{ "cells": [ { "cell_type": "markdown", "id": "c3d9578e-7526-4a58-b399-3402ce525e47", "metadata": {}, "source": [ "# B cell clustering and markers\n", "\n", "In this notebook, we use marker gene detection to select clusters that contain B cells, then subset our dataset and perform a round of iterative clustering at multiple resolutions. At each resolution we identify marker genes, then generate plots that we can use to assess cell type identity.\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.\n", "\n", "`run_leiden()` and `run_leiden_parallel()` enable parallel computation of multiple resolutions of leiden clustering." ] }, { "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\n", "\n", "def run_leiden(adata, resolution, key_added):\n", " # Make a copy of adata for thread safety\n", " adata_copy = copy.deepcopy(adata)\n", " adata_clustering = sc.tl.leiden(\n", " adata_copy, \n", " resolution = resolution, \n", " key_added = key_added, \n", " copy = True)\n", " return adata_clustering.obs\n", "\n", "def run_leiden_parallel(adata, tasks):\n", " with ProcessPoolExecutor(max_workers = 5) as executor:\n", " # Make deep copies of adata for each task to ensure thread safety\n", " futures = [executor.submit(run_leiden, copy.deepcopy(adata), resolution, key_added) for resolution, key_added in tasks]\n", " \n", " results = [future.result() for future in futures]\n", "\n", " # Assign the results back to the original AnnData object\n", " for result, (_, key_added) in zip(results, tasks):\n", " adata.obs[key_added] = result[key_added]\n", "\n", " return adata" ] }, { "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 = 'b-cells'" ] }, { "cell_type": "code", "execution_count": 4, "id": "fd31898d-1632-46b7-be93-96cc1013bfa3", "metadata": {}, "outputs": [], "source": [ "h5ad_uuid = '9db48bed-cd91-49ae-abd2-447ae478ca96'\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": [ { "name": "stdout", "output_type": "stream", "text": [ "downloading fileID: 9db48bed-cd91-49ae-abd2-447ae478ca96\n", "Files have been successfully downloaded!\n" ] } ], "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 = 1952128 × 1236\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'\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 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 PBMC cell types:" ] }, { "cell_type": "code", "execution_count": 9, "id": "52a64e22-c3f8-4c24-9cc4-6986b6eb1215", "metadata": {}, "outputs": [], "source": [ "markers = [\n", " 'MS4A1', # B cells\n", " 'TNFRSF13B', # Plasma cells\n", " 'CD3D', # T cells\n", " 'NCAM1', # NK cells\n", " 'FCN1', # Myeloid cells\n", " 'HBB', # Erythrocytes\n", " 'PPBP', # Platelets\n", " 'MKI67', # Proliferating cells\n", " 'IL3RA' # pDCs\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',\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', 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": [ "ms4a1_pos_cl = select_clusters_by_gene_frac(\n", " adata, gene = 'MS4A1', cutoff = 0.5, clusters = 'leiden'\n", ")\n", "sc.pl.umap(adata, color = 'leiden', groups = ms4a1_pos_cl)" ] }, { "cell_type": "code", "execution_count": 13, "id": "b8749342-86fa-41bb-a7a6-548697e2fecd", "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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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tnfrsf13b_pos_cl = select_clusters_by_gene_frac(\n", " adata, gene = 'TNFRSF13B', cutoff = 0.8, clusters = 'leiden'\n", ")\n", "sc.pl.umap(adata, color = 'leiden', groups = tnfrsf13b_pos_cl)" ] }, { "cell_type": "markdown", "id": "95cef90e-0868-4f15-8ba4-459540e9a20c", "metadata": {}, "source": [ "## Select clusters and subset data\n", "\n", "Here, we join the clusters we want." ] }, { "cell_type": "code", "execution_count": 14, "id": "b332cc49-eefc-4758-937a-7c7f00e4d400", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['10', '27', '28', '7']" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keep_cl = ms4a1_pos_cl + tnfrsf13b_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": 15, "id": "1f90d9cf-52d6-4bd8-9705-dcf0c12c3445", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset = adata[adata.obs['leiden'].isin(keep_cl)]" ] }, { "cell_type": "code", "execution_count": 16, "id": "e6112150-52d0-4308-bc18-d6a016bff765", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(177994, 1236)" ] }, "execution_count": 16, "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": 17, "id": "92039b6a-8857-4cd0-b1bd-ab403d870c9b", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset = adata_subset.raw.to_adata()" ] }, { "cell_type": "code", "execution_count": 18, "id": "caab2695-f02f-4eb4-8a73-5d38d0dc9953", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(177994, 33538)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_subset.shape" ] }, { "cell_type": "code", "execution_count": 19, "id": "1caf26f6-d7d1-44e9-9c29-ce6017808b49", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset.raw = adata_subset" ] }, { "cell_type": "code", "execution_count": 20, "id": "982cbf10-4642-4975-a64f-acbc45786894", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.pp.normalize_total(adata_subset, target_sum=1e4)" ] }, { "cell_type": "code", "execution_count": 21, "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": 22, "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": 23, "id": "66ef0c55-4a33-41e2-bdf9-0df07e0449d9", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.tl.pca(adata_subset, svd_solver='arpack')" ] }, { "cell_type": "code", "execution_count": 24, "id": "23d33666-1351-4be1-9cc8-27bd306bd14b", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-02-28 18:37:11,183 - harmonypy - INFO - Computing initial centroids with sklearn.KMeans...\n", "2024-02-28 18:38:07,778 - harmonypy - INFO - sklearn.KMeans initialization complete.\n", "2024-02-28 18:38:08,663 - harmonypy - INFO - Iteration 1 of 30\n", "2024-02-28 18:39:48,684 - harmonypy - INFO - Iteration 2 of 30\n", "2024-02-28 18:41:28,474 - harmonypy - INFO - Iteration 3 of 30\n", "2024-02-28 18:42:19,707 - harmonypy - INFO - Converged after 3 iterations\n" ] } ], "source": [ "sce.pp.harmony_integrate(\n", " adata_subset, \n", " 'cohort.cohortGuid',\n", " max_iter_harmony = 30)" ] }, { "cell_type": "code", "execution_count": 25, "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": 26, "id": "4e6f833b-9e8c-41ee-9a79-71fd1414abaf", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.tl.umap(adata_subset, min_dist = 0.05)" ] }, { "cell_type": "code", "execution_count": 27, "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": 28, "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 at multiple resolutions\n", "\n", "Here, we use our helper functions to perform clustering at multiple resolutions. This can be helpful for finding a set of clusters that correspond well to marker expression and distinguish functional cell type differences." ] }, { "cell_type": "code", "execution_count": 29, "id": "7371a4ec-314a-46dd-8eeb-df2a2279f3fb", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 8.14 s, sys: 18.7 s, total: 26.9 s\n", "Wall time: 44min 9s\n" ] } ], "source": [ "%%time\n", "tasks = [\n", " (1, \"leiden_resolution_1\"),\n", " (1.5, \"leiden_resolution_1.5\"),\n", " (2, \"leiden_resolution_2\")\n", "]\n", "adata_subset = run_leiden_parallel(adata_subset, tasks)" ] }, { "cell_type": "code", "execution_count": 30, "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": 31, "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": 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 = ['seurat.l2.5'], \n", " size = 2,\n", " show = False,\n", " ncols = 1 ,\n", " frameon = False\n", ")" ] }, { "cell_type": "code", "execution_count": 32, "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": 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 = ['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": 33, "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": 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 = ['subject.cmv'], \n", " size = 2,\n", " show = False,\n", " ncols = 1 ,\n", " frameon = False\n", ")" ] }, { "cell_type": "code", "execution_count": 34, "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", "/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", "/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": [ "[,\n", " ,\n", " ]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "leiden_cols = [t[1] for t in tasks]\n", "sc.pl.umap(\n", " adata_subset, \n", " color = leiden_cols, \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": 35, "id": "453f6295-f338-4fa6-a7d0-9367b407955b", "metadata": {}, "outputs": [], "source": [ "umap_mat = adata_subset.obsm['X_umap']" ] }, { "cell_type": "code", "execution_count": 36, "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": 37, "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": 38, "id": "4963701b-cba3-4baa-b6ad-6d867ffa482a", "metadata": {}, "outputs": [], "source": [ "out_csv = 'output/ref_{c}_clustered_umap_meta_{d}.csv'.format(c = cell_class, d = date.today())" ] }, { "cell_type": "code", "execution_count": 39, "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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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", "/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": 40, "id": "f5c0f411-061b-49d5-b285-696947ecd932", "metadata": {}, "outputs": [], "source": [ "out_parquet = 'output/ref_{c}_clustered_umap_meta_{d}.parquet'.format(c = cell_class, d = date.today())" ] }, { "cell_type": "code", "execution_count": 41, "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 each resolution of Leiden clustering" ] }, { "cell_type": "code", "execution_count": 42, "id": "c24b071d-d7d3-4267-a312-9b27e8458fa7", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: adata.X seems to be already log-transformed.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\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", "marker_files = {}\n", "for res_num,res_name in tasks:\n", " res_csv = '{p}/ref_{c}_res{n}_markers_{d}.csv'.format(p = out_dir, c = cell_class, n = res_num, d = date.today())\n", " sc.tl.rank_genes_groups(adata_subset, res_name, method = 'wilcoxon')\n", " df = sc.get.rank_genes_groups_df(adata_subset, group = None)\n", " df.to_csv(res_csv)\n", " marker_files[res_num] = 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 = 'B cell subclustering {d}'.format(d = date.today())" ] }, { "cell_type": "code", "execution_count": 44, "id": "a09de681-2508-48cd-b53c-b621d4aa9f52", "metadata": {}, "outputs": [], "source": [ "in_files = [h5ad_uuid]" ] }, { "cell_type": "code", "execution_count": 45, "id": "96459951-2f2c-444a-b6ec-ed52939facfd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['9db48bed-cd91-49ae-abd2-447ae478ca96']" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "in_files" ] }, { "cell_type": "code", "execution_count": 46, "id": "dc1b6c3a-dcef-4cc1-8c89-26db9ddf26d9", "metadata": {}, "outputs": [], "source": [ "marker_list = [f for f in marker_files.values()]" ] }, { "cell_type": "code", "execution_count": 47, "id": "633c339f-a3c8-4339-833b-417d818dc58e", "metadata": {}, "outputs": [], "source": [ "out_files = [clustered_h5ad, out_csv, out_parquet] + marker_list" ] }, { "cell_type": "code", "execution_count": 48, "id": "daa7862f-d973-4fc7-8ba7-0a2863383dcd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['output/ref_pbmc_b-cells_clustered_2024-02-28.h5ad',\n", " 'output/ref_b-cells_clustered_umap_meta_2024-02-28.csv',\n", " 'output/ref_b-cells_clustered_umap_meta_2024-02-28.parquet',\n", " 'output/ref_b-cells_res1_markers_2024-02-28.csv',\n", " 'output/ref_b-cells_res1.5_markers_2024-02-28.csv',\n", " 'output/ref_b-cells_res2_markers_2024-02-28.csv']" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out_files" ] }, { "cell_type": "code", "execution_count": 49, "id": "96e4bbac-1071-4337-a71a-449ecf32ebc7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "you are trying to upload file_ids... ['output/ref_pbmc_b-cells_clustered_2024-02-28.h5ad', 'output/ref_b-cells_clustered_umap_meta_2024-02-28.csv', 'output/ref_b-cells_clustered_umap_meta_2024-02-28.parquet', 'output/ref_b-cells_res1_markers_2024-02-28.csv', 'output/ref_b-cells_res1.5_markers_2024-02-28.csv', 'output/ref_b-cells_res2_markers_2024-02-28.csv']. Do you truly want to proceed?\n" ] }, { "name": "stdin", "output_type": "stream", "text": [ "(y/n) y\n" ] }, { "data": { "text/plain": [ "{'trace_id': '9f0f945b-4f33-475c-a806-433168bee9a8',\n", " 'files': ['output/ref_pbmc_b-cells_clustered_2024-02-28.h5ad',\n", " 'output/ref_b-cells_clustered_umap_meta_2024-02-28.csv',\n", " 'output/ref_b-cells_clustered_umap_meta_2024-02-28.parquet',\n", " 'output/ref_b-cells_res1_markers_2024-02-28.csv',\n", " 'output/ref_b-cells_res1.5_markers_2024-02-28.csv',\n", " 'output/ref_b-cells_res2_markers_2024-02-28.csv']}" ] }, "execution_count": 49, "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": 50, "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",
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       "beatrix_jupyterlab          NA\n",
       "brotli                      NA\n",
       "cachetools                  5.3.1\n",
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       "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",
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       "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 2024-02-28 20:17\n",
       "
\n", "
" ], "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import session_info\n", "session_info.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "eae1c220-2f07-4442-9432-6a8f517a0e48", "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 }