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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=\"0.5014005602240896\" data-s=\"300,640\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300d\u6572\u9ed1\u677f\uff01\uff01\u5c0f\u82b1\u6559\u4f60\u7ed8\u5236\u9ad8\u989c\u503c\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff01\uff01\/1_ibtUhiaaIsRqs9s09wibzhqiaAsnSA.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3Hwqf9icZeBrcATIw5lED239JGbWfPibtUhiaaIsRqs9s09wibzhqiaAsnSA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"714\" style=\"vertical-align: middle;width: 100%;\"><\/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=\"r\"><code><span class=\"code-snippet_outer\">library(survival)<\/span><\/code><code><span class=\"code-snippet_outer\">library(survminer)<\/span><\/code><code><span class=\"code-snippet_outer\">library(forestplot)<\/span><\/code><code><span class=\"code-snippet_outer\">library(stringr)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7ed8\u5236\u98ce\u9669\u68ee\u6797\u56fe\u9700\u8981\u7528\u5230\u4ee5\u4e0a\u7684\u5305\uff0c\u6ca1\u6709\u7684\u5c0f\u4f19\u4f34\u53bb\u4e0b\u8f7d\u5427<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">model <- coxph(Surv(time, event) ~., data = dat )<span class=\"code-snippet__comment\">#\u5bf9\u98ce\u9669\u7684\u56e0\u7d20\u6570\u636e\u8fdb\u884c\u5efa\u6a21<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">ggforest(model)<span class=\"code-snippet__comment\">#\u7ed8\u5236\u98ce\u9669\u68ee\u6797\u56fe<\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>\u5176\u5b9e\u5efa\u6a21\u548c\u7ed8\u5236\u56fe\u90fd\u662f\u4e00\u53e5\u8bdd<\/p>\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=\"0.6086956521739131\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_RmzH9tJRhCVbHnnWb4Cn46eSWb8VHQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3ktqQJAZHqHUqiao8o8aL6VmFfRmzH9tJRhCVbHnnWb4Cn46eSWb8VHQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1058\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p>\u8fd9\u4e2a\u5c31\u662f\u98ce\u9669\u68ee\u6797\u56fe\uff0c\u4f46\u662f\u7ec6\u5fc3\u7684\u5c0f\u82b1\u6ce8\u610f\u5230\uff0c\u8fd9\u4e2a\u68ee\u6797\u56fe\u540e\u9762\u7684\u7070\u8272\u80cc\u666f\uff0c\u6709\u7684\u5c0f\u4f19\u4f34\u60f3\u53bb\u6389\uff0c\u4f46\u662f\u5c0f\u82b1\u53d1\u73b0\uff0c\u8fd9\u91cc\u6ca1\u529e\u6cd5\u7528\u5e38\u89c4\u7684ggplot2\u8bed\u6cd5\u53bb\u4fee\u6539\u989c\u8272\u3002\u53ea\u80fd\u628a\u56fe\u7247\u5bfc\u51fa\u6765\u7528\u5176\u4ed6\u8f6f\u4ef6\u8fdb\u884c\u4fee\u56fe\u3002\u6240\u4ee5\uff0c\u4e0b\u9762\u5c0f\u82b1\u5c31\u6559\u5927\u5bb6\u4e00\u4e2a\u65b0\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff0c\u90a3\u4e48\uff0c\u8fd9\u91cc\u9700\u8981\u7528\u5230\u53e6\u4e00\u4e2aR\u5305forestplot\uff0c\u8fd9\u91cc\u5c0f\u82b1\u5728\u4e0a\u9762\u4ee3\u7801\u5df2\u7ecf\u7ed9\u5927\u5bb6\u52a0\u4e0a\u53bb\u4e86\uff0c\u63a5\u4e0b\u6765\u5c31\u662f\u7ed8\u5236\u56fe\u3002<\/p>\n<p><br \/><\/p>\n<p>\u8ddf\u7740\u5c0f\u82b1\u7ee7\u7eed\u5f80\u4e0b\u8d70\u5427\uff1a<\/p>\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<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=\"r\"><code><span class=\"code-snippet_outer\">row_names <- <span class=\"code-snippet__built_in\">list<\/span>(<span class=\"code-snippet__built_in\">list<\/span>(<span class=\"code-snippet__string\">\"test = 1\"<\/span>, <span class=\"code-snippet__built_in\">expression<\/span>(test >= <span class=\"code-snippet__number\">2<\/span>)))<\/span><\/code><code><span class=\"code-snippet_outer\">test_data <- data.frame(<\/span><\/code><code><span class=\"code-snippet_outer\">coef = <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">1.59<\/span>, <span class=\"code-snippet__number\">1.24<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">low = <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">1.4<\/span>, <span class=\"code-snippet__number\">0.78<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">high = <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">1.8<\/span>, <span class=\"code-snippet__number\">1.55<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">)<span class=\"code-snippet__comment\">#\u8fd9\u91cc\u7684\u53c2\u6570\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u9700\u6c42\u53bb\u8bbe\u7f6e<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">forestplot(row_names,<\/span><\/code><code><span class=\"code-snippet_outer\">test_data$coef,<\/span><\/code><code><span class=\"code-snippet_outer\">test_data$low,<\/span><\/code><code><span class=\"code-snippet_outer\">test_data$high,<\/span><\/code><code><span class=\"code-snippet_outer\">zero = <span class=\"code-snippet__number\">1<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">cex = <span class=\"code-snippet__number\">2<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">lineheight = <span class=\"code-snippet__string\">\"auto\"<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">xlab = <span class=\"code-snippet__string\">\"Lab axis txt\"<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">)<\/span><\/code><code><span class=\"code-snippet_outer\">m = summary(model)<\/span><\/code><code><span class=\"code-snippet_outer\">colnames(m$coefficients)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>\u5148\u770b\u4e00\u4e0b\u57fa\u7840\u7684\u68ee\u6797\u56fe\uff1a<\/p>\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=\"0.6013195098963242\" data-s=\"300,640\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300d\u6572\u9ed1\u677f\uff01\uff01\u5c0f\u82b1\u6559\u4f60\u7ed8\u5236\u9ad8\u989c\u503c\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff01\uff01\/3_bhBc69tYadUgb4udvYPupgLrGR3UbQ.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3kjKQQyeaYCB2YRmW4nLlSZ1ZibhBc69tYadUgb4udvYPupgLrGR3UbQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1061\" style=\"vertical-align: middle;width: 100%;\"><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p>\u5c0f\u4f19\u4f34\u53d1\u73b0\u8fd9\u4e2a\u6ca1\u6709\u7070\u8272\u7684\u80cc\u666f\u4e86\uff0c\u5176\u4ed6\u6709\u5173\u7684\u53c2\u6570\u5c0f\u4f19\u4f34\u53ef\u4ee5\u81ea\u884c\u8bbe\u7f6e\u3002<\/p>\n<p><br \/><\/p>\n<p>\u7136\u540e\uff0c\u63a5\u4e0b\u6765\u5c31\u662f\u6700\u5173\u952e\u7684\u6570\u636e\u4fe1\u606f\u4e86\uff0c\u5c31\u662f\u98ce\u9669\u503cHR\u4ee5\u53ca\u7f6e\u4fe1\u533a\u95f4\u7684\u8303\u56f4\u3002\u4e0d\u8fc7\u4e0d\u7528\u62c5\u5fc3\uff0c\u8fd9\u4e9b\u4fe1\u606f\u6211\u4eec\u53ef\u4ee5\u5728\u4e0a\u8ff0\u5efa\u6a21\u7684\u6a21\u578b\u4e2d\u53ef\u4ee5\u63d0\u53d6\u5230\u3002<\/p>\n<p><br \/><\/p>\n<p>\u5148\u5f00\u59cb\u7ed8\u5236\uff1a<\/p>\n<p>\u8fd9\u91cc\u6211\u4eec\u5148\u6dfb\u52a0\u56fe\u4e0a\u7684label\u5217<\/p>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">m = summary(model)<\/span><\/code><code><span class=\"code-snippet_outer\">colnames(m$coefficients)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>\u7ed3\u679c\uff1a<\/p>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.10588235294117647\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_vrDt1iaiafzrx369LcJ2XU5AZVpB6g.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3ibtib4CtrfUna9qicAxkxbsDnCru3vrDt1iaiafzrx369LcJ2XU5AZVpB6g\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"595\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">colnames(m$conf.int)<\/span><\/code><\/pre>\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=\"0.07514450867052024\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_w40Gc5ja9CvuIX8miaUQ9cSbwaoqug.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3MeSt9d07Fy6Bax7GKIic7Yib5kDw40Gc5ja9CvuIX8miaUQ9cSbwaoqug\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"519\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/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<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5728\u8fd9\u91cc\u6211\u4eec\u628ap\u503c\u6539\u4e00\u4e0b\u683c\u5f0f\uff0c\u7136\u540e\u52a0\u4e0a\u663e\u8457\u6027<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">p = ifelse(<\/span><\/code><code><span class=\"code-snippet_outer\">m$coefficients[, <span class=\"code-snippet__number\">5<\/span>] < <span class=\"code-snippet__number\">0.001<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__string\">\"<0.001 ***\"<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">ifelse(<\/span><\/code><code><span class=\"code-snippet_outer\">m$coefficients[, <span class=\"code-snippet__number\">5<\/span>] < <span class=\"code-snippet__number\">0.01<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__string\">\"<0.01 **\"<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">ifelse(<\/span><\/code><code><span class=\"code-snippet_outer\">m$coefficients[, <span class=\"code-snippet__number\">5<\/span>] < <span class=\"code-snippet__number\">0.05<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">paste(<span class=\"code-snippet__built_in\">round<\/span>(m$coefficients[, <span class=\"code-snippet__number\">5<\/span>], <span class=\"code-snippet__number\">3<\/span>), <span class=\"code-snippet__string\">\" *\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__built_in\">round<\/span>(m$coefficients[, <span class=\"code-snippet__number\">5<\/span>], <span class=\"code-snippet__number\">3<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">)<\/span><\/code><code><span class=\"code-snippet_outer\">)<\/span><\/code><code><span class=\"code-snippet_outer\">)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8c03\u51faHR\u548c\u5b83\u7684\u7f6e\u4fe1\u533a\u95f4<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">dat2 = as.data.frame(<span class=\"code-snippet__built_in\">round<\/span>(m$conf.int[, <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">1<\/span>, <span class=\"code-snippet__number\">3<\/span>, <span class=\"code-snippet__number\">4<\/span>)], <span class=\"code-snippet__number\">2<\/span>))<\/span><\/code><code><span class=\"code-snippet_outer\">dat2 = tibble::rownames_to_column(dat2, var = <span class=\"code-snippet__string\">\"Trait\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">colnames(dat2)[<span class=\"code-snippet__number\">2<\/span>:<span class=\"code-snippet__number\">4<\/span>] = <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__string\">\"HR\"<\/span>, <span class=\"code-snippet__string\">\"lower\"<\/span>, <span class=\"code-snippet__string\">\"upper\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u9700\u8981\u5728\u56fe\u4e0a\u663e\u793a\u7684HR\u6587\u5b57\u548cp\u503c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">dat2$HR2 = paste0(dat2[, <span class=\"code-snippet__number\">2<\/span>], <span class=\"code-snippet__string\">\"(\"<\/span>, dat2[, <span class=\"code-snippet__number\">3<\/span>], <span class=\"code-snippet__string\">\"-\"<\/span>, dat2[, <span class=\"code-snippet__number\">4<\/span>], <span class=\"code-snippet__string\">\")\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">dat2$p = p<\/span><\/code><code><span class=\"code-snippet_outer\">str(dat2)<span class=\"code-snippet__comment\">#\u67e5\u770b\u4e00\u4e0b\u6570\u636e\u662f\u5426\u662f\u6211\u4eec\u9700\u8981\u7684<\/span><\/span><\/code><\/pre>\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=\"0.25327510917030566\" data-s=\"300,640\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300d\u6572\u9ed1\u677f\uff01\uff01\u5c0f\u82b1\u6559\u4f60\u7ed8\u5236\u9ad8\u989c\u503c\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff01\uff01\/6_ArTibP2vKI17HWSkQ8TWYwiciaFvrQ.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3gj544pAvlKbX7MDvLtmpsTRRGWZArTibP2vKI17HWSkQ8TWYwiciaFvrQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"687\" style=\"vertical-align: middle;width: 100%;\" \/><\/section>\n<\/section>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p>\u6ca1\u6709\u95ee\u9898\uff0c\u6211\u4eec\u5f00\u59cb\u57fa\u7840\u753b\u56fe\uff1a<\/p>\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=\"0.5945945945945946\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_ic90doXpZricnnq2EWm5liaXH9PuhQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3icDb8HEYQ9JwMxxaFMaxdqy01CVKic90doXpZricnnq2EWm5liaXH9PuhQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1073\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\"><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p>\u4e0a\u8ff0\u5c31\u662f\u65b0\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff0c\u4f46\u662f\u5c0f\u4f19\u4f34\u80af\u5b9a\u611f\u89c9\u6709\u70b9\u5947\u602a\uff0c\u6211\u4eec\u5728\u52a0\u70b9\u7ec6\u8282\uff1a<\/p>\n<p>\u8fd9\u91cc\u4e3b\u8981\u662f\u5206\u7c7b\u5411\u91cf\uff0c\u6211\u4eec\u5728\u8fd9\u91cc\u662f\u6027\u522b\u548c\u5206\u671f\uff0c\u5c31\u9700\u8981\u753b\u51fa\u6765reference\uff0c\u90a3\u6211\u4eec\u5c31\u5728\u6570\u636edat2\u4e2d\u6dfb\u52a0\u51e0\u884c\uff1a<\/p>\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<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=\"r\"><code><span class=\"code-snippet_outer\">dat2$Trait = str_remove(dat2$Trait, <span class=\"code-snippet__string\">\"gender|stage\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">ins = <span class=\"code-snippet__keyword\">function<\/span>(x) {<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__built_in\">c<\/span>(x, <span class=\"code-snippet__built_in\">rep<\/span>(<span class=\"code-snippet__literal\">NA<\/span>, ncol(dat2) - <span class=\"code-snippet__number\">1<\/span>))<\/span><\/code><code><span class=\"code-snippet_outer\">}<\/span><\/code><code><span class=\"code-snippet_outer\">dat2 = rbind(<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__string\">\"Trait\"<\/span>, <span class=\"code-snippet__literal\">NA<\/span>, <span class=\"code-snippet__literal\">NA<\/span>, <span class=\"code-snippet__literal\">NA<\/span>, <span class=\"code-snippet__string\">\"HR\"<\/span>, <span class=\"code-snippet__string\">\"p\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">ins(<span class=\"code-snippet__string\">\"gender\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">ins(<span class=\"code-snippet__string\">\"female\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">dat2[<span class=\"code-snippet__number\">1<\/span>, ],<\/span><\/code><code><span class=\"code-snippet_outer\">ins(<span class=\"code-snippet__string\">\"stage\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">ins(<span class=\"code-snippet__string\">\"i\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">dat2[<span class=\"code-snippet__number\">2<\/span>:nrow(dat2), ]<\/span><\/code><code><span class=\"code-snippet_outer\">)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">for<\/span>(i <span class=\"code-snippet__keyword\">in<\/span> <span class=\"code-snippet__number\">2<\/span>:<span class=\"code-snippet__number\">4<\/span>) {<\/span><\/code><code><span class=\"code-snippet_outer\">dat2[, i] = <span class=\"code-snippet__built_in\">as.numeric<\/span>(dat2[, i])<\/span><\/code><code><span class=\"code-snippet_outer\">}<\/span><\/code><code><span class=\"code-snippet_outer\">str(dat2)<span class=\"code-snippet__comment\">#\u67e5\u770b\u4e00\u4e0b\u6570\u636e<\/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=\"0.3049645390070922\" data-s=\"300,640\" 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{"id":57101,"date":"2024-06-16T18:48:57","date_gmt":"2024-06-16T10:48:57","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=57101"},"modified":"2024-06-16T18:48:57","modified_gmt":"2024-06-16T10:48:57","slug":"%e6%95%b2%e9%bb%91%e6%9d%bf%ef%bc%81%ef%bc%81%e5%b0%8f%e8%8a%b1%e6%95%99%e4%bd%a0%e7%bb%98%e5%88%b6%e9%ab%98%e9%a2%9c%e5%80%bc%e7%9a%84%e9%a3%8e%e9%99%a9%e6%a3%ae%e6%9e%97%e5%9b%be%ef%bc%81%ef%bc%81-2","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=57101","title":{"rendered":"\u6572\u9ed1\u677f\uff01\uff01\u5c0f\u82b1\u6559\u4f60\u7ed8\u5236\u9ad8\u989c\u503c\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff01\uff01"},"content":{"rendered":"

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powered-by=\"xiumi.us\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;text-align: center;\">\n<section style=\"width: 100%;height: 5px;background-color: rgb(255, 255, 255);\"><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>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p>\u6572\u9ed1\u677f\uff01\uff01\u5c0f\u82b1\u6559\u4f60\u7ed8\u5236\u9ad8\u989c\u503c\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff01\uff01<\/p>\n<p>\u8bb8\u591a\u5c0f\u4f19\u4f34\u4eec\u5728\u505a\u9884\u540e\u5206\u6790\u65f6\u5019\uff0c\u907f\u514d\u4e0d\u4e86\u8981\u628a\u4e34\u5e8a\u98ce\u9669\u76f8\u5173\u5206\u6790\u7684\u4fe1\u606f\u653e\u4e0a\u53bb\uff0c\u800c\u5f80\u5f80\u4f7f\u7528\u7684\u662f\u5c31\u662f\u68ee\u6797\u56fe\u7684\u5f62\u5f0f\u8fdb\u884c\u5c55\u793a\u3002\u4f46\u666e\u666e\u901a\u901a\u7684\u68ee\u6797\u56fe\u5df2\u7ecf\u6ee1\u8db3\u4e0d\u4e86\u5c0f\u4f19\u4f34\u4eec\u7684\u80c3\u53e3\u4e86\uff0c\u76f8\u6bd4\u8f83\u5e38\u89c4\u7684\u68ee\u6797\u56fe\u3002\u5c0f\u82b1\u4eca\u5929\u5728\u8fd9\u91cc\u6559\u5927\u5bb6\u4e00\u4e2a\u989c\u503c\u591f\u9ad8\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff0c\u8ba9\u4f60\u7684\u56fe\u7247\u53d8\u5f97\u4e0e\u4f17\u4e0d\u540c\uff01\uff01\u90a3\u4e48\u8ddf\u7740\u5c0f\u82b1\u53bb\u5b66\u4e60\u5427\uff01<\/p>\n<p>\u6211\u4eec\u5148\u770b\u4e00\u4e0b\u6570\u636e\uff0c\u5c0f\u82b1\u8fd9\u91cc\u7528\u7684\u81ea\u5df1\u7684\u793a\u4f8b\u6570\u636e\uff0c\u5c0f\u4f19\u4f34\u4eec\u53ef\u4ee5\u81ea\u5df1\u6839\u636e\u8868\u8fbe\u77e9\u9635\u548c\u4e34\u5e8a\u4fe1\u606f\u53bb\u7ed8\u5236\u6570\u636e\u3002<\/p>\n<p>\u6570\u636e\u5f62\u5f0f\u5982\u4e0b\uff1a<\/p>\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=\"0.5014005602240896\" data-s=\"300,640\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300d\u6572\u9ed1\u677f\uff01\uff01\u5c0f\u82b1\u6559\u4f60\u7ed8\u5236\u9ad8\u989c\u503c\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff01\uff01\/1_ibtUhiaaIsRqs9s09wibzhqiaAsnSA.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3Hwqf9icZeBrcATIw5lED239JGbWfPibtUhiaaIsRqs9s09wibzhqiaAsnSA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"714\" style=\"vertical-align: middle;width: 100%;\"><\/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=\"r\"><code><span class=\"code-snippet_outer\">library(survival)<\/span><\/code><code><span class=\"code-snippet_outer\">library(survminer)<\/span><\/code><code><span class=\"code-snippet_outer\">library(forestplot)<\/span><\/code><code><span class=\"code-snippet_outer\">library(stringr)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7ed8\u5236\u98ce\u9669\u68ee\u6797\u56fe\u9700\u8981\u7528\u5230\u4ee5\u4e0a\u7684\u5305\uff0c\u6ca1\u6709\u7684\u5c0f\u4f19\u4f34\u53bb\u4e0b\u8f7d\u5427<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">model <- coxph(Surv(time, event) ~., data = dat )<span class=\"code-snippet__comment\">#\u5bf9\u98ce\u9669\u7684\u56e0\u7d20\u6570\u636e\u8fdb\u884c\u5efa\u6a21<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">ggforest(model)<span class=\"code-snippet__comment\">#\u7ed8\u5236\u98ce\u9669\u68ee\u6797\u56fe<\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>\u5176\u5b9e\u5efa\u6a21\u548c\u7ed8\u5236\u56fe\u90fd\u662f\u4e00\u53e5\u8bdd<\/p>\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=\"0.6086956521739131\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_RmzH9tJRhCVbHnnWb4Cn46eSWb8VHQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3ktqQJAZHqHUqiao8o8aL6VmFfRmzH9tJRhCVbHnnWb4Cn46eSWb8VHQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1058\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p>\u8fd9\u4e2a\u5c31\u662f\u98ce\u9669\u68ee\u6797\u56fe\uff0c\u4f46\u662f\u7ec6\u5fc3\u7684\u5c0f\u82b1\u6ce8\u610f\u5230\uff0c\u8fd9\u4e2a\u68ee\u6797\u56fe\u540e\u9762\u7684\u7070\u8272\u80cc\u666f\uff0c\u6709\u7684\u5c0f\u4f19\u4f34\u60f3\u53bb\u6389\uff0c\u4f46\u662f\u5c0f\u82b1\u53d1\u73b0\uff0c\u8fd9\u91cc\u6ca1\u529e\u6cd5\u7528\u5e38\u89c4\u7684ggplot2\u8bed\u6cd5\u53bb\u4fee\u6539\u989c\u8272\u3002\u53ea\u80fd\u628a\u56fe\u7247\u5bfc\u51fa\u6765\u7528\u5176\u4ed6\u8f6f\u4ef6\u8fdb\u884c\u4fee\u56fe\u3002\u6240\u4ee5\uff0c\u4e0b\u9762\u5c0f\u82b1\u5c31\u6559\u5927\u5bb6\u4e00\u4e2a\u65b0\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff0c\u90a3\u4e48\uff0c\u8fd9\u91cc\u9700\u8981\u7528\u5230\u53e6\u4e00\u4e2aR\u5305forestplot\uff0c\u8fd9\u91cc\u5c0f\u82b1\u5728\u4e0a\u9762\u4ee3\u7801\u5df2\u7ecf\u7ed9\u5927\u5bb6\u52a0\u4e0a\u53bb\u4e86\uff0c\u63a5\u4e0b\u6765\u5c31\u662f\u7ed8\u5236\u56fe\u3002<\/p>\n<p><br \/><\/p>\n<p>\u8ddf\u7740\u5c0f\u82b1\u7ee7\u7eed\u5f80\u4e0b\u8d70\u5427\uff1a<\/p>\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<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=\"r\"><code><span class=\"code-snippet_outer\">row_names <- <span class=\"code-snippet__built_in\">list<\/span>(<span class=\"code-snippet__built_in\">list<\/span>(<span class=\"code-snippet__string\">\"test = 1\"<\/span>, <span class=\"code-snippet__built_in\">expression<\/span>(test >= <span class=\"code-snippet__number\">2<\/span>)))<\/span><\/code><code><span class=\"code-snippet_outer\">test_data <- data.frame(<\/span><\/code><code><span class=\"code-snippet_outer\">coef = <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">1.59<\/span>, <span class=\"code-snippet__number\">1.24<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">low = <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">1.4<\/span>, <span class=\"code-snippet__number\">0.78<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">high = <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">1.8<\/span>, <span class=\"code-snippet__number\">1.55<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">)<span class=\"code-snippet__comment\">#\u8fd9\u91cc\u7684\u53c2\u6570\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u9700\u6c42\u53bb\u8bbe\u7f6e<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">forestplot(row_names,<\/span><\/code><code><span class=\"code-snippet_outer\">test_data$coef,<\/span><\/code><code><span class=\"code-snippet_outer\">test_data$low,<\/span><\/code><code><span class=\"code-snippet_outer\">test_data$high,<\/span><\/code><code><span class=\"code-snippet_outer\">zero = <span class=\"code-snippet__number\">1<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">cex = <span class=\"code-snippet__number\">2<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">lineheight = <span class=\"code-snippet__string\">\"auto\"<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">xlab = <span class=\"code-snippet__string\">\"Lab axis txt\"<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">)<\/span><\/code><code><span class=\"code-snippet_outer\">m = summary(model)<\/span><\/code><code><span class=\"code-snippet_outer\">colnames(m$coefficients)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>\u5148\u770b\u4e00\u4e0b\u57fa\u7840\u7684\u68ee\u6797\u56fe\uff1a<\/p>\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=\"0.6013195098963242\" data-s=\"300,640\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300d\u6572\u9ed1\u677f\uff01\uff01\u5c0f\u82b1\u6559\u4f60\u7ed8\u5236\u9ad8\u989c\u503c\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff01\uff01\/3_bhBc69tYadUgb4udvYPupgLrGR3UbQ.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3kjKQQyeaYCB2YRmW4nLlSZ1ZibhBc69tYadUgb4udvYPupgLrGR3UbQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1061\" style=\"vertical-align: middle;width: 100%;\"><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p>\u5c0f\u4f19\u4f34\u53d1\u73b0\u8fd9\u4e2a\u6ca1\u6709\u7070\u8272\u7684\u80cc\u666f\u4e86\uff0c\u5176\u4ed6\u6709\u5173\u7684\u53c2\u6570\u5c0f\u4f19\u4f34\u53ef\u4ee5\u81ea\u884c\u8bbe\u7f6e\u3002<\/p>\n<p><br \/><\/p>\n<p>\u7136\u540e\uff0c\u63a5\u4e0b\u6765\u5c31\u662f\u6700\u5173\u952e\u7684\u6570\u636e\u4fe1\u606f\u4e86\uff0c\u5c31\u662f\u98ce\u9669\u503cHR\u4ee5\u53ca\u7f6e\u4fe1\u533a\u95f4\u7684\u8303\u56f4\u3002\u4e0d\u8fc7\u4e0d\u7528\u62c5\u5fc3\uff0c\u8fd9\u4e9b\u4fe1\u606f\u6211\u4eec\u53ef\u4ee5\u5728\u4e0a\u8ff0\u5efa\u6a21\u7684\u6a21\u578b\u4e2d\u53ef\u4ee5\u63d0\u53d6\u5230\u3002<\/p>\n<p><br \/><\/p>\n<p>\u5148\u5f00\u59cb\u7ed8\u5236\uff1a<\/p>\n<p>\u8fd9\u91cc\u6211\u4eec\u5148\u6dfb\u52a0\u56fe\u4e0a\u7684label\u5217<\/p>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">m = summary(model)<\/span><\/code><code><span class=\"code-snippet_outer\">colnames(m$coefficients)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<p>\u7ed3\u679c\uff1a<\/p>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.10588235294117647\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_vrDt1iaiafzrx369LcJ2XU5AZVpB6g.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3ibtib4CtrfUna9qicAxkxbsDnCru3vrDt1iaiafzrx369LcJ2XU5AZVpB6g\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"595\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">colnames(m$conf.int)<\/span><\/code><\/pre>\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=\"0.07514450867052024\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_w40Gc5ja9CvuIX8miaUQ9cSbwaoqug.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3MeSt9d07Fy6Bax7GKIic7Yib5kDw40Gc5ja9CvuIX8miaUQ9cSbwaoqug\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"519\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/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<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5728\u8fd9\u91cc\u6211\u4eec\u628ap\u503c\u6539\u4e00\u4e0b\u683c\u5f0f\uff0c\u7136\u540e\u52a0\u4e0a\u663e\u8457\u6027<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">p = ifelse(<\/span><\/code><code><span class=\"code-snippet_outer\">m$coefficients[, <span class=\"code-snippet__number\">5<\/span>] < <span class=\"code-snippet__number\">0.001<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__string\">\"<0.001 ***\"<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">ifelse(<\/span><\/code><code><span class=\"code-snippet_outer\">m$coefficients[, <span class=\"code-snippet__number\">5<\/span>] < <span class=\"code-snippet__number\">0.01<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__string\">\"<0.01 **\"<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">ifelse(<\/span><\/code><code><span class=\"code-snippet_outer\">m$coefficients[, <span class=\"code-snippet__number\">5<\/span>] < <span class=\"code-snippet__number\">0.05<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">paste(<span class=\"code-snippet__built_in\">round<\/span>(m$coefficients[, <span class=\"code-snippet__number\">5<\/span>], <span class=\"code-snippet__number\">3<\/span>), <span class=\"code-snippet__string\">\" *\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__built_in\">round<\/span>(m$coefficients[, <span class=\"code-snippet__number\">5<\/span>], <span class=\"code-snippet__number\">3<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">)<\/span><\/code><code><span class=\"code-snippet_outer\">)<\/span><\/code><code><span class=\"code-snippet_outer\">)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8c03\u51faHR\u548c\u5b83\u7684\u7f6e\u4fe1\u533a\u95f4<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">dat2 = as.data.frame(<span class=\"code-snippet__built_in\">round<\/span>(m$conf.int[, <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">1<\/span>, <span class=\"code-snippet__number\">3<\/span>, <span class=\"code-snippet__number\">4<\/span>)], <span class=\"code-snippet__number\">2<\/span>))<\/span><\/code><code><span class=\"code-snippet_outer\">dat2 = tibble::rownames_to_column(dat2, var = <span class=\"code-snippet__string\">\"Trait\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">colnames(dat2)[<span class=\"code-snippet__number\">2<\/span>:<span class=\"code-snippet__number\">4<\/span>] = <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__string\">\"HR\"<\/span>, <span class=\"code-snippet__string\">\"lower\"<\/span>, <span class=\"code-snippet__string\">\"upper\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u9700\u8981\u5728\u56fe\u4e0a\u663e\u793a\u7684HR\u6587\u5b57\u548cp\u503c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">dat2$HR2 = paste0(dat2[, <span class=\"code-snippet__number\">2<\/span>], <span class=\"code-snippet__string\">\"(\"<\/span>, dat2[, <span class=\"code-snippet__number\">3<\/span>], <span class=\"code-snippet__string\">\"-\"<\/span>, dat2[, <span class=\"code-snippet__number\">4<\/span>], <span class=\"code-snippet__string\">\")\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">dat2$p = p<\/span><\/code><code><span class=\"code-snippet_outer\">str(dat2)<span class=\"code-snippet__comment\">#\u67e5\u770b\u4e00\u4e0b\u6570\u636e\u662f\u5426\u662f\u6211\u4eec\u9700\u8981\u7684<\/span><\/span><\/code><\/pre>\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=\"0.25327510917030566\" data-s=\"300,640\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300d\u6572\u9ed1\u677f\uff01\uff01\u5c0f\u82b1\u6559\u4f60\u7ed8\u5236\u9ad8\u989c\u503c\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff01\uff01\/6_ArTibP2vKI17HWSkQ8TWYwiciaFvrQ.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3gj544pAvlKbX7MDvLtmpsTRRGWZArTibP2vKI17HWSkQ8TWYwiciaFvrQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"687\" style=\"vertical-align: middle;width: 100%;\" \/><\/section>\n<\/section>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p>\u6ca1\u6709\u95ee\u9898\uff0c\u6211\u4eec\u5f00\u59cb\u57fa\u7840\u753b\u56fe\uff1a<\/p>\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=\"0.5945945945945946\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_ic90doXpZricnnq2EWm5liaXH9PuhQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3icDb8HEYQ9JwMxxaFMaxdqy01CVKic90doXpZricnnq2EWm5liaXH9PuhQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1073\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\"><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p>\u4e0a\u8ff0\u5c31\u662f\u65b0\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff0c\u4f46\u662f\u5c0f\u4f19\u4f34\u80af\u5b9a\u611f\u89c9\u6709\u70b9\u5947\u602a\uff0c\u6211\u4eec\u5728\u52a0\u70b9\u7ec6\u8282\uff1a<\/p>\n<p>\u8fd9\u91cc\u4e3b\u8981\u662f\u5206\u7c7b\u5411\u91cf\uff0c\u6211\u4eec\u5728\u8fd9\u91cc\u662f\u6027\u522b\u548c\u5206\u671f\uff0c\u5c31\u9700\u8981\u753b\u51fa\u6765reference\uff0c\u90a3\u6211\u4eec\u5c31\u5728\u6570\u636edat2\u4e2d\u6dfb\u52a0\u51e0\u884c\uff1a<\/p>\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<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=\"r\"><code><span class=\"code-snippet_outer\">dat2$Trait = str_remove(dat2$Trait, <span class=\"code-snippet__string\">\"gender|stage\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">ins = <span class=\"code-snippet__keyword\">function<\/span>(x) {<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__built_in\">c<\/span>(x, <span class=\"code-snippet__built_in\">rep<\/span>(<span class=\"code-snippet__literal\">NA<\/span>, ncol(dat2) - <span class=\"code-snippet__number\">1<\/span>))<\/span><\/code><code><span class=\"code-snippet_outer\">}<\/span><\/code><code><span class=\"code-snippet_outer\">dat2 = rbind(<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__string\">\"Trait\"<\/span>, <span class=\"code-snippet__literal\">NA<\/span>, <span class=\"code-snippet__literal\">NA<\/span>, <span class=\"code-snippet__literal\">NA<\/span>, <span class=\"code-snippet__string\">\"HR\"<\/span>, <span class=\"code-snippet__string\">\"p\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">ins(<span class=\"code-snippet__string\">\"gender\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">ins(<span class=\"code-snippet__string\">\"female\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">dat2[<span class=\"code-snippet__number\">1<\/span>, ],<\/span><\/code><code><span class=\"code-snippet_outer\">ins(<span class=\"code-snippet__string\">\"stage\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">ins(<span class=\"code-snippet__string\">\"i\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">dat2[<span class=\"code-snippet__number\">2<\/span>:nrow(dat2), ]<\/span><\/code><code><span class=\"code-snippet_outer\">)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">for<\/span>(i <span class=\"code-snippet__keyword\">in<\/span> <span class=\"code-snippet__number\">2<\/span>:<span class=\"code-snippet__number\">4<\/span>) {<\/span><\/code><code><span class=\"code-snippet_outer\">dat2[, i] = <span class=\"code-snippet__built_in\">as.numeric<\/span>(dat2[, i])<\/span><\/code><code><span class=\"code-snippet_outer\">}<\/span><\/code><code><span class=\"code-snippet_outer\">str(dat2)<span class=\"code-snippet__comment\">#\u67e5\u770b\u4e00\u4e0b\u6570\u636e<\/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=\"0.3049645390070922\" data-s=\"300,640\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300d\u6572\u9ed1\u677f\uff01\uff01\u5c0f\u82b1\u6559\u4f60\u7ed8\u5236\u9ad8\u989c\u503c\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff01\uff01\/8_8W2hxxkCeZKeG8zzRErMSFJqZC4gGw.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF34xsTg7q5QicwCibmxicdgIRiaVDG8W2hxxkCeZKeG8zzRErMSFJqZC4gGw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"564\" style=\"vertical-align: middle;width: 100%;\" \/><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"padding-right: 12px;padding-left: 12px;\" powered-by=\"xiumi.us\">\n<p>\u6211\u4eec\u5728\u91cd\u65b0\u7ed8\u5236\u56fe\uff1a<\/p>\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=\"0.6109022556390977\" data-s=\"300,640\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-08-29_\u300c\u8f6c\u300d\u6572\u9ed1\u677f\uff01\uff01\u5c0f\u82b1\u6559\u4f60\u7ed8\u5236\u9ad8\u989c\u503c\u7684\u98ce\u9669\u68ee\u6797\u56fe\uff01\uff01\/9_Oym5WCS5XWXXicfkCXhFMtgK45kbZg.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSa1G1N0JOD4eZWj0FgzuZF3iaDqALem77xh7PSkNbNvWQGfsEOym5WCS5XWXXicfkCXhFMtgK45kbZg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1064\" style=\"vertical-align: middle;width: 100%;\"><\/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: 98%;vertical-align: top;align-self: flex-start;flex: 0 0 auto;height: auto;border-style: solid;border-width: 2px;border-color: rgb(160, 160, 160);padding: 27px;\">\n<section 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