{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Interoperability with `scirpy`\n", "\n", "It is now possible to convert the file formats between `dandelion>=0.1.1` and `scirpy>=0.6.2` [[Sturm2020]](https://academic.oup.com/bioinformatics/article/36/18/4817/5866543) to enhance the collaboration between the analysis toolkits.\n", "\n", "We will download the *airr_rearrangement.tsv* file from here:\n", "```bash\n", "# bash\n", "wget https://cf.10xgenomics.com/samples/cell-vdj/4.0.0/sc5p_v2_hs_PBMC_10k/sc5p_v2_hs_PBMC_10k_b_airr_rearrangement.tsv\n", "```\n", "\n", "Gene expression data can also be obtained here\n", "\n", "```bash\n", "# bash \n", "wget https://cf.10xgenomics.com/samples/cell-vdj/4.0.0/sc5p_v2_hs_PBMC_10k/sc5p_v2_hs_PBMC_10k_filtered_feature_bc_matrix.h5\n", "```\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import dandelion module" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dandelion==0.5.5.dev16 pandas==2.2.3 numpy==2.1.3 matplotlib==3.10.1 networkx==3.4.2 scipy==1.15.2\n" ] } ], "source": [ "# import sys\n", "# sys.path.append(\"C://Users//Amos Choo//Desktop//dandelion\")\n", "import os\n", "\n", "import dandelion as ddl\n", "\n", "\n", "# change directory to somewhere more workable\n", "\n", "os.chdir(os.path.expanduser(\"~/Downloads/dandelion_tutorial/\"))\n", "\n", "ddl.logging.print_versions()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.22.1.dev1+gb32fd24'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import scirpy as ir\n", "import scanpy as sc\n", "\n", "\n", "ir.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `dandelion`" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/anndata/_core/anndata.py:1758: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/anndata/_core/anndata.py:1758: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n" ] }, { "data": { "text/plain": [ "Dandelion class object with n_obs = 5351 and n_contigs = 10860\n", " data: 'cell_id', 'sequence_id', 'sequence', 'sequence_aa', 'productive', 'rev_comp', 'v_call', 'v_cigar', 'd_call', 'd_cigar', 'j_call', 'j_cigar', 'c_call', 'c_cigar', 'sequence_alignment', 'germline_alignment', 'junction', 'junction_aa', 'junction_length', 'junction_aa_length', 'v_sequence_start', 'v_sequence_end', 'd_sequence_start', 'd_sequence_end', 'j_sequence_start', 'j_sequence_end', 'c_sequence_start', 'c_sequence_end', 'consensus_count', 'umi_count', 'is_cell', 'locus', 'rearrangement_status'\n", " metadata: 'locus_VDJ', 'locus_VJ', 'productive_VDJ', 'productive_VJ', 'v_call_VDJ', 'd_call_VDJ', 'j_call_VDJ', 'v_call_VJ', 'j_call_VJ', 'c_call_VDJ', 'c_call_VJ', 'junction_VDJ', 'junction_VJ', 'junction_aa_VDJ', 'junction_aa_VJ', 'v_call_abT_VDJ', 'd_call_abT_VDJ', 'j_call_abT_VDJ', 'v_call_abT_VJ', 'j_call_abT_VJ', 'c_call_abT_VDJ', 'c_call_abT_VJ', 'productive_abT_VDJ', 'productive_abT_VJ', 'umi_count_abT_VDJ', 'umi_count_abT_VJ', 'v_call_VDJ_main', 'v_call_VJ_main', 'd_call_VDJ_main', 'j_call_VDJ_main', 'j_call_VJ_main', 'c_call_VDJ_main', 'c_call_VJ_main', 'v_call_abT_VDJ_main', 'd_call_abT_VDJ_main', 'j_call_abT_VDJ_main', 'v_call_abT_VJ_main', 'j_call_abT_VJ_main', 'isotype', 'isotype_status', 'locus_status', 'chain_status', 'rearrangement_status_VDJ', 'rearrangement_status_VJ'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read in the airr_rearrangement.tsv file\n", "file_location = (\n", " \"sc5p_v2_hs_PBMC_10k/sc5p_v2_hs_PBMC_10k_t_airr_rearrangement.tsv\"\n", ")\n", "\n", "# read in gene expression data\n", "adata = sc.read_10x_h5(\n", " \"sc5p_v2_hs_PBMC_10k/sc5p_v2_hs_PBMC_10k_filtered_feature_bc_matrix.h5\"\n", ")\n", "adata.var_names_make_unique()\n", "\n", "vdj = ddl.read_10x_airr(file_location)\n", "vdj" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The test file contains a blank `clone_id` column so we run `find_clones` to populate it first." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Finding clones based on abT cell VDJ chains : 100%|██████████| 512/512 [00:00<00:00, 1157.38it/s]\n", "Finding clones based on abT cell VJ chains : 100%|██████████| 1574/1574 [00:00<00:00, 10558.22it/s]\n", "Refining clone assignment based on VJ chain pairing : 100%|██████████| 5351/5351 [00:00<00:00, 230665.17it/s]\n" ] } ], "source": [ "ddl.tl.find_clones(vdj)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `ddl.to_scirpy` : Converting `dandelion` to `scirpy`" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/anndata/utils.py:349: ExperimentalFeatureWarning: Support for Awkward Arrays is currently experimental. Behavior may change in the future. Please report any issues you may encounter!\n", "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/mudata/_core/mudata.py:1531: FutureWarning: From 0.4 .update() will not pull obs/var columns from individual modalities by default anymore. Set mudata.set_options(pull_on_update=False) to adopt the new behaviour, which will become the default. Use new pull_obs/pull_var and push_obs/push_var methods for more flexibility.\n", "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/mudata/_core/mudata.py:1429: FutureWarning: From 0.4 .update() will not pull obs/var columns from individual modalities by default anymore. Set mudata.set_options(pull_on_update=False) to adopt the new behaviour, which will become the default. Use new pull_obs/pull_var and push_obs/push_var methods for more flexibility.\n" ] }, { "data": { "text/html": [ "
MuData object with n_obs × n_vars = 5351 × 0\n",
       "  1 modality\n",
       "    airr:\t5351 x 0\n",
       "      obsm:\t'airr'
" ], "text/plain": [ "MuData object with n_obs × n_vars = 5351 × 0\n", " 1 modality\n", " airr:\t5351 x 0\n", " obsm:\t'airr'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "irdata = ddl.to_scirpy(vdj)\n", "irdata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Conversion to `AnndData` in scirpy format is also available" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 5351 × 0\n", " obsm: 'airr'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mudata = ddl.to_scirpy(vdj, to_mudata=False)\n", "mudata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you have gene expression data, the parameter `gex_adata` supports the gene expression data in `AnnData` format.\n", "\n", "Please note that this will slice to the same cell_id that are present in the same in the AIRR data." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 5333 × 36601\n", " var: 'gene_ids', 'feature_types', 'genome', 'pattern', 'read', 'sequence'\n", " obsm: 'airr'" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "irdata = ddl.to_scirpy(vdj, to_mudata=False, gex_adata=adata)\n", "irdata" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/mudata/_core/mudata.py:1531: FutureWarning: From 0.4 .update() will not pull obs/var columns from individual modalities by default anymore. Set mudata.set_options(pull_on_update=False) to adopt the new behaviour, which will become the default. Use new pull_obs/pull_var and push_obs/push_var methods for more flexibility.\n", "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/mudata/_core/mudata.py:1429: FutureWarning: From 0.4 .update() will not pull obs/var columns from individual modalities by default anymore. Set mudata.set_options(pull_on_update=False) to adopt the new behaviour, which will become the default. Use new pull_obs/pull_var and push_obs/push_var methods for more flexibility.\n" ] }, { "data": { "text/html": [ "
MuData object with n_obs × n_vars = 10571 × 36601\n",
       "  2 modalities\n",
       "    gex:\t10553 x 36601\n",
       "      var:\t'gene_ids', 'feature_types', 'genome', 'pattern', 'read', 'sequence'\n",
       "    airr:\t5351 x 0\n",
       "      obsm:\t'airr'
" ], "text/plain": [ "MuData object with n_obs × n_vars = 10571 × 36601\n", " 2 modalities\n", " gex:\t10553 x 36601\n", " var:\t'gene_ids', 'feature_types', 'genome', 'pattern', 'read', 'sequence'\n", " airr:\t5351 x 0\n", " obsm:\t'airr'" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mudata = ddl.to_scirpy(vdj, to_mudata=True, gex_adata=adata)\n", "mudata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use scirpy's get functions to retrieve the relevant airr info (https://scirpy.scverse.org/en/latest/generated/scirpy.get.airr.html)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: No chain indices found under adata.obsm['chain_indices']. Running scirpy.pp.index_chains with default parameters. \n" ] }, { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "object", "type": "string" }, { "name": "VJ_1_clone_id", "rawType": "object", "type": "unknown" }, { "name": "VDJ_1_clone_id", "rawType": "object", "type": "unknown" }, { "name": "VJ_2_clone_id", "rawType": "object", "type": "unknown" }, { "name": "VDJ_2_clone_id", "rawType": "object", "type": "unknown" } ], "conversionMethod": "pd.DataFrame", "ref": "3a8d6b19-6a57-437a-9a3a-5a1f04eb2bdb", "rows": [ [ "AAACCTGAGCGATAGC-1", "abT_VDJ_119_5_2_VJ_306_2_3", "abT_VDJ_119_5_2_VJ_306_2_3", null, null ], [ "AAACCTGAGTCACGCC-1", "abT_VDJ_225_5_1_VJ_1416_1_1", "abT_VDJ_225_5_1_VJ_1416_1_1", null, null ], [ "AAACCTGCACGTCAGC-1", "abT_VDJ_225_2_1_VJ_211_2_8", "abT_VDJ_225_2_1_VJ_211_2_8", null, null ], [ "AAACCTGGTCAATACC-1", "abT_VDJ_282_4_3_VJ_1376_2_1", "abT_VDJ_282_4_3_VJ_1376_2_1", null, null ], [ 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VJ_1_clone_idVDJ_1_clone_idVJ_2_clone_idVDJ_2_clone_id
AAACCTGAGCGATAGC-1abT_VDJ_119_5_2_VJ_306_2_3abT_VDJ_119_5_2_VJ_306_2_3NoneNone
AAACCTGAGTCACGCC-1abT_VDJ_225_5_1_VJ_1416_1_1abT_VDJ_225_5_1_VJ_1416_1_1NoneNone
AAACCTGCACGTCAGC-1abT_VDJ_225_2_1_VJ_211_2_8abT_VDJ_225_2_1_VJ_211_2_8NoneNone
AAACCTGGTCAATACC-1abT_VDJ_282_4_3_VJ_1376_2_1abT_VDJ_282_4_3_VJ_1376_2_1NoneNone
AAACCTGGTTCGGCAC-1abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ...abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ...abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ...None
...............
TTTGTCATCGCCGTGA-1abT_VDJ_382_1_1_VJ_723_1_1abT_VDJ_382_1_1_VJ_723_1_1NoneNone
TTTGTCATCGTCTGAA-1abT_VDJ_338_3_1_VJ_592_2_1abT_VDJ_338_3_1_VJ_592_2_1NoneNone
TTTGTCATCTACCAGA-1abT_VDJ_502_3_1_VJ_621_3_1abT_VDJ_502_3_1_VJ_621_3_1NoneNone
TTTGTCATCTCTGAGA-1abT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_...abT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_...NoneabT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_...
TTTGTCATCTTCGAGA-1abT_VDJ_359_1_5_VJ_1561_4_1abT_VDJ_359_1_5_VJ_1561_4_1NoneNone
\n", "

5333 rows × 4 columns

\n", "
" ], "text/plain": [ " VJ_1_clone_id \\\n", "AAACCTGAGCGATAGC-1 abT_VDJ_119_5_2_VJ_306_2_3 \n", "AAACCTGAGTCACGCC-1 abT_VDJ_225_5_1_VJ_1416_1_1 \n", "AAACCTGCACGTCAGC-1 abT_VDJ_225_2_1_VJ_211_2_8 \n", "AAACCTGGTCAATACC-1 abT_VDJ_282_4_3_VJ_1376_2_1 \n", "AAACCTGGTTCGGCAC-1 abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ... \n", "... ... \n", "TTTGTCATCGCCGTGA-1 abT_VDJ_382_1_1_VJ_723_1_1 \n", "TTTGTCATCGTCTGAA-1 abT_VDJ_338_3_1_VJ_592_2_1 \n", "TTTGTCATCTACCAGA-1 abT_VDJ_502_3_1_VJ_621_3_1 \n", "TTTGTCATCTCTGAGA-1 abT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_... \n", "TTTGTCATCTTCGAGA-1 abT_VDJ_359_1_5_VJ_1561_4_1 \n", "\n", " VDJ_1_clone_id \\\n", "AAACCTGAGCGATAGC-1 abT_VDJ_119_5_2_VJ_306_2_3 \n", "AAACCTGAGTCACGCC-1 abT_VDJ_225_5_1_VJ_1416_1_1 \n", "AAACCTGCACGTCAGC-1 abT_VDJ_225_2_1_VJ_211_2_8 \n", "AAACCTGGTCAATACC-1 abT_VDJ_282_4_3_VJ_1376_2_1 \n", "AAACCTGGTTCGGCAC-1 abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ... \n", "... ... \n", "TTTGTCATCGCCGTGA-1 abT_VDJ_382_1_1_VJ_723_1_1 \n", "TTTGTCATCGTCTGAA-1 abT_VDJ_338_3_1_VJ_592_2_1 \n", "TTTGTCATCTACCAGA-1 abT_VDJ_502_3_1_VJ_621_3_1 \n", "TTTGTCATCTCTGAGA-1 abT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_... \n", "TTTGTCATCTTCGAGA-1 abT_VDJ_359_1_5_VJ_1561_4_1 \n", "\n", " VJ_2_clone_id \\\n", "AAACCTGAGCGATAGC-1 None \n", "AAACCTGAGTCACGCC-1 None \n", "AAACCTGCACGTCAGC-1 None \n", "AAACCTGGTCAATACC-1 None \n", "AAACCTGGTTCGGCAC-1 abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ... \n", "... ... \n", "TTTGTCATCGCCGTGA-1 None \n", "TTTGTCATCGTCTGAA-1 None \n", "TTTGTCATCTACCAGA-1 None \n", "TTTGTCATCTCTGAGA-1 None \n", "TTTGTCATCTTCGAGA-1 None \n", "\n", " VDJ_2_clone_id \n", "AAACCTGAGCGATAGC-1 None \n", "AAACCTGAGTCACGCC-1 None \n", "AAACCTGCACGTCAGC-1 None \n", "AAACCTGGTCAATACC-1 None \n", "AAACCTGGTTCGGCAC-1 None \n", "... ... \n", "TTTGTCATCGCCGTGA-1 None \n", "TTTGTCATCGTCTGAA-1 None \n", "TTTGTCATCTACCAGA-1 None \n", "TTTGTCATCTCTGAGA-1 abT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_... \n", "TTTGTCATCTTCGAGA-1 None \n", "\n", "[5333 rows x 4 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ir.get.airr(irdata, \"clone_id\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: No chain indices found under adata.obsm['chain_indices']. Running scirpy.pp.index_chains with default parameters. \n" ] }, { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "cell_id", "rawType": "object", "type": "string" }, { "name": "VJ_1_clone_id", "rawType": "object", "type": "unknown" }, { "name": "VDJ_1_clone_id", "rawType": "object", "type": "unknown" }, { "name": "VJ_2_clone_id", "rawType": "object", "type": "unknown" }, { "name": "VDJ_2_clone_id", "rawType": "object", "type": "unknown" } ], "conversionMethod": "pd.DataFrame", "ref": "31b7d4a3-23bc-4816-9845-74a40ef7b1d3", "rows": [ [ "AAACCTGAGCGATAGC-1", "abT_VDJ_119_5_2_VJ_306_2_3", "abT_VDJ_119_5_2_VJ_306_2_3", null, null ], [ "AAACCTGAGTCACGCC-1", "abT_VDJ_225_5_1_VJ_1416_1_1", "abT_VDJ_225_5_1_VJ_1416_1_1", null, null ], [ "AAACCTGCACGTCAGC-1", "abT_VDJ_225_2_1_VJ_211_2_8", "abT_VDJ_225_2_1_VJ_211_2_8", null, null ], [ "AAACCTGGTCAATACC-1", "abT_VDJ_282_4_3_VJ_1376_2_1", "abT_VDJ_282_4_3_VJ_1376_2_1", null, null ], [ "AAACCTGGTTCGGCAC-1", "abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ_1113_2_1", "abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ_1113_2_1", "abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ_1113_2_1", null ], [ "AAACCTGGTTGAACTC-1", "abT_VDJ_511_2_1_VJ_863_1_1", "abT_VDJ_511_2_1_VJ_863_1_1", null, null ], [ "AAACCTGTCACGACTA-1", "abT_VDJ_25_2_2_VJ_919_1_1", "abT_VDJ_25_2_2_VJ_919_1_1", null, null ], [ "AAACCTGTCCGAGCCA-1", null, "abT_VDJ_445_3_4", null, null ], [ "AAACCTGTCGTCTGAA-1", "abT_VDJ_148_4_1_VJ_1329_1_1", "abT_VDJ_148_4_1_VJ_1329_1_1", null, null ], [ "AAACCTGTCTTACCGC-1", "abT_VJ_1092_4_2", null, null, null ], [ "AAACCTGTCTTGACGA-1", "abT_VDJ_500_1_2_VJ_856_2_1", "abT_VDJ_500_1_2_VJ_856_2_1", null, null ], [ "AAACGGGAGACCCACC-1", "abT_VDJ_28_4_5_VJ_1198_4_2", "abT_VDJ_28_4_5_VJ_1198_4_2", null, null ], [ "AAACGGGAGGATGTAT-1", "abT_VDJ_80_6_5_VJ_1337_2_1", "abT_VDJ_80_6_5_VJ_1337_2_1", null, null ], [ "AAACGGGAGTGTTTGC-1", "abT_VDJ_400_7_2_VJ_1411_1_1", "abT_VDJ_400_7_2_VJ_1411_1_1", null, null ], [ "AAACGGGGTAAACGCG-1", "abT_VDJ_188_2_3_VJ_381_1_1", "abT_VDJ_188_2_3_VJ_381_1_1", null, null ], [ "AAACGGGGTAGCCTCG-1", "abT_VJ_1180_4_5", null, null, null ], [ "AAACGGGTCACGATGT-1", "abT_VDJ_509_8_1_VJ_1086_2_2", "abT_VDJ_509_8_1_VJ_1086_2_2", null, null ], [ "AAACGGGTCAGGTAAA-1", "abT_VDJ_393_8_1_VJ_553_1_1", "abT_VDJ_393_8_1_VJ_553_1_1", null, null ], [ "AAACGGGTCCGCGCAA-1", "abT_VDJ_327_4_4_VJ_1263_1_1", "abT_VDJ_327_4_4_VJ_1263_1_1", null, null ], [ "AAACGGGTCGGATGTT-1", "abT_VDJ_429_1_1_VJ_1115_2_1", "abT_VDJ_429_1_1_VJ_1115_2_1", null, null ], [ "AAACGGGTCTAACGGT-1", "abT_VDJ_62_2_1_VJ_1573_1_1", "abT_VDJ_62_2_1_VJ_1573_1_1", null, null ], [ "AAAGATGAGCAGACTG-1", "abT_VDJ_359_1_7_VJ_1105_1_1", "abT_VDJ_359_1_7_VJ_1105_1_1", null, null ], [ "AAAGATGAGGTGCAAC-1", "abT_VDJ_212_4_3_VJ_717_5_1", "abT_VDJ_212_4_3_VJ_717_5_1", null, null ], [ "AAAGATGAGTGGGATC-1", "abT_VDJ_194_6_1_VJ_1279_4_3", "abT_VDJ_194_6_1_VJ_1279_4_3", null, null ], [ "AAAGATGCATCTCGCT-1", "abT_VDJ_412_6_3_VJ_361_2_1", "abT_VDJ_412_6_3_VJ_361_2_1", null, null ], [ "AAAGATGGTACTTCTT-1", "abT_VDJ_421_3_1_VJ_203_3_1", "abT_VDJ_421_3_1_VJ_203_3_1", null, null ], [ "AAAGATGGTCCCTTGT-1", "abT_VDJ_43_5_1_VJ_248_3_3", "abT_VDJ_43_5_1_VJ_248_3_3", null, null ], [ "AAAGATGTCGGAATCT-1", "abT_VDJ_292_2_1_VJ_550_1_1|abT_VDJ_292_2_1_VJ_1385_2_1", "abT_VDJ_292_2_1_VJ_550_1_1|abT_VDJ_292_2_1_VJ_1385_2_1", "abT_VDJ_292_2_1_VJ_550_1_1|abT_VDJ_292_2_1_VJ_1385_2_1", null ], [ "AAAGATGTCTGTCTCG-1", "abT_VDJ_260_3_2_VJ_818_1_1", "abT_VDJ_260_3_2_VJ_818_1_1", null, null ], [ "AAAGCAAAGAGGGATA-1", "abT_VDJ_57_3_1_VJ_867_2_1", "abT_VDJ_57_3_1_VJ_867_2_1", null, null ], [ "AAAGCAAAGTAGGCCA-1", "abT_VDJ_255_3_2_VJ_1182_1_3", "abT_VDJ_255_3_2_VJ_1182_1_3", null, null ], [ "AAAGCAAAGTGCAAGC-1", "abT_VDJ_139_4_4_VJ_1481_2_1", "abT_VDJ_139_4_4_VJ_1481_2_1", null, null ], [ "AAAGCAAGTAAACACA-1", "abT_VDJ_496_4_1_VJ_706_3_1", "abT_VDJ_496_4_1_VJ_706_3_1", null, null ], [ "AAAGCAAGTTCAACCA-1", "abT_VDJ_345_4_6_VJ_1350_1_1", "abT_VDJ_345_4_6_VJ_1350_1_1", null, null ], [ "AAAGCAAGTTCAGGCC-1", "abT_VDJ_296_1_1_VJ_525_1_1", "abT_VDJ_296_1_1_VJ_525_1_1", null, null ], [ "AAAGCAAGTTTACTCT-1", "abT_VDJ_163_3_1_VJ_125_3_1|abT_VDJ_311_4_6_VJ_125_3_1", "abT_VDJ_163_3_1_VJ_125_3_1|abT_VDJ_311_4_6_VJ_125_3_1", null, "abT_VDJ_163_3_1_VJ_125_3_1|abT_VDJ_311_4_6_VJ_125_3_1" ], [ "AAAGCAATCAGTTCGA-1", "abT_VDJ_119_5_6_VJ_319_3_1|abT_VDJ_119_5_6_VJ_43_3_1", "abT_VDJ_119_5_6_VJ_319_3_1|abT_VDJ_119_5_6_VJ_43_3_1", "abT_VDJ_119_5_6_VJ_319_3_1|abT_VDJ_119_5_6_VJ_43_3_1", null ], [ "AAAGCAATCATATCGG-1", "abT_VDJ_22_1_2_VJ_1505_4_1", "abT_VDJ_22_1_2_VJ_1505_4_1", null, null ], [ "AAAGCAATCTGAGTGT-1", "abT_VDJ_409_8_1_VJ_373_4_2", "abT_VDJ_409_8_1_VJ_373_4_2", null, null ], [ "AAAGTAGAGCCAGTAG-1", "abT_VDJ_45_1_1_VJ_1123_1_2|abT_VDJ_45_1_1_VJ_451_1_1", "abT_VDJ_45_1_1_VJ_1123_1_2|abT_VDJ_45_1_1_VJ_451_1_1", "abT_VDJ_45_1_1_VJ_1123_1_2|abT_VDJ_45_1_1_VJ_451_1_1", null ], [ 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"AAAGTAGTCGCATGGC-1", "abT_VDJ_242_3_3_VJ_1311_1_2", "abT_VDJ_242_3_3_VJ_1311_1_2", null, null ] ], "shape": { "columns": 4, "rows": 5351 } }, "text/html": [ "
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VJ_1_clone_idVDJ_1_clone_idVJ_2_clone_idVDJ_2_clone_id
cell_id
AAACCTGAGCGATAGC-1abT_VDJ_119_5_2_VJ_306_2_3abT_VDJ_119_5_2_VJ_306_2_3NoneNone
AAACCTGAGTCACGCC-1abT_VDJ_225_5_1_VJ_1416_1_1abT_VDJ_225_5_1_VJ_1416_1_1NoneNone
AAACCTGCACGTCAGC-1abT_VDJ_225_2_1_VJ_211_2_8abT_VDJ_225_2_1_VJ_211_2_8NoneNone
AAACCTGGTCAATACC-1abT_VDJ_282_4_3_VJ_1376_2_1abT_VDJ_282_4_3_VJ_1376_2_1NoneNone
AAACCTGGTTCGGCAC-1abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ...abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ...abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ...None
...............
TTTGTCATCGCCGTGA-1abT_VDJ_382_1_1_VJ_723_1_1abT_VDJ_382_1_1_VJ_723_1_1NoneNone
TTTGTCATCGTCTGAA-1abT_VDJ_338_3_1_VJ_592_2_1abT_VDJ_338_3_1_VJ_592_2_1NoneNone
TTTGTCATCTACCAGA-1abT_VDJ_502_3_1_VJ_621_3_1abT_VDJ_502_3_1_VJ_621_3_1NoneNone
TTTGTCATCTCTGAGA-1abT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_...abT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_...NoneabT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_...
TTTGTCATCTTCGAGA-1abT_VDJ_359_1_5_VJ_1561_4_1abT_VDJ_359_1_5_VJ_1561_4_1NoneNone
\n", "

5351 rows × 4 columns

\n", "
" ], "text/plain": [ " VJ_1_clone_id \\\n", "cell_id \n", "AAACCTGAGCGATAGC-1 abT_VDJ_119_5_2_VJ_306_2_3 \n", "AAACCTGAGTCACGCC-1 abT_VDJ_225_5_1_VJ_1416_1_1 \n", "AAACCTGCACGTCAGC-1 abT_VDJ_225_2_1_VJ_211_2_8 \n", "AAACCTGGTCAATACC-1 abT_VDJ_282_4_3_VJ_1376_2_1 \n", "AAACCTGGTTCGGCAC-1 abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ... \n", "... ... \n", "TTTGTCATCGCCGTGA-1 abT_VDJ_382_1_1_VJ_723_1_1 \n", "TTTGTCATCGTCTGAA-1 abT_VDJ_338_3_1_VJ_592_2_1 \n", "TTTGTCATCTACCAGA-1 abT_VDJ_502_3_1_VJ_621_3_1 \n", "TTTGTCATCTCTGAGA-1 abT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_... \n", "TTTGTCATCTTCGAGA-1 abT_VDJ_359_1_5_VJ_1561_4_1 \n", "\n", " VDJ_1_clone_id \\\n", "cell_id \n", "AAACCTGAGCGATAGC-1 abT_VDJ_119_5_2_VJ_306_2_3 \n", "AAACCTGAGTCACGCC-1 abT_VDJ_225_5_1_VJ_1416_1_1 \n", "AAACCTGCACGTCAGC-1 abT_VDJ_225_2_1_VJ_211_2_8 \n", "AAACCTGGTCAATACC-1 abT_VDJ_282_4_3_VJ_1376_2_1 \n", "AAACCTGGTTCGGCAC-1 abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ... \n", "... ... \n", "TTTGTCATCGCCGTGA-1 abT_VDJ_382_1_1_VJ_723_1_1 \n", "TTTGTCATCGTCTGAA-1 abT_VDJ_338_3_1_VJ_592_2_1 \n", "TTTGTCATCTACCAGA-1 abT_VDJ_502_3_1_VJ_621_3_1 \n", "TTTGTCATCTCTGAGA-1 abT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_... \n", "TTTGTCATCTTCGAGA-1 abT_VDJ_359_1_5_VJ_1561_4_1 \n", "\n", " VJ_2_clone_id \\\n", "cell_id \n", "AAACCTGAGCGATAGC-1 None \n", "AAACCTGAGTCACGCC-1 None \n", "AAACCTGCACGTCAGC-1 None \n", "AAACCTGGTCAATACC-1 None \n", "AAACCTGGTTCGGCAC-1 abT_VDJ_214_4_8_VJ_1536_2_1|abT_VDJ_214_4_8_VJ... \n", "... ... \n", "TTTGTCATCGCCGTGA-1 None \n", "TTTGTCATCGTCTGAA-1 None \n", "TTTGTCATCTACCAGA-1 None \n", "TTTGTCATCTCTGAGA-1 None \n", "TTTGTCATCTTCGAGA-1 None \n", "\n", " VDJ_2_clone_id \n", "cell_id \n", "AAACCTGAGCGATAGC-1 None \n", "AAACCTGAGTCACGCC-1 None \n", "AAACCTGCACGTCAGC-1 None \n", "AAACCTGGTCAATACC-1 None \n", "AAACCTGGTTCGGCAC-1 None \n", "... ... \n", "TTTGTCATCGCCGTGA-1 None \n", "TTTGTCATCGTCTGAA-1 None \n", "TTTGTCATCTACCAGA-1 None \n", "TTTGTCATCTCTGAGA-1 abT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_... \n", "TTTGTCATCTTCGAGA-1 None \n", "\n", "[5351 rows x 4 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ir.get.airr(mudata, \"clone_id\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or you can add `transfer = True`, which will perform dandelion's `tl.transfer`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/mudata/_core/mudata.py:1531: FutureWarning: From 0.4 .update() will not pull obs/var columns from individual modalities by default anymore. Set mudata.set_options(pull_on_update=False) to adopt the new behaviour, which will become the default. Use new pull_obs/pull_var and push_obs/push_var methods for more flexibility.\n", "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/mudata/_core/mudata.py:1429: FutureWarning: From 0.4 .update() will not pull obs/var columns from individual modalities by default anymore. Set mudata.set_options(pull_on_update=False) to adopt the new behaviour, which will become the default. Use new pull_obs/pull_var and push_obs/push_var methods for more flexibility.\n" ] }, { "data": { "text/html": [ "
MuData object with n_obs × n_vars = 5351 × 0\n",
       "  1 modality\n",
       "    airr:\t5351 x 0\n",
       "      obs:\t'clone_id', 'clone_id_by_size', 'locus_VDJ', 'locus_VJ', 'productive_VDJ', 'productive_VJ', 'v_call_VDJ', 'd_call_VDJ', 'j_call_VDJ', 'v_call_VJ', 'j_call_VJ', 'c_call_VDJ', 'c_call_VJ', 'junction_VDJ', 'junction_VJ', 'junction_aa_VDJ', 'junction_aa_VJ', 'v_call_abT_VDJ', 'd_call_abT_VDJ', 'j_call_abT_VDJ', 'v_call_abT_VJ', 'j_call_abT_VJ', 'c_call_abT_VDJ', 'c_call_abT_VJ', 'productive_abT_VDJ', 'productive_abT_VJ', 'umi_count_abT_VDJ', 'umi_count_abT_VJ', 'v_call_VDJ_main', 'v_call_VJ_main', 'd_call_VDJ_main', 'j_call_VDJ_main', 'j_call_VJ_main', 'c_call_VDJ_main', 'c_call_VJ_main', 'v_call_abT_VDJ_main', 'd_call_abT_VDJ_main', 'j_call_abT_VDJ_main', 'v_call_abT_VJ_main', 'j_call_abT_VJ_main', 'isotype', 'isotype_status', 'locus_status', 'chain_status', 'rearrangement_status_VDJ', 'rearrangement_status_VJ'\n",
       "      obsm:\t'airr'
" ], "text/plain": [ "MuData object with n_obs × n_vars = 5351 × 0\n", " 1 modality\n", " airr:\t5351 x 0\n", " obs:\t'clone_id', 'clone_id_by_size', 'locus_VDJ', 'locus_VJ', 'productive_VDJ', 'productive_VJ', 'v_call_VDJ', 'd_call_VDJ', 'j_call_VDJ', 'v_call_VJ', 'j_call_VJ', 'c_call_VDJ', 'c_call_VJ', 'junction_VDJ', 'junction_VJ', 'junction_aa_VDJ', 'junction_aa_VJ', 'v_call_abT_VDJ', 'd_call_abT_VDJ', 'j_call_abT_VDJ', 'v_call_abT_VJ', 'j_call_abT_VJ', 'c_call_abT_VDJ', 'c_call_abT_VJ', 'productive_abT_VDJ', 'productive_abT_VJ', 'umi_count_abT_VDJ', 'umi_count_abT_VJ', 'v_call_VDJ_main', 'v_call_VJ_main', 'd_call_VDJ_main', 'j_call_VDJ_main', 'j_call_VJ_main', 'c_call_VDJ_main', 'c_call_VJ_main', 'v_call_abT_VDJ_main', 'd_call_abT_VDJ_main', 'j_call_abT_VDJ_main', 'v_call_abT_VJ_main', 'j_call_abT_VJ_main', 'isotype', 'isotype_status', 'locus_status', 'chain_status', 'rearrangement_status_VDJ', 'rearrangement_status_VJ'\n", " obsm:\t'airr'" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "irdatax = ddl.to_scirpy(vdj, transfer=True)\n", "irdatax" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 5351 × 0\n", " obs: 'clone_id', 'clone_id_by_size', 'locus_VDJ', 'locus_VJ', 'productive_VDJ', 'productive_VJ', 'v_call_VDJ', 'd_call_VDJ', 'j_call_VDJ', 'v_call_VJ', 'j_call_VJ', 'c_call_VDJ', 'c_call_VJ', 'junction_VDJ', 'junction_VJ', 'junction_aa_VDJ', 'junction_aa_VJ', 'v_call_abT_VDJ', 'd_call_abT_VDJ', 'j_call_abT_VDJ', 'v_call_abT_VJ', 'j_call_abT_VJ', 'c_call_abT_VDJ', 'c_call_abT_VJ', 'productive_abT_VDJ', 'productive_abT_VJ', 'umi_count_abT_VDJ', 'umi_count_abT_VJ', 'v_call_VDJ_main', 'v_call_VJ_main', 'd_call_VDJ_main', 'j_call_VDJ_main', 'j_call_VJ_main', 'c_call_VDJ_main', 'c_call_VJ_main', 'v_call_abT_VDJ_main', 'd_call_abT_VDJ_main', 'j_call_abT_VDJ_main', 'v_call_abT_VJ_main', 'j_call_abT_VJ_main', 'isotype', 'isotype_status', 'locus_status', 'chain_status', 'rearrangement_status_VDJ', 'rearrangement_status_VJ'\n", " obsm: 'airr'" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "irdatax = ddl.to_scirpy(vdj, transfer=True, to_mudata=False)\n", "irdatax" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `ddl.from_scirpy` : Converting `scirpy` to `dandelion`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Converting `MuData` back to `Dandelion`" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Dandelion class object with n_obs = 5351 and n_contigs = 10860\n", " data: 'c_call', 'c_cigar', 'c_sequence_end', 'c_sequence_start', 'clone_id', 'consensus_count', 'd_call', 'd_cigar', 'd_sequence_end', 'd_sequence_start', 'germline_alignment', 'is_cell', 'j_call', 'j_cigar', 'j_sequence_end', 'j_sequence_start', 'junction', 'junction_aa', 'junction_aa_length', 'junction_length', 'locus', 'productive', 'rearrangement_status', 'rev_comp', 'sequence', 'sequence_aa', 'sequence_alignment', 'sequence_id', 'umi_count', 'v_call', 'v_cigar', 'v_sequence_end', 'v_sequence_start', 'cell_id'\n", " metadata: 'clone_id', 'clone_id_by_size', 'locus_VDJ', 'locus_VJ', 'productive_VDJ', 'productive_VJ', 'v_call_VDJ', 'd_call_VDJ', 'j_call_VDJ', 'v_call_VJ', 'j_call_VJ', 'c_call_VDJ', 'c_call_VJ', 'junction_VDJ', 'junction_VJ', 'junction_aa_VDJ', 'junction_aa_VJ', 'v_call_abT_VDJ', 'd_call_abT_VDJ', 'j_call_abT_VDJ', 'v_call_abT_VJ', 'j_call_abT_VJ', 'c_call_abT_VDJ', 'c_call_abT_VJ', 'productive_abT_VDJ', 'productive_abT_VJ', 'umi_count_abT_VDJ', 'umi_count_abT_VJ', 'v_call_VDJ_main', 'v_call_VJ_main', 'd_call_VDJ_main', 'j_call_VDJ_main', 'j_call_VJ_main', 'c_call_VDJ_main', 'c_call_VJ_main', 'v_call_abT_VDJ_main', 'd_call_abT_VDJ_main', 'j_call_abT_VDJ_main', 'v_call_abT_VJ_main', 'j_call_abT_VJ_main', 'isotype', 'isotype_status', 'locus_status', 'chain_status', 'rearrangement_status_VDJ', 'rearrangement_status_VJ'" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdjx = ddl.from_scirpy(mudata)\n", "vdjx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Converting `AnnData` back to `Dandelion`" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Dandelion class object with n_obs = 5333 and n_contigs = 10836\n", " data: 'c_call', 'c_cigar', 'c_sequence_end', 'c_sequence_start', 'clone_id', 'consensus_count', 'd_call', 'd_cigar', 'd_sequence_end', 'd_sequence_start', 'germline_alignment', 'is_cell', 'j_call', 'j_cigar', 'j_sequence_end', 'j_sequence_start', 'junction', 'junction_aa', 'junction_aa_length', 'junction_length', 'locus', 'productive', 'rearrangement_status', 'rev_comp', 'sequence', 'sequence_aa', 'sequence_alignment', 'sequence_id', 'umi_count', 'v_call', 'v_cigar', 'v_sequence_end', 'v_sequence_start', 'cell_id'\n", " metadata: 'clone_id', 'clone_id_by_size', 'locus_VDJ', 'locus_VJ', 'productive_VDJ', 'productive_VJ', 'v_call_VDJ', 'd_call_VDJ', 'j_call_VDJ', 'v_call_VJ', 'j_call_VJ', 'c_call_VDJ', 'c_call_VJ', 'junction_VDJ', 'junction_VJ', 'junction_aa_VDJ', 'junction_aa_VJ', 'v_call_abT_VDJ', 'd_call_abT_VDJ', 'j_call_abT_VDJ', 'v_call_abT_VJ', 'j_call_abT_VJ', 'c_call_abT_VDJ', 'c_call_abT_VJ', 'productive_abT_VDJ', 'productive_abT_VJ', 'umi_count_abT_VDJ', 'umi_count_abT_VJ', 'v_call_VDJ_main', 'v_call_VJ_main', 'd_call_VDJ_main', 'j_call_VDJ_main', 'j_call_VJ_main', 'c_call_VDJ_main', 'c_call_VJ_main', 'v_call_abT_VDJ_main', 'd_call_abT_VDJ_main', 'j_call_abT_VDJ_main', 'v_call_abT_VJ_main', 'j_call_abT_VJ_main', 'isotype', 'isotype_status', 'locus_status', 'chain_status', 'rearrangement_status_VDJ', 'rearrangement_status_VJ'" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdjx = ddl.from_scirpy(irdata)\n", "vdjx" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "object", "type": "string" }, { "name": "clone_id", "rawType": "object", "type": "string" }, { "name": "clone_id_by_size", "rawType": "category", "type": "unknown" }, { "name": "locus_VDJ", "rawType": "object", "type": "string" }, { "name": "locus_VJ", "rawType": "object", "type": "string" }, { "name": "productive_VDJ", "rawType": "object", "type": "string" }, { "name": "productive_VJ", "rawType": "object", "type": "string" }, { "name": "v_call_VDJ", "rawType": "object", "type": "string" }, { "name": "d_call_VDJ", "rawType": "object", "type": "string" }, { "name": "j_call_VDJ", "rawType": "object", "type": "string" }, { "name": "v_call_VJ", "rawType": "object", "type": "string" }, { "name": "j_call_VJ", "rawType": "object", "type": "string" }, { "name": "c_call_VDJ", "rawType": "object", "type": "string" }, { "name": "c_call_VJ", "rawType": "object", "type": "string" }, { "name": "junction_VDJ", "rawType": "object", "type": "string" }, { "name": "junction_VJ", "rawType": "object", "type": "string" }, { "name": "junction_aa_VDJ", "rawType": "object", "type": "string" }, { "name": "junction_aa_VJ", "rawType": "object", "type": "string" }, { "name": "v_call_abT_VDJ", "rawType": "object", "type": "string" }, { "name": "d_call_abT_VDJ", "rawType": "object", "type": "string" }, { "name": "j_call_abT_VDJ", "rawType": "object", "type": "string" }, { "name": "v_call_abT_VJ", "rawType": "object", "type": "string" }, { "name": "j_call_abT_VJ", "rawType": "object", "type": "string" }, { "name": "c_call_abT_VDJ", "rawType": "object", "type": "string" }, { "name": "c_call_abT_VJ", "rawType": "object", "type": "string" }, { "name": "productive_abT_VDJ", "rawType": "object", "type": "string" }, { "name": "productive_abT_VJ", "rawType": "object", "type": "string" }, { "name": "umi_count_abT_VDJ", "rawType": "float64", "type": "float" }, { "name": "umi_count_abT_VJ", "rawType": "float64", "type": "float" }, { "name": "v_call_VDJ_main", "rawType": "object", "type": "string" }, { "name": "v_call_VJ_main", "rawType": "object", "type": "string" }, { "name": "d_call_VDJ_main", "rawType": "object", "type": "string" }, { "name": "j_call_VDJ_main", "rawType": "object", "type": "string" }, { "name": "j_call_VJ_main", "rawType": "object", "type": "string" }, { "name": "c_call_VDJ_main", "rawType": "object", "type": "string" }, { "name": "c_call_VJ_main", "rawType": "object", "type": "string" }, { "name": "v_call_abT_VDJ_main", "rawType": "object", "type": "string" }, { "name": "d_call_abT_VDJ_main", "rawType": "object", "type": "string" }, { "name": "j_call_abT_VDJ_main", "rawType": "object", "type": "string" }, { "name": "v_call_abT_VJ_main", "rawType": "object", "type": "string" }, { "name": "j_call_abT_VJ_main", "rawType": "object", "type": "string" }, { "name": "isotype", "rawType": "object", "type": "string" }, { "name": "isotype_status", "rawType": "object", "type": "string" }, { "name": "locus_status", "rawType": "object", "type": "string" }, { "name": "chain_status", "rawType": "object", "type": "string" }, { "name": "rearrangement_status_VDJ", "rawType": "object", "type": "string" }, { "name": "rearrangement_status_VJ", "rawType": "object", "type": "string" } ], "conversionMethod": "pd.DataFrame", "ref": "51c0c089-7e4c-4ac9-9130-11e1bd481915", "rows": [ [ "AAACCTGAGCGATAGC-1", "abT_VDJ_119_5_2_VJ_306_2_3", "422", "TRB", "TRA", "True", "True", "TRBV6-5", "None", "TRBJ2-3", "TRAV23/DV6", "TRAJ22", "TRBC2", "TRAC", "TGTGCCAGCAGTTACCGGGGGGGATCGGAAGATACGCAGTATTTT", "TGTGCAGCAAGCAAGGGTTCTGCAAGGCAACTGACCTTT", "CASSYRGGSEDTQYF", "CAASKGSARQLTF", "TRBV6-5", "None", "TRBJ2-3", "TRAV23/DV6", "TRAJ22", "TRBC2", "TRAC", "True", "True", "9.0", "11.0", "TRBV6-5", "TRAV23/DV6", "None", "TRBJ2-3", "TRAJ22", "TRBC2", "TRAC", "TRBV6-5", "None", "TRBJ2-3", "TRAV23/DV6", "TRAJ22", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACCTGAGTCACGCC-1", "abT_VDJ_225_5_1_VJ_1416_1_1", "5053", "TRB", "TRA", "True", "True", "TRBV6-2", "None", "TRBJ2-6", "TRAV8-6", "TRAJ8", "TRBC2", "TRAC", "TGTGCCAGCAGTTATCTCCCCCGTAGACAGGACAGGGAATCCTCTGGGGCCAACGTCCTGACTTTC", "TGTGCTGTGAGTGCGTTTTTTCAGAAACTTGTATTT", "CASSYLPRRQDRESSGANVLTF", "CAVSAFFQKLVF", "TRBV6-2", "None", "TRBJ2-6", "TRAV8-6", "TRAJ8", "TRBC2", "TRAC", "True", "True", "12.0", "9.0", "TRBV6-2", "TRAV8-6", "None", "TRBJ2-6", "TRAJ8", "TRBC2", "TRAC", "TRBV6-2", "None", "TRBJ2-6", "TRAV8-6", "TRAJ8", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACCTGCACGTCAGC-1", "abT_VDJ_225_2_1_VJ_211_2_8", "4081", "TRB", "TRA", "True", "True", "TRBV6-2", "None", "TRBJ2-6", "TRAV1-2", "TRAJ33", "TRBC2", "TRAC", "TGTGCCAGCAGTTACGTCGGGTCTGGGGCCAACGTCCTGACTTTC", "TGTGCTGTCATGGATAGCAACTATCAGTTAATCTGG", "CASSYVGSGANVLTF", "CAVMDSNYQLIW", "TRBV6-2", "None", "TRBJ2-6", "TRAV1-2", "TRAJ33", "TRBC2", "TRAC", "True", "True", "4.0", "5.0", "TRBV6-2", "TRAV1-2", "None", "TRBJ2-6", "TRAJ33", "TRBC2", "TRAC", "TRBV6-2", "None", "TRBJ2-6", "TRAV1-2", "TRAJ33", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACCTGGTCAATACC-1", "abT_VDJ_282_4_3_VJ_1376_2_1", "4080", "TRB", "TRA", "True", "True", "TRBV12-4", "None", "TRBJ2-7", "TRAV22", "TRAJ4", "TRBC2", "TRAC", "TGTGCCAGCACCCAATCTCTGAGACAGGGTAACGAGCAGTACTTC", "TGTGCTGTGGAAGGGTTTTCTGGTGGCTACAATAAGCTGATTTTT", "CASTQSLRQGNEQYF", "CAVEGFSGGYNKLIF", "TRBV12-4", "None", "TRBJ2-7", "TRAV22", "TRAJ4", "TRBC2", "TRAC", "True", "True", "9.0", "19.0", "TRBV12-4", "TRAV22", "None", "TRBJ2-7", "TRAJ4", "TRBC2", "TRAC", "TRBV12-4", "None", "TRBJ2-7", "TRAV22", "TRAJ4", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACCTGGTTCGGCAC-1", "abT_VDJ_214_4_8_VJ_1113_2_1|abT_VDJ_214_4_8_VJ_1536_2_1", "4078|4079", "TRB", "TRA|TRA", "True", "True|True", "TRBV20-1", "None", "TRBJ1-1", "TRAV8-3|TRAV8-2", "TRAJ21|TRAJ43", "TRBC1", "TRAC|TRAC", "TGCAGTGCTAGAGGGCGGATGAACACTGAAGCTTTCTTT", "TGTGCTGTGGAAGTATACAACTTCAACAAATTTTACTTT|TGTGTTGTGAGACCGGAG", "CSARGRMNTEAFF", "CAVEVYNFNKFYF|CVVRPE", "TRBV20-1", "None", "TRBJ1-1", "TRAV8-3|TRAV8-2", "TRAJ21|TRAJ43", "TRBC1", "TRAC|TRAC", "True", "True|True", "15.0", "18.0", "TRBV20-1", "TRAV8-3", "None", "TRBJ1-1", "TRAJ21", "TRBC1", "TRAC", "TRBV20-1", "None", "TRBJ1-1", "TRAV8-3", "TRAJ21", "None", "Multi", "TRB + Extra VJ", "Extra pair", "standard", "standard" ], [ "AAACCTGGTTGAACTC-1", "abT_VDJ_511_2_1_VJ_863_1_1", "4077", "TRB", "TRA", "True", "True", "TRBV4-2", "None", "TRBJ2-1", "TRAV29/DV5", "TRAJ38", "TRBC2", "TRAC", "TGTGCCAGCAGCCAAGTCATCCAAGGTGAGCAGTTCTTC", "TGTGCAGCAGGGGTCCGTAATGCTGGCAACAACCGTAAGCTGATTTGG", "CASSQVIQGEQFF", "CAAGVRNAGNNRKLIW", "TRBV4-2", "None", "TRBJ2-1", "TRAV29/DV5", "TRAJ38", "TRBC2", "TRAC", "True", "True", "33.0", "11.0", "TRBV4-2", "TRAV29/DV5", "None", "TRBJ2-1", "TRAJ38", "TRBC2", "TRAC", "TRBV4-2", "None", "TRBJ2-1", "TRAV29/DV5", "TRAJ38", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACCTGTCACGACTA-1", "abT_VDJ_25_2_2_VJ_919_1_1", "4076", "TRB", "TRA", "True", "True", "TRBV4-2", "None", "TRBJ2-7", "TRAV12-1", "TRAJ42", "TRBC2", "TRAC", "TGTGCCAGCAGCCCAGGACGGACCTACGAGCAGTACTTC", "TGTGTGGTGACCCCTAAGGGGGGAGGAAGCCAAGGAAATCTCATCTTT", "CASSPGRTYEQYF", "CVVTPKGGGSQGNLIF", "TRBV4-2", "None", "TRBJ2-7", "TRAV12-1", "TRAJ42", "TRBC2", "TRAC", "True", "True", "11.0", "3.0", "TRBV4-2", "TRAV12-1", "None", "TRBJ2-7", "TRAJ42", "TRBC2", "TRAC", "TRBV4-2", "None", "TRBJ2-7", "TRAV12-1", "TRAJ42", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACCTGTCCGAGCCA-1", "abT_VDJ_445_3_4", "4075", "TRB", "None", "True", "None", "TRBV18", "None", "TRBJ2-5", "None", "None", "TRBC2", "None", "TGTGCCAGCTCACCGATGGAGCCGATAGGGACCCAGTACTTC", "None", "CASSPMEPIGTQYF", "None", "TRBV18", "None", "TRBJ2-5", "None", "None", "TRBC2", "None", "True", "None", "13.0", null, "TRBV18", "None", "None", "TRBJ2-5", "None", "TRBC2", "None", "TRBV18", "None", "TRBJ2-5", "None", "None", "None", "None", "Orphan TRB", "Orphan VDJ", "standard", "None" ], [ "AAACCTGTCGTCTGAA-1", "abT_VDJ_148_4_1_VJ_1329_1_1", "4074", "TRB", "TRA", "True", "True", "TRBV6-6", "None", "TRBJ1-2", "TRAV34", "TRAJ30", "TRBC1", "TRAC", "TGTGCCAGCAGTTACAATCGACCCACAGACTATGGCTACACCTTC", "TGTGGAGCAGACTTACGTGATGATGACAAGATCATCTTT", "CASSYNRPTDYGYTF", "CGADLRDDDKIIF", "TRBV6-6", "None", "TRBJ1-2", "TRAV34", "TRAJ30", "TRBC1", "TRAC", "True", "True", "21.0", "12.0", "TRBV6-6", "TRAV34", "None", "TRBJ1-2", "TRAJ30", "TRBC1", "TRAC", "TRBV6-6", "None", "TRBJ1-2", "TRAV34", "TRAJ30", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACCTGTCTTACCGC-1", "abT_VJ_1092_4_2", "4073", "None", "TRA", "None", "True", "None", "None", "None", "TRAV38-2/DV8", "TRAJ33", "None", "TRAC", "None", "TGTGCTCGACAAAAATCGGATAGCAACTATCAGTTAATCTGG", "None", "CARQKSDSNYQLIW", "None", "None", "None", "TRAV38-2/DV8", "TRAJ33", "None", "TRAC", "None", "True", null, "4.0", "None", "TRAV38-2/DV8", "None", "None", "TRAJ33", "None", "TRAC", "None", "None", "None", "TRAV38-2/DV8", "TRAJ33", "", "", "Orphan TRA", "Orphan VJ", "None", "standard" ], [ "AAACCTGTCTTGACGA-1", "abT_VDJ_500_1_2_VJ_856_2_1", "4071", "TRB", "TRA", "True", "True", "TRBV20-1", "None", "TRBJ1-6", "TRAV14/DV4", "TRAJ28", "TRBC1", "TRAC", "TGCAGTGCTAGCAGGGGAACTTCACCCCTCCACTTT", "TGTGCAATGAGAGAGGGCGAGGGATACTCTGGGGCTGGGAGTTACCAACTCACTTTC", "CSASRGTSPLHF", "CAMREGEGYSGAGSYQLTF", "TRBV20-1", "None", "TRBJ1-6", "TRAV14/DV4", "TRAJ28", "TRBC1", "TRAC", "True", "True", "16.0", "7.0", "TRBV20-1", "TRAV14/DV4", "None", "TRBJ1-6", "TRAJ28", "TRBC1", "TRAC", "TRBV20-1", "None", "TRBJ1-6", "TRAV14/DV4", "TRAJ28", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACGGGAGACCCACC-1", "abT_VDJ_28_4_5_VJ_1198_4_2", "4061", "TRB", "TRA", "True", "True", "TRBV9", "None", "TRBJ2-2", "TRAV38-1", "TRAJ49", "TRBC2", "TRAC", "TGTGCCAGCAGACTAGACAGGGGGGGGGCCGGGGAGCTGTTTTTT", "TGTGCTTTCGTGTCCACCGGTAACCAGTTCTATTTT", "CASRLDRGGAGELFF", "CAFVSTGNQFYF", "TRBV9", "None", "TRBJ2-2", "TRAV38-1", "TRAJ49", "TRBC2", "TRAC", "True", "True", "7.0", "7.0", "TRBV9", "TRAV38-1", "None", "TRBJ2-2", "TRAJ49", "TRBC2", "TRAC", "TRBV9", "None", "TRBJ2-2", "TRAV38-1", "TRAJ49", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACGGGAGGATGTAT-1", "abT_VDJ_80_6_5_VJ_1337_2_1", "4070", "TRB", "TRA", "True", "True", "TRBV20-1", "None", "TRBJ2-1", "TRAV5", "TRAJ4", "TRBC2", "TRAC", "TGCAGTGCCAATCCCAGCGGGAGGGAGTGGGGTGAGCAGTTCTTC", "TGTGCATCAGACTCTGGTGGCTACAATAAGCTGATTTTT", "CSANPSGREWGEQFF", "CASDSGGYNKLIF", "TRBV20-1", "None", "TRBJ2-1", "TRAV5", "TRAJ4", "TRBC2", "TRAC", "True", "True", "17.0", "15.0", "TRBV20-1", "TRAV5", "None", "TRBJ2-1", "TRAJ4", "TRBC2", "TRAC", "TRBV20-1", "None", "TRBJ2-1", "TRAV5", "TRAJ4", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACGGGAGTGTTTGC-1", "abT_VDJ_400_7_2_VJ_1411_1_1", "4069", "TRB", "TRA", "True", "True", "TRBV29-1", "None", "TRBJ2-1", "TRAV8-1", "TRAJ42", "TRBC2", "TRAC", "TGCAGCGTTCGTAGCTACGAGGGAGGTTCCTACAATGAGCAGTTCTTC", "TGTGCCGCCCGGGGAGGAAGCCAAGGAAATCTCATCTTT", "CSVRSYEGGSYNEQFF", "CAARGGSQGNLIF", "TRBV29-1", "None", "TRBJ2-1", "TRAV8-1", "TRAJ42", "TRBC2", "TRAC", "True", "True", "9.0", "1.0", "TRBV29-1", "TRAV8-1", "None", "TRBJ2-1", "TRAJ42", "TRBC2", "TRAC", "TRBV29-1", "None", "TRBJ2-1", "TRAV8-1", "TRAJ42", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACGGGGTAAACGCG-1", "abT_VDJ_188_2_3_VJ_381_1_1", "4068", "TRB", "TRA", "True", "True", "TRBV12-4", "None", "TRBJ1-2", "TRAV19", "TRAJ17", "TRBC1", "TRAC", "TGTGCCAGCAGTCTCCGACAGGATTGGGGCTACACCTTC", "TGTGCTCTGATCAAAGCTGCAGGCAACAAGCTAACTTTT", "CASSLRQDWGYTF", "CALIKAAGNKLTF", "TRBV12-4", "None", "TRBJ1-2", "TRAV19", "TRAJ17", "TRBC1", "TRAC", "True", "True", "8.0", "3.0", "TRBV12-4", "TRAV19", "None", "TRBJ1-2", "TRAJ17", "TRBC1", "TRAC", "TRBV12-4", "None", "TRBJ1-2", "TRAV19", "TRAJ17", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACGGGGTAGCCTCG-1", "abT_VJ_1180_4_5", "4067", "None", "TRA", "None", "True", "None", "None", "None", "TRAV1-2", "TRAJ20", "None", "TRAC", "None", "TGTGCTGTGAAGCGGGGCGACTACAAGCTCAGCTTT", "None", "CAVKRGDYKLSF", "None", "None", "None", "TRAV1-2", "TRAJ20", "None", "TRAC", "None", "True", null, "8.0", "None", "TRAV1-2", "None", "None", "TRAJ20", "None", "TRAC", "None", "None", "None", "TRAV1-2", "TRAJ20", "", "", "Orphan TRA", "Orphan VJ", "None", "standard" ], [ "AAACGGGTCACGATGT-1", "abT_VDJ_509_8_1_VJ_1086_2_2", "4066", "TRB", "TRA", "True", "True", "TRBV6-5", "None", "TRBJ2-1", "TRAV27", "TRAJ40", "TRBC2", "TRAC", "TGTGCCAGCAGTTACTCCGTACTAGCGGGGGGGCATCAGTGGGGGGGGTGTGAGCAGTTCTTC", "TGTGCAGGAGACTACTCAGGAACCTACAAATACATCTTT", "CASSYSVLAGGHQWGGCEQFF", "CAGDYSGTYKYIF", "TRBV6-5", "None", "TRBJ2-1", "TRAV27", "TRAJ40", "TRBC2", "TRAC", "True", "True", "5.0", "4.0", "TRBV6-5", "TRAV27", "None", "TRBJ2-1", "TRAJ40", "TRBC2", "TRAC", "TRBV6-5", "None", "TRBJ2-1", "TRAV27", "TRAJ40", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACGGGTCAGGTAAA-1", "abT_VDJ_393_8_1_VJ_553_1_1", "4065", "TRB", "TRA", "True", "True", "TRBV6-2", "None", "TRBJ2-7", "TRAV2", "TRAJ5", "TRBC2", "TRAC", "TGTGCCAGCAGTTCTCCGGGACAGGGGACTAAAGTCCCCTACGAGCAGTACTTC", "TGCCCCGACACGGGCAGGAGAGCACTTACTTTT", "CASSSPGQGTKVPYEQYF", "CPDTGRRALTF", "TRBV6-2", "None", "TRBJ2-7", "TRAV2", "TRAJ5", "TRBC2", "TRAC", "True", "True", "10.0", "10.0", "TRBV6-2", "TRAV2", "None", "TRBJ2-7", "TRAJ5", "TRBC2", "TRAC", "TRBV6-2", "None", "TRBJ2-7", "TRAV2", "TRAJ5", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACGGGTCCGCGCAA-1", "abT_VDJ_327_4_4_VJ_1263_1_1", "4064", "TRB", "TRA", "True", "True", "TRBV7-9", "None", "TRBJ2-1", "TRAV10", "TRAJ40", "TRBC2", "TRAC", "TGTGCCAGCAGCTCAGGAAATTCCTACAATGAGCAGTTCTTC", "TGTGTGGTGAGCGCGGGAACCTACAAATACATCTTT", "CASSSGNSYNEQFF", "CVVSAGTYKYIF", "TRBV7-9", "None", "TRBJ2-1", "TRAV10", "TRAJ40", "TRBC2", "TRAC", "True", "True", "26.0", "7.0", "TRBV7-9", "TRAV10", "None", "TRBJ2-1", "TRAJ40", "TRBC2", "TRAC", "TRBV7-9", "None", "TRBJ2-1", "TRAV10", "TRAJ40", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACGGGTCGGATGTT-1", "abT_VDJ_429_1_1_VJ_1115_2_1", "4063", "TRB", "TRA", "True", "True", "TRBV28", "None", "TRBJ1-4", "TRAV38-1", "TRAJ41", "TRBC1", "TRAC", "TGTGCCAGCAGTTTTCTTGAAAAACTGTTTTTT", "TGTGCTTTCAGTTTGAACTCAAATTCCGGGTATGCACTCAACTTC", "CASSFLEKLFF", "CAFSLNSNSGYALNF", "TRBV28", "None", "TRBJ1-4", "TRAV38-1", "TRAJ41", "TRBC1", "TRAC", "True", "True", "9.0", "3.0", "TRBV28", "TRAV38-1", "None", "TRBJ1-4", "TRAJ41", "TRBC1", "TRAC", "TRBV28", "None", "TRBJ1-4", "TRAV38-1", "TRAJ41", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAACGGGTCTAACGGT-1", "abT_VDJ_62_2_1_VJ_1573_1_1", "4062", "TRB", "TRA", "True", "True", "TRBV20-1", "None", "TRBJ2-5", "TRAV29/DV5", "TRAJ58", "TRBC2", "TRAC", "TGCAGTGCTTCTTACCATACGGCCCAGTACTTC", "TGTGCAGCAAGCTGGAAAGGTAGAGGGGAAACCAGTGGCTCTAGGTTGACCTTT", "CSASYHTAQYF", "CAASWKGRGETSGSRLTF", "TRBV20-1", "None", "TRBJ2-5", "TRAV29/DV5", "TRAJ58", "TRBC2", "TRAC", "True", "True", "26.0", "7.0", "TRBV20-1", "TRAV29/DV5", "None", "TRBJ2-5", "TRAJ58", "TRBC2", "TRAC", "TRBV20-1", "None", "TRBJ2-5", "TRAV29/DV5", "TRAJ58", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAAGATGAGCAGACTG-1", "abT_VDJ_359_1_7_VJ_1105_1_1", "4082", "TRB", "TRA", "True", "True", "TRBV2", "None", "TRBJ1-5", "TRAV24", "TRAJ49", "TRBC1", "TRAC", "TGTGCCAGCACTAAGGACAGGGAGAAGCCCCAGCATTTT", "TGTGCCTTTAGTACCGGTAACCAGTTCTATTTT", "CASTKDREKPQHF", "CAFSTGNQFYF", "TRBV2", "None", "TRBJ1-5", "TRAV24", "TRAJ49", "TRBC1", "TRAC", "True", "True", "11.0", "11.0", "TRBV2", "TRAV24", "None", "TRBJ1-5", "TRAJ49", "TRBC1", "TRAC", "TRBV2", "None", "TRBJ1-5", "TRAV24", "TRAJ49", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAAGATGAGGTGCAAC-1", "abT_VDJ_212_4_3_VJ_717_5_1", "4083", "TRB", "TRA", "True", "True", "TRBV5-1", "None", "TRBJ2-2", "TRAV41", "TRAJ33", "TRBC2", "TRAC", "TGCGCCAGCAGCTGGGGGGGACAGGGGAGCACCGGGGAGCTGTTTTTT", "TGTGCTGTCAGATCCAGGTTCCACATGGATAGCAACTATCAGTTAATCTGG", "CASSWGGQGSTGELFF", "CAVRSRFHMDSNYQLIW", "TRBV5-1", "None", "TRBJ2-2", "TRAV41", "TRAJ33", "TRBC2", "TRAC", "True", "True", "7.0", "7.0", "TRBV5-1", "TRAV41", "None", "TRBJ2-2", "TRAJ33", "TRBC2", "TRAC", "TRBV5-1", "None", "TRBJ2-2", "TRAV41", "TRAJ33", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAAGATGAGTGGGATC-1", "abT_VDJ_194_6_1_VJ_1279_4_3", "4084", "TRB", "TRA", "True", "True", "TRBV11-2", "None", "TRBJ1-2", "TRAV29/DV5", "TRAJ53", "TRBC1", "TRAC", "TGTGCCAGCAGCTCCGTAAGACAGGGCAAACGTGAGGTATATGGCTACACCTTC", "TGTGCAGCAAGCAATAGTGGAGGTAGCAACTATAAACTGACATTT", "CASSSVRQGKREVYGYTF", "CAASNSGGSNYKLTF", "TRBV11-2", "None", "TRBJ1-2", "TRAV29/DV5", "TRAJ53", "TRBC1", "TRAC", "True", "True", "7.0", "6.0", "TRBV11-2", "TRAV29/DV5", "None", "TRBJ1-2", "TRAJ53", "TRBC1", "TRAC", "TRBV11-2", "None", "TRBJ1-2", "TRAV29/DV5", "TRAJ53", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAAGATGCATCTCGCT-1", "abT_VDJ_412_6_3_VJ_361_2_1", "4085", "TRB", "TRA", "True", "True", "TRBV5-1", "None", "TRBJ2-3", "TRAV17", "TRAJ21", "TRBC2", "TRAC", "TGCGCCAGCAGCTTGAACCTCTTGGGGGGTTCCACAGATACGCAGTATTTT", "TGTGCTACGGACGTACCCCCCAACTTCAACAAATTTTACTTT", "CASSLNLLGGSTDTQYF", "CATDVPPNFNKFYF", "TRBV5-1", "None", "TRBJ2-3", "TRAV17", "TRAJ21", "TRBC2", "TRAC", "True", "True", "3.0", "2.0", "TRBV5-1", "TRAV17", "None", "TRBJ2-3", "TRAJ21", "TRBC2", "TRAC", "TRBV5-1", "None", "TRBJ2-3", "TRAV17", "TRAJ21", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAAGATGGTACTTCTT-1", "abT_VDJ_421_3_1_VJ_203_3_1", "4104", "TRB", "TRA", "True", "True", "TRBV24-1", "None", "TRBJ2-6", "TRAV19", "TRAJ13", "TRBC2", "TRAC", "TGTGCCACCAGTGATTCACTATCTGGGGCCAACGTCCTGACTTTC", "TGTGCTCTGCTGGCTTCTGGGGGTTACCAGAAAGTTACCTTT", "CATSDSLSGANVLTF", "CALLASGGYQKVTF", "TRBV24-1", "None", "TRBJ2-6", "TRAV19", "TRAJ13", "TRBC2", "TRAC", "True", "True", "22.0", "4.0", "TRBV24-1", "TRAV19", "None", "TRBJ2-6", "TRAJ13", "TRBC2", "TRAC", "TRBV24-1", "None", "TRBJ2-6", "TRAV19", "TRAJ13", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAAGATGGTCCCTTGT-1", "abT_VDJ_43_5_1_VJ_248_3_3", "4103", "TRB", "TRA", "True", "True", "TRBV7-2", "None", "TRBJ2-3", "TRAV3", "TRAJ30", "TRBC2", "TRAC", "TGTGCCAGCAATACTAGGGGTAGGAGCACAGATACGCAGTATTTT", "TGTGCTGTGCCCCCGAGGAACAGAGATGACAAGATCATCTTT", "CASNTRGRSTDTQYF", "CAVPPRNRDDKIIF", "TRBV7-2", "None", "TRBJ2-3", "TRAV3", "TRAJ30", "TRBC2", "TRAC", "True", "True", "18.0", "8.0", "TRBV7-2", "TRAV3", "None", "TRBJ2-3", "TRAJ30", "TRBC2", "TRAC", "TRBV7-2", "None", "TRBJ2-3", "TRAV3", "TRAJ30", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAAGATGTCGGAATCT-1", "abT_VDJ_292_2_1_VJ_1385_2_1|abT_VDJ_292_2_1_VJ_550_1_1", "4101|4102", "TRB", "TRA|TRA", "True", "True|True", "TRBV14", "None", "TRBJ2-3", "TRAV16|TRAV3", "TRAJ5|TRAJ26", "TRBC2", "TRAC|TRAC", "TGTGCCAGCAGCCCGGGGGGCCAGAATACGCAGTATTTT", "TGTGCTTCATACACGGGCAGGAGAGCACTTACTTTT|TGTGCTGTGACCCACTATGGTCAGAATTTTGTCTTT", "CASSPGGQNTQYF", "CASYTGRRALTF|CAVTHYGQNFVF", "TRBV14", "None", "TRBJ2-3", "TRAV16|TRAV3", "TRAJ5|TRAJ26", "TRBC2", "TRAC|TRAC", "True", "True|True", "11.0", "10.0", "TRBV14", "TRAV16", "None", "TRBJ2-3", "TRAJ5", "TRBC2", "TRAC", "TRBV14", "None", "TRBJ2-3", "TRAV16", "TRAJ5", "None", "Multi", "TRB + Extra VJ", "Extra pair", "standard", "standard" ], [ "AAAGATGTCTGTCTCG-1", "abT_VDJ_260_3_2_VJ_818_1_1", "4100", "TRB", "TRA", "True", "True", "TRBV12-4", "None", "TRBJ2-1", "TRAV27", "TRAJ6", "TRBC2", "TRAC", "TGTGCCAGCAGTTTCGGGGGTCTCTACAATGAGCAGTTCTTC", "TGTGCAGGAGGGAGAGGAAGCTACATACCTACATTT", "CASSFGGLYNEQFF", "CAGGRGSYIPTF", "TRBV12-4", "None", "TRBJ2-1", "TRAV27", "TRAJ6", "TRBC2", "TRAC", "True", "True", "2.0", "5.0", "TRBV12-4", "TRAV27", "None", "TRBJ2-1", "TRAJ6", "TRBC2", "TRAC", "TRBV12-4", "None", "TRBJ2-1", "TRAV27", "TRAJ6", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAAGCAAAGAGGGATA-1", "abT_VDJ_57_3_1_VJ_867_2_1", "4099", "TRB", "TRA", "True", "True", "TRBV7-9", "None", "TRBJ1-5", "TRAV4", "TRAJ29", "TRBC1", "TRAC", "TGTGCCAGCAGCTTGGGGACAGGAGGACAGCCCCAGCATTTT", "TGCCTCGTGGGTGCCTGGAATTCAGGAAACACACCTCTTGTCTTT", "CASSLGTGGQPQHF", "CLVGAWNSGNTPLVF", "TRBV7-9", "None", "TRBJ1-5", "TRAV4", "TRAJ29", "TRBC1", "TRAC", "True", "True", "17.0", "9.0", "TRBV7-9", "TRAV4", "None", "TRBJ1-5", "TRAJ29", "TRBC1", "TRAC", "TRBV7-9", "None", "TRBJ1-5", "TRAV4", "TRAJ29", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAAGCAAAGTAGGCCA-1", "abT_VDJ_255_3_2_VJ_1182_1_3", "4098", "TRB", 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"True", "True", "TRBV3-1", "None", "TRBJ2-7", "TRAV8-4", "TRAJ56", "TRBC2", "TRAC", "TGTGCCAGCAGCCTTAGCTCCTACGAGCAGTACTTC", "TGTGCTGTATATACTGGAGCCAATAGTAAGCTGACATTT", "CASSLSSYEQYF", "CAVYTGANSKLTF", "TRBV3-1", "None", "TRBJ2-7", "TRAV8-4", "TRAJ56", "TRBC2", "TRAC", "True", "True", "20.0", "5.0", "TRBV3-1", "TRAV8-4", "None", "TRBJ2-7", "TRAJ56", "TRBC2", "TRAC", "TRBV3-1", "None", "TRBJ2-7", "TRAV8-4", "TRAJ56", "None", "None", "TRB + TRA", "Single pair", "standard", "standard" ], [ "AAAGTAGTCGCATGGC-1", "abT_VDJ_242_3_3_VJ_1311_1_2", "4032", "TRB", "TRA", "True", "True", "TRBV7-2", "None", "TRBJ1-4", "TRAV29/DV5", "TRAJ36", "TRBC1", "TRAC", "TGTGCCAGCAGCTTAGCCAGGGCGTCTAATGAAAAACTGTTTTTT", "TGTGCAGCAAGCTCTGGGGCAAACAACCTCTTCTTT", "CASSLARASNEKLFF", "CAASSGANNLFF", "TRBV7-2", "None", "TRBJ1-4", "TRAV29/DV5", "TRAJ36", "TRBC1", "TRAC", "True", "True", "9.0", "3.0", "TRBV7-2", "TRAV29/DV5", "None", "TRBJ1-4", "TRAJ36", "TRBC1", "TRAC", "TRBV7-2", "None", "TRBJ1-4", "TRAV29/DV5", 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clone_idclone_id_by_sizelocus_VDJlocus_VJproductive_VDJproductive_VJv_call_VDJd_call_VDJj_call_VDJv_call_VJ...d_call_abT_VDJ_mainj_call_abT_VDJ_mainv_call_abT_VJ_mainj_call_abT_VJ_mainisotypeisotype_statuslocus_statuschain_statusrearrangement_status_VDJrearrangement_status_VJ
AAACCTGAGCGATAGC-1abT_VDJ_119_5_2_VJ_306_2_3422TRBTRATrueTrueTRBV6-5NoneTRBJ2-3TRAV23/DV6...NoneTRBJ2-3TRAV23/DV6TRAJ22NoneNoneTRB + TRASingle pairstandardstandard
AAACCTGAGTCACGCC-1abT_VDJ_225_5_1_VJ_1416_1_15053TRBTRATrueTrueTRBV6-2NoneTRBJ2-6TRAV8-6...NoneTRBJ2-6TRAV8-6TRAJ8NoneNoneTRB + TRASingle pairstandardstandard
AAACCTGCACGTCAGC-1abT_VDJ_225_2_1_VJ_211_2_84081TRBTRATrueTrueTRBV6-2NoneTRBJ2-6TRAV1-2...NoneTRBJ2-6TRAV1-2TRAJ33NoneNoneTRB + TRASingle pairstandardstandard
AAACCTGGTCAATACC-1abT_VDJ_282_4_3_VJ_1376_2_14080TRBTRATrueTrueTRBV12-4NoneTRBJ2-7TRAV22...NoneTRBJ2-7TRAV22TRAJ4NoneNoneTRB + TRASingle pairstandardstandard
AAACCTGGTTCGGCAC-1abT_VDJ_214_4_8_VJ_1113_2_1|abT_VDJ_214_4_8_VJ...4078|4079TRBTRA|TRATrueTrue|TrueTRBV20-1NoneTRBJ1-1TRAV8-3|TRAV8-2...NoneTRBJ1-1TRAV8-3TRAJ21NoneMultiTRB + Extra VJExtra pairstandardstandard
..................................................................
TTTGTCATCGCCGTGA-1abT_VDJ_382_1_1_VJ_723_1_12061TRBTRATrueTrueTRBV12-4NoneTRBJ2-3TRAV8-2...NoneTRBJ2-3TRAV8-2TRAJ13NoneNoneTRB + TRASingle pairstandardstandard
TTTGTCATCGTCTGAA-1abT_VDJ_338_3_1_VJ_592_2_12060TRBTRATrueTrueTRBV7-8NoneTRBJ1-3TRAV8-6...NoneTRBJ1-3TRAV8-6TRAJ27NoneNoneTRB + TRASingle pairstandardstandard
TTTGTCATCTACCAGA-1abT_VDJ_502_3_1_VJ_621_3_12059TRBTRATrueTrueTRBV6-6TRBD1TRBJ2-3TRAV8-6...TRBD1TRBJ2-3TRAV8-6TRAJ48NoneNoneTRB + TRASingle pairstandardstandard
TTTGTCATCTCTGAGA-1abT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_...2057|2058TRB|TRBTRATrue|TrueTrueTRBV7-2|TRBV11-2NoneTRBJ1-2|TRBJ1-4TRAV3...NoneTRBJ1-2TRAV3TRAJ22None|NoneMultiExtra VDJ + TRAExtra pairstandardstandard
TTTGTCATCTTCGAGA-1abT_VDJ_359_1_5_VJ_1561_4_16080TRBTRATrueTrueTRBV2NoneTRBJ1-5TRAV12-1...NoneTRBJ1-5TRAV12-1TRAJ9NoneNoneTRB + TRASingle pairstandardstandard
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5333 rows × 46 columns

\n", "
" ], "text/plain": [ " clone_id \\\n", "AAACCTGAGCGATAGC-1 abT_VDJ_119_5_2_VJ_306_2_3 \n", "AAACCTGAGTCACGCC-1 abT_VDJ_225_5_1_VJ_1416_1_1 \n", "AAACCTGCACGTCAGC-1 abT_VDJ_225_2_1_VJ_211_2_8 \n", "AAACCTGGTCAATACC-1 abT_VDJ_282_4_3_VJ_1376_2_1 \n", "AAACCTGGTTCGGCAC-1 abT_VDJ_214_4_8_VJ_1113_2_1|abT_VDJ_214_4_8_VJ... \n", "... ... \n", "TTTGTCATCGCCGTGA-1 abT_VDJ_382_1_1_VJ_723_1_1 \n", "TTTGTCATCGTCTGAA-1 abT_VDJ_338_3_1_VJ_592_2_1 \n", "TTTGTCATCTACCAGA-1 abT_VDJ_502_3_1_VJ_621_3_1 \n", "TTTGTCATCTCTGAGA-1 abT_VDJ_372_5_1_VJ_1420_1_1|abT_VDJ_58_3_1_VJ_... \n", "TTTGTCATCTTCGAGA-1 abT_VDJ_359_1_5_VJ_1561_4_1 \n", "\n", " clone_id_by_size locus_VDJ locus_VJ productive_VDJ \\\n", "AAACCTGAGCGATAGC-1 422 TRB TRA True \n", "AAACCTGAGTCACGCC-1 5053 TRB TRA True \n", "AAACCTGCACGTCAGC-1 4081 TRB TRA True \n", "AAACCTGGTCAATACC-1 4080 TRB TRA True \n", "AAACCTGGTTCGGCAC-1 4078|4079 TRB TRA|TRA True \n", "... ... ... ... ... \n", "TTTGTCATCGCCGTGA-1 2061 TRB TRA True \n", "TTTGTCATCGTCTGAA-1 2060 TRB TRA True \n", "TTTGTCATCTACCAGA-1 2059 TRB TRA True \n", "TTTGTCATCTCTGAGA-1 2057|2058 TRB|TRB TRA True|True \n", "TTTGTCATCTTCGAGA-1 6080 TRB TRA True \n", "\n", " productive_VJ v_call_VDJ d_call_VDJ \\\n", "AAACCTGAGCGATAGC-1 True TRBV6-5 None \n", "AAACCTGAGTCACGCC-1 True TRBV6-2 None \n", "AAACCTGCACGTCAGC-1 True TRBV6-2 None \n", "AAACCTGGTCAATACC-1 True TRBV12-4 None \n", "AAACCTGGTTCGGCAC-1 True|True TRBV20-1 None \n", "... ... ... ... \n", "TTTGTCATCGCCGTGA-1 True TRBV12-4 None \n", "TTTGTCATCGTCTGAA-1 True TRBV7-8 None \n", "TTTGTCATCTACCAGA-1 True TRBV6-6 TRBD1 \n", "TTTGTCATCTCTGAGA-1 True TRBV7-2|TRBV11-2 None \n", "TTTGTCATCTTCGAGA-1 True TRBV2 None \n", "\n", " j_call_VDJ v_call_VJ ... d_call_abT_VDJ_main \\\n", "AAACCTGAGCGATAGC-1 TRBJ2-3 TRAV23/DV6 ... None \n", "AAACCTGAGTCACGCC-1 TRBJ2-6 TRAV8-6 ... None \n", "AAACCTGCACGTCAGC-1 TRBJ2-6 TRAV1-2 ... None \n", "AAACCTGGTCAATACC-1 TRBJ2-7 TRAV22 ... None \n", "AAACCTGGTTCGGCAC-1 TRBJ1-1 TRAV8-3|TRAV8-2 ... None \n", "... ... ... ... ... \n", "TTTGTCATCGCCGTGA-1 TRBJ2-3 TRAV8-2 ... None \n", "TTTGTCATCGTCTGAA-1 TRBJ1-3 TRAV8-6 ... None \n", "TTTGTCATCTACCAGA-1 TRBJ2-3 TRAV8-6 ... TRBD1 \n", "TTTGTCATCTCTGAGA-1 TRBJ1-2|TRBJ1-4 TRAV3 ... None \n", "TTTGTCATCTTCGAGA-1 TRBJ1-5 TRAV12-1 ... None \n", "\n", " j_call_abT_VDJ_main v_call_abT_VJ_main j_call_abT_VJ_main \\\n", "AAACCTGAGCGATAGC-1 TRBJ2-3 TRAV23/DV6 TRAJ22 \n", "AAACCTGAGTCACGCC-1 TRBJ2-6 TRAV8-6 TRAJ8 \n", "AAACCTGCACGTCAGC-1 TRBJ2-6 TRAV1-2 TRAJ33 \n", "AAACCTGGTCAATACC-1 TRBJ2-7 TRAV22 TRAJ4 \n", "AAACCTGGTTCGGCAC-1 TRBJ1-1 TRAV8-3 TRAJ21 \n", "... ... ... ... \n", "TTTGTCATCGCCGTGA-1 TRBJ2-3 TRAV8-2 TRAJ13 \n", "TTTGTCATCGTCTGAA-1 TRBJ1-3 TRAV8-6 TRAJ27 \n", "TTTGTCATCTACCAGA-1 TRBJ2-3 TRAV8-6 TRAJ48 \n", "TTTGTCATCTCTGAGA-1 TRBJ1-2 TRAV3 TRAJ22 \n", "TTTGTCATCTTCGAGA-1 TRBJ1-5 TRAV12-1 TRAJ9 \n", "\n", " isotype isotype_status locus_status chain_status \\\n", "AAACCTGAGCGATAGC-1 None None TRB + TRA Single pair \n", "AAACCTGAGTCACGCC-1 None None TRB + TRA Single pair \n", "AAACCTGCACGTCAGC-1 None None TRB + TRA Single pair \n", "AAACCTGGTCAATACC-1 None None TRB + TRA Single pair \n", "AAACCTGGTTCGGCAC-1 None Multi TRB + Extra VJ Extra pair \n", "... ... ... ... ... \n", "TTTGTCATCGCCGTGA-1 None None TRB + TRA Single pair \n", "TTTGTCATCGTCTGAA-1 None None TRB + TRA Single pair \n", "TTTGTCATCTACCAGA-1 None None TRB + TRA Single pair \n", "TTTGTCATCTCTGAGA-1 None|None Multi Extra VDJ + TRA Extra pair \n", "TTTGTCATCTTCGAGA-1 None None TRB + TRA Single pair \n", "\n", " rearrangement_status_VDJ rearrangement_status_VJ \n", "AAACCTGAGCGATAGC-1 standard standard \n", "AAACCTGAGTCACGCC-1 standard standard \n", "AAACCTGCACGTCAGC-1 standard standard \n", "AAACCTGGTCAATACC-1 standard standard \n", "AAACCTGGTTCGGCAC-1 standard standard \n", "... ... ... \n", "TTTGTCATCGCCGTGA-1 standard standard \n", "TTTGTCATCGTCTGAA-1 standard standard \n", "TTTGTCATCTACCAGA-1 standard standard \n", "TTTGTCATCTCTGAGA-1 standard standard \n", "TTTGTCATCTTCGAGA-1 standard standard \n", "\n", "[5333 rows x 46 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdjx.metadata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This time, find clones with `scirpy`'s method." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 5333 × 36601\n", " obs: 'receptor_type', 'receptor_subtype', 'chain_pairing', 'clone_id', 'clone_id_size'\n", " var: 'gene_ids', 'feature_types', 'genome', 'pattern', 'read', 'sequence'\n", " uns: 'chain_indices', 'ir_dist_nt_identity', 'clone_id'\n", " obsm: 'airr', 'chain_indices'" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ir.tl.chain_qc(irdata)\n", "ir.pp.ir_dist(irdata)\n", "ir.tl.define_clonotypes(irdata, receptor_arms=\"all\", dual_ir=\"primary_only\")\n", "irdata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualising with `scirpy`'s plotting tools\n", "\n", "You can now also plot `dandelion` networks using `scirpy`'s functions." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Setting up data: 10860it [00:00, 22983.30it/s]\n", "Calculating distances : 100%|██████████| 6097/6097 [00:00<00:00, 14028.15it/s]\n", "Aggregating distances : 100%|██████████| 4/4 [00:00<00:00, 19.92it/s]\n", "Sorting into clusters : 100%|██████████| 6097/6097 [00:04<00:00, 1235.43it/s]\n", "Calculating minimum spanning tree : 100%|██████████| 69/69 [00:00<00:00, 1144.94it/s]\n", "Generating edge list : 100%|██████████| 69/69 [00:00<00:00, 3913.60it/s]\n", "Computing overlap : 100%|██████████| 6097/6097 [00:04<00:00, 1220.27it/s]\n", "Adjust overlap : 100%|██████████| 684/684 [00:00<00:00, 3583.29it/s]\n", "Linking edges : 100%|██████████| 5245/5245 [00:00<00:00, 52144.47it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Computing network layout\n", "Computing expanded network layout\n" ] } ], "source": [ "ddl.tl.generate_network(vdj, key=\"junction\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: overflow encountered in exp\n" ] } ], "source": [ "irdata.obs[\"scirpy_clone_id\"] = irdata.obs[\"clone_id\"] # stash it\n", "ddl.tl.transfer(\n", " irdata, vdj, overwrite=True\n", ") # overwrite scirpy's clone_id definition" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ir.tl.clonotype_network(irdata, min_cells=2)\n", "ir.pl.clonotype_network(irdata, color=\"clone_id\", panel_size=(7, 7))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "to swap to a shorter clone_id name (ordered by size)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: overflow encountered in exp\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ddl.tl.transfer(irdata, vdj, clone_key=\"clone_id_by_size\")\n", "ir.tl.clonotype_network(irdata, clonotype_key=\"clone_id_by_size\", min_cells=2)\n", "ir.pl.clonotype_network(irdata, color=\"clone_id_by_size\", panel_size=(7, 7))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "you can also collapse the networks to a single node and plot by size" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: overflow encountered in exp\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ddl.tl.transfer(irdata, vdj, clone_key=\"clone_id_by_size\", collapse_nodes=True)\n", "ir.tl.clonotype_network(irdata, clonotype_key=\"clone_id_by_size\", min_cells=2)\n", "ir.pl.clonotype_network(irdata, color=\"scirpy_clone_id\", panel_size=(7, 7))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "dandelion", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 4 }