{ "cells": [ { "cell_type": "markdown", "id": "c3d9578e-7526-4a58-b399-3402ce525e47", "metadata": {}, "source": [ "# Proliferating T cell subclustering and markers\n", "\n", "In this notebook, we use marker gene detection to select clusters that contain Proliferating T cells, then subset our dataset and perform a round of iterative clustering.\n", "\n", "The outputs of this analysis are used by our domain experts to assign cell type identities to our reference. " ] }, { "cell_type": "markdown", "id": "b18d5c96-9119-4785-bed6-ccada92b66d2", "metadata": {}, "source": [ "## Load packages" ] }, { "cell_type": "code", "execution_count": 1, "id": "f1712a90-fa7c-4736-82f9-e66e1c055204", "metadata": { "tags": [] }, "outputs": [], "source": [ "import warnings\n", "warnings.simplefilter(action='ignore', category=FutureWarning)\n", "\n", "import concurrent.futures\n", "from concurrent.futures import ProcessPoolExecutor\n", "import copy\n", "from datetime import date\n", "import hisepy\n", "import os\n", "import pandas as pd \n", "import re\n", "import scanpy as sc\n", "import scanpy.external as sce" ] }, { "cell_type": "markdown", "id": "0b2b992b-131e-4bf4-b503-1a1bf728f8ba", "metadata": {}, "source": [ "## Helper functions\n", "\n", "These functions will help with subsetting and performing leiden clustering at multiple resolutions in parallel.\n", "\n", "`select_clusters_by_gene_frac()` allows us to compute the fraction of cells in each cluster that express the provided gene (> 0 UMIs). This fraction is provided by `scanpy`'s dotplot function, which calculates these fractions for use in display. We then filter clusters based on the cutoff provided as a parameter to this function." ] }, { "cell_type": "code", "execution_count": 2, "id": "d01e3d42-c0f4-44f6-becf-92708c42ccbf", "metadata": { "tags": [] }, "outputs": [], "source": [ "def select_clusters_by_gene_frac(adata, gene, cutoff, clusters = 'leiden'):\n", " gene_cl_frac = sc.pl.dotplot(\n", " adata, \n", " groupby = clusters,\n", " var_names = gene,\n", " return_fig = True\n", " ).dot_size_df\n", "\n", " select_cl = gene_cl_frac.index[gene_cl_frac[gene] > cutoff].tolist()\n", "\n", " return select_cl" ] }, { "cell_type": "markdown", "id": "215a6050-26e6-4eb8-bafb-097d9bb7aae6", "metadata": {}, "source": [ "## Read full dataset from HISE" ] }, { "cell_type": "code", "execution_count": 3, "id": "ce51fff7-f097-46a4-b3a9-4e5466a2f8e8", "metadata": {}, "outputs": [], "source": [ "cell_class = 't-proliferating'" ] }, { "cell_type": "code", "execution_count": 4, "id": "fd31898d-1632-46b7-be93-96cc1013bfa3", "metadata": {}, "outputs": [], "source": [ "h5ad_uuid = 'd6ebc576-34ea-4394-a569-e35e16f20253'\n", "h5ad_path = '/home/jupyter/cache/{u}'.format(u = h5ad_uuid)" ] }, { "cell_type": "code", "execution_count": 5, "id": "5c9e19d4-0499-4306-be54-3d4a126c1697", "metadata": {}, "outputs": [], "source": [ "if not os.path.isdir(h5ad_path):\n", " hise_res = hisepy.reader.cache_files([h5ad_uuid])" ] }, { "cell_type": "code", "execution_count": 6, "id": "8aae664a-fc23-4099-b23a-841ccf9d22f0", "metadata": {}, "outputs": [], "source": [ "h5ad_filename = os.listdir(h5ad_path)[0]\n", "h5ad_file = '{p}/{f}'.format(p = h5ad_path, f = h5ad_filename)" ] }, { "cell_type": "code", "execution_count": 7, "id": "aab78ec3-4e68-49a0-880f-2131e757812c", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata = sc.read_h5ad(h5ad_file)" ] }, { "cell_type": "code", "execution_count": 8, "id": "ad58bc0c-412c-42c7-a267-8d14ffb9a094", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 1191327 × 1487\n", " obs: 'barcodes', 'batch_id', 'cell_name', 'cell_uuid', 'chip_id', 'hto_barcode', 'hto_category', 'n_genes', 'n_mito_umis', 'n_reads', 'n_umis', 'original_barcodes', 'pbmc_sample_id', 'pool_id', 'well_id', 'sample.sampleKitGuid', 'cohort.cohortGuid', 'subject.subjectGuid', 'subject.biologicalSex', 'subject.race', 'subject.ethnicity', 'subject.birthYear', 'sample.visitName', 'sample.drawDate', 'file.id', 'subject.cmv', 'subject.bmi', 'celltypist.low', 'seurat.l1', 'seurat.l1.score', 'seurat.l2', 'seurat.l2.score', 'seurat.l2.5', 'seurat.l2.5.score', 'seurat.l3', 'seurat.l3.score', 'predicted_doublet', 'doublet_score', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'pct_counts_in_top_50_genes', 'pct_counts_in_top_100_genes', 'pct_counts_in_top_200_genes', 'pct_counts_in_top_500_genes', 'total_counts_mito', 'log1p_total_counts_mito', 'pct_counts_mito', 'leiden', 'leiden_resolution_1', 'leiden_resolution_1.5', 'leiden_resolution_2'\n", " var: 'mito', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'mean', 'std'\n", " uns: 'celltypist.low_colors', 'hvg', 'leiden', 'leiden_colors', 'log1p', 'neighbors', 'pca', 'seurat.l2.5_colors', 'umap'\n", " obsm: 'X_pca', 'X_pca_harmony', 'X_umap'\n", " varm: 'PCs'\n", " obsp: 'connectivities', 'distances'" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata" ] }, { "cell_type": "markdown", "id": "ee048c77-b7fa-40d0-a5f5-11fd202a7af8", "metadata": {}, "source": [ "## Plot major T cell class markers\n", "\n", "To get an overview of cluster identity, we'll use a set of marker genes that are expressed in major classes of T cell types:" ] }, { "cell_type": "code", "execution_count": 9, "id": "52a64e22-c3f8-4c24-9cc4-6986b6eb1215", "metadata": {}, "outputs": [], "source": [ "markers = [\n", " 'CD4', # CD4 T cells\n", " 'CD8A', # CD8 T cells\n", " 'FHIT', # Higher in CD4 Naive\n", " 'IKZF2', # Helios; Treg\n", " 'LGALS3', # Double-Negative\n", " 'SLC4A10', # MAIT\n", " 'TRDC', # Gamma-Delta\n", " 'MKI67' # Proliferating cells\n", "]" ] }, { "cell_type": "code", "execution_count": 10, "id": "8d82e0c0-7066-4e97-94b9-9186aeffe701", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_dotplot.py:747: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " dot_ax.scatter(x, y, **kwds)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.dotplot(\n", " adata, \n", " groupby = 'leiden_resolution_1.5',\n", " var_names = markers,\n", " swap_axes = True\n", ")" ] }, { "cell_type": "markdown", "id": "6a72de3e-140c-4e3c-816f-9249d310f564", "metadata": {}, "source": [ "## Select clusters to retain\n", "\n", "To select clusters, we'll use `select_clusters_by_gene_frac()` to select clusters for our desired cell type. We can also select clusters that express off-target genes (like HBB and PPBP), and use these to filter our list of clusters." ] }, { "cell_type": "code", "execution_count": 11, "id": "fdfbab17-765a-48f0-b32a-238e9969186d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata, color = 'leiden_resolution_1.5', legend_loc = 'on data')" ] }, { "cell_type": "code", "execution_count": 12, "id": "53ac50c6-a425-4827-8579-fbdc4dddd8f5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mki67_pos_cl = select_clusters_by_gene_frac(\n", " adata, gene = 'MKI67', cutoff = 0.5, clusters = 'leiden_resolution_1.5'\n", ")\n", "sc.pl.umap(adata, color = 'leiden_resolution_1.5', groups = mki67_pos_cl)" ] }, { "cell_type": "markdown", "id": "95cef90e-0868-4f15-8ba4-459540e9a20c", "metadata": {}, "source": [ "## Select clusters and subset data\n", "\n", "Here, we use Python's `set` class to keep the clusters we want, and remove off-target hits." ] }, { "cell_type": "code", "execution_count": 13, "id": "b332cc49-eefc-4758-937a-7c7f00e4d400", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['22']" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keep_cl = mki67_pos_cl\n", "keep_cl.sort()\n", "keep_cl" ] }, { "cell_type": "markdown", "id": "c0d18382-dda1-419e-b4e3-09f8cd5f84f2", "metadata": {}, "source": [ "Now, we can filter the dataset to get the subset we're after." ] }, { "cell_type": "code", "execution_count": 14, "id": "1f90d9cf-52d6-4bd8-9705-dcf0c12c3445", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset = adata[adata.obs['leiden_resolution_1.5'].isin(keep_cl)]" ] }, { "cell_type": "code", "execution_count": 15, "id": "e6112150-52d0-4308-bc18-d6a016bff765", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4330, 1487)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_subset.shape" ] }, { "cell_type": "markdown", "id": "b21de900-0f3a-4e0b-a740-411a0f24da40", "metadata": {}, "source": [ "## Normalize and harmonize subset\n", "\n", "As in the original analysis of this dataset, we'll need to normalize, select marker genes, and run Harmony to integrate across our cohorts.\n", "\n", "It's important that we redo this step for our subset, as gene variability may differ when computed within our subset of cells rather than across the entire set of PBMCs. This key feature selection step will affect our ability to cluster and identify cell types, so we do this iteratively for the subset we're using now." ] }, { "cell_type": "markdown", "id": "03b5238b-ab38-49b7-bbae-37ca5e4aac48", "metadata": {}, "source": [ "We previously stored raw counts in `adata.raw` - we can now recover these original count data for analysis of the selected cells:" ] }, { "cell_type": "code", "execution_count": 16, "id": "92039b6a-8857-4cd0-b1bd-ab403d870c9b", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset = adata_subset.raw.to_adata()" ] }, { "cell_type": "code", "execution_count": 17, "id": "caab2695-f02f-4eb4-8a73-5d38d0dc9953", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4330, 33538)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_subset.shape" ] }, { "cell_type": "code", "execution_count": 18, "id": "1caf26f6-d7d1-44e9-9c29-ce6017808b49", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset.raw = adata_subset" ] }, { "cell_type": "code", "execution_count": 19, "id": "982cbf10-4642-4975-a64f-acbc45786894", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.pp.normalize_total(adata_subset, target_sum=1e4)" ] }, { "cell_type": "code", "execution_count": 20, "id": "a58df468-2c79-4130-a312-a609818a0fca", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: adata.X seems to be already log-transformed.\n" ] } ], "source": [ "sc.pp.log1p(adata_subset)\n", "sc.pp.highly_variable_genes(adata_subset)\n", "adata_subset = adata_subset[:, adata_subset.var_names[adata_subset.var['highly_variable']]]" ] }, { "cell_type": "code", "execution_count": 21, "id": "21c0b089-e1f7-455d-9a22-f83fc6012b35", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/preprocessing/_simple.py:843: UserWarning: Received a view of an AnnData. Making a copy.\n", " view_to_actual(adata)\n" ] } ], "source": [ "sc.pp.scale(adata_subset)" ] }, { "cell_type": "code", "execution_count": 22, "id": "66ef0c55-4a33-41e2-bdf9-0df07e0449d9", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.tl.pca(adata_subset, svd_solver='arpack')" ] }, { "cell_type": "code", "execution_count": 23, "id": "23d33666-1351-4be1-9cc8-27bd306bd14b", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-02-29 19:26:59,046 - harmonypy - INFO - Computing initial centroids with sklearn.KMeans...\n", "2024-02-29 19:27:01,965 - harmonypy - INFO - sklearn.KMeans initialization complete.\n", "2024-02-29 19:27:02,004 - harmonypy - INFO - Iteration 1 of 30\n", "2024-02-29 19:27:03,550 - harmonypy - INFO - Iteration 2 of 30\n", "2024-02-29 19:27:05,159 - harmonypy - INFO - Iteration 3 of 30\n", "2024-02-29 19:27:06,349 - harmonypy - INFO - Iteration 4 of 30\n", "2024-02-29 19:27:07,443 - harmonypy - INFO - Iteration 5 of 30\n", "2024-02-29 19:27:08,075 - harmonypy - INFO - Iteration 6 of 30\n", "2024-02-29 19:27:08,490 - harmonypy - INFO - Iteration 7 of 30\n", "2024-02-29 19:27:08,887 - harmonypy - INFO - Converged after 7 iterations\n" ] } ], "source": [ "sce.pp.harmony_integrate(\n", " adata_subset, \n", " 'cohort.cohortGuid',\n", " max_iter_harmony = 30)" ] }, { "cell_type": "code", "execution_count": 24, "id": "699af738-90a1-4226-b62d-a06db232679c", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.pp.neighbors(\n", " adata_subset, \n", " n_neighbors = 50,\n", " use_rep = 'X_pca_harmony', \n", " n_pcs = 30)" ] }, { "cell_type": "code", "execution_count": 25, "id": "4e6f833b-9e8c-41ee-9a79-71fd1414abaf", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.tl.umap(adata_subset, min_dist = 0.05)" ] }, { "cell_type": "code", "execution_count": 26, "id": "6951ac70-1dc0-410b-a270-9d7fef296c39", "metadata": { "tags": [] }, "outputs": [], "source": [ "out_dir = 'output'\n", "if not os.path.isdir(out_dir):\n", " os.makedirs(out_dir)" ] }, { "cell_type": "code", "execution_count": 27, "id": "4da77eb6-0734-4a13-a5b4-77f5acdeb9a0", "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "subset_h5ad = 'output/ref_pbmc_{c}_subset_{d}.h5ad'.format(c = cell_class, d = date.today())\n", "adata_subset.write_h5ad(subset_h5ad)" ] }, { "cell_type": "markdown", "id": "c752e2ce-149a-4216-b0bc-ec61d1b11b5e", "metadata": {}, "source": [ "## Cluster with additional resolution\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "7371a4ec-314a-46dd-8eeb-df2a2279f3fb", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.21 s, sys: 22 ms, total: 4.23 s\n", "Wall time: 4.23 s\n" ] } ], "source": [ "%%time\n", "sc.tl.leiden(\n", " adata_subset, \n", " resolution = 1.5, \n", " key_added = 'leiden_resolution_1.5_{c}'.format(c = cell_class)\n", ")" ] }, { "cell_type": "code", "execution_count": 29, "id": "dcc077c5-f127-40d6-b6ae-779b3cda04dd", "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "clustered_h5ad = 'output/ref_pbmc_{c}_clustered_{d}.h5ad'.format(c = cell_class, d = date.today())\n", "adata_subset.write_h5ad(clustered_h5ad)" ] }, { "cell_type": "markdown", "id": "83589686-e888-4af0-b6ec-2b7be0605a3f", "metadata": {}, "source": [ "## Plot reference labels and clustering\n", "\n", "Now that we've clustered, it's helpful to plot reference labels and clusters on our UMAP projection to see how they fall relative to each other." ] }, { "cell_type": "code", "execution_count": 30, "id": "8c9cbf9d-181d-4af1-8617-18bfd01c833f", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(\n", " adata_subset, \n", " color = ['seurat.l2.5'], \n", " size = 2,\n", " show = False,\n", " ncols = 1 ,\n", " frameon = False\n", ")" ] }, { "cell_type": "code", "execution_count": 31, "id": "2a4bd40d-b3ec-4f5d-b727-d37823b0e526", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(\n", " adata_subset, \n", " color = ['celltypist.low'], \n", " size = 2,\n", " show = False,\n", " ncols = 1 ,\n", " frameon = False\n", ")" ] }, { "cell_type": "markdown", "id": "d3b5ee62-78d5-4bd6-8bb1-fdc9ad1368d4", "metadata": {}, "source": [ "CMV status is also helpful to view, as CMV can drive expansion of some cell types." ] }, { "cell_type": "code", "execution_count": 32, "id": "6ffb79a9-30d4-4439-bc3a-846ea125195b", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(\n", " adata_subset, \n", " color = ['subject.cmv'], \n", " size = 2,\n", " show = False,\n", " ncols = 1 ,\n", " frameon = False\n", ")" ] }, { "cell_type": "code", "execution_count": 33, "id": "18c4f87d-3e65-46de-b0b1-dfe72ef92819", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(\n", " adata_subset, \n", " color = 'leiden_resolution_1.5_{c}'.format(c = cell_class), \n", " size = 2,\n", " show = False,\n", " ncols = 1 ,\n", " frameon = False\n", ")" ] }, { "cell_type": "markdown", "id": "9a240c73-8c36-4abe-bd6e-b14e98526470", "metadata": {}, "source": [ "## Save UMAP coordinates and labels" ] }, { "cell_type": "code", "execution_count": 34, "id": "453f6295-f338-4fa6-a7d0-9367b407955b", "metadata": {}, "outputs": [], "source": [ "umap_mat = adata_subset.obsm['X_umap']" ] }, { "cell_type": "code", "execution_count": 35, "id": "5c3ea986-a993-49cf-9908-6ead3b58d8f0", "metadata": {}, "outputs": [], "source": [ "umap_df = pd.DataFrame(umap_mat, columns = ['umap_1', 'umap_2'])" ] }, { "cell_type": "code", "execution_count": 36, "id": "d812a1fb-2076-45a8-8438-c7dced685eab", "metadata": {}, "outputs": [], "source": [ "obs = adata_subset.obs\n", "obs['umap_1'] = umap_df['umap_1']\n", "obs['umap_2'] = umap_df['umap_2']" ] }, { "cell_type": "code", "execution_count": 37, "id": "4963701b-cba3-4baa-b6ad-6d867ffa482a", "metadata": {}, "outputs": [], "source": [ "out_csv = 'output/ref_pbmc_{c}_clustered_umap_meta_{d}.csv'.format(c = cell_class, d = date.today())" ] }, { "cell_type": "code", "execution_count": 38, "id": "6f2b245d-ce94-4c0b-a621-314947e3f8c7", "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n" ] } ], "source": [ "obs.to_csv(out_csv)" ] }, { "cell_type": "code", "execution_count": 39, "id": "f5c0f411-061b-49d5-b285-696947ecd932", "metadata": {}, "outputs": [], "source": [ "out_parquet = 'output/ref_pbmc_{c}_clustered_umap_meta_{d}.parquet'.format(c = cell_class, d = date.today())" ] }, { "cell_type": "code", "execution_count": 40, "id": "0a4cc3a1-393b-4e53-9db1-fdaec15cfff4", "metadata": {}, "outputs": [], "source": [ "obs = obs.to_parquet(out_parquet)" ] }, { "cell_type": "markdown", "id": "a912d4ee-d392-4b27-9538-3af821ca87cf", "metadata": {}, "source": [ "## Compute markers for Leiden clustering" ] }, { "cell_type": "code", "execution_count": 41, "id": "3185837d-023a-4705-8454-834e0ac2850c", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: adata.X seems to be already log-transformed.\n" ] } ], "source": [ "adata_subset = adata_subset.raw.to_adata()\n", "sc.pp.normalize_total(adata_subset, target_sum=1e4)\n", "sc.pp.log1p(adata_subset)\n", "\n", "sc.tl.rank_genes_groups(adata_subset, 'leiden_resolution_1.5_{c}'.format(c = cell_class), method = 'wilcoxon')\n", "df = sc.get.rank_genes_groups_df(adata_subset, group = None)" ] }, { "cell_type": "code", "execution_count": 42, "id": "7d6af007-8e34-4773-8706-12afc5cc997d", "metadata": { "tags": [] }, "outputs": [], "source": [ "res_csv = '{p}/ref_pbmc_{c}_res{n}_markers_{d}.csv'.format(p = out_dir, c = cell_class, n = 1.5, d = date.today())\n", "df.to_csv(res_csv)\n", "marker_files = res_csv" ] }, { "cell_type": "markdown", "id": "69f65516-7e5e-4f63-bfd4-f8c47d993453", "metadata": {}, "source": [ "## Upload assembled data to HISE\n", "\n", "Finally, we'll use `hisepy.upload.upload_files()` to send a copy of our output to HISE to use for downstream analysis steps." ] }, { "cell_type": "code", "execution_count": 43, "id": "b821bba8-647c-4c0d-9169-9c6f0a0746a3", "metadata": {}, "outputs": [], "source": [ "study_space_uuid = '64097865-486d-43b3-8f94-74994e0a72e0'\n", "title = 'Proliferating T subclustering {d}'.format(d = date.today())" ] }, { "cell_type": "code", "execution_count": 44, "id": "02a243a7-eb88-43bf-bd5d-6f47d5a812af", "metadata": {}, "outputs": [], "source": [ "in_files = [h5ad_uuid]" ] }, { "cell_type": "code", "execution_count": 45, "id": "d051b485-f6b4-498a-80c9-23c1a3d11e2c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['d6ebc576-34ea-4394-a569-e35e16f20253']" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "in_files" ] }, { "cell_type": "code", "execution_count": 46, "id": "0d2bb993-7610-4759-b94d-5ed7da01989f", "metadata": {}, "outputs": [], "source": [ "out_files = [clustered_h5ad, out_csv, out_parquet, marker_files]" ] }, { "cell_type": "code", "execution_count": 47, "id": "519045f5-ccb8-42d9-b56a-5bb4d3990149", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['output/ref_pbmc_t-proliferating_clustered_2024-02-29.h5ad',\n", " 'output/ref_pbmc_t-proliferating_clustered_umap_meta_2024-02-29.csv',\n", " 'output/ref_pbmc_t-proliferating_clustered_umap_meta_2024-02-29.parquet',\n", " 'output/ref_pbmc_t-proliferating_res1.5_markers_2024-02-29.csv']" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out_files" ] }, { "cell_type": "code", "execution_count": 48, "id": "d3c2c407-4325-4293-8163-e3b6aa1695ac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cannot determine the current notebook.\n", "1) /home/jupyter/scRNA-Reference-IH-A/03-Subclustering/11g-Python_T_cells_proliferating.ipynb\n", "2) /home/jupyter/scRNA-Reference-IH-A/03-Subclustering/11c-Python_T_cells_cd8-cm.ipynb\n", "3) /home/jupyter/scRNA-Reference-IH-A/03-Subclustering/11-Python_T_cells.ipynb\n", "Please select (1-3) \n" ] }, { "name": "stdin", "output_type": "stream", "text": [ " 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "you are trying to upload file_ids... ['output/ref_pbmc_t-proliferating_clustered_2024-02-29.h5ad', 'output/ref_pbmc_t-proliferating_clustered_umap_meta_2024-02-29.csv', 'output/ref_pbmc_t-proliferating_clustered_umap_meta_2024-02-29.parquet', 'output/ref_pbmc_t-proliferating_res1.5_markers_2024-02-29.csv']. Do you truly want to proceed?\n" ] }, { "name": "stdin", "output_type": "stream", "text": [ "(y/n) y\n" ] }, { "data": { "text/plain": [ "{'trace_id': 'c33fa138-ab21-4407-8296-2ed292fb6c65',\n", " 'files': ['output/ref_pbmc_t-proliferating_clustered_2024-02-29.h5ad',\n", " 'output/ref_pbmc_t-proliferating_clustered_umap_meta_2024-02-29.csv',\n", " 'output/ref_pbmc_t-proliferating_clustered_umap_meta_2024-02-29.parquet',\n", " 'output/ref_pbmc_t-proliferating_res1.5_markers_2024-02-29.csv']}" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hisepy.upload.upload_files(\n", " files = out_files,\n", " study_space_id = study_space_uuid,\n", " title = title,\n", " input_file_ids = in_files\n", ")" ] }, { "cell_type": "code", "execution_count": 49, "id": "01a93b15-c0c3-41ce-8e09-a1672072c243", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "Click to view session information\n", "
\n",
       "-----\n",
       "anndata             0.10.3\n",
       "hisepy              0.3.0\n",
       "matplotlib          3.8.0\n",
       "pandas              2.1.4\n",
       "scanpy              1.9.6\n",
       "session_info        1.0.0\n",
       "-----\n",
       "
\n", "
\n", "Click to view modules imported as dependencies\n", "
\n",
       "PIL                         10.0.1\n",
       "anyio                       NA\n",
       "arrow                       1.3.0\n",
       "asttokens                   NA\n",
       "attr                        23.2.0\n",
       "attrs                       23.2.0\n",
       "babel                       2.14.0\n",
       "beatrix_jupyterlab          NA\n",
       "brotli                      NA\n",
       "cachetools                  5.3.1\n",
       "certifi                     2023.11.17\n",
       "cffi                        1.16.0\n",
       "charset_normalizer          3.3.2\n",
       "cloudpickle                 2.2.1\n",
       "colorama                    0.4.6\n",
       "comm                        0.1.4\n",
       "cryptography                41.0.7\n",
       "cycler                      0.10.0\n",
       "cython_runtime              NA\n",
       "dateutil                    2.8.2\n",
       "db_dtypes                   1.1.1\n",
       "debugpy                     1.8.0\n",
       "decorator                   5.1.1\n",
       "defusedxml                  0.7.1\n",
       "deprecated                  1.2.14\n",
       "exceptiongroup              1.2.0\n",
       "executing                   2.0.1\n",
       "fastjsonschema              NA\n",
       "fqdn                        NA\n",
       "google                      NA\n",
       "greenlet                    2.0.2\n",
       "grpc                        1.58.0\n",
       "grpc_status                 NA\n",
       "h5py                        3.10.0\n",
       "harmonypy                   NA\n",
       "idna                        3.6\n",
       "igraph                      0.10.8\n",
       "importlib_metadata          NA\n",
       "ipykernel                   6.28.0\n",
       "ipython_genutils            0.2.0\n",
       "ipywidgets                  8.1.1\n",
       "isoduration                 NA\n",
       "jedi                        0.19.1\n",
       "jinja2                      3.1.2\n",
       "joblib                      1.3.2\n",
       "json5                       NA\n",
       "jsonpointer                 2.4\n",
       "jsonschema                  4.20.0\n",
       "jsonschema_specifications   NA\n",
       "jupyter_events              0.9.0\n",
       "jupyter_server              2.12.1\n",
       "jupyterlab_server           2.25.2\n",
       "jwt                         2.8.0\n",
       "kiwisolver                  1.4.5\n",
       "leidenalg                   0.10.1\n",
       "llvmlite                    0.41.0\n",
       "lz4                         4.3.2\n",
       "markupsafe                  2.1.3\n",
       "matplotlib_inline           0.1.6\n",
       "mpl_toolkits                NA\n",
       "mpmath                      1.3.0\n",
       "natsort                     8.4.0\n",
       "nbformat                    5.9.2\n",
       "numba                       0.58.0\n",
       "numpy                       1.24.0\n",
       "opentelemetry               NA\n",
       "overrides                   NA\n",
       "packaging                   23.2\n",
       "parso                       0.8.3\n",
       "patsy                       0.5.3\n",
       "pexpect                     4.8.0\n",
       "pickleshare                 0.7.5\n",
       "pkg_resources               NA\n",
       "platformdirs                4.1.0\n",
       "plotly                      5.18.0\n",
       "prettytable                 3.9.0\n",
       "prometheus_client           NA\n",
       "prompt_toolkit              3.0.42\n",
       "proto                       NA\n",
       "psutil                      NA\n",
       "ptyprocess                  0.7.0\n",
       "pure_eval                   0.2.2\n",
       "pyarrow                     13.0.0\n",
       "pycparser                   2.21\n",
       "pydev_ipython               NA\n",
       "pydevconsole                NA\n",
       "pydevd                      2.9.5\n",
       "pydevd_file_utils           NA\n",
       "pydevd_plugins              NA\n",
       "pydevd_tracing              NA\n",
       "pygments                    2.17.2\n",
       "pynndescent                 0.5.11\n",
       "pynvml                      NA\n",
       "pyparsing                   3.1.1\n",
       "pyreadr                     0.5.0\n",
       "pythonjsonlogger            NA\n",
       "pytz                        2023.3.post1\n",
       "referencing                 NA\n",
       "requests                    2.31.0\n",
       "rfc3339_validator           0.1.4\n",
       "rfc3986_validator           0.1.1\n",
       "rpds                        NA\n",
       "scipy                       1.11.4\n",
       "send2trash                  NA\n",
       "shapely                     1.8.5.post1\n",
       "six                         1.16.0\n",
       "sklearn                     1.3.2\n",
       "sniffio                     1.3.0\n",
       "socks                       1.7.1\n",
       "sparse                      0.14.0\n",
       "sql                         NA\n",
       "sqlalchemy                  2.0.21\n",
       "sqlparse                    0.4.4\n",
       "stack_data                  0.6.2\n",
       "statsmodels                 0.14.0\n",
       "sympy                       1.12\n",
       "termcolor                   NA\n",
       "texttable                   1.7.0\n",
       "threadpoolctl               3.2.0\n",
       "torch                       2.1.2+cu121\n",
       "torchgen                    NA\n",
       "tornado                     6.3.3\n",
       "tqdm                        4.66.1\n",
       "traitlets                   5.9.0\n",
       "typing_extensions           NA\n",
       "umap                        0.5.5\n",
       "uri_template                NA\n",
       "urllib3                     1.26.18\n",
       "wcwidth                     0.2.12\n",
       "webcolors                   1.13\n",
       "websocket                   1.7.0\n",
       "wrapt                       1.15.0\n",
       "xarray                      2023.12.0\n",
       "yaml                        6.0.1\n",
       "zipp                        NA\n",
       "zmq                         25.1.2\n",
       "zoneinfo                    NA\n",
       "zstandard                   0.22.0\n",
       "
\n", "
\n", "
\n",
       "-----\n",
       "IPython             8.19.0\n",
       "jupyter_client      8.6.0\n",
       "jupyter_core        5.6.1\n",
       "jupyterlab          4.0.10\n",
       "notebook            6.5.4\n",
       "-----\n",
       "Python 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\n",
       "Linux-5.15.0-1052-gcp-x86_64-with-glibc2.31\n",
       "-----\n",
       "Session information updated at 2024-02-29 19:28\n",
       "
\n", "
" ], "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import session_info\n", "session_info.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "806e2a3f-fc44-4108-9dc2-3241f5a51602", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:root] *", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }