From d05677d862c1bda3e79d1be968fe4a9a4ff8b36b Mon Sep 17 00:00:00 2001 From: Erick Armingol Date: Tue, 3 May 2022 16:14:18 -0700 Subject: [PATCH] Updated tutorial --- .../ASD/02-Factor-Specific-ASD.ipynb | 133 ++++++++++++++++-- 1 file changed, 124 insertions(+), 9 deletions(-) diff --git a/docs/tutorials/ASD/02-Factor-Specific-ASD.ipynb b/docs/tutorials/ASD/02-Factor-Specific-ASD.ipynb index 074e45f..dfbc69b 100644 --- a/docs/tutorials/ASD/02-Factor-Specific-ASD.ipynb +++ b/docs/tutorials/ASD/02-Factor-Specific-ASD.ipynb @@ -318,8 +318,8 @@ "data": { "text/plain": [ "(
,\n", - " array([,\n", - " ],\n", + " array([,\n", + " ],\n", " dtype=object))" ] }, @@ -482,22 +482,130 @@ "source": [ "**Cluster samples/contexts by their importance across factors**\n", "\n", - "While in the manuscript of Tensor-cell2cell patients are colored by properties such as condition Category and Clinical Score, here we only provide a basic example on how clustering samples. Colors could be provided by using additional data and patient's properties. A detailed guide can be found here: https://www.chrisremmel.com/post/seaborn-color-labels/\n", + "While in the manuscript of Tensor-cell2cell patients are colored by properties such as condition Category and Clinical Score, here we only provide a basic example on how clustering samples colored by Category. If you plan adding colors for additional data and patient's properties. A detailed guide can be found here: https://www.chrisremmel.com/post/seaborn-color-labels/\n", "\n", - "Once having a dataframe or a dictionary for coloring patients/samples, the parameter ```col_colors=None``` should be changed. Make sure to use the same sample labels as in ```factors['Contexts'].index```" + "Once having a dataframe or a dictionary for coloring patients/samples, the parameter ```col_colors``` should be changed. Make sure to use the same sample labels as in ```factors['Contexts'].index```" ] }, { "cell_type": "code", "execution_count": 13, + "id": "883e4e24", + "metadata": {}, + "outputs": [], + "source": [ + "# Generate color by ASD condition for each sample\n", + "condition_colors = c2c.plotting.aesthetics.get_colors_from_labels(['ASD', 'Control'], cmap='viridis')\n", + "\n", + "# Map these colors to each sample name\n", + "color_dict = {k : condition_colors[v] for k, v in context_dict.items()}\n", + "\n", + "# Generate a dataframe used as input for the clustermap\n", + "col_colors = pd.Series(color_dict)\n", + "col_colors = col_colors.to_frame()\n", + "col_colors.columns = ['Category']" + ] + }, + { + "cell_type": "markdown", + "id": "e8a3b357", + "metadata": {}, + "source": [ + "How the color dataframe looks like. If you want to show multiple properties, add new columns with the names you want to display them, and the respective colors." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "90d2c760", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Category
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" + ], + "text/plain": [ + " Category\n", + "5144_PFC (0.267004, 0.004874, 0.329415, 1.0)\n", + "5278_PFC (0.267004, 0.004874, 0.329415, 1.0)\n", + "5294_BA9 (0.267004, 0.004874, 0.329415, 1.0)\n", + "5403_PFC (0.267004, 0.004874, 0.329415, 1.0)\n", + "5419_PFC (0.267004, 0.004874, 0.329415, 1.0)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "col_colors.head()" + ] + }, + { + "cell_type": "markdown", + "id": "914c5a14", + "metadata": {}, + "source": [ + "Now generate the clustermap of samples given their respective loadings, colored by category of ASD condition." + ] + }, + { + "cell_type": "code", + "execution_count": 15, "id": "78dfdf53", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { @@ -509,13 +617,20 @@ "source": [ "sample_cm = c2c.plotting.loading_clustermap(factors['Contexts'],\n", " use_zscore=True,\n", - " col_colors=None, # Change this if you wanna add sample properties\n", + " col_colors=col_colors, # Change this to color by other properties\n", " figsize=(16, 6),\n", " dendrogram_ratio=0.3,\n", " cbar_fontsize=12,\n", " tick_fontsize=14,\n", " filename=output_folder + 'Clustermap-Factor-specific-Contexts.svg'\n", - " )" + " )\n", + "\n", + "#Insert legend\n", + "plt.sca(sample_cm.ax_heatmap)\n", + "legend = c2c.plotting.aesthetics.generate_legend(color_dict=condition_colors,\n", + " bbox_to_anchor=(1.1, 0.5), # Position of the legend (X, Y)\n", + " title='Category'\n", + " )" ] }, { @@ -538,7 +653,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "id": "c329e550", "metadata": {}, "outputs": [