{"id":29435,"date":"2024-02-22T18:03:07","date_gmt":"2024-02-22T10:03:07","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=29435"},"modified":"2024-02-22T18:03:08","modified_gmt":"2024-02-22T10:03:08","slug":"%e7%94%9f%e4%bf%a1%e5%ad%a6%e4%b9%a0%e4%b9%8bmonocle%e7%9a%84%e5%ae%89%e8%a3%85%e4%b8%8e%e5%af%b9%e5%8d%95%e7%bb%86%e8%83%9e%e6%95%b0%e6%8d%ae%e7%9a%84%e8%b4%a8%e6%8e%a7","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=29435","title":{"rendered":"\u751f\u4fe1\u5b66\u4e60\u4e4bmonocle\u7684\u5b89\u88c5\u4e0e\u5bf9\u5355\u7ec6\u80de\u6570\u636e\u7684\u8d28\u63a7"},"content":{"rendered":"<p>\u4eca\u5929\u5c0f\u679c\u5e26\u5927\u5bb6\u4e00\u8d77\u6765\u8ba4\u8bc6\u5355\u7ec6\u80de\u6d4b\u5e8f\u7684\u53e6\u4e00\u4e2a\u5e38\u7528\u5de5\u5177Monocle\uff0c\u90a3\u5c31\u548c\u6211\u4e00\u8d77\u5f80\u4e0b\u5b66\u4e60\u5427\uff01~~<\/p>\n<p><strong>\u4ec0\u4e48\u662fMonocle\uff1f<\/strong><\/p>\n<p>\u200b \u5728\u5b66\u4e60\u4e00\u4e2a\u5de5\u5177\u4e4b\u524d\uff0c\u6211\u4eec\u9996\u5148\u8981\u5927\u6982\u4e86\u89e3\u8fd9\u4e2a\u5de5\u5177\u7684\u57fa\u672c\u6765\u6e90\u548c\u7528\u9014\u54e6\uff0c\u8fd9\u662f\u6bcf\u4e00\u4e2a\u751f\u4fe1\u4eba\u90fd\u8981\u517b\u6210\u7684\u826f\u597d\u4e60\u60ef\uff01\u90a3\u5c31\u548c\u5c0f\u679c\u4e00\u8d77\u6765\u770b\u770b\u5230\u5e95\u4ec0\u4e48\u662fMonocle\u5427\uff01<\/p>\n<p>\u200b \u5176\u5b9e\uff0cMonocle\u5305\u53ef\u4ee5\u6839\u636e\u6bcf\u4e2a\u7ec6\u80de\u5728\u5b66\u4e60\u8f68\u8ff9\u4e0a\u7684\u8fdb\u5c55\u5bf9\u5176\u8fdb\u884c\u6392\u5e8f\uff0c\u8fd9\u4e00\u529f\u80fd\u6211\u4eec\u53ef\u4ee5\u8054\u60f3\u4e00\u4e9b\u6392\u5e8f\u7b97\u6cd5\u3001\u6392\u5e8f\u5de5\u5177\u7b49\u7b49\u54e6\u3002\u4f46\u662f\uff01\u8981\u6ce8\u610f\u7684\u662fMonocle\u4e0d\u662f\u8ddf\u8e2a\u8868\u8fbe\u5f0f\u968f\u65f6\u95f4\u53d8\u5316\u7684\u51fd\u6570\uff0c\u800c\u662f\u8ddf\u8e2a\u6cbf\u8f68\u8ff9\u53d8\u5316\u7684\u51fd\u6570\uff0c\u8fd9\u6837\u7684\u53d8\u5316\u8868\u9762\u770b\u8d77\u6765\u548c\u65f6\u95f4\u53d8\u5316\u6709\u5173\u5374\u53c8\u4e0d\u662f\u65f6\u95f4\uff0c\u6211\u4eec\u4e5f\u5c31\u79f0\u4e4b\u4e3a\u4f2a\u65f6\u95f4\uff0c\u5c0f\u679c\u8fd9\u6837\u8bb2\u662f\u4e0d\u662f\u5c31\u901a\u4fd7\u6613\u61c2hen\u591a\u4e86\u5462\uff1f<\/p>\n<p><strong>Monocle\u6709\u51e0\u5927\u529f\u80fd\u6a21\u5757\uff1f<\/strong><\/p>\n<p>\u200b \u4f17\u6240\u5468\u77e5\uff0cMonocle\u5305\u4e5f\u662f\u5355\u7ec6\u80de\u6d4b\u5e8f\u4e2d\u5e38\u7528\u5230\u7684\u5305\u4e4b\u4e00\u3002<\/p>\n<p>\u90a3\u4e48Monocle\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u8fdb\u884c\u54ea\u4e9b\u65b9\u9762\u7684\u5355\u7ec6\u80de\u5206\u6790\u5462\uff1f\u548c\u5c0f\u679c\u4e00\u8d77\u6765\u770b\u770b\u5427\uff01<\/p>\n<p>1.\u805a\u7c7b\uff0c\u5206\u7c7b\uff0c\u7ec6\u80de\u8ba1\u6570\u3002<\/p>\n<p>2.\u7ec6\u80de\u7684\u5dee\u5f02\u8868\u8fbe\u5206\u6790\u3002<\/p>\n<p>3.\u6784\u5efa\u5355\u7ec6\u80de\u8f68\u8ff9\u3002\u5373\u5728\u7ec6\u80de\u53d1\u80b2\u3001\u75be\u75c5\u4ee5\u53ca\u6574\u4e2a\u751f\u547d\u8fc7\u7a0b\u91cc\uff0c\u7ec6\u80de\u4ece\u4e00\u4e2a\u72b6\u6001\u8f6c\u6210\u53e6\u4e00\u4e2a\u72b6\u6001\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u8ba9\u5c0f\u679c\u5e26\u4f60\u5b66\u4e60\u5982\u4f55\u5b89\u88c5Monocle\u5305\u4ee5\u53ca\u5982\u4f55\u7b80\u5355\u5730\u4f7f\u7528Monocle\u5305\u6765\u5bf9\u5355\u7ec6\u80de\u6570\u636e\u8fdb\u884c\u8d28\u63a7\u5427\uff01\uff01<\/p>\n<p><strong>Monocle\u5305\u7684\u5b89\u88c5<\/strong><\/p>\n<p>monocle\u5305\u7684\u5b89\u88c5\u6709\u597d\u51e0\u79cd\u65b9\u5f0f\uff0c\u63a5\u4e0b\u6765\u662f\u5c0f\u679c\u6574\u7406\u7684\u4e09\u79cd\u5b89\u88c5monocle\u5305\u7684\u65b9\u6cd5\uff0c\u5feb\u6765\u548c\u5c0f\u7f16\u4e00\u8d77\u5b66\u4e60\u5427\uff01~<\/p>\n<ul>\n<li>\u901a\u8fc7Bioconducor\u5b89\u88c5<\/li>\n<\/ul>\n<p>if (!requireNamespace(&#8220;BiocManager&#8221;, quietly = TRUE))<br \/>\ninstall.packages(&#8220;BiocManager&#8221;)<br \/>\n#\u4e0b\u8f7dmonocle\u4f9d\u8d56\u7684\u5176\u5b83\u5305<br \/>\nBiocManager::install(c(&#8216;BiocGenerics&#8217;, &#8216;DelayedArray&#8217;, &#8216;DelayedMatrixStats&#8217;,<br \/>\n&#8216;limma&#8217;, &#8216;lme4&#8217;, &#8216;S4Vectors&#8217;, &#8216;SingleCellExperiment&#8217;,<br \/>\n&#8216;SummarizedExperiment&#8217;, &#8216;batchelor&#8217;, &#8216;HDF5Array&#8217;,<br \/>\n&#8216;terra&#8217;, &#8216;ggrastr&#8217;))<br \/>\nBiocManager::install(&#8220;monocle&#8221;)<\/p>\n<ul>\n<li>dyno\u5b89\u88c5<\/li>\n<\/ul>\n<p># install.packages(&#8220;devtools&#8221;)<br \/>\ndevtools::install_github(&#8220;dynverse\/dyno&#8221;)<\/p>\n<ul>\n<li>\u5b98\u7f51\u5b89\u88c5<\/li>\n<\/ul>\n<p>source(&#8220;http:\/\/bioconductor.org\/biocLite.R&#8221;)<br \/>\nbiocLite()<br \/>\nbiocLite(&#8220;monocle&#8221;)<\/p>\n<p>\u4ee5\u4e0a\u4e09\u79cd\u65b9\u6cd5\uff0c\u5c0f\u679c\u6700\u63a8\u8350\u7684\u8fd8\u662f\u7b2c\u4e00\u79cd\uff0c\u5c0f\u679c\u5728\u4e0b\u8f7d\u7684\u65f6\u5019\u7528\u7684\u4e5f\u662f\u7b2c\u4e00\u79cd\u65b9\u6cd5\u54e6~\u5feb\u901f\u7b80\u5355\u4e14\u9ad8\u6548\uff0c\u540c\u5b66\u4eec\u6839\u636e\u81ea\u8eab\u60c5\u51b5\u81ea\u884c\u53c2\u8003\u54c8\uff01~<\/p>\n<p><strong>Monocle\u5bf9\u5355\u7ec6\u80de\u6570\u636e\u8fdb\u884c\u8d28\u63a7<\/strong><\/p>\n<p>\u5b89\u88c5\u6210\u529f\u540e\uff0c\u6211\u4eec\u548c\u5c0f\u679c\u4e00\u8d77\u6765\u770b\u4e00\u4e0b\u8fd9\u4e2a\u5305\u7684\u7b80\u5355\u4f7f\u7528\u65b9\u6cd5\u5427\uff01<\/p>\n<ul>\n<li><strong>step1\uff1a\u51c6\u5907\u9700\u8981\u7684R\u5305<\/strong><\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u6211\u4eec\u672c\u6b21\u5b66\u4e60\u8981\u7528\u7684\u6570\u636e\u4ece\u54ea\u91cc\u6765\u5462\uff1f\u4e0d\u8981\u6025\uff01\u5c0f\u679c\u7ed9\u5927\u5bb6\u51c6\u5907\u4e86\u4e24\u4e2aR\u5305\u6765\u5e2e\u52a9\u6211\u4eec\u8fdb\u884c\u540e\u7eed\u7684\u5de5\u4f5c\uff01\u8ba9\u6211\u4eec\u4e00\u8d77\u6765\u770b\u4e00\u4e0b\uff01<\/p>\n<p>\u672c\u6b21\u8d28\u63a7\u5206\u6790\u6211\u4eec\u4f7f\u7528scRNAseq\u4e2d\u7684\u6570\u636e\u4f5c\u4e3a\u57fa\u7840\u6570\u636e\uff0c\u5e76\u7528\u6765\u6784\u5efa\u540e\u7eed\u7684\u6570\u636e\u77e9\u9635\uff0c\u6240\u4ee5\u4e5f\u9700\u8981\u6211\u4eec\u63d0\u524d\u4e0b\u8f7d\u597dscRNAseq\u6570\u636e\u5305\u54e6\uff01<\/p>\n<p>library(monocle)<br \/>\nlibrary(scRNAseq)<br \/>\nlibrary(dplyr)<\/p>\n<ul>\n<li><strong>step2\uff1a\u51c6\u5907\u6570\u636e<\/strong><\/li>\n<\/ul>\n<p>\u200b \u5c0f\u679c\u8fd9\u6b21\u4f7f\u7528\u7684\u662fscRNAseq\u91cc\u9762\u7684\u793a\u4f8b\u6570\u636efluidigm\u54e6\uff0c\u540c\u5b66\u4eec\u81ea\u884c\u9009\u62e9\u54e6\uff01\uff01\u3002<\/p>\n<p>\u200b \u867d\u7136\u8fd9\u4e2a\u793a\u4f8b\u6570\u636e\u672c\u8eab\u662f\u4e00\u4e2a\u6570\u636e\u5bf9\u8c61\uff0c\u4f46\u6211\u4eec\u8fd8\u9700\u4ece\u4e2d\u63d0\u53d6\u51fa\u540e\u7eed\u8d28\u63a7\u6240\u9700\u8981\u7684\u90e8\u5206\uff0c\u518d\u7ec4\u6210\u65b0\u7684\u5bf9\u8c61\u3002 \u7b80\u5355\u6765\u8bf4\uff0c\u5c31\u662f\u6211\u4eec\u9700\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u201c\u4e8c\u6b21\u5305\u88c5\u201d\uff0c\u8f6c\u4e3a\u6211\u4eec\u9700\u8981\u7684\u6570\u636e\u683c\u5f0f\u54e6~<\/p>\n<p>fluidigm = ReprocessedFluidigmData()<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"640\" height=\"403\" class=\"wp-image-29436\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-63.png?resize=640%2C403\" alt=\"\u56fe\u7247\u5305\u542b \u80cc\u666f\u56fe\u6848\n\n\u63cf\u8ff0\u5df2\u81ea\u52a8\u751f\u6210\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-63.png?w=757 757w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-63.png?resize=300%2C189 300w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-63.png?resize=600%2C378 600w\" sizes=\"(max-width: 640px) 100vw, 640px\" data-recalc-dims=\"1\" \/> \u63d0\u793a\u4fe1\u606f\u5982\u4e0b\uff1a<\/p>\n<p>assay(fluidigm) &lt;- assays(fluidigm)$rsem_counts<br \/>\nct &lt;- floor(assays(fluidigm)$rsem_counts)<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"640\" height=\"136\" class=\"wp-image-29437\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-64.png?resize=640%2C136\" alt=\"\u8868\u683c\n\n\u63cf\u8ff0\u5df2\u81ea\u52a8\u751f\u6210\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-64.png?w=904 904w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-64.png?resize=300%2C64 300w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-64.png?resize=768%2C163 768w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-64.png?resize=600%2C127 600w\" sizes=\"(max-width: 640px) 100vw, 640px\" data-recalc-dims=\"1\" \/><\/p>\n<p>dim(ct)<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"445\" height=\"64\" class=\"wp-image-29438\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-65.png?resize=445%2C64\" alt=\"\u5fbd\u6807\n\n\u4e2d\u5ea6\u53ef\u4fe1\u5ea6\u63cf\u8ff0\u5df2\u81ea\u52a8\u751f\u6210\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-65.png?w=445 445w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-65.png?resize=300%2C43 300w\" sizes=\"(max-width: 445px) 100vw, 445px\" data-recalc-dims=\"1\" \/><\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u6211\u4eec\u521b\u5efa\u7684\u6570\u636e\u4e2d\u6709130\u4e2a\u7ec6\u80de\uff0c26255\u4e2a\u57fa\u56e0\u54e6\u3002<\/p>\n<ul>\n<li><strong>step3\uff1a\u6784\u5efa\u6570\u636e\u5bf9\u8c61<\/strong><\/li>\n<\/ul>\n<p>gene_ann &lt;- data.frame(<br \/>\ngene_short_name = row.names(ct),<br \/>\nrow.names = row.names(ct)<br \/>\n)<br \/>\n\u200b<br \/>\npd &lt;- new(&#8220;AnnotatedDataFrame&#8221;,<br \/>\ndata=sample_ann)<br \/>\nfd &lt;- new(&#8220;AnnotatedDataFrame&#8221;,<br \/>\ndata=gene_ann)<br \/>\n\u200b<br \/>\ncds &lt;- newCellDataSet(<br \/>\nct,<br \/>\nphenoData = pd,<br \/>\nfeatureData =fd,<br \/>\nexpressionFamily = negbinomial.size(),<br \/>\nlowerDetectionLimit=1)<br \/>\nclass(cds)<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"310\" height=\"126\" class=\"wp-image-29439\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-66.png?resize=310%2C126\" alt=\"\u6587\u672c\n\n\u63cf\u8ff0\u5df2\u81ea\u52a8\u751f\u6210\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-66.png?w=310 310w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-66.png?resize=300%2C122 300w\" sizes=\"(max-width: 310px) 100vw, 310px\" data-recalc-dims=\"1\" \/><\/p>\n<ul>\n<li><strong>step4\uff1a\u6570\u636e\u8d28\u63a7<\/strong><\/li>\n<\/ul>\n<p>\u54c8\u54c8\uff0c\u53c8\u5230\u4e86\u5c0f\u679c\u6700\u559c\u6b22\u7684\u6570\u636e\u8d28\u63a7\u73af\u8282\u5566\uff01\u9996\u5148\u6211\u4eec\u5728\u6570\u636e\u8d28\u63a7\u4e4b\u524d\u4e00\u8d77\u6765\u770b\u4e00\u4e0b\u6570\u636e\u8fc7\u6ee4\u524d\u7684\u6570\u636e\u7ef4\u5ea6\u5427\uff01<\/p>\n<p>\u53ef\u4ee5\u770b\u5230\u76ee\u524d\u7684\u6570\u636e\u7ef4\u5ea6\u662f130\u4e2a\u7ec6\u80de\uff0c26255\u4e2a\u57fa\u56e0\u3002<\/p>\n<p>dim(cds)<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"445\" height=\"64\" class=\"wp-image-29440\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/word-image-29435-5.png?resize=445%2C64\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/word-image-29435-5.png?w=445 445w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/word-image-29435-5.png?resize=300%2C43 300w\" sizes=\"(max-width: 445px) 100vw, 445px\" data-recalc-dims=\"1\" \/><\/p>\n<p>cds &lt;- detectGenes(cds, min_expr = 0.1)<br \/>\nhead(fData(cds))<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"640\" height=\"182\" class=\"wp-image-29441\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-67.png?resize=640%2C182\" alt=\"\u6587\u672c\n\n\u4e2d\u5ea6\u53ef\u4fe1\u5ea6\u63cf\u8ff0\u5df2\u81ea\u52a8\u751f\u6210\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-67.png?w=811 811w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-67.png?resize=300%2C85 300w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-67.png?resize=768%2C218 768w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-67.png?resize=600%2C170 600w\" sizes=\"(max-width: 640px) 100vw, 640px\" data-recalc-dims=\"1\" \/><\/p>\n<p>k = fData(cds)$num_cells_expressed&gt;=5;table(k)<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"640\" height=\"98\" class=\"wp-image-29442\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-68.png?resize=640%2C98\" alt=\"\u56fe\u7247\u5305\u542b \u5fbd\u6807\n\n\u63cf\u8ff0\u5df2\u81ea\u52a8\u751f\u6210\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-68.png?w=894 894w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-68.png?resize=300%2C46 300w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-68.png?resize=768%2C118 768w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-68.png?resize=600%2C92 600w\" sizes=\"(max-width: 640px) 100vw, 640px\" data-recalc-dims=\"1\" \/><\/p>\n<p>cds &lt;- cds[k,]<br \/>\ncds<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"640\" height=\"302\" class=\"wp-image-29443\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-69.png?resize=640%2C302\" alt=\"\u6587\u672c, \u4fe1\u4ef6\n\n\u63cf\u8ff0\u5df2\u81ea\u52a8\u751f\u6210\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-69.png?w=839 839w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-69.png?resize=300%2C142 300w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-69.png?resize=768%2C362 768w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-69.png?resize=600%2C283 600w\" sizes=\"(max-width: 640px) 100vw, 640px\" data-recalc-dims=\"1\" \/><\/p>\n<p>dim(cds)<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" width=\"386\" height=\"96\" class=\"wp-image-29444\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-70.png?resize=386%2C96\" alt=\"\u6587\u672c\n\n\u4f4e\u53ef\u4fe1\u5ea6\u63cf\u8ff0\u5df2\u81ea\u52a8\u751f\u6210\" srcset=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-70.png?w=386 386w, https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/02\/unnamed-file-70.png?resize=300%2C75 300w\" sizes=\"(max-width: 386px) 100vw, 386px\" data-recalc-dims=\"1\" \/><\/p>\n<p>\u73b0\u5728\uff0c\u518d\u548c\u5c0f\u679c\u4e00\u8d77\u6765\u770b\u4e00\u4e0b\u8fc7\u6ee4\u540e\u7684\u57fa\u56e0\u7ef4\u5ea6\u5427\uff01\uff01<\/p>\n<p>\u8fc7\u6ee4\u57fa\u56e0\u7684\u540e\u662f\uff1a13385 features, 130 samples\uff0c\u5f88\u4f4e\u7684\u6807\u51c6\u4e5f\u8fc7\u6ee4\u6389\u4e86\u4e00\u534a\u7684\u57fa\u56e0\u3002<\/p>\n<p><strong>D=====(\uffe3\u25bd\uffe3*)b\u00b7\u00b7\u00b7\u00b7\u00b7\u00b7\u00b7\u00b7\u00b7<\/strong><\/p>\n<p>\u4eca\u5929\u7684\u5c0f\u679c\u8bfe\u5802\u5c31\u544a\u4e00\u6bb5\u843d\u5566\uff01<\/p>\n<p>\u4ee5\u4e0a\u5c0f\u679c\u7684\u4e00\u7cfb\u5217\u64cd\u4f5c\u5c31\u662f\u5982\u4f55\u5b89\u88c5\u5355\u7ec6\u80de\u6d4b\u5e8fMonocle\u5305\u548c\u5bf9\u5355\u7ec6\u80de\u6d4b\u5e8f\u6570\u636e\u8fdb\u884c\u8d28\u63a7\u8fc7\u6ee4\u7684\u57fa\u672c\u6d41\u7a0b\uff0c\u4f60\u4eec\u5b66\u4f1a\u4e86\u5417\uff01\u66f4\u591aMonocle\u4f7f\u7528\u65b9\u6cd5\u4e5f\u8bf7\u53c2\u8003Monocle\u5b98\u65b9\u7f51\u7ad9\u548c\u5e2e\u52a9\u6587\u6863\u54e6\uff01~<\/p>\n<p>\u8fd8\u6709\u4ec0\u4e48\u522b\u7684\u95ee\u9898\u6b22\u8fce\u5927\u5bb6\u6765\u7ed9\u5c0f\u679c\u79ef\u6781\u7559\u8a00\uff0c\u5c0f\u679c\u90fd\u4f1a\u5c3d\u529b\u5e2e\u52a9\u5927\u5bb6\uff01~~<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eca\u5929\u5c0f\u679c\u5e26\u5927\u5bb6\u4e00\u8d77\u6765\u8ba4\u8bc6\u5355\u7ec6\u80de\u6d4b\u5e8f\u7684\u53e6\u4e00\u4e2a\u5e38\u7528\u5de5\u5177Monocle\uff0c\u90a3\u5c31\u548c\u6211\u4e00\u8d77\u5f80\u4e0b\u5b66\u4e60\u5427\uff01~~ \u4ec0\u4e48\u662fMono [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","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\/29435"}],"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=29435"}],"version-history":[{"count":1,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/29435\/revisions"}],"predecessor-version":[{"id":29445,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/29435\/revisions\/29445"}],"wp:attachment":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=29435"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=29435"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=29435"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}