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data={\"mp\":\"\u751f\u4fe1\u679c\",\"title\":\"UMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\",\"time\":\"2023-08-29 19:00:04\",\"timeStamp\":\"1693306804\"};\n<\/script><br \/>\n<body><\/p>\n<div class=\"rich_media\">\n<h1 class=\"rich_media_title\" id=\"activity-name\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247491700&idx=2&sn=ffdee6c99e54d8c88cd6a2210c775c6c&chksm=cf7f70b1f808f9a7fbdb337156ca7dc0da0ad4f6823f9bdfcd4ded8d09feba146a09316a360f#rd\" target=\"_blank\" rel=\"noopener\">UMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01<\/a><\/h1>\n<div id=\"meta_content\" class=\"rich_media_meta_list\"><span class=\"rich_media_meta rich_media_meta_text\">\u5c0f\u5e08\u59b9 <\/span><span class=\"rich_media_meta rich_media_meta_nickname\" id=\"profileBt\"><a href=\"javascript:void(0);\" 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justify;\">\n<p>\u70b9\u51fb\u84dd\u5b57<\/p>\n<p><strong>\u5173\u6ce8\u6211\u4eec<\/strong><\/p>\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;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;background-color: rgb(139, 206, 255);padding: 11px;\">\n<section style=\"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(255, 255, 255);padding: 18px;\">\n<section style=\"justify-content: flex-start;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;flex: 100 100 0%;height: auto;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"text-indent: 2.0625em;margin-bottom: 12px;text-wrap: wrap;\">\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u5e38\u5e38\u4f1a\u78b0\u5230\u8bb8\u591a\u7ef4\u5ea6\u5f88\u9ad8\u7684\u6570\u636e\u96c6\uff0c\u8fd9\u4e2a\u65f6\u5019\u6211\u4eec\u5c31\u9700\u8981\u7528\u5230\u964d\u7ef4\u6280\u672f\u4e86\u3002\u4eca\u5929\u5c0f\u5e08\u59b9\u5c31\u7ed9\u5927\u5bb6\u5e26\u6765\u4e00\u4e2a\u964d\u7ef4\u7684\u65b0\u65b9\u6cd5\u2014\u2014UMAP<\/p>\n<p style=\"text-indent: 2.0625em;text-wrap: wrap;\"><br \/><\/p>\n<\/section>\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"text-indent: 2.0625em;margin-bottom: 12px;text-wrap: wrap;\">UMAP (Uniform Manifold Approximation and Projection) \u662f\u4e00\u79cd\u975e\u7ebf\u6027\u964d\u7ef4\u6280\u672f\uff0c\u7528\u4e8e\u5c06\u9ad8\u7ef4\u6570\u636e\u6620\u5c04\u5230\u4f4e\u7ef4\u7a7a\u95f4\u3002\u5b83\u53ef\u4ee5\u7528\u4e8e\u53ef\u89c6\u5316\u6570\u636e\u96c6\u6216\u964d\u4f4e\u6570\u636e\u7ef4\u5ea6\uff0c\u5c06\u9ad8\u7ef4\u6570\u636e\u6620\u5c04\u5230\u4f4e\u7ef4\u7a7a\u95f4\uff0c\u4ee5\u4fbf\u8fdb\u884c\u53ef\u89c6\u5316\u548c\u8fdb\u4e00\u6b65\u7684\u5206\u6790\u3002\u5b9e\u9645\u4e0a\uff0cUMAP \u53ef\u4ee5\u88ab\u770b\u4f5c\u662f t-SNE (t-distributed Stochastic Neighbor Embedding) \u7684\u4e00\u79cd\u6539\u8fdb\u7248\u672c\uff0c\u5b83\u4f7f\u7528\u4e86\u4e00\u4e9b\u65b0\u7684\u6570\u5b66\u6280\u672f\u6765\u63d0\u9ad8\u6548\u7387\u548c\u53ef\u6269\u5c55\u6027\u3002UMAP \u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u5728\u6570\u636e\u6d41\u5f62\u7ed3\u6784\u4e0a\u5efa\u7acb\u8fde\u901a\u6027\u56fe\uff0c\u6765\u4fdd\u7559\u539f\u59cb\u6570\u636e\u7684\u5c40\u90e8\u548c\u5168\u5c40\u7ed3\u6784\u3002UMAP \u9996\u5148\u4f7f\u7528\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u6cd5\u6765\u751f\u6210\u8fde\u901a\u6027\u56fe\uff0c\u7136\u540e\u5c06\u56fe\u4e2d\u7684\u8282\u70b9\u6620\u5c04\u5230\u4f4e\u7ef4\u7a7a\u95f4\u4e2d\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0cUMAP \u4f7f\u7528\u4e86\u4e00\u4e9b\u65b0\u7684\u6570\u5b66\u6280\u672f\uff0c\u5305\u62ec Riemannian geometry\u3001algebraic topology \u548c spectral graph theory \u7b49\uff0c\u4ee5\u63d0\u9ad8\u7b97\u6cd5\u7684\u6548\u7387\u548c\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.5338427947598253\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300dUMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\/3_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300dUMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\/4_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZBVtE8mSgciblS0uvzQnKmRvlbAQQAGGp8zyPcuH6xkdpHkvHop2CyibA\/640?wx_fmt=png'''\" data-type=\"png\" data-w=\"916\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.5338427947598253\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300dUMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\/3_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300dUMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\/4_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZBVtE8mSgciblS0uvzQnKmRvlbAQQAGGp8zyPcuH6xkdpHkvHop2CyibA\/640?wx_fmt=png'''\" data-type=\"png\" data-w=\"916\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.5338427947598253\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300dUMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\/3_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300dUMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\/4_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZBVtE8mSgciblS0uvzQnKmRvlbAQQAGGp8zyPcuH6xkdpHkvHop2CyibA\/640?wx_fmt=png'''\" data-type=\"png\" data-w=\"916\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\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: auto;vertical-align: top;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;background-color: rgb(255, 255, 255);border-radius: 21px;overflow: hidden;\">\n<section style=\"\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 296px;height: 581px;vertical-align: top;overflow: hidden;background-position: 50% 50%;background-repeat: no-repeat;background-size: contain;background-attachment: scroll;padding: 40px 17px 17px;background-image: url("https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZprxrYssvK1aryXsvBKGO8elLYSgEb0oyeicGL0AIaDZbXA9cpUbDxSw\/640?wx_fmt=png");\">\n<section style=\"display: inline-block;width: 100%;height: 497px;vertical-align: top;overflow-y: auto;\" powered-by=\"xiumi.us\">\n<section style=\"overflow: hidden;\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;margin-right: -15px;\">\n<section style=\"text-align: center;line-height: 0;transform: translate3d(1px, 0px, 0px);\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;width: 35px;height: auto;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"1.606\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_Mic6Tzopm79XVRh8emdvEOwWl4XJmQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZYNLMygzz0KsOrmCK8yqCtLjByMic6Tzopm79XVRh8emdvEOwWl4XJmQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"500\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;background-color: rgb(248, 217, 137);padding: 11px 18px 11px 36px;min-width: 5%;height: auto;\">\n<section style=\"text-align: justify;color: rgb(55, 55, 55);font-size: 18px;\" powered-by=\"xiumi.us\">\n<p><span style=\"font-size: 16px;\"><strong>\u6bd4\u8d77\u5176\u4ed6\u964d\u7ef4\u65b9\u6cd5UMAP\u6709\u7740\u66f4\u591a<\/strong><\/span><span style=\"font-size: 16px;\"><strong>\u7684\u4f18\u70b9\uff0c\u8fd9\u5176\u4e2d\u5305\u62ec\uff1a<\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\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;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;flex: 100 100 0%;height: auto;padding-right: 15px;padding-bottom: 24px;padding-left: 15px;\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p style=\"margin-bottom: 12px;text-indent: 0em;text-wrap: wrap;\"> 1\u53ef\u4ee5\u5904\u7406\u975e\u5e38\u5927\u7684\u6570\u636e\u96c6\uff0c\u5e76\u5728\u8f83\u77ed\u7684\u65f6\u95f4\u5185\u751f\u6210\u5d4c\u5165\u3002<\/p>\n<p style=\"margin-bottom: 12px;text-indent: 0em;text-wrap: wrap;\"> 2\u53ef\u4ee5\u4fdd\u7559\u539f\u59cb\u6570\u636e\u7684\u5c40\u90e8\u7ed3\u6784\u548c\u5168\u5c40\u7ed3\u6784\uff0c\u8fd9\u4f7f\u5f97\u5b83\u53ef\u4ee5\u5728\u53ef\u89c6\u5316\u6570\u636e\u96c6\u65f6\u63d0\u4f9b\u66f4\u597d\u7684\u8868\u793a\uff0c\u5e76\u5728\u5206\u7c7b\u3001\u805a\u7c7b\u548c\u5176\u4ed6\u6570\u636e\u5206\u6790\u4efb\u52a1\u4e2d\u63d0\u4f9b\u66f4\u597d\u7684\u7ed3\u679c<br \/><\/p>\n<p style=\"margin-bottom: 12px;text-indent: 0em;text-wrap: wrap;\">3\u53ef\u4ee5\u5904\u7406\u5404\u79cd\u7c7b\u578b\u7684\u6570\u636e\uff0c\u5305\u62ec\u6570\u503c\u578b\u3001\u5206\u7c7b\u578b\u548c\u6df7\u5408\u578b\u6570\u636e\u3002<\/p>\n<p style=\"margin-bottom: 12px;text-indent: 0em;text-wrap: wrap;\">4\u4e0d\u9700\u8981\u4e8b\u5148\u5bf9\u6570\u636e\u8fdb\u884c\u6807\u51c6\u5316\u6216\u5f52\u4e00\u5316\u5904\u7406\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u81ea\u9002\u5e94\u5730\u5904\u7406\u4e0d\u540c\u5c3a\u5ea6\u7684\u6570\u636e\u3002<\/p>\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\"><br \/><\/p>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgb(139, 206, 255);padding: 11px;\">\n<section style=\"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(255, 255, 255);padding: 18px;\">\n<section style=\"justify-content: flex-start;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;flex: 100 100 0%;height: auto;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"margin-bottom: 12px;text-indent: 2.0625em;text-wrap: wrap;\"> \u90a3\u4e48\uff0c\u6211\u4eec\u8981\u600e\u4e48\u5728R\u8bed\u8a00\u4e2d\u8981\u600e\u4e48\u5b9e\u73b0UMAP\u5462\uff1f\u8fd9\u91cc\u5c0f\u5e08\u59b9\u7ed9\u5927\u5bb6\u5e26\u6765\u4e24\u4e2a\u4f8b\u5b50\uff0c\u6211\u4eec\u9996\u5148\u4f1a\u4ece\u7b80\u5355\u7684\u968f\u673a\u6570\u636e\u5165\u624b\uff0c\u63a5\u7740\u4ee5\u86cb\u767d\u8d28\u8868\u8fbe\u5e8f\u5217\u6570\u636e\u4e3a\u4f8b\uff0c\u770b\u770bUMAP\u5728\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u8fc7\u7a0b\u4e2d\u7684\u4f5c\u7528\uff5e<\/p>\n<p>\u9996\u5148\u6211\u4eec\u9700\u8981\u5b89\u88c5\u548c\u52a0\u8f7dUMAP\u5305\uff1a<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">\"umap\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">library(umap)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgba(139, 206, 255, 0.25);padding: 13px;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528 umap() \u51fd\u6570\u6765\u5c06\u6570\u636e\u964d\u81f3\u4e8c\u7ef4\u7a7a\u95f4\uff0c\u5e76\u8fdb\u884c\u53ef\u89c6\u5316\u3002<\/p>\n<p><br \/><\/p>\n<\/section>\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p>\u5728\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u751f\u6210\u4e86\u4e00\u4e2a\u5305\u542b 10 \u4e2a\u7279\u5f81\u548c 100 \u4e2a\u89c2\u6d4b\u503c\u7684\u968f\u673a\u6570\u636e\u96c6\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\"># \u751f\u6210\u968f\u673a\u6570\u636e<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__built_in\">set<\/span>.seed(<span class=\"code-snippet__number\">123<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">data <- matrix(rnorm(<span class=\"code-snippet__number\">1000<\/span>), ncol = <span class=\"code-snippet__number\">10<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgba(139, 206, 255, 0.25);padding: 13px;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p>\u7136\u540e\uff0c\u6211\u4eec\u4f7f\u7528 umap() \u51fd\u6570\u5c06\u6570\u636e\u964d\u81f3\u4e8c\u7ef4\u7a7a\u95f4\uff0c\u5e76\u5c06\u7ed3\u679c\u53ef\u89c6\u5316\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\"># \u8fdb\u884c UMAP \u964d\u7ef4<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">embedding <- umap(data, n_components = <span class=\"code-snippet__number\">2<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u53ef\u89c6\u5316\u7ed3\u679c<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">plot(embedding$layout[,<span class=\"code-snippet__number\">1<\/span>], embedding$layout[,<span class=\"code-snippet__number\">2<\/span>], pch = <span class=\"code-snippet__number\">20<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.5712962962962963\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_3SYmI7ibmos5RSP3nuXbQvJibhe7Wg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZVr9yKfibqcX6vO4LXjC9ic4A0nwp3SYmI7ibmos5RSP3nuXbQvJibhe7Wg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgba(139, 206, 255, 0.25);padding: 13px;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\">\u53ef\u4ee5\u770b\u5230\u964d\u7ef4\u540e\u7684\u6570\u636e\u88ab\u5f88\u597d\u5730\u5206\u6210\u4e86\u4e24\u7c7b<\/p>\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\"><br \/><\/p>\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\">\u63a5\u4e0b\u6765\u6211\u4eec\u770b\u770b\u5b9e\u9645\u751f\u7269\u6570\u636e\u7684\u5e94\u7528\uff1a<\/p>\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\"><br \/><\/p>\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\">\u9996\u5148\uff0c\u5bfc\u5165\u6570\u636e\uff0c\u5e76\u4e14\u5bf9\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406<\/p>\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">data=read.csv(file.choose(),header = TRUE)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">data <- na.omit(data)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">X <- data[,<span class=\"code-snippet__number\">2<\/span>:<span class=\"code-snippet__number\">79<\/span>]<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u4e3adata\u8bbe\u7f6e\u65b0\u5217<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">X$Genotype <- ifelse(X$Genotype == <span class=\"code-snippet__string\">\"Control\"<\/span>, <span class=\"code-snippet__number\">1<\/span>, <span class=\"code-snippet__number\">0<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgba(139, 206, 255, 0.25);padding: 13px;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p>\u63a5\u7740\u5c31\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528umap\u51fd\u6570\u8fdb\u884c UMAP \u964d\u7ef4\u5566<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">embedding <- umap(X, n_components = <span class=\"code-snippet__number\">2<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgba(139, 206, 255, 0.25);padding: 13px;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p>\u8fd9\u91cc\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u6839\u636e Genotype \u5217\u4e3a\u6bcf\u4e2a\u89c2\u6d4b\u503c\u5206\u914d\u989c\u8272\u503c\uff0c\u4f7f\u5f97\u6700\u540e\u53ef\u89c6\u5316\u5bf9\u7ed3\u679c\u66f4\u6e05\u6670<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">colors <- ifelse(X$Genotype == <span class=\"code-snippet__number\">1<\/span>, <span class=\"code-snippet__string\">\"red\"<\/span>, <span class=\"code-snippet__string\">\"blue\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 100%;vertical-align: top;align-self: flex-start;flex: 0 0 auto;background-color: rgba(139, 206, 255, 0.25);padding: 13px;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p>\u6700\u540e\u5c31\u53ef\u4ee5\u5f97\u5230\u53ef\u89c6\u5316\u7684\u7ed3\u679c<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">plot(embedding$layout[,<span class=\"code-snippet__number\">1<\/span>], embedding$layout[,<span class=\"code-snippet__number\">2<\/span>], col = colors, pch = <span class=\"code-snippet__number\">20<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.5564814814814815\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_6RBicdYY8iakqGVWibGkRtdoZrIibA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZ3RQ9wZRmWtSBvbjg9XgwFjOCUHcf6RBicdYY8iakqGVWibGkRtdoZrIibA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgb(139, 206, 255);padding: 11px;\">\n<section style=\"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(255, 255, 255);padding: 18px;\">\n<section style=\"justify-content: flex-start;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;flex: 100 100 0%;height: auto;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"text-indent: 2.0625em;text-wrap: wrap;\">\u5728\u751f\u7269\u4fe1\u606f\u7684\u7814\u7a76\u8fc7\u7a0b\u4e2d\uff0c\u9ad8\u7ef4\u6570\u636e\u662f\u4e00\u9053\u65e0\u6cd5\u907f\u514d\u7684\u96be\u5173\uff0c\u800cUMAP 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style=\"margin-bottom: 12px;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;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-start;\">\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;width: 49px;height: auto;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"1.114\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_TxuwejibDytEadHpicfDSjSh8O70fA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZPEnPf9CN1k4AOIH0KHibzALpZBdTxuwejibDytEadHpicfDSjSh8O70fA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"500\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;padding-left: 15px;\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\">\n<section style=\"justify-content: flex-start;display: flex;flex-flow: row;transform: rotateX(180deg);\">\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;padding-right: 8px;\">\n<section style=\"text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 9px;height: 9px;vertical-align: top;overflow: hidden;border-radius: 287px;background-color: rgb(248, 217, 137);\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;padding-right: 8px;\">\n<section style=\"text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 9px;height: 9px;vertical-align: top;overflow: hidden;border-radius: 287px;background-color: rgb(248, 217, 137);\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;padding-right: 8px;\">\n<section style=\"text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 9px;height: 9px;vertical-align: top;overflow: hidden;border-radius: 287px;background-color: rgb(248, 217, 137);\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"justify-content: flex-start;display: flex;flex-flow: row;margin-bottom: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;padding-right: 8px;\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section style=\"margin-top: 3px;\" powered-by=\"xiumi.us\">\n<section style=\"text-align: justify;\">\n<p>END<br 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[…]<\/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\/55778"}],"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=55778"}],"version-history":[{"count":1,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/55778\/revisions"}],"predecessor-version":[{"id":55787,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/55778\/revisions\/55787"}],"wp:attachment":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=55778"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=55778"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=55778"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":55778,"date":"2024-06-16T17:13:12","date_gmt":"2024-06-16T09:13:12","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=55778"},"modified":"2024-06-16T17:13:12","modified_gmt":"2024-06-16T09:13:12","slug":"umap%ef%bc%9a%e7%94%9f%e7%89%a9%e4%bf%a1%e6%81%af%e5%88%86%e6%9e%90%e7%9a%84%e6%96%b0%e5%ae%a0%ef%bc%8c%e9%99%8d%e7%bb%b4%e7%a5%9e%e5%99%a8%e8%a7%a3%e6%9e%90%e9%ab%98%e7%bb%b4%e6%95%b0%e6%8d%ae","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=55778","title":{"rendered":"UMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01"},"content":{"rendered":"

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\n<\/title><br \/>\n<meta charset=\"utf-8\"><br \/>\n<meta name=\"viewport\" content=\"width=device-width,initial-scale=1.0,maximum-scale=1.0,user-scalable=0,viewport-fit=cover\"><\/p>\n<style>\n*{margin:0;padding:0}html{-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%;line-height:1.6}img{z-index:999;position:relative;max-width:100%;margin:10px 0;}body{letter-spacing:.034em}h1,h2,h3,h4,h5,h6{font-weight:400;font-size:16px}a{color:#576b95;text-decoration:none;-webkit-tap-highlight-color:rgba(0,0,0,0)}td,th{word-wrap:break-word;padding:5px 10px;border:1px solid #DDD;}table{margin-bottom:10px;border-collapse:collapse;display:table;width:100%!important;}.appmsg_skin_default .rich_media_area_primary{background-color:#fff}.appmsg_skin_default .rich_media_area_primary .weui-loadmore_line .weui-loadmore__tips{background-color:#fff}.rich_media_area_primary{padding:20px 16px 12px;background-color:#fafafa}@media (max-width:375px){.rich_media_area_primary{padding:20px 60px 15px 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data={\"mp\":\"\u751f\u4fe1\u679c\",\"title\":\"UMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\",\"time\":\"2023-08-29 19:00:04\",\"timeStamp\":\"1693306804\"};\n<\/script><br \/>\n<body><\/p>\n<div class=\"rich_media\">\n<h1 class=\"rich_media_title\" id=\"activity-name\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247491700&idx=2&sn=ffdee6c99e54d8c88cd6a2210c775c6c&chksm=cf7f70b1f808f9a7fbdb337156ca7dc0da0ad4f6823f9bdfcd4ded8d09feba146a09316a360f#rd\" target=\"_blank\" rel=\"noopener\">UMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01<\/a><\/h1>\n<div id=\"meta_content\" class=\"rich_media_meta_list\"><span class=\"rich_media_meta rich_media_meta_text\">\u5c0f\u5e08\u59b9 <\/span><span class=\"rich_media_meta rich_media_meta_nickname\" id=\"profileBt\"><a href=\"javascript:void(0);\" 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justify;\">\n<p>\u70b9\u51fb\u84dd\u5b57<\/p>\n<p><strong>\u5173\u6ce8\u6211\u4eec<\/strong><\/p>\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;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;background-color: rgb(139, 206, 255);padding: 11px;\">\n<section style=\"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(255, 255, 255);padding: 18px;\">\n<section style=\"justify-content: flex-start;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;flex: 100 100 0%;height: auto;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"text-indent: 2.0625em;margin-bottom: 12px;text-wrap: wrap;\">\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u5e38\u5e38\u4f1a\u78b0\u5230\u8bb8\u591a\u7ef4\u5ea6\u5f88\u9ad8\u7684\u6570\u636e\u96c6\uff0c\u8fd9\u4e2a\u65f6\u5019\u6211\u4eec\u5c31\u9700\u8981\u7528\u5230\u964d\u7ef4\u6280\u672f\u4e86\u3002\u4eca\u5929\u5c0f\u5e08\u59b9\u5c31\u7ed9\u5927\u5bb6\u5e26\u6765\u4e00\u4e2a\u964d\u7ef4\u7684\u65b0\u65b9\u6cd5\u2014\u2014UMAP<\/p>\n<p style=\"text-indent: 2.0625em;text-wrap: wrap;\"><br \/><\/p>\n<\/section>\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"text-indent: 2.0625em;margin-bottom: 12px;text-wrap: wrap;\">UMAP (Uniform Manifold Approximation and Projection) \u662f\u4e00\u79cd\u975e\u7ebf\u6027\u964d\u7ef4\u6280\u672f\uff0c\u7528\u4e8e\u5c06\u9ad8\u7ef4\u6570\u636e\u6620\u5c04\u5230\u4f4e\u7ef4\u7a7a\u95f4\u3002\u5b83\u53ef\u4ee5\u7528\u4e8e\u53ef\u89c6\u5316\u6570\u636e\u96c6\u6216\u964d\u4f4e\u6570\u636e\u7ef4\u5ea6\uff0c\u5c06\u9ad8\u7ef4\u6570\u636e\u6620\u5c04\u5230\u4f4e\u7ef4\u7a7a\u95f4\uff0c\u4ee5\u4fbf\u8fdb\u884c\u53ef\u89c6\u5316\u548c\u8fdb\u4e00\u6b65\u7684\u5206\u6790\u3002\u5b9e\u9645\u4e0a\uff0cUMAP \u53ef\u4ee5\u88ab\u770b\u4f5c\u662f t-SNE (t-distributed Stochastic Neighbor Embedding) \u7684\u4e00\u79cd\u6539\u8fdb\u7248\u672c\uff0c\u5b83\u4f7f\u7528\u4e86\u4e00\u4e9b\u65b0\u7684\u6570\u5b66\u6280\u672f\u6765\u63d0\u9ad8\u6548\u7387\u548c\u53ef\u6269\u5c55\u6027\u3002UMAP \u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u5728\u6570\u636e\u6d41\u5f62\u7ed3\u6784\u4e0a\u5efa\u7acb\u8fde\u901a\u6027\u56fe\uff0c\u6765\u4fdd\u7559\u539f\u59cb\u6570\u636e\u7684\u5c40\u90e8\u548c\u5168\u5c40\u7ed3\u6784\u3002UMAP \u9996\u5148\u4f7f\u7528\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u6cd5\u6765\u751f\u6210\u8fde\u901a\u6027\u56fe\uff0c\u7136\u540e\u5c06\u56fe\u4e2d\u7684\u8282\u70b9\u6620\u5c04\u5230\u4f4e\u7ef4\u7a7a\u95f4\u4e2d\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0cUMAP \u4f7f\u7528\u4e86\u4e00\u4e9b\u65b0\u7684\u6570\u5b66\u6280\u672f\uff0c\u5305\u62ec Riemannian geometry\u3001algebraic topology \u548c spectral graph theory \u7b49\uff0c\u4ee5\u63d0\u9ad8\u7b97\u6cd5\u7684\u6548\u7387\u548c\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.5338427947598253\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300dUMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\/3_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300dUMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\/4_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZBVtE8mSgciblS0uvzQnKmRvlbAQQAGGp8zyPcuH6xkdpHkvHop2CyibA\/640?wx_fmt=png'''\" data-type=\"png\" data-w=\"916\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.5338427947598253\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300dUMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\/3_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300dUMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\/4_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZBVtE8mSgciblS0uvzQnKmRvlbAQQAGGp8zyPcuH6xkdpHkvHop2CyibA\/640?wx_fmt=png'''\" data-type=\"png\" data-w=\"916\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.5338427947598253\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300dUMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\/3_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300dUMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01\/4_QQAGGp8zyPcuH6xkdpHkvHop2CyibA.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZBVtE8mSgciblS0uvzQnKmRvlbAQQAGGp8zyPcuH6xkdpHkvHop2CyibA\/640?wx_fmt=png'''\" data-type=\"png\" data-w=\"916\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\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: auto;vertical-align: top;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;background-color: rgb(255, 255, 255);border-radius: 21px;overflow: hidden;\">\n<section style=\"\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 296px;height: 581px;vertical-align: top;overflow: hidden;background-position: 50% 50%;background-repeat: no-repeat;background-size: contain;background-attachment: scroll;padding: 40px 17px 17px;background-image: url("https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZprxrYssvK1aryXsvBKGO8elLYSgEb0oyeicGL0AIaDZbXA9cpUbDxSw\/640?wx_fmt=png");\">\n<section style=\"display: inline-block;width: 100%;height: 497px;vertical-align: top;overflow-y: auto;\" powered-by=\"xiumi.us\">\n<section style=\"overflow: hidden;\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;margin-right: -15px;\">\n<section style=\"text-align: center;line-height: 0;transform: translate3d(1px, 0px, 0px);\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;width: 35px;height: auto;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"1.606\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_Mic6Tzopm79XVRh8emdvEOwWl4XJmQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZYNLMygzz0KsOrmCK8yqCtLjByMic6Tzopm79XVRh8emdvEOwWl4XJmQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"500\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;background-color: rgb(248, 217, 137);padding: 11px 18px 11px 36px;min-width: 5%;height: auto;\">\n<section style=\"text-align: justify;color: rgb(55, 55, 55);font-size: 18px;\" powered-by=\"xiumi.us\">\n<p><span style=\"font-size: 16px;\"><strong>\u6bd4\u8d77\u5176\u4ed6\u964d\u7ef4\u65b9\u6cd5UMAP\u6709\u7740\u66f4\u591a<\/strong><\/span><span style=\"font-size: 16px;\"><strong>\u7684\u4f18\u70b9\uff0c\u8fd9\u5176\u4e2d\u5305\u62ec\uff1a<\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\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;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;flex: 100 100 0%;height: auto;padding-right: 15px;padding-bottom: 24px;padding-left: 15px;\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p style=\"margin-bottom: 12px;text-indent: 0em;text-wrap: wrap;\"> 1\u53ef\u4ee5\u5904\u7406\u975e\u5e38\u5927\u7684\u6570\u636e\u96c6\uff0c\u5e76\u5728\u8f83\u77ed\u7684\u65f6\u95f4\u5185\u751f\u6210\u5d4c\u5165\u3002<\/p>\n<p style=\"margin-bottom: 12px;text-indent: 0em;text-wrap: wrap;\"> 2\u53ef\u4ee5\u4fdd\u7559\u539f\u59cb\u6570\u636e\u7684\u5c40\u90e8\u7ed3\u6784\u548c\u5168\u5c40\u7ed3\u6784\uff0c\u8fd9\u4f7f\u5f97\u5b83\u53ef\u4ee5\u5728\u53ef\u89c6\u5316\u6570\u636e\u96c6\u65f6\u63d0\u4f9b\u66f4\u597d\u7684\u8868\u793a\uff0c\u5e76\u5728\u5206\u7c7b\u3001\u805a\u7c7b\u548c\u5176\u4ed6\u6570\u636e\u5206\u6790\u4efb\u52a1\u4e2d\u63d0\u4f9b\u66f4\u597d\u7684\u7ed3\u679c<br \/><\/p>\n<p style=\"margin-bottom: 12px;text-indent: 0em;text-wrap: wrap;\">3\u53ef\u4ee5\u5904\u7406\u5404\u79cd\u7c7b\u578b\u7684\u6570\u636e\uff0c\u5305\u62ec\u6570\u503c\u578b\u3001\u5206\u7c7b\u578b\u548c\u6df7\u5408\u578b\u6570\u636e\u3002<\/p>\n<p style=\"margin-bottom: 12px;text-indent: 0em;text-wrap: wrap;\">4\u4e0d\u9700\u8981\u4e8b\u5148\u5bf9\u6570\u636e\u8fdb\u884c\u6807\u51c6\u5316\u6216\u5f52\u4e00\u5316\u5904\u7406\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u81ea\u9002\u5e94\u5730\u5904\u7406\u4e0d\u540c\u5c3a\u5ea6\u7684\u6570\u636e\u3002<\/p>\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\"><br \/><\/p>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgb(139, 206, 255);padding: 11px;\">\n<section style=\"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(255, 255, 255);padding: 18px;\">\n<section style=\"justify-content: flex-start;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;flex: 100 100 0%;height: auto;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"margin-bottom: 12px;text-indent: 2.0625em;text-wrap: wrap;\"> \u90a3\u4e48\uff0c\u6211\u4eec\u8981\u600e\u4e48\u5728R\u8bed\u8a00\u4e2d\u8981\u600e\u4e48\u5b9e\u73b0UMAP\u5462\uff1f\u8fd9\u91cc\u5c0f\u5e08\u59b9\u7ed9\u5927\u5bb6\u5e26\u6765\u4e24\u4e2a\u4f8b\u5b50\uff0c\u6211\u4eec\u9996\u5148\u4f1a\u4ece\u7b80\u5355\u7684\u968f\u673a\u6570\u636e\u5165\u624b\uff0c\u63a5\u7740\u4ee5\u86cb\u767d\u8d28\u8868\u8fbe\u5e8f\u5217\u6570\u636e\u4e3a\u4f8b\uff0c\u770b\u770bUMAP\u5728\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u8fc7\u7a0b\u4e2d\u7684\u4f5c\u7528\uff5e<\/p>\n<p>\u9996\u5148\u6211\u4eec\u9700\u8981\u5b89\u88c5\u548c\u52a0\u8f7dUMAP\u5305\uff1a<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">\"umap\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">library(umap)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgba(139, 206, 255, 0.25);padding: 13px;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528 umap() \u51fd\u6570\u6765\u5c06\u6570\u636e\u964d\u81f3\u4e8c\u7ef4\u7a7a\u95f4\uff0c\u5e76\u8fdb\u884c\u53ef\u89c6\u5316\u3002<\/p>\n<p><br \/><\/p>\n<\/section>\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p>\u5728\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u751f\u6210\u4e86\u4e00\u4e2a\u5305\u542b 10 \u4e2a\u7279\u5f81\u548c 100 \u4e2a\u89c2\u6d4b\u503c\u7684\u968f\u673a\u6570\u636e\u96c6\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\"># \u751f\u6210\u968f\u673a\u6570\u636e<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__built_in\">set<\/span>.seed(<span class=\"code-snippet__number\">123<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">data <- matrix(rnorm(<span class=\"code-snippet__number\">1000<\/span>), ncol = <span class=\"code-snippet__number\">10<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgba(139, 206, 255, 0.25);padding: 13px;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p>\u7136\u540e\uff0c\u6211\u4eec\u4f7f\u7528 umap() \u51fd\u6570\u5c06\u6570\u636e\u964d\u81f3\u4e8c\u7ef4\u7a7a\u95f4\uff0c\u5e76\u5c06\u7ed3\u679c\u53ef\u89c6\u5316\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\"># \u8fdb\u884c UMAP \u964d\u7ef4<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">embedding <- umap(data, n_components = <span class=\"code-snippet__number\">2<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u53ef\u89c6\u5316\u7ed3\u679c<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">plot(embedding$layout[,<span class=\"code-snippet__number\">1<\/span>], embedding$layout[,<span class=\"code-snippet__number\">2<\/span>], pch = <span class=\"code-snippet__number\">20<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.5712962962962963\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_3SYmI7ibmos5RSP3nuXbQvJibhe7Wg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZVr9yKfibqcX6vO4LXjC9ic4A0nwp3SYmI7ibmos5RSP3nuXbQvJibhe7Wg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgba(139, 206, 255, 0.25);padding: 13px;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\">\u53ef\u4ee5\u770b\u5230\u964d\u7ef4\u540e\u7684\u6570\u636e\u88ab\u5f88\u597d\u5730\u5206\u6210\u4e86\u4e24\u7c7b<\/p>\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\"><br \/><\/p>\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\">\u63a5\u4e0b\u6765\u6211\u4eec\u770b\u770b\u5b9e\u9645\u751f\u7269\u6570\u636e\u7684\u5e94\u7528\uff1a<\/p>\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\"><br \/><\/p>\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\">\u9996\u5148\uff0c\u5bfc\u5165\u6570\u636e\uff0c\u5e76\u4e14\u5bf9\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406<\/p>\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">data=read.csv(file.choose(),header = TRUE)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">data <- na.omit(data)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">X <- data[,<span class=\"code-snippet__number\">2<\/span>:<span class=\"code-snippet__number\">79<\/span>]<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u4e3adata\u8bbe\u7f6e\u65b0\u5217<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">X$Genotype <- ifelse(X$Genotype == <span class=\"code-snippet__string\">\"Control\"<\/span>, <span class=\"code-snippet__number\">1<\/span>, <span class=\"code-snippet__number\">0<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgba(139, 206, 255, 0.25);padding: 13px;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p>\u63a5\u7740\u5c31\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528umap\u51fd\u6570\u8fdb\u884c UMAP \u964d\u7ef4\u5566<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">embedding <- umap(X, n_components = <span class=\"code-snippet__number\">2<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgba(139, 206, 255, 0.25);padding: 13px;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p>\u8fd9\u91cc\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u6839\u636e Genotype \u5217\u4e3a\u6bcf\u4e2a\u89c2\u6d4b\u503c\u5206\u914d\u989c\u8272\u503c\uff0c\u4f7f\u5f97\u6700\u540e\u53ef\u89c6\u5316\u5bf9\u7ed3\u679c\u66f4\u6e05\u6670<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">colors <- ifelse(X$Genotype == <span class=\"code-snippet__number\">1<\/span>, <span class=\"code-snippet__string\">\"red\"<\/span>, <span class=\"code-snippet__string\">\"blue\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 100%;vertical-align: top;align-self: flex-start;flex: 0 0 auto;background-color: rgba(139, 206, 255, 0.25);padding: 13px;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p>\u6700\u540e\u5c31\u53ef\u4ee5\u5f97\u5230\u53ef\u89c6\u5316\u7684\u7ed3\u679c<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">plot(embedding$layout[,<span class=\"code-snippet__number\">1<\/span>], embedding$layout[,<span class=\"code-snippet__number\">2<\/span>], col = colors, pch = <span class=\"code-snippet__number\">20<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.5564814814814815\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_6RBicdYY8iakqGVWibGkRtdoZrIibA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZ3RQ9wZRmWtSBvbjg9XgwFjOCUHcf6RBicdYY8iakqGVWibGkRtdoZrIibA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;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;background-color: rgb(139, 206, 255);padding: 11px;\">\n<section style=\"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(255, 255, 255);padding: 18px;\">\n<section style=\"justify-content: flex-start;display: flex;flex-flow: row;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;flex: 100 100 0%;height: auto;\">\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"text-indent: 2.0625em;text-wrap: wrap;\">\u5728\u751f\u7269\u4fe1\u606f\u7684\u7814\u7a76\u8fc7\u7a0b\u4e2d\uff0c\u9ad8\u7ef4\u6570\u636e\u662f\u4e00\u9053\u65e0\u6cd5\u907f\u514d\u7684\u96be\u5173\uff0c\u800cUMAP \u662f\u4e00\u79cd\u975e\u7ebf\u6027\u964d\u7ef4\u6280\u672f\uff0c\u53ef\u4ee5\u5c06\u9ad8\u7ef4\u6570\u636e\u6620\u5c04\u5230\u4f4e\u7ef4\u7a7a\u95f4\u3002UMAP \u5177\u6709\u8bb8\u591a\u4f18\u70b9\uff0c\u5305\u62ec\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u3001\u4fdd\u7559\u539f\u59cb\u6570\u636e\u7684\u5c40\u90e8\u548c\u5168\u5c40\u7ed3\u6784\u3001\u9002\u7528\u4e8e\u5404\u79cd\u7c7b\u578b\u7684\u6570\u636e\u548c\u81ea\u9002\u5e94\u5904\u7406\u4e0d\u540c\u5c3a\u5ea6\u7684\u6570\u636e\u7b49\u3002\u5728 R \u8bed\u8a00\u4e2d\u4f7f\u7528 UMAP \u4e5f\u975e\u5e38\u7b80\u5355\uff0c\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528 umap( ) \u51fd\u6570\u8fdb\u884c\u964d\u7ef4\u548c\u53ef\u89c6\u5316\u3002UMAP \u7684\u5e94\u7528\u53ef\u4ee5\u5e2e\u52a9\u5927\u5bb6\u66f4\u597d\u5730\u7406\u89e3\u548c\u5206\u6790\u9ad8\u7ef4\u751f\u7269\u6570\u636e\u3002\u8fd9\u5c31\u662f\u4eca\u5929\u5c0f\u5e08\u59b9\u7ed9\u5927\u5bb6\u5e26\u6765\u7684\u5185\u5bb9\u5566\uff5e\u5927\u5bb6\u5b66\u4f1a\u4e86\u5417\uff5e<\/p>\n<\/section>\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<section style=\"text-align: justify;letter-spacing: 0.5px;\" powered-by=\"xiumi.us\">\n<p style=\"margin-bottom: 12px;text-wrap: wrap;\">\u66f4\u591a\u65b9\u4fbf\u5b9e\u7528\u7684\u5c0f\u5de5\u5177\u5728\u4e91\u751f\u4fe1\u5e73\u53f0\u7b49\u7740\u5927\u5bb6\u54e6\uff01<\/p>\n<p style=\"margin-right: 0pt;margin-left: 0pt;font-family: Calibri;color: rgb(0, 0, 0);font-size: medium;letter-spacing: normal;text-wrap: wrap;\"><span style=\"text-decoration:underline;\"><span style=\"color: rgb(0, 0, 255);\">http:\/\/www.biocloudservice.com\/home.html<\/span><\/span><o:p><\/o:p><\/p>\n<p style=\"margin-bottom: 12px;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;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-start;\">\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;width: 49px;height: auto;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"1.114\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_TxuwejibDytEadHpicfDSjSh8O70fA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEWVKqbIfRYiaWWRblYrmTSHZPEnPf9CN1k4AOIH0KHibzALpZBdTxuwejibDytEadHpicfDSjSh8O70fA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"500\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;padding-left: 15px;\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\">\n<section style=\"justify-content: flex-start;display: flex;flex-flow: row;transform: rotateX(180deg);\">\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;padding-right: 8px;\">\n<section style=\"text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 9px;height: 9px;vertical-align: top;overflow: hidden;border-radius: 287px;background-color: rgb(248, 217, 137);\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;padding-right: 8px;\">\n<section style=\"text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 9px;height: 9px;vertical-align: top;overflow: hidden;border-radius: 287px;background-color: rgb(248, 217, 137);\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;padding-right: 8px;\">\n<section style=\"text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 9px;height: 9px;vertical-align: top;overflow: hidden;border-radius: 287px;background-color: rgb(248, 217, 137);\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"justify-content: flex-start;display: flex;flex-flow: row;margin-bottom: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;padding-right: 8px;\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section style=\"margin-top: 3px;\" powered-by=\"xiumi.us\">\n<section style=\"text-align: justify;\">\n<p>END<br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-bottom: 24px;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.3488888888888889\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/9_BoDuficWb7YjnP0CXo0mIcibhsXn8w.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/oCSOtP61aEUlxqHhbZryhECGXicgBrLn1ZkgkpYia2qsgSgNWPQMp0RiaIAmlBoDuficWb7YjnP0CXo0mIcibhsXn8w\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"900\" style=\"\" data-recalc-dims=\"1\" \/><\/p>\n<p style=\"text-align: center;margin-bottom: 24px;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.5555555555555556\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/10_akXKU5NcO1KwuWc1Rk7ZJ56LC2pYrQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/oCSOtP61aEXjjmsEC5aXz0RE4be2ib1fJPnBD8yX0Z6OF2zocd2ngHpLOakXKU5NcO1KwuWc1Rk7ZJ56LC2pYrQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"900\" style=\"\" data-recalc-dims=\"1\" \/><\/p>\n<p style=\"display: none;margin-bottom: 24px;\"><mp-style-type data-value=\"3\"><\/mp-style-type><\/p>\n<div class=\"msg_source_url\"><a href=\"https:\/\/v.xiumi.us\/board\/v5\/6rNpH\/474393706\" target=\"_blank\" rel=\"noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/div>\n<p><\/content><\/p>\n<div class=\"msg_source_url\"><a href=\"https:\/\/v.xiumi.us\/board\/v5\/6rNpH\/474393706\" target=\"_blank\" rel=\"noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/div>\n<\/div>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>UMAP\uff1a\u751f\u7269\u4fe1\u606f\u5206\u6790\u7684\u65b0\u5ba0\uff0c\u964d\u7ef4\u795e\u5668\u89e3\u6790\u9ad8\u7ef4\u6570\u636e\uff01 \u5c0f\u5e08\u59b9 \u751f\u4fe1\u679c &nbs […]<\/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\/55778"}],"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=55778"}],"version-history":[{"count":1,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/55778\/revisions"}],"predecessor-version":[{"id":55787,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/55778\/revisions\/55787"}],"wp:attachment":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=55778"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=55778"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=55778"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}