diff --git a/notebooks/GeneOutlierDetection_pt4.ipynb b/notebooks/GeneOutlierDetection_pt4.ipynb index cbc2135..9a5028d 100644 --- a/notebooks/GeneOutlierDetection_pt4.ipynb +++ b/notebooks/GeneOutlierDetection_pt4.ipynb @@ -373,7 +373,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "('WARNING: ', 6, ' is an island (no neighbors)')\n" + "('WARNING: ', 6, ' is an island (no neighbors)')\n", + " Gene Moran_I p_value\n", + "0 CCR7 0.017073 0.002\n", + "1 ITGAX 0.042209 0.001\n", + "2 VWF 0.081410 0.001\n", + "3 IL7R 0.118944 0.001\n", + "4 CD8A 0.036440 0.001\n", + ".. ... ... ...\n", + "105 CD274 0.015878 0.002\n", + "106 CAV1 0.063528 0.001\n", + "107 MYH11 0.131886 0.001\n", + "108 DUSP2 0.028345 0.001\n", + "109 CCND1 0.153887 0.001\n", + "\n", + "[110 rows x 3 columns]\n" ] } ], @@ -655,124 +669,6 @@ "# Show the plot\n", "plt.show()\n" ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'adata1' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[4], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43madata1\u001b[49m\n", - "\u001b[0;31mNameError\u001b[0m: name 'adata1' is not defined" - ] - } - ], - "source": [ - "adata1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Trying it in the spatial scanpy/squidpy workflow " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/mnt/scratch1/miniconda3/envs/SpaceHack_MM/lib/python3.11/site-packages/numba/np/ufunc/parallel.py:371: NumbaWarning: The TBB threading layer requires TBB version 2021 update 6 or later i.e., TBB_INTERFACE_VERSION >= 12060. Found TBB_INTERFACE_VERSION = 12050. The TBB threading layer is disabled.\n", - " warnings.warn(problem)\n", - "/tmp/ipykernel_775037/1655147548.py:9: FutureWarning: In the future, the default backend for leiden will be igraph instead of leidenalg.\n", - "\n", - " To achieve the future defaults please pass: flavor=\"igraph\" and n_iterations=2. directed must also be False to work with igraph's implementation.\n", - " sc.tl.leiden(adata)\n" - ] - } - ], - "source": [ - "\n", - "adata = adata1.copy()\n", - "adata.layers[\"counts\"] = adata.X.copy()\n", - "sc.pp.normalize_total(adata, inplace=True)\n", - "sc.pp.log1p(adata)\n", - "sc.pp.pca(adata)\n", - "sc.pp.neighbors(adata)\n", - "sc.tl.umap(adata)\n", - "sc.tl.leiden(adata)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sc.pl.umap(\n", - " adata,\n", - " color=[\n", - " # \"total_counts\",\n", - " # \"n_genes_by_counts\",\n", - " \"leiden\",\n", - " ],\n", - " wspace=0.4,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "ename": "KeyError", - "evalue": "'Spatial basis `spatial` not found in `adata.obsm`.'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[12], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43msq\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mspatial_scatter\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[43m \u001b[49m\u001b[43madata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[43m \u001b[49m\u001b[43mlibrary_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mspatial\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 4\u001b[0m \u001b[43m \u001b[49m\u001b[43mshape\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[43mcolor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\n\u001b[1;32m 6\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mleiden\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 7\u001b[0m \u001b[43m \u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 8\u001b[0m \u001b[43m \u001b[49m\u001b[43mwspace\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0.4\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 9\u001b[0m \u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/mnt/scratch1/miniconda3/envs/SpaceHack_MM/lib/python3.11/site-packages/squidpy/pl/_spatial.py:420\u001b[0m, in \u001b[0;36mspatial_scatter\u001b[0;34m(adata, shape, **kwargs)\u001b[0m\n\u001b[1;32m 379\u001b[0m \u001b[38;5;129m@d\u001b[39m\u001b[38;5;241m.\u001b[39mdedent\n\u001b[1;32m 380\u001b[0m \u001b[38;5;129m@_wrap_signature\u001b[39m\n\u001b[1;32m 381\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mspatial_scatter\u001b[39m(\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 384\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any,\n\u001b[1;32m 385\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Axes \u001b[38;5;241m|\u001b[39m Sequence[Axes] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 386\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 387\u001b[0m \u001b[38;5;124;03m Plot spatial omics data with data overlayed on top.\u001b[39;00m\n\u001b[1;32m 388\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 418\u001b[0m \u001b[38;5;124;03m %(spatial_plot.returns)s\u001b[39;00m\n\u001b[1;32m 419\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 420\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_spatial_plot\u001b[49m\u001b[43m(\u001b[49m\u001b[43madata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshape\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mshape\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mseg\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mseg_key\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/mnt/scratch1/miniconda3/envs/SpaceHack_MM/lib/python3.11/site-packages/squidpy/pl/_spatial.py:165\u001b[0m, in \u001b[0;36m_spatial_plot\u001b[0;34m(adata, shape, color, groups, library_id, library_key, spatial_key, img, img_res_key, img_alpha, img_cmap, img_channel, seg, seg_key, seg_cell_id, seg_contourpx, seg_outline, use_raw, layer, alt_var, size, size_key, scale_factor, crop_coord, cmap, palette, alpha, norm, na_color, connectivity_key, edges_width, edges_color, library_first, frameon, wspace, hspace, ncols, outline, outline_color, outline_width, legend_loc, legend_fontsize, legend_fontweight, legend_fontoutline, legend_na, colorbar, scalebar_dx, scalebar_units, title, axis_label, fig, ax, return_ax, figsize, dpi, save, scalebar_kwargs, edges_kwargs, **kwargs)\u001b[0m\n\u001b[1;32m 119\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 120\u001b[0m \u001b[38;5;124;03mPlot spatial omics data.\u001b[39;00m\n\u001b[1;32m 121\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 162\u001b[0m \u001b[38;5;124;03m%(plotting_returns)s\u001b[39;00m\n\u001b[1;32m 163\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 164\u001b[0m sanitize_anndata(adata)\n\u001b[0;32m--> 165\u001b[0m \u001b[43m_assert_spatial_basis\u001b[49m\u001b[43m(\u001b[49m\u001b[43madata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mspatial_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 167\u001b[0m scalebar_kwargs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mdict\u001b[39m(scalebar_kwargs)\n\u001b[1;32m 168\u001b[0m edges_kwargs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mdict\u001b[39m(edges_kwargs)\n", - "File \u001b[0;32m/mnt/scratch1/miniconda3/envs/SpaceHack_MM/lib/python3.11/site-packages/squidpy/gr/_utils.py:161\u001b[0m, in \u001b[0;36m_assert_spatial_basis\u001b[0;34m(adata, key)\u001b[0m\n\u001b[1;32m 159\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_assert_spatial_basis\u001b[39m(adata: AnnData, key: \u001b[38;5;28mstr\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 160\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m key \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m adata\u001b[38;5;241m.\u001b[39mobsm:\n\u001b[0;32m--> 161\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSpatial basis `\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m` not found in `adata.obsm`.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "\u001b[0;31mKeyError\u001b[0m: 'Spatial basis `spatial` not found in `adata.obsm`.'" - ] - } - ], - "source": [ - "sq.pl.spatial_scatter(\n", - " adata,\n", - " library_id=\"spatial\",\n", - " shape=None,\n", - " color=[\n", - " \"leiden\",\n", - " ],\n", - " wspace=0.4,\n", - ")" - ] } ], "metadata": {