{"id":23715,"date":"2024-01-08T17:37:49","date_gmt":"2024-01-08T09:37:49","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=23715"},"modified":"2024-01-08T17:37:51","modified_gmt":"2024-01-08T09:37:51","slug":"%e5%a4%9a%e6%b8%a0%e9%81%93%e7%bb%98%e5%88%b6%e5%b0%8f%e6%8f%90%e7%90%b4%e5%9b%be%ef%bc%8c%e5%ae%9e%e7%8e%b0%e4%bd%9c%e5%9b%be%e8%87%aa%e7%94%b1","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=23715","title":{"rendered":"\u591a\u6e20\u9053\u7ed8\u5236\u5c0f\u63d0\u7434\u56fe\uff0c\u5b9e\u73b0\u4f5c\u56fe\u81ea\u7531"},"content":{"rendered":"<p>\u6587\u7ae0\u4e2d\u51fa\u73b0\u5f88\u591a\u5c0f\u63d0\u7434\u56fe\u548c\u76d2\u6027\u56fe\uff0c\u5373\u4f53\u73b0\u4e86\u7f8e\u89c2\u6027\u53c8\u5177\u6709\u5f88\u5f3a\u7684\u53ef\u8bfb\u6027\u3002<\/p>\n<p>\u672c\u6587\u6c47\u603b\u4e86\u5f88\u591a\u5236\u4f5c\u5c0f\u63d0\u7434\u56fe\u7684\u65b9\u6cd5\u53ef\u4ee5\u4f9b\u9009\u62e9\uff0c\u603b\u6709\u4e00\u4e2a\u9002\u5408\u4f60\u7684\u65b9\u6cd5\u3002<\/p>\n<h2>\u4ec0\u4e48\u662f\u5c0f\u63d0\u7434\u56fe\uff0c\u751f\u7269\u5b66\u610f\u4e49\u662f\u4ec0\u4e48\uff1f<\/h2>\n<p>\u4e00\u822c\u6765\u8bf4\u5c0f\u63d0\u7434\u56fe\u662f\u4e00\u79cd\u7ed8\u5236\u8fde\u7eed\u578b\u6570\u636e\u7684\u65b9\u6cd5\uff0c\u5728\u5c0f\u63d0\u7434\u56fe\u4e2d\u65e2\u53ef\u4ee5\u770b\u5230\u4e0e\u7bb1\u7ebf\u56fe\u4e2d\u4e00\u6837\u7684\u76f8\u540c\u7684\u4fe1\u606f\uff0c\u5305\u62ec\u4e2d\u4f4d\u6570\uff08\u4e2d\u95f4\u7684\u4e00\u4e2a\u5c0f\u767d\u70b9\uff09\uff0c\u56db\u5206\u4f4d\u6570\u8303\u56f4\uff08\u4e2d\u95f4\u7684\u9ed1\u8272\u7684\u6761\uff09\uff0c\u7b2c\u4e00\u56db\u5206\u4f4d\u6570\u548c\u7b2c\u4e09\u56db\u5206\u4f4d\u6570\uff0c\u8fd8\u53ef\u4ee5\u89c2\u5bdf\u5230\u6570\u6570\u636e\u7684\u6574\u4f53\u7684\u6570\u636e\u5206\u5e03\u72b6\u6001\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"520\" height=\"426\" class=\"wp-image-23716\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/img_256.jpeg?resize=520%2C426\" alt=\"IMG_256\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/img_256.jpeg?w=520 520w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/img_256.jpeg?resize=300%2C246 300w\" sizes=\"(max-width: 520px) 100vw, 520px\" data-recalc-dims=\"1\" \/><\/p>\n<p>\u6709\u4e86\u8fdb\u4e00\u6b65\u7684\u4e86\u89e3\u4e4b\u540e\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u7ed8\u5236\u5c0f\u63d0\u7434\u56fe\u5566\uff5e<\/p>\n<h2>\u7528vioplot\u5305\u7ed8\u5236\u5c0f\u63d0\u7434\u56fe<\/h2>\n<p>#\u5b89\u88c5\u52a0\u8f7d\u5b89\u88c5\u5305<\/p>\n<p>install.packages(&#8220;vioplot&#8221;)<\/p>\n<p>library(vioplot)<\/p>\n<p>#\u5229\u7528R\u4e2d\u81ea\u5e26\u7684iris\u6765\u5b66\u4e60\u5c0f\u63d0\u7434\u7684\u7ed8\u5236<\/p>\n<p>df &lt;- data.frame(iris)<\/p>\n<p>#\u8fd9\u6837\u7ed8\u5236\u51fa\u57fa\u7840\u7684\u5c0f\u63d0\u7434\u56fe\u5f62<\/p>\n<p>vioplot(Sepal.Length~Species,data = df,main =&#8221;Speal Length&#8221;,col = c(&#8220;lightgreen&#8221;,&#8221;lightblue&#8221;,&#8221;pink&#8221;))<\/p>\n<p>#\u6dfb\u52a0\u56fe\u4f8b<\/p>\n<p>legend(&#8220;topleft&#8221;,legend=c(&#8220;setosa&#8221;,&#8221;versicolor&#8221;,&#8221;virginica&#8221;),fill = c(&#8220;lightgreen&#8221;,&#8221;lightblue&#8221;,&#8221;pink&#8221;),cex = 0.7)<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"640\" height=\"460\" class=\"wp-image-23717\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-10-09-29.png?resize=640%2C460\" alt=\"\u622a\u5c4f2023-06-12 10.09.29\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-10-09-29.png?w=1078 1078w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-10-09-29.png?resize=300%2C215 300w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-10-09-29.png?resize=1024%2C735 1024w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-10-09-29.png?resize=768%2C551 768w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-10-09-29.png?resize=600%2C431 600w\" sizes=\"(max-width: 640px) 100vw, 640px\" data-recalc-dims=\"1\" \/><\/p>\n<p>\u5728\u5c1d\u8bd5\u4e00\u4e2a\u5173\u4e8eR\u4e2d\u94bb\u77f3\u7684\u6570\u636e\uff5e<\/p>\n<p>#\u94bb\u77f3<\/p>\n<p>df1 &lt;- data.frame(diamonds)<\/p>\n<p>head(df1)<\/p>\n<p>#\u7ed8\u5236\u94bb\u77f3\u7684\u4ef7\u683c\u662f\u4e0ecut\u3001color\u548cclarity\u4e09\u4e2a\u4e0d\u540c\u7ef4\u5ea6\u4e2d\u7684\u6570\u636e\u72b6\u6001<\/p>\n<p>a &lt;- length(levels(df1$cut))<\/p>\n<p>b &lt;- length(levels(df1$color))<\/p>\n<p>c &lt;- length(levels(df1$clarity))<\/p>\n<p>num = max(a,b,c)<\/p>\n<p>#\u6700\u591a\u67098\u4e2a\u753b\u677f\uff0c\u9009\u62e9\u753b\u677f<\/p>\n<p>install.packages(&#8220;RColorBrewer&#8221;)<\/p>\n<p>library(RColorBrewer)<\/p>\n<p>col &lt;- RColorBrewer::brewer.pal(8,&#8221;Accent&#8221;)<\/p>\n<p>col<\/p>\n<p>vioplot(price~cut,data = diamonds,col = col)<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"640\" height=\"320\" class=\"wp-image-23718\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/rplot03.png?resize=640%2C320\" alt=\"Rplot03\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/rplot03.png?w=800 800w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/rplot03.png?resize=300%2C150 300w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/rplot03.png?resize=768%2C384 768w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/rplot03.png?resize=600%2C300 600w\" sizes=\"(max-width: 640px) 100vw, 640px\" data-recalc-dims=\"1\" \/><\/p>\n<h2>\u7528ggpubr\u6765\u7ed8\u5236\u5c0f\u63d0\u7434\u56fe<\/h2>\n<p>\u5728\u4ee5\u524d\u6211\u4eec\u7528ggpubr\u7ed8\u5236\u8fc7\u76f8\u5173\u6027\u5206\u6790\u56fe\uff0c\u8fd9\u4e2a\u4e07\u80fd\u7684\u7ed8\u56fe\u5305\u4e5f\u53ef\u4ee5\u7528\u6765\u7ed8\u5236\u76f8\u5e94\u7684\u5c0f\u63d0\u7434\u56fe\u3002<\/p>\n<p>comparisons &lt;- list(c(&#8220;setosa&#8221;, &#8220;versicolor&#8221;), c(&#8220;versicolor&#8221;, &#8220;virginica&#8221;), c(&#8220;setosa&#8221;,&#8221;virginica&#8221;))<\/p>\n<p>library(ggpubr)<\/p>\n<p>ggviolin(iris, x = &#8220;Species&#8221;, y = &#8220;Sepal.Length&#8221;,<\/p>\n<p>fill = &#8220;Species&#8221;, #xy\u8f74\u5b9a\u4e49\uff0c\u586b\u5145\u6620\u5c04\u5230\u7269\u79cd\u4e0a<\/p>\n<p>palette = c(&#8220;lancet&#8221;),#\u8272\u5757\u7684\u9009\u62e9\uff0c\u8fd9\u91cc\u63d0\u4f9b\u4e86&#8221;npg&#8221;, &#8220;aaas&#8221;, &#8220;lancet&#8221;, &#8220;jco&#8221;, &#8220;ucscgb&#8221;, &#8220;uchicago&#8221;, &#8220;simpsons&#8221; and &#8220;rickandmorty&#8221;\u7b49<\/p>\n<p>add = &#8220;boxplot&#8221;,#\u6dfb\u52a0\u7bb1\u7ebf\u56fe\u5728\u56fe\u4e2d\uff0c\u8fd8\u53ef\u4ee5\u9009\u62e9&#8221;none&#8221;, &#8220;dotplot&#8221;, &#8220;jitter&#8221;, &#8220;boxplot&#8221;, &#8220;point&#8221;, &#8220;mean&#8221;, &#8220;mean_se&#8221;, &#8220;mean_sd&#8221;, &#8220;mean_ci&#8221;, &#8220;mean_range&#8221;, &#8220;median&#8221;, &#8220;median_iqr&#8221;, &#8220;median_hilow&#8221;, &#8220;median_q1q3&#8221;, &#8220;median_mad&#8221;, &#8220;median_range&#8221;\u7b49\u6765\u67e5\u770b\u56fe\u4e2d\u7684\u4e00\u4e9b\u7ec6\u8282\u90e8\u5206<\/p>\n<p>add.params = list(fill = &#8220;white&#8221;),#\u586b\u5145\u4e3a\u767d\u8272<\/p>\n<p>order = c(&#8220;virginica&#8221;,&#8221;versicolor&#8221;,&#8221;setosa&#8221;), error.plot = &#8220;errorbar&#8221;) + stat_compare_means(comparisons = comparisons)<\/p>\n<p>#\u6700\u540e\u7528stat_compare_means\u51fd\u6570\u5b9e\u73b0\u4e24\u4e24\u6bd4\u8f83\u7684\u7530\u95f4p\u503c\u7684\u64cd\u4f5c\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"640\" height=\"495\" class=\"wp-image-23719\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-13-43-46.png?resize=640%2C495\" alt=\"\u622a\u5c4f2023-06-12 13.43.46\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-13-43-46.png?w=1048 1048w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-13-43-46.png?resize=300%2C232 300w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-13-43-46.png?resize=1024%2C791 1024w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-13-43-46.png?resize=768%2C594 768w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-13-43-46.png?resize=600%2C464 600w\" sizes=\"(max-width: 640px) 100vw, 640px\" data-recalc-dims=\"1\" \/><\/p>\n<h4>\u7528ggplot\u7ed8\u5236\u5c0f\u63d0\u7434\u56fe<\/h4>\n<p>\u76f8\u6bd4\u4e8e\u524d\u9762\u7684\u4e24\u79cdggplot\u7ed8\u5236\u5c0f\u63d0\u7434\u56fe\u8f83\u4e3a\u9ebb\u70e6\u4e00\u4e0b\uff0c\u4f46\u662f\u786e\u53ef\u4ee5\u6ee1\u8db3\u5f88\u591a\u7cbe\u7ec6\u7684\u9700\u6c42\u3002ggplot\u7ed8\u56fe\u5c31\u50cf\u662f\u6211\u4eec\u7ed8\u753b\u4e00\u6837\uff0c\u4e00\u6b65\u4e00\u6b65\u7684\u6dfb\u52a0\u5373\u53ef\uff0c\u90a3\u8ddf\u968f\u5c0f\u679c\u7684\u6b65\u4f10\u4e00\u8d77\u6765\u64cd\u4f5c\u4e00\u4e0b\u5427\uff5e<\/p>\n<p>#\u7ed8\u5236\u4e00\u4e2a\u57fa\u672c\u7684\u56fe\u5c42<\/p>\n<p>p &lt;- ggplot(ToothGrowth, aes(x = dose, y = len))<\/p>\n<p>#\u57fa\u7840<\/p>\n<p>p + geom_violin()<\/p>\n<p>#\u4e0d\u4fee\u526a\u5c0f\u63d0\u7434\u7684\u5c3e\u90e8<\/p>\n<p>p + geom_violin(trim = FALSE, fill = &#8220;steelblue&#8221;)<\/p>\n<p>#\u6dfb\u52a0\u7edf\u8ba1\u503c\uff0cfun=mean\u662f\u5747\u503c\uff0c\u8fd8\u53ef\u4ee5\u662fmedian<\/p>\n<p>p + geom_violin(trim = FALSE) +stat_summary(fun= mean, geom = &#8220;point&#8221;,<\/p>\n<p>shape = 23, size = 2, color = &#8220;blue&#8221;)<\/p>\n<p>#\u6dfb\u52a0\u7bb1\u7ebf\u56fe<\/p>\n<p>p + geom_violin(trim = FALSE) +<\/p>\n<p>geom_boxplot(width = 0.2)<\/p>\n<p>#\u586b\u5145\u989c\u8272<\/p>\n<p>p + geom_violin(aes(fill = dose), trim = FALSE)+geom_boxplot(width = 0.2)<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"640\" height=\"498\" class=\"wp-image-23720\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-14-38-38.png?resize=640%2C498\" alt=\"\u622a\u5c4f2023-06-12 14.38.38\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-14-38-38.png?w=1052 1052w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-14-38-38.png?resize=300%2C233 300w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-14-38-38.png?resize=1024%2C796 1024w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-14-38-38.png?resize=768%2C597 768w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/01\/2023-06-12-14-38-38.png?resize=600%2C467 600w\" sizes=\"(max-width: 640px) 100vw, 640px\" data-recalc-dims=\"1\" \/><\/p>\n<p>\u9664\u4e86\u4ee5\u4e0a\u7ed8\u5236\u7684\u65b9\u6cd5\u610f\u5916\u8fd8\u6709\u5f88\u591a\u5c0f\u5de5\u5177\u5df2\u7ecf\u5b9e\u73b0\u4e86\u5c0f\u63d0\u7434\u7684\u7ed8\u5236\uff0c\u4f8b\u5982\uff1a<a href=\"https:\/\/www.bioinformatics.com.cn\/plot_basic_vertical_horizontal_violin_plot_068\">https:\/\/www.bioinformatics.com.cn\/plot_basic_vertical_horizontal_violin_plot_068<\/a><\/p>\n<p>\u6211\u4eec\u5728\u505a\u79d1\u7814\u7684\u65f6\u5019\u9700\u8981\u7528\u5404\u79cd\u4e0d\u540c\u7684\u56fe\u5f62\u6765\u5c55\u793a\u6211\u4eec\u7684\u6570\u636e\uff0c\u5408\u7406\u7684\u9009\u62e9\u56fe\u5f62\uff0c\u5408\u7406\u9009\u62e9\u7b80\u4fbf\u6709\u6548\u7684\u7ed8\u56fe\u65b9\u6cd5\u90fd\u662f\u6211\u4eec\u503c\u5f97\u8003\u8651\u7684\u3002\u901a\u8fc7\u603b\u7ed3\u4e0d\u540c\u7684\u7ed8\u56fe\u65b9\u6cd5\u4e5f\u662f\u6211\u4eec\u5b66\u4e60\u597d\u751f\u4fe1\u7684\u5fc5\u8981\u4e00\u6b65\uff0c\u5c0f\u679c\u548c\u4f60\u4eec\u4e00\u8d77\u52a0\u6cb9\uff5e<\/p>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u7684\u64cd\u4f5c\uff0c\u76f8\u4fe1\u4f60\u5bf9\u4e8e\u5c0f\u63d0\u7434\u56fe\u7684\u7ed8\u5236\u4ee5\u53ca\u4e00\u4e9b\u57fa\u7840\u7684\u539f\u7406\u6709\u4e86\u4e00\u5b9a\u7684\u4e86\u89e3\uff0c\u4e5f\u4e00\u5b9a\u9009\u62e9\u4e86\u4e00\u4e2a\u9002\u5408\u4f60\u7684\u65b9\u6cd5\u3002\u5f53\u7136\u8fd9\u91cc\u53ea\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5f15\u5bfc\u4f5c\u7528\uff0c\u6bcf\u79cd\u5305\u6216\u662f\u65b9\u6cd5\u4e2d\u90fd\u6709\u5f88\u591a\u53c2\u6570\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u7ed8\u5236\u51fa\u66f4\u52a0\u7f8e\u89c2\u7684\u56fe\u5f62\uff0c\u503c\u5f97\u5927\u5bb6\u7ec6\u7ec6\u63a2\u7d22\u3002<\/p>\n<p>\u597d\u4e86\uff0c\u8fd9\u6837\u6211\u4eec\u5c0f\u63d0\u7434\u56fe\u5c31\u4ecb\u7ecd\u5230\u8fd9\u91cc\u4e86\u3002\u5c0f\u4f19\u4f34\u4eec\u5982\u679c\u6709\u4ec0\u4e48\u95ee\u9898\u5c31\u548c\u5c0f\u679c\u8ba8\u8bba\u5427\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u4e2d\u51fa\u73b0\u5f88\u591a\u5c0f\u63d0\u7434\u56fe\u548c\u76d2\u6027\u56fe\uff0c\u5373\u4f53\u73b0\u4e86\u7f8e\u89c2\u6027\u53c8\u5177\u6709\u5f88\u5f3a\u7684\u53ef\u8bfb\u6027\u3002 \u672c\u6587\u6c47\u603b\u4e86\u5f88\u591a\u5236\u4f5c\u5c0f\u63d0\u7434\u56fe\u7684\u65b9\u6cd5\u53ef\u4ee5\u4f9b\u9009\u62e9 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