uff0c\u671f\u5f85\u6211\u4eec\u4e0b\u671f\u518d\u89c1\uff01<\/span><span style=\"font-size: 16px;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(255, 0, 0);font-weight: bold;\">\u6700\u540e\u5982\u679c\u5404\u4f4d\u5c0f\u4f19\u4f34\u4eec\u89c9\u5f97\u81ea\u5df1\u8fd0\u884c\u4ee3\u7801\u592a\u9ebb\u70e6\uff0c\u6b22\u8fce\u7528\u6211\u4eec\u7684\u4e91\u751f\u4fe1\u5c0f\u5de5\u5177\uff0c\u53ea\u8981\u8f93\u5165\u5408\u9002\u7684\u6570\u636e\u5c31\u53ef\u4ee5\u76f4\u63a5\u51fa\u60f3\u8981\u7684\u56fe\u5462\uff0c\u9644\u4e91\u751f\u4fe1\u94fe\u63a5<\/span><\/span><\/section>\n<section style=\"margin-left: 0pt;font-size: 12pt;font-family: \u5b8b\u4f53;font-weight: normal;text-align: justify;text-indent: 0em;margin-top: 8px;margin-bottom: 0px;line-height: 1.6em;\"><span style=\"font-size: 16px;\"><span style=\"font-size: 16px;font-family: \u5b8b\u4f53;font-variant: normal;text-transform: none;color: rgb(255, 0, 0);font-weight: bold;\">\uff08http:\/\/www.biocloudservice.com\/home.html\uff09\u3002<\/span> <\/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=\"100018489\" data-ratio=\"1\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/15_B2jkicacLzPjw4xMSqVvoucZjonVDA-15.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAxVYfSsM0wdf9d3RpNiaTcHohxPNEVs2VFhPMukpU8lchxrvcB2jkicacLzPjw4xMSqVvoucZjonVDA\/640?wx_fmt=jpeg&from=appmsg'\" data-type=\"jpeg\" data-w=\"430\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/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 style=\"text-wrap: wrap;\" 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==&mid=2247497780&idx=2&sn=7eee90af6f387e4153bba13028e545a1&chksm=cf7f68f1f808e1e7dfb3a0597ef442e5c6e700ecf6ee5a035c766a4c7486c12eabd0ab218ea6&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=\"100018488\" data-ratio=\"0.3253333333333333\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/16_7TvAyUibd1TPhJmZfialJtv6tu2SEg-17.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAxVYfSsM0wdf9d3RpNiaTcHoj9xlsoyiaBvzaezDUFAicibMAF8ts7TvAyUibd1TPhJmZfialJtv6tu2SEg\/640?wx_fmt=png&from=appmsg'\" data-type=\"png\" data-w=\"750\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/span><\/a><\/section>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\"><br \/><\/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==&mid=2247497780&idx=2&sn=7eee90af6f387e4153bba13028e545a1&chksm=cf7f68f1f808e1e7dfb3a0597ef442e5c6e700ecf6ee5a035c766a4c7486c12eabd0ab218ea6&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==&mid=2247498878&idx=1&sn=fc34ed3f1d15d060bbaf8166adcebd58&chksm=cf7f6cbbf808e5ad0b5417e50ed75cfbd1b3a83ac43b97f1dfa718c822878a9a004990075133&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==&mid=2247498673&idx=1&sn=1e09b74a836c1e64a62ae1f66eeb3f93&chksm=cf7f6b74f808e262de70be43fd73bf5fefdc0914e525eb2032f741a0152e619689cedc76946f&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==&mid=2247498517&idx=1&sn=fa3c0104cee316982fe8162b79fe234f&chksm=cf7f6bd0f808e2c6cf979704bf883cfb5480444604f90da61dc286e7541fa5bb49df0a2fb58a&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=\"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>\u8ba9\u4f60\u7684\u6570\u636e\u201c\u5f00\u53e3\u8bf4\u8bdd\u201d\uff01\u4ece\u7edf\u8ba1\u5230\u53ef\u89c6\u5316\uff0c\u628a\u70ed\u56fe\u3001PCA\u4e0e\u7bb1\u7ebf\u56fe\u4e00\u7f51\u6253\u5c3d\uff01 \u539f\u521b  \u5c0f\u679c&n […]<\/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\/55961"}],"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=55961"}],"version-history":[{"count":1,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/55961\/revisions"}],"predecessor-version":[{"id":55978,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/55961\/revisions\/55978"}],"wp:attachment":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=55961"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=55961"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=55961"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}