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SilviaC7 authored on 14/07/2021 12:17:25 • GitHub committed on 14/07/2021 12:17:25
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@@ -178,6 +178,14 @@ Plot the so-obtained clusters:
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 fviz_cluster(list(data = dataset_n, cluster = clusters),labelsize = 6)
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 ```
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+Plot the number of samples in each cluster:
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+
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+```{r}
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+hist(clusters, breaks = c(0.5,1.5,2.5,3.5), labels = c('first cluster', 'second cluster', 'third cluster'), xaxt = 'n', ylab = 'Number of patients', ylim=c(0,55))
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+axis(side = 1, at=seq(1:3))
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+
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+```
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+
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 Now compare by a left join the clusters obtained with this clustering analysis and the clustering results published by the TCGA consortium in their Comprehensive Pan-Genomic Characterization of Adrenocortical Carcinoma:
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 ```{r}
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@@ -11,7 +11,7 @@
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 <meta name="author" content="Silvia Cascianelli" />
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-<meta name="date" content="2021-07-13" />
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+<meta name="date" content="2021-07-14" />
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 <title>RGMQL Example R Notebook: Use case 2</title>
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@@ -167,7 +167,7 @@ pre code {
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 <h1 class="title toc-ignore">RGMQL Example R Notebook: Use case 2</h1>
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 <h4 class="author">Silvia Cascianelli</h4>
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-<h4 class="date">2021-07-13</h4>
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+<h4 class="date">2021-07-14</h4>
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 </div>
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@@ -179,7 +179,7 @@ pre code {
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 <pre><code>## GMQL successfully loaded</code></pre>
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 <pre class="r"><code>remote_url &lt;- &quot;http://www.gmql.eu/gmql-rest&quot;
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 init_gmql( url = remote_url, remote_processing = TRUE) # , username = &#39;XXXX&#39;, password = &#39;XXXX&#39;)</code></pre>
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-<pre><code>## [1] &quot;your Token is 30d972ed-c75e-4093-99cc-f4f7ab804df2&quot;</code></pre>
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+<pre><code>## [1] &quot;your Token is 22d36f36-97a9-40c8-9f7d-9adac24f3439&quot;</code></pre>
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 <p>Read the TCGA miRNA gene expression data of Adrenocortical carcinoma aligned to GRCh38 from a local GDM dataset:</p>
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 <pre class="r"><code>GRCh38_miRNA_path &lt;- &#39;GRCh38_miRNA_ACC&#39;
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 GRCh38_miRNA_ACC &lt;- read_gmql(GRCh38_miRNA_path, is_local = TRUE)</code></pre>
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@@ -319,6 +319,10 @@ rect.hclust(hclust_model, k = 3, border = 2:5)</code></pre>
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 <p>Plot the so-obtained clusters:</p>
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 <pre class="r"><code>fviz_cluster(list(data = dataset_n, cluster = clusters),labelsize = 6)</code></pre>
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" width="672" /></p>
322
+<p>Plot the number of samples in each cluster:</p>
323
+<pre class="r"><code>hist(clusters, breaks = c(0.5,1.5,2.5,3.5), labels = c(&#39;first cluster&#39;, &#39;second cluster&#39;, &#39;third cluster&#39;), xaxt = &#39;n&#39;, ylab = &#39;Number of patients&#39;, ylim=c(0,55))
324
+axis(side = 1, at=seq(1:3))</code></pre>
325
+<p><img 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" width="672" /></p>
322 326
 <p>Now compare by a left join the clusters obtained with this clustering analysis and the clustering results published by the TCGA consortium in their Comprehensive Pan-Genomic Characterization of Adrenocortical Carcinoma:</p>
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 <pre class="r"><code>clustering_results &lt;- data.frame(&#39;sample&#39; = sample_IDs , &#39;cluster&#39; = clusters)
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 rownames(clustering_results)&lt;- NULL