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powered-by=\"xiumi.us\">\n<p>\u5c0f\u4f19\u4f34\u4eec\u5927\u5bb6\u597d\u554a\uff0c\u4eca\u5929\u5927\u6d77\u54e5\u51b3\u5b9a\u8981\u7ed9\u5927\u5bb6\u51c6\u5907\u4e00\u4e0b\u975e\u5e38\u5389\u5bb3\u7684\u6559\u5b66\uff0c3\u79cd\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u540c\u65f6\u7ed3\u5408\u9884\u540e\u751f\u5b58\u671f\u5206\u6790\uff01\u901a\u8fc7\u4ee3\u7801\u5b9e\u8df5\u7684\u65b9\u5f0f\u8ba9\u4f60\u5f7b\u5e95\u5b66\u4f1a\u5982\u4f55\u5c06\u673a\u5668\u5b66\u4e60\u4e0e\u751f\u7269\u4fe1\u606f\u5b66\u5b8c\u7f8e\u878d\u5408\uff0c\u770b\u5230\u8fd9\u5f88\u591a\u5c0f\u4f19\u4f34\u80af\u5b9a\u7b49\u4e0d\u53ca\u4e86\uff0c\u5fc3\u6025\u5403\u4e0d\u4e86\u70ed\u8c46\u8150\uff0c\u8ba9\u6211\u4eec\u5148\u6765\u4e86\u89e3\u4e00\u4e0b\u4eca\u5929\u7684\u5206\u6790\u6848\u4f8b\u7684\u80cc\u666f\uff0c\u7136\u540e\u518d\u6765\u6df1\u5165\u5b66\u4e60~\u8ba9\u6211\u4eec\u5f00\u59cb\u5427\uff01<\/p>\n<p>\u4eca\u5929\u6211\u4eec\u7684\u5206\u6790\u6848\u4f8b\u662f\u4e00\u4e2a\u4e73\u817a\u764c\u751f\u5b58\u7387\u7684\u9884\u6d4b\u6848\u4f8b\uff0c\u6211\u4eec\u77e5\u9053\u764c\u75c7\u60a3\u8005\u4e34\u5e8a\u51b3\u7b56\u4e2d\u6700\u91cd\u8981\u7684\u90e8\u5206\u662f\u51c6\u786e\u4f30\u8ba1\u9884\u540e\u548c\u751f\u5b58\u65f6\u95f4\u3002\u800c\u540c\u4e00\u75be\u75c5\u9636\u6bb5\u548c\u76f8\u540c\u4e34\u5e8a\u7279\u5f81\u7684\u4e73\u817a\u764c\u60a3\u8005\u53ef\u80fd\u6709\u4e0d\u540c\u7684\u6cbb\u7597\u53cd\u5e94\u548c\u603b\u751f\u5b58\u671f\uff0c\u56e0\u6b64\uff0c\u63d0\u4f9b\u4e00\u79cd\u7b80\u5355\u7684\u7b97\u6cd5\u6765\u9884\u6d4b\u4e73\u817a\u764c\u60a3\u8005\u7684\u751f\u5b58\u53ef\u80fd\u5bf9\u4e34\u5e8a\u51b3\u7b56\u8fc7\u7a0b\u6709\u5f88\u5927\u5e2e\u52a9\u3002\u4e3a\u6b64\uff0c\u968f\u673a\u68ee\u6797\u548c\u652f\u6301\u5411\u91cf\u673a\uff08SVM\uff09\u662f\u672c\u6b21\u5206\u6790\u4e2d\u4f7f\u7528\u7684\u4e24\u79cd\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\u3002\u4e3a\u4ec0\u4e48\u662f2\u79cd\uff0c\u4e0d\u662f3\u79cd\u5417\uff1f\u662f\u7684\uff0c\u56e0\u4e3a\u9488\u5bf9SVM\u7b97\u6cd5\u5927\u6d77\u54e5\u4f7f\u7528\u4e86\u591a\u9879\u5f0f\u6838SVM\u548c\u5f84\u5411\u5185\u6838SVM\u4e24\u79cd\uff0c\u6240\u4ee5\u4e00\u5171\u662f3\u79cd\uff01<\/p>\n<p>\u4e86\u89e3\u5b8c\u80cc\u666f\u77e5\u8bc6\uff0c\u5c31\u8ba9\u6211\u4eec\u8fdb\u5165\u4ee3\u7801\u7684\u4e16\u754c\u5427\uff01<\/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;vertical-align: middle;width: auto;align-self: center;flex: 100 100 0%;height: auto;\">\n<section style=\"overflow: hidden;text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;\">\n<section style=\"transform: rotate(0.1deg);\">\n<section style=\"width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 100%;margin-right: -6px;margin-left: -7px;border-bottom: 2px dotted rgb(93, 91, 92);\"><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: middle;width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: center;padding-right: 18px;padding-left: 18px;\">\n<section style=\"text-align: center;margin-top: 20px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 0px;height: 0px;vertical-align: top;overflow: hidden;border-style: solid;border-width: 13px 8px 0px;border-color: rgb(93, 91, 92) rgba(255, 255, 255, 0) rgb(251, 133, 129);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;flex: 100 100 0%;height: auto;align-self: center;\">\n<section style=\"overflow: hidden;text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;\">\n<section style=\"transform: rotate(0.1deg);\">\n<section style=\"width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 100%;margin-right: -6px;margin-left: -7px;border-bottom: 2px dotted rgb(93, 91, 92);\"><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: middle;width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><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 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<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"> &nbsp;<span class=\"code-snippet__comment\">#\u52a0\u8f7d\u672c\u6b21\u5206\u6790\u9700\u8981\u7684R\u5305<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">library(corrplot)<\/span><\/code><code><span class=\"code-snippet_outer\">library(VIM)<\/span><\/code><code><span class=\"code-snippet_outer\">library(ggplot2)<\/span><\/code><code><span class=\"code-snippet_outer\">library(gridExtra)<\/span><\/code><code><span class=\"code-snippet_outer\">library(scales)<\/span><\/code><code><span class=\"code-snippet_outer\">library(tidyr)<\/span><\/code><code><span class=\"code-snippet_outer\">library(dplyr)<\/span><\/code><code><span class=\"code-snippet_outer\">library(readr)<\/span><\/code><code><span class=\"code-snippet_outer\">library(ggformula)<\/span><\/code><code><span class=\"code-snippet_outer\">library(imputeMissings)<\/span><\/code><code><span class=\"code-snippet_outer\">library(gapminder)<\/span><\/code><code><span class=\"code-snippet_outer\">library(caret)<\/span><\/code><code><span class=\"code-snippet_outer\">library(rpart) <\/span><\/code><code><span class=\"code-snippet_outer\">library(rattle)<\/span><\/code><code><span class=\"code-snippet_outer\">library(kernlab)<\/span><\/code><code><span class=\"code-snippet_outer\">library(randomForest)<\/span><\/code><code><span class=\"code-snippet_outer\">library(DMwR2)<\/span><\/code><code><span class=\"code-snippet_outer\">library(car)<\/span><\/code><code><span class=\"code-snippet_outer\">library(MLeval)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#R\u5305\u6709\u70b9\u591a\uff0c\u56e0\u4e3a\u4e00\u4e2a\u5b8c\u6574\u7684\u5206\u6790\u9664\u4e86\u4e3b\u8981\u5206\u6790\u6d41\u7a0b\u5916\uff0c\u8fd8\u9700\u8981\u4e00\u4e9b\u63a2\u7d22\u6027\u5206\u6790\u6765\u5bf9\u6570\u636e\u505a\u4e00\u4e2a\u521d\u6b65\u7684\u63a2\u7d22\uff01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u5c31\u662f\u52a0\u8f7d\u6570\u636e<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">df &lt;- read.csv(<span class=\"code-snippet__string\">\"RNA.csv\"<\/span>, header=<span class=\"code-snippet__literal\">TRUE<\/span>, sep=<span class=\"code-snippet__string\">\",\"<\/span>, stringsAsFactors = <span class=\"code-snippet__literal\">FALSE<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__built_in\">dim<\/span>(df)<\/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\" data-ratio=\"0.264\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_RjfAV04KhSz1PG4JWu3MPN9yzGeBhA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQJiaRESfy23ykg8ia5sibfC2icRHFpmiavfHNnu0RoB1SBF2I26RjfAV04KhSz1PG4JWu3MPN9yzGeBhA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"125\" 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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8fd9\u4e2a\u6570\u636e\u96c6\u6765\u81ea\u4e73\u817a\u764c\u5206\u5b50\u5206\u7c7b\u5b66\u56fd\u9645\u8054\u76df (METABRIC)\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b 1904 \u540d\u4e73\u817a\u764c\u60a3\u8005\u7684 31 \u4e2a\u4e34\u5e8a\u5c5e\u6027\u3001331 \u4e2a\u57fa\u56e0\u7684 mRNA \u6c34\u5e73 z -score\u4ee5\u53ca 175 \u4e2a\u57fa\u56e0\u7684\u7a81\u53d8<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5728\u8fd9\u4e2a\u6570\u636e\u4e2d\uff0c\u201ctumor_other_histologic_subtype\u201d\u3001\u201concotree_code\u201d\u3001\u201ccancer_type\u201d\u548c\u201ccancer_type_detailed\u201d\u8868\u793a\u4e0d\u540c\u7684\u764c\u75c7\u7c7b\u578b\u540d\u79f0\u3002\u6211\u4eec\u53ea\u7528\u9009\u4e00\u4e2a\u5c31\u597d\uff0c\u5e76\u4e14\u8fd8\u6709\u4e00\u4e2a\u5197\u4f59\u7684\u5b57\u6bb5\uff0c\u6211\u4eec\u90fd\u9700\u8981\u7a0d\u540e\u628a\u5b83\u4eec\u5254\u9664\u6389\u3002<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7528\u4ee3\u7801\u53bb\u9664\u4e00\u4e0b\uff0c\u5e76\u4e14\u770b\u4e00\u4e0b\u7f3a\u5931\u6570\u636e<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">df[df == <span class=\"code-snippet__string\">\"\"<\/span>] &lt;- <span class=\"code-snippet__literal\">NA<\/span>            <\/span><\/code><code><span class=\"code-snippet_outer\">df_t = df[, <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">31<\/span>)] <\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8ba1\u7b97\u6bcf\u4e2a\u53d8\u91cf\u7f3a\u5931\u6570\u636e\u7684\u767e\u5206\u6bd4<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">M_Val &lt;- <span class=\"code-snippet__keyword\">function<\/span>(x){mm_v=<span class=\"code-snippet__built_in\">round<\/span>((<span class=\"code-snippet__built_in\">sum<\/span>(<span class=\"code-snippet__built_in\">is.na<\/span>(x))\/<span class=\"code-snippet__built_in\">length<\/span>(x))*<span class=\"code-snippet__number\">100<\/span>,<span class=\"code-snippet__number\">3<\/span>)} <\/span><\/code><code><span class=\"code-snippet_outer\">nam_1&lt;-colnames(df_t)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__built_in\">c<\/span>&lt;-apply(df_t,<span class=\"code-snippet__number\">2<\/span>,M_Val)<\/span><\/code><code><span class=\"code-snippet_outer\">df_p &lt;- data.frame(nam_1,<span class=\"code-snippet__built_in\">c<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">rownames(df_p)&lt;-<span class=\"code-snippet__literal\">NULL<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">df_p1 &lt;- df_p %&gt;%  filter(<span class=\"code-snippet__built_in\">c<\/span> &gt; <span class=\"code-snippet__number\">5<\/span> )  %&gt;%  mutate(c1=ifelse(<span class=\"code-snippet__built_in\">c<\/span> &lt; <span class=\"code-snippet__number\">5<\/span>, <span class=\"code-snippet__built_in\">c<\/span>-<span class=\"code-snippet__number\">.4<\/span>, <span class=\"code-snippet__built_in\">c<\/span>-<span class=\"code-snippet__number\">2.1<\/span>))<\/span><\/code><code><span class=\"code-snippet_outer\">gf_boxplot(<span class=\"code-snippet__built_in\">c<\/span>~nam_1 , data = df_p) %&gt;%   <\/span><\/code><code><span class=\"code-snippet_outer\">  gf_labs(title = <span class=\"code-snippet__string\">\"Missing data percentage\"<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">    x = <span class=\"code-snippet__string\">\"\"<\/span>,  <\/span><\/code><code><span class=\"code-snippet_outer\">    y = <span class=\"code-snippet__string\">\"Percent (%)\"<\/span>)%&gt;%   gf_theme(axis.text.x=element_text(angle=<span class=\"code-snippet__number\">65<\/span>, hjust=<span class=\"code-snippet__number\">1<\/span>)) %&gt;%<\/span><\/code><code><span class=\"code-snippet_outer\">  gf_label(c1~nam_1, <\/span><\/code><code><span class=\"code-snippet_outer\">           label =~ <span class=\"code-snippet__built_in\">c<\/span>, <\/span><\/code><code><span class=\"code-snippet_outer\">           data = df_p1, col = <span class=\"code-snippet__string\">\"black\"<\/span>, <\/span><\/code><code><span class=\"code-snippet_outer\">           fill =~ nam_1, alpha = <span class=\"code-snippet__number\">.2<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">           show.legend = <span class=\"code-snippet__literal\">FALSE<\/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=\"0.4537037037037037\" data-s=\"300,640\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-09-15_\u300c\u8f6c\u300d3\u79cd\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u540c\u65f6\u7ed3\u5408\u9884\u540e\u751f\u5b58\u671f\u5c55\u5f00\u5206\u6790\uff01\u786e\u5b9a\u4e0d\u8fdb\u6765\u770b\u770b\uff1f\uff08\u4e00\uff09\/2_lKH0u6O5YPTfrJrLOUCHo5nkghL0aQ.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQJiaRESfy23ykg8ia5sibfC2icLjNANcV5gic8CsTka7tibGy49hlKH0u6O5YPTfrJrLOUCHo5nkghL0aQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" 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<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\">#\u53ef\u4ee5\u770b\u5230\u6709\u51e0\u5217\u6570\u636e\u7684\u7f3a\u5931\u503c\u8fd8\u633a\u591a\u7684<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5220\u9664\u5197\u4f59\u5217<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">df$patient_id &lt;- <span class=\"code-snippet__literal\">NULL<\/span> &nbsp; &nbsp; &nbsp; &nbsp;<\/span><\/code><code><span class=\"code-snippet_outer\">df$cancer_type &lt;- <span class=\"code-snippet__literal\">NULL<\/span> &nbsp; &nbsp; &nbsp; <\/span><\/code><code><span class=\"code-snippet_outer\">df$death_from_cancer &lt;- <span class=\"code-snippet__literal\">NULL<\/span> &nbsp;<\/span><\/code><code><span class=\"code-snippet_outer\">df$cancer_type_detailed &lt;- <span class=\"code-snippet__literal\">NULL<\/span> &nbsp;<\/span><\/code><code><span class=\"code-snippet_outer\">df$oncotree_code &lt;- <span class=\"code-snippet__literal\">NULL<\/span> &nbsp; <\/span><\/code><code><span class=\"code-snippet_outer\">df$cohort &lt;- <span class=\"code-snippet__literal\">NULL<\/span> &nbsp; <\/span><\/code><code><span class=\"code-snippet_outer\">df$tumor_stage &lt;- <span class=\"code-snippet__literal\">NULL<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">df$overall_survival_months &nbsp;&lt;- <span class=\"code-snippet__literal\">NULL<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">df$X3.gene_classifier_subtype &nbsp;&lt;- <span class=\"code-snippet__literal\">NULL<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">df$er_status_measured_by_ihc &nbsp;&lt;- <span class=\"code-snippet__literal\">NULL<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">df$her2_status_measured_by_snp6 &nbsp;&lt;- <span class=\"code-snippet__literal\">NULL<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">clinical = df[, <span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">20<\/span>)] &nbsp; &nbsp;<span class=\"code-snippet__comment\">#\u62ff\u5230\u5168\u65b0\u7684\u4e34\u5e8a\u6570\u636e\u4e86<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">head(clinical,<span class=\"code-snippet__number\">2<\/span>)<span class=\"code-snippet__comment\">#\u5927\u6982\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=\"0.46697388632872505\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_ag1zhqcOms3nmgtDyvDNceysR7MfFA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQJiaRESfy23ykg8ia5sibfC2icddgB7dGcmsEfmwHFPy8A4L9riag1zhqcOms3nmgtDyvDNceysR7MfFA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"651\" 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<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\">#\u5220\u9664\u5177\u6709\u4e00\u4e2a\u5c5e\u6027\u7684\u56e0\u5b50\u6570\u636e<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">clinical &lt;- clinical[!( clinical$tumor_other_histologic_subtype==<span class=\"code-snippet__string\">\"Metaplastic\"<\/span>| clinical$pam50_._claudin.low_subtype==<span class=\"code-snippet__string\">\"NC\"<\/span>),]<\/span><\/code><code><span class=\"code-snippet_outer\">clinical$tumor_other_histologic_subtype &lt;- as.factor(clinical$tumor_other_histologic_subtype); <\/span><\/code><code><span class=\"code-snippet_outer\">clinical$pam50_._claudin.low_subtype &lt;- as.factor(clinical$pam50_._claudin.low_subtype);<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u628a\u4e00\u4e9b\u5173\u952e\u53d8\u91cf\u8f6c\u4e3a\u56e0\u5b50<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">clinical$type_of_breast_surgery &lt;- as.factor(clinical$type_of_breast_surgery)<\/span><\/code><code><span class=\"code-snippet_outer\">clinical$cellularity &lt;- as.factor(clinical$cellularity); <\/span><\/code><code><span class=\"code-snippet_outer\">clinical$chemotherapy &lt;- as.factor(clinical$chemotherapy)<\/span><\/code><code><span class=\"code-snippet_outer\">clinical$pam50_._claudin.low_subtype &lt;- as.factor(clinical$pam50_._claudin.low_subtype); <\/span><\/code><code><span class=\"code-snippet_outer\">clinical$er_status &lt;- as.factor(clinical$er_status); <\/span><\/code><code><span class=\"code-snippet_outer\">clinical$neoplasm_histologic_grade &lt;- as.factor(clinical$neoplasm_histologic_grade);<\/span><\/code><code><span class=\"code-snippet_outer\">clinical$her2_status &lt;- as.factor(clinical$her2_status);<\/span><\/code><code><span class=\"code-snippet_outer\">clinical$tumor_other_histologic_subtype &lt;- as.factor(clinical$tumor_other_histologic_subtype)<\/span><\/code><code><span class=\"code-snippet_outer\">clinical$hormone_therapy &lt;- as.factor(clinical$hormone_therapy);<\/span><\/code><code><span class=\"code-snippet_outer\">clinical$inferred_menopausal_state&lt;- as.factor(clinical$inferred_menopausal_state)<\/span><\/code><code><span class=\"code-snippet_outer\">clinical$integrative_cluster&lt;- as.factor(clinical$integrative_cluster ); <\/span><\/code><code><span class=\"code-snippet_outer\">clinical$primary_tumor_laterality&lt;- as.factor(clinical$primary_tumor_laterality)<\/span><\/code><code><span class=\"code-snippet_outer\">clinical$pr_status&lt;- as.factor(clinical$pr_status); <\/span><\/code><code><span class=\"code-snippet_outer\">clinical$radio_therapy &lt;- as.factor(clinical$radio_therapy)<\/span><\/code><code><span class=\"code-snippet_outer\">clinical &lt;- clinical %&gt;% &nbsp;mutate(lymph_positive = ifelse(lymph_nodes_examined_positive == <span class=\"code-snippet__number\">0<\/span>, <span class=\"code-snippet__string\">\"0\"<\/span>, <span class=\"code-snippet__string\">\"1\"<\/span>))<\/span><\/code><code><span class=\"code-snippet_outer\">clinical$lymph_positive &lt;- as.factor(clinical$lymph_positive); clinical$lymph_nodes_examined_positive &lt;- <span class=\"code-snippet__literal\">NULL<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">clinical$overall_survival&lt;- as.factor(clinical$overall_survival);<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u5220\u9664\u7f3a\u5931\u503c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">clinical &lt;- na.omit(clinical)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u4e0a\u9762\u7684\u90a3\u4e48\u591a\u4ee3\u7801\uff0c\u90fd\u662f\u4e3a\u4e86\u6211\u4eec\u540e\u9762\u7684\u5206\u6790\uff0c\u77e5\u9053\u6570\u636e\u9884\u5904\u7406\u6709\u591a\u8f9b\u82e6\u4e86\u5427\uff01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u5c31\u53ef\u4ee5\u5f00\u59cb\u6211\u4eec\u7684\u63a2\u7d22\u6027\u5206\u6790\uff08EDA\uff09\u5566\uff01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u5148\u6765\u770b\u770b\u53d8\u91cf\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u5427\uff01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">clinical_n &lt;- select_if(clinical, <span class=\"code-snippet__built_in\">is.numeric<\/span>) <\/span><\/code><code><span class=\"code-snippet_outer\">corrmatrix &lt;- cor(clinical_n)<\/span><\/code><code><span class=\"code-snippet_outer\">corrplot::corrplot(corrmatrix, method=<span class=\"code-snippet__string\">\"shade\"<\/span>, type = <span class=\"code-snippet__string\">\"upper\"<\/span>,tl.cex=<span class=\"code-snippet__number\">.6<\/span> &nbsp;<\/span><\/code><code><span class=\"code-snippet_outer\">, tl.col=<span class=\"code-snippet__string\">\"black\"<\/span>, title=<span class=\"code-snippet__string\">\"Correlation Plot\"<\/span>,number.font = <span class=\"code-snippet__number\">2<\/span>, mar=<span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">0<\/span>,<span class=\"code-snippet__number\">0<\/span>,<span class=\"code-snippet__number\">1<\/span>,<span class=\"code-snippet__number\">0<\/span>), &nbsp;)<\/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=\"0.9055441478439425\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_BW2uV1ia6wheHeUfrX2KSoRRIslAlQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQJiaRESfy23ykg8ia5sibfC2ickhqH7xqtNbzMAWZQabyrznLibQBW2uV1ia6wheHeUfrX2KSoRRIslAlQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"487\" style=\"vertical-align: middle;width: 100%;\"  data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p>#\u597d\u50cf\u5173\u8054\u4e0d\u5927<\/p>\n<p>#\u90a3\u6211\u4eec\u518d\u6765\u770b\u770b\u4e00\u4e9b\u8fde\u7eed\u53d8\u91cf\u4f34\u968f\u751f\u5b58\u7ed3\u679c\u7684\u7bb1\u578b\u56fe<\/p>\n<p>#\u770b\u770b\u5e74\u9f84\u7684\u5206\u5e03\u60c5\u51b5<\/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=\"0.7491467576791809\" data-s=\"300,640\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-09-15_\u300c\u8f6c\u300d3\u79cd\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u540c\u65f6\u7ed3\u5408\u9884\u540e\u751f\u5b58\u671f\u5c55\u5f00\u5206\u6790\uff01\u786e\u5b9a\u4e0d\u8fdb\u6765\u770b\u770b\uff1f\uff08\u4e00\uff09\/5_N7MwvB0xMTeibLT7Y4eWxJCHj7VHVQ.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQJiaRESfy23ykg8ia5sibfC2icRBliaUomTZayZMYKdEnkvicHPGyN7MwvB0xMTeibLT7Y4eWxJCHj7VHVQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"586\" 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<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u518d\u770b\u770b\u7a81\u53d8\u7684\u5206\u5e03<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">clinical %&gt;% gf_boxplot(mutation_count~overall_survival) %&gt;% &nbsp; <\/span><\/code><code><span class=\"code-snippet_outer\"> &nbsp;gf_labs(x = <span class=\"code-snippet__string\">\"Survival\"<\/span>, &nbsp;<\/span><\/code><code><span class=\"code-snippet_outer\"> &nbsp; &nbsp;y = <span class=\"code-snippet__string\">\"Mutation\"<\/span>) %&gt;% &nbsp; <\/span><\/code><code><span class=\"code-snippet_outer\"> &nbsp;gf_theme(axis.text = element_text(size = <span class=\"code-snippet__number\">12<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\"> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; axis.title = element_text(size = <span class=\"code-snippet__number\">12<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\"> &nbsp; &nbsp; &nbsp; &nbsp;legend.title=element_text(size=<span class=\"code-snippet__number\">14<\/span>), <\/span><\/code><code><span class=\"code-snippet_outer\"> &nbsp; &nbsp;legend.text=element_text(size=<span class=\"code-snippet__number\">9<\/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=\"0.7448979591836735\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_kGaw5gWKTj13ufrgIMlOoib5t55AGg.png?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-09-15_\u300c\u8f6c\u300d3\u79cd\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u540c\u65f6\u7ed3\u5408\u9884\u540e\u751f\u5b58\u671f\u5c55\u5f00\u5206\u6790\uff01\u786e\u5b9a\u4e0d\u8fdb\u6765\u770b\u770b\uff1f\uff08\u4e00\uff09\/7_kGaw5gWKTj13ufrgIMlOoib5t55AGg.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQJiaRESfy23ykg8ia5sibfC2ic8GeLqQkUP17wdXPhnbjCoO6PHkGaw5gWKTj13ufrgIMlOoib5t55AGg\/640?wx_fmt=png''\" data-type=\"png\" data-w=\"588\" style=\"vertical-align: middle;width: 100%;\"  data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br  \/><\/p>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u6700\u540e\u770b\u770b\u80bf\u7624\u5c3a\u5bf8\u7684\u5206\u5e03<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">clinical %&gt;% gf_boxplot(tumor_size~overall_survival) %&gt;% &nbsp; <\/span><\/code><code><span class=\"code-snippet_outer\"> &nbsp;gf_labs(x = <span class=\"code-snippet__string\">\"Survival\"<\/span>, &nbsp;<\/span><\/code><code><span class=\"code-snippet_outer\"> &nbsp; &nbsp;y = <span class=\"code-snippet__string\">\"Tumor size\"<\/span>) %&gt;% &nbsp; <\/span><\/code><code><span class=\"code-snippet_outer\"> &nbsp;gf_theme(axis.text = element_text(size = <span class=\"code-snippet__number\">12<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\"> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; axis.title = element_text(size = <span class=\"code-snippet__number\">12<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\"> &nbsp; &nbsp; &nbsp; &nbsp;legend.title=element_text(size=<span class=\"code-snippet__number\">14<\/span>), <\/span><\/code><code><span class=\"code-snippet_outer\">legend.text=element_text(size=<span class=\"code-snippet__number\">9<\/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=\"0.7448979591836735\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_kGaw5gWKTj13ufrgIMlOoib5t55AGg.png?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-09-15_\u300c\u8f6c\u300d3\u79cd\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u540c\u65f6\u7ed3\u5408\u9884\u540e\u751f\u5b58\u671f\u5c55\u5f00\u5206\u6790\uff01\u786e\u5b9a\u4e0d\u8fdb\u6765\u770b\u770b\uff1f\uff08\u4e00\uff09\/7_kGaw5gWKTj13ufrgIMlOoib5t55AGg.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQJiaRESfy23ykg8ia5sibfC2ic8GeLqQkUP17wdXPhnbjCoO6PHkGaw5gWKTj13ufrgIMlOoib5t55AGg\/640?wx_fmt=png''\" data-type=\"png\" data-w=\"588\" 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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u53ef\u4ee5\u770b\u5230\u80bf\u7624\u5c3a\u5bf8\u548c\u7a81\u53d8\u7684\u6570\u636e\u5b58\u5728\u5f88\u591a\u6781\u5927\u503c\uff0c\u6240\u4ee5\u6211\u4eec\u9700\u8981\u5bf9\u80bf\u7624\u5c3a\u5bf8\u548c\u7a81\u53d8\u5904\u7406\u4e00\u4e0b<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">clinical$tumor_size_T &lt;- log10((clinical$tumor_size)); clinical$tumor_size &lt;- <span class=\"code-snippet__literal\">NULL<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">clinical$mutation_count_T &lt;- log10((clinical$mutation_count)); clinical$mutation_count &lt;- <span class=\"code-snippet__literal\">NULL<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><br  \/><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u6765\u770b\u4e00\u4e0b\u5904\u7406\u524d\u540e\u7684\u6570\u636e\u7ef4\u5ea6<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">par(mfrow=<span class=\"code-snippet__built_in\">c<\/span>(<span class=\"code-snippet__number\">2<\/span> ,<span class=\"code-snippet__number\">2<\/span>))<\/span><\/code><code><span class=\"code-snippet_outer\">hist(clinical_n$tumor_size , main = <span class=\"code-snippet__string\">\"\"<\/span>, xlab = <span class=\"code-snippet__string\">\"Tumor size\"<\/span>, freq = <span class=\"code-snippet__literal\">FALSE<\/span> )<\/span><\/code><code><span class=\"code-snippet_outer\">curve(dnorm(x, mean = mean(clinical_n$tumor_size), sd = sd(clinical_n$tumor_size)),col = <span class=\"code-snippet__string\">\"red\"<\/span>, add = <span class=\"code-snippet__literal\">TRUE<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">hist(clinical$tumor_size_T , main = <span class=\"code-snippet__string\">\"\"<\/span>, xlab = <span class=\"code-snippet__string\">\"Tumor size \"<\/span>, freq = <span class=\"code-snippet__literal\">FALSE<\/span> )<\/span><\/code><code><span class=\"code-snippet_outer\">curve(dnorm(x, mean = mean(clinical$tumor_size_T), sd = sd(clinical$tumor_size_T)),col = <span class=\"code-snippet__string\">\"red\"<\/span>, add = <span class=\"code-snippet__literal\">TRUE<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">hist(clinical_n$mutation_count, main = <span class=\"code-snippet__string\">\"\"<\/span>, xlab = <span class=\"code-snippet__string\">\"Mutation count\"<\/span>, freq = <span class=\"code-snippet__literal\">FALSE<\/span> )<\/span><\/code><code><span class=\"code-snippet_outer\">curve(dnorm(x, mean = mean(clinical_n$mutation_count), sd = sd(clinical_n$mutation_count)),col = <span class=\"code-snippet__string\">\"red\"<\/span>, add = <span class=\"code-snippet__literal\">TRUE<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">hist(clinical$mutation_count_T, main = <span class=\"code-snippet__string\">\"\"<\/span>, xlab = <span class=\"code-snippet__string\">\"Mutation count\"<\/span>, freq = <span class=\"code-snippet__literal\">FALSE<\/span> )<\/span><\/code><code><span class=\"code-snippet_outer\">curve(dnorm(x, mean = mean(clinical$mutation_count_T), sd = sd(clinical$mutation_count_T)),col = <span class=\"code-snippet__string\">\"red\"<\/span>, add = <span class=\"code-snippet__literal\">TRUE<\/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=\"0.7007042253521126\" data-s=\"300,640\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-09-15_\u300c\u8f6c\u300d3\u79cd\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u540c\u65f6\u7ed3\u5408\u9884\u540e\u751f\u5b58\u671f\u5c55\u5f00\u5206\u6790\uff01\u786e\u5b9a\u4e0d\u8fdb\u6765\u770b\u770b\uff1f\uff08\u4e00\uff09\/8_5H1MHYuOpd0FpKGCYpqOP8709vbX2g.png\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSQJiaRESfy23ykg8ia5sibfC2iccqfZSyCgKTlP3iccloc7gOciap5H1MHYuOpd0FpKGCYpqOP8709vbX2g\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"568\" style=\"vertical-align: middle;width: 100%;\"  \/><\/section>\n<\/section>\n<section style=\"margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"box-shadow: rgb(170, 170, 170) 0px 0px 10px inset;border-color: rgb(192, 200, 209);padding: 10px;border-width: 1px;border-style: solid;background-color: rgb(250, 250, 239);\">\n<section style=\"color: rgb(51, 51, 51);text-align: center;padding-right: 10px;padding-left: 10px;\" powered-by=\"xiumi.us\">\n<p style=\"text-align: justify;text-wrap: wrap;\">\u53ef\u4ee5\u770b\u5230\u5904\u7406\u4e4b\u540e\uff0c\u6570\u636e\u6574\u4f53\u7b26\u5408\u6b63\u6001\u5206\u5e03\uff0c\u5c31\u53ef\u4ee5\u7ee7\u7eed\u540e\u7eed\u7684\u5206\u6790\u5566\uff01<\/p>\n<p style=\"text-align: justify;text-wrap: wrap;\">\u4f46\u662f\u4eca\u5929\u7684\u5206\u6790\u91cf\u5df2\u7ecf\u5f88\u5927\u4e86\uff0c\u6240\u4ee5\u5927\u6d77\u54e5\u51b3\u5b9a\u5728\u4e0b\u4e00\u671f\u6587\u7ae0\u4e2d\uff0c\u518d\u7ee7\u7eed\u540e\u7eed\u7684\u5206\u6790\uff0c\u5927\u5bb6\u8bb0\u5f97\u5230\u65f6\u5019\u7ee7\u7eed\u6765\u5b66\u4e60\u54e6\uff01\u672c\u6b21\u7684\u6570\u636e\u5904\u7406\u5927\u5bb6\u4e5f\u8981\u597d\u597d\u5b66\u4e60\uff0c\u6700\u597d\u4eb2\u81ea\u52a8\u624b\u8bd5\u4e00\u8bd5\u54e6\uff01&nbsp;<\/p>\n<p style=\"text-align: justify;text-wrap: wrap;\">\uff08\u6700\u540e\u63a8\u8350\u4e00\u4e0b\u5927\u6d77\u54e5\u65b0\u5f00\u53d1\u7684\u96f6\u4ee3\u7801\u4e91\u751f\u4fe1\u5206\u6790\u5de5\u5177\u5e73\u53f0\u5305\u542b\u8d85\u591a\u96f6\u4ee3\u7801\u5c0f\u5de5\u5177\uff0c\u4e0a\u4f20\u6570\u636e\u4e00\u952e\u51fa\u56fe\uff0c\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u6b22\u8fce\u6765\u53c2\u89c2\u54df\u3002<\/p>\n<p style=\"text-align: justify;text-wrap: wrap;\">\u7f51\u5740\uff1a<\/p>\n<p style=\"text-align: justify;text-wrap: wrap;\">http:\/\/www.biocloudservice.com\/home.html\uff09<\/p>\n<p><br  \/><\/p>\n<\/section>\n<\/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;vertical-align: middle;width: auto;align-self: center;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: 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data-galleryid=\"\" data-ratio=\"0.3488888888888889\" data-s=\"300,640\" src=\"\u56fe\u7247\/\u751f\u4fe1\u679c_2023-09-15_\u300c\u8f6c\u300d3\u79cd\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u540c\u65f6\u7ed3\u5408\u9884\u540e\u751f\u5b58\u671f\u5c55\u5f00\u5206\u6790\uff01\u786e\u5b9a\u4e0d\u8fdb\u6765\u770b\u770b\uff1f\uff08\u4e00\uff09\/11_07T3ukOr5mxE6sbTMZvYNklUgT3oKg.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_jpg\/YHGRXkSxjSSYqN0u6bwwXzLCBdlX9BXOYQlIrRTwqxXypnzYht7bhh3T07T3ukOr5mxE6sbTMZvYNklUgT3oKg\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"900\" style=\"\"  \/><\/p>\n<p>\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\u8fdb\u5165\u7f51\u5740<\/p>\n<\/section>\n<section style=\"margin-left: 8%;margin-right: 8%;line-height: 1.1em;\" powered-by=\"xiumi.us\">\n<section style=\"width: 0px;display: inline-block;vertical-align: top;border-top: 1em solid rgb(0, 150, 136);border-left: 0.8em solid transparent !important;border-right: 0.8em solid transparent !important;\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<p powered-by=\"xiumi.us\"><br  \/><\/p>\n<\/section>\n<p style=\"display: none;margin-bottom: 24px;\"><mp-style-type data-value=\"3\"><\/mp-style-type><\/p>\n<p><\/content>\n<\/div>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>3\u79cd\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u540c\u65f6\u7ed3\u5408\u9884\u540e\u751f\u5b58\u671f\u5c55\u5f00\u5206\u6790\uff01\u786e\u5b9a\u4e0d\u8fdb\u6765\u770b\u770b\uff1f\uff08\u4e00\uff09 \u5927\u6d77\u54e5&nbsp;&nbsp;\u751f\u4fe1\u679c&#038;nb [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":""},"categories":[1],"tags":[],"jetpack_featured_media_url":"","_links":{"self":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/57505"}],"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=57505"}],"version-history":[{"count":1,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/57505\/revisions"}],"predecessor-version":[{"id":57518,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/57505\/revisions\/57518"}],"wp:attachment":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=57505"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=57505"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=57505"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}