{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Dandelion class\n", "\n", "Much of the functions and utility of the `dandelion` package revolves around the `Dandelion` class object. The class will act as an intermediary object for storage and flexible interaction with other tools. This section will run through a quick primer to the `Dandelion` class." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import modules" ] }, { "cell_type": "code", "execution_count": 1, "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:429: FutureWarning: Importing read_csv from `anndata` is deprecated. Import anndata.io.read_csv instead.\n", "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/anndata/utils.py:429: FutureWarning: Importing read_excel from `anndata` is deprecated. Import anndata.io.read_excel instead.\n", "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/anndata/utils.py:429: FutureWarning: Importing read_hdf from `anndata` is deprecated. Import anndata.io.read_hdf instead.\n", "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/anndata/utils.py:429: FutureWarning: Importing read_loom from `anndata` is deprecated. Import anndata.io.read_loom instead.\n", "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/anndata/utils.py:429: FutureWarning: Importing read_mtx from `anndata` is deprecated. Import anndata.io.read_mtx instead.\n", "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/anndata/utils.py:429: FutureWarning: Importing read_text from `anndata` is deprecated. Import anndata.io.read_text instead.\n", "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/anndata/utils.py:429: FutureWarning: Importing read_umi_tools from `anndata` is deprecated. Import anndata.io.read_umi_tools instead.\n" ] }, { "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" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniforge/base/envs/dandelion/lib/python3.11/site-packages/nxviz/__init__.py:33: UserWarning: \n", "nxviz has a new API! Version 0.7.4 onwards, the old class-based API is being\n", "deprecated in favour of a new API focused on advancing a grammar of network\n", "graphics. If your plotting code depends on the old API, please consider\n", "pinning nxviz at version 0.7.4, as the new API will break your old code.\n", "\n", "To check out the new API, please head over to the docs at\n", "https://ericmjl.github.io/nxviz/ to learn more. We hope you enjoy using it!\n", "\n", "(This deprecation message will go away in version 1.0.)\n", "\n" ] } ], "source": [ "import os\n", "\n", "os.chdir(os.path.expanduser(\"~/Downloads/dandelion_tutorial/\"))\n", "import dandelion as ddl\n", "\n", "ddl.logging.print_versions()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Finding clones based on B cell VDJ chains : 100%|██████████| 222/222 [00:00<00:00, 3567.62it/s]\n", "Finding clones based on B cell VJ chains : 100%|██████████| 209/209 [00:00<00:00, 5862.71it/s]\n", "Refining clone assignment based on VJ chain pairing : 100%|██████████| 2238/2238 [00:00<00:00, 647413.78it/s]\n" ] }, { "data": { "text/plain": [ "Dandelion class object with n_obs = 2238 and n_contigs = 7355\n", " data: 'sequence_id', 'sequence', 'rev_comp', 'productive', 'v_call', 'd_call', 'j_call', 'sequence_alignment', 'germline_alignment', 'junction', 'junction_aa', 'v_cigar', 'd_cigar', 'j_cigar', 'stop_codon', 'vj_in_frame', 'locus', 'c_call', 'junction_length', 'np1_length', 'np2_length', 'v_sequence_start', 'v_sequence_end', 'v_germline_start', 'v_germline_end', 'd_sequence_start', 'd_sequence_end', 'd_germline_start', 'd_germline_end', 'j_sequence_start', 'j_sequence_end', 'j_germline_start', 'j_germline_end', 'v_score', 'v_identity', 'v_support', 'd_score', 'd_identity', 'd_support', 'j_score', 'j_identity', 'j_support', 'fwr1', 'fwr2', 'fwr3', 'fwr4', 'cdr1', 'cdr2', 'cdr3', 'cell_id', 'consensus_count', 'umi_count', 'v_call_10x', 'd_call_10x', 'j_call_10x', 'junction_10x', 'junction_10x_aa', 'j_support_igblastn', 'j_score_igblastn', 'j_call_igblastn', 'j_call_blastn', 'j_identity_blastn', 'j_alignment_length_blastn', 'j_number_of_mismatches_blastn', 'j_number_of_gap_openings_blastn', 'j_sequence_start_blastn', 'j_sequence_end_blastn', 'j_germline_start_blastn', 'j_germline_end_blastn', 'j_support_blastn', 'j_score_blastn', 'j_sequence_alignment_blastn', 'j_germline_alignment_blastn', 'j_source', 'd_support_igblastn', 'd_score_igblastn', 'd_call_igblastn', 'd_call_blastn', 'd_identity_blastn', 'd_alignment_length_blastn', 'd_number_of_mismatches_blastn', 'd_number_of_gap_openings_blastn', 'd_sequence_start_blastn', 'd_sequence_end_blastn', 'd_germline_start_blastn', 'd_germline_end_blastn', 'd_support_blastn', 'd_score_blastn', 'd_sequence_alignment_blastn', 'd_germline_alignment_blastn', 'd_source', 'v_call_genotyped', 'germline_alignment_d_mask', 'sample_id', 'c_sequence_alignment', 'c_germline_alignment', 'c_sequence_start', 'c_sequence_end', 'c_score', 'c_identity', 'c_call_10x', 'junction_aa_length', 'fwr1_aa', 'fwr2_aa', 'fwr3_aa', 'fwr4_aa', 'cdr1_aa', 'cdr2_aa', 'cdr3_aa', 'sequence_alignment_aa', 'v_sequence_alignment_aa', 'd_sequence_alignment_aa', 'j_sequence_alignment_aa', 'complete_vdj', 'j_call_multimappers', 'j_call_multiplicity', 'j_call_sequence_start_multimappers', 'j_call_sequence_end_multimappers', 'j_call_support_multimappers', 'mu_count', 'ambiguous', 'extra', 'rearrangement_status', 'clone_id'\n", " metadata: 'clone_id', 'clone_id_by_size', 'sample_id', 'locus_VDJ', 'locus_VJ', 'productive_VDJ', 'productive_VJ', 'v_call_genotyped_VDJ', 'd_call_VDJ', 'j_call_VDJ', 'v_call_genotyped_VJ', 'j_call_VJ', 'c_call_VDJ', 'c_call_VJ', 'junction_VDJ', 'junction_VJ', 'junction_aa_VDJ', 'junction_aa_VJ', 'v_call_genotyped_B_VDJ', 'd_call_B_VDJ', 'j_call_B_VDJ', 'v_call_genotyped_B_VJ', 'j_call_B_VJ', 'c_call_B_VDJ', 'c_call_B_VJ', 'productive_B_VDJ', 'productive_B_VJ', 'umi_count_B_VDJ', 'umi_count_B_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_B_VDJ_main', 'd_call_B_VDJ_main', 'j_call_B_VDJ_main', 'v_call_B_VJ_main', 'j_call_B_VJ_main', 'isotype', 'isotype_status', 'locus_status', 'chain_status', 'rearrangement_status_VDJ', 'rearrangement_status_VJ'\n", " layout: layout for 2112 vertices, layout for 71 vertices\n", " graph: networkx graph of 2112 vertices, networkx graph of 71 vertices " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdj = ddl.read_h5ddl(\"dandelion_results.h5ddl\")\n", "# let's run find_clones again as this was not stored.\n", "ddl.tl.find_clones(vdj)\n", "vdj" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Essentially, the `.data` slot holds the AIRR contig table while the `.metadata` holds a collapsed version that is compatible with combining with `AnnData`'s `.obs` slot. You can retrieve these slots like a typical class object; for example, if I want the metadata:" ] }, { "cell_type": "code", "execution_count": 3, "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": "sample_id", "rawType": "object", "type": "string" }, { "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_genotyped_VDJ", "rawType": "object", "type": "string" }, { "name": "d_call_VDJ", "rawType": "object", "type": "string" }, { "name": "j_call_VDJ", "rawType": "object", "type": "string" }, { "name": "v_call_genotyped_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_genotyped_B_VDJ", "rawType": "object", "type": "string" }, { "name": "d_call_B_VDJ", "rawType": "object", "type": "string" }, { "name": "j_call_B_VDJ", "rawType": "object", "type": "string" }, { "name": "v_call_genotyped_B_VJ", "rawType": "object", "type": "string" }, { "name": "j_call_B_VJ", "rawType": "object", "type": "string" }, { "name": "c_call_B_VDJ", "rawType": "object", "type": "string" }, { "name": "c_call_B_VJ", "rawType": "object", "type": "string" }, { "name": "productive_B_VDJ", "rawType": "object", "type": "string" }, { "name": "productive_B_VJ", "rawType": "object", "type": "string" }, { "name": "umi_count_B_VDJ", "rawType": "float64", "type": "float" }, { "name": "umi_count_B_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_B_VDJ_main", "rawType": "object", "type": "string" }, { "name": "d_call_B_VDJ_main", "rawType": "object", "type": "string" }, { "name": "j_call_B_VDJ_main", "rawType": "object", "type": "string" }, { "name": "v_call_B_VJ_main", "rawType": "object", "type": "string" }, { "name": "j_call_B_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": "ade1caa7-3283-44c9-849c-1067c13fdbf7", "rows": [ [ "sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG", "B_VJ_76_2_7", "169", "sc5p_v2_hs_PBMC_10k", "None", "IGK", "None", "T", "None", "None", "None", "IGKV1D-33,IGKV1-33", "IGKJ4", "None", "IGKC", "None", "TGTCAACAATATGACGAACTTCCCGTCACTTTC", "None", "CQQYDELPVTF", "None", "None", "None", "IGKV1D-33,IGKV1-33", "IGKJ4", "None", "IGKC", "None", "T", null, "68.0", "None", "IGKV1D-33,IGKV1-33", "None", "None", "IGKJ4", "None", "IGKC", "None", "None", "None", "IGKV1D-33,IGKV1-33", "IGKJ4", "", "", "Orphan IGK", "Orphan VJ", "None", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC", "B_VDJ_191_3_2_VJ_185_2_3", "1988", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV1-69,IGHV1-69D", "IGHD3-22", "IGHJ3", "IGKV1-8", "IGKJ1", "IGHM", "IGKC", "TGTGCGACTACGTATTACTATGATAGTAGTGGTTATTACCAGAATGATGCTTTTGATATCTGG", "TGTCAACAGTATTATAGTTACCCTCGGACGTTC", "CATTYYYDSSGYYQNDAFDIW", "CQQYYSYPRTF", "IGHV1-69,IGHV1-69D", "IGHD3-22", "IGHJ3", "IGKV1-8", "IGKJ1", "IGHM", "IGKC", "T", "T", "51.0", "43.0", "IGHV1-69,IGHV1-69D", "IGKV1-8", "IGHD3-22", "IGHJ3", "IGKJ1", "IGHM", "IGKC", "IGHV1-69,IGHV1-69D", "IGHD3-22", "IGHJ3", "IGKV1-8", "IGKJ1", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAACCTGTCGAGAACG", "B_VDJ_9_1_2_VJ_153_1_1", "1602", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV1-2", "None", "IGHJ3", "IGLV5-45", "IGLJ3", "IGHM", "IGLC3", "TGTGCGAGAGAGATAGAGGGGGACGGTGTTTTTGAAATCTGG", "TGTATGATTTGGCACAGCAGCGCTTGGGTGGTC", "CAREIEGDGVFEIW", "CMIWHSSAWVV", "IGHV1-2", "None", "IGHJ3", "IGLV5-45", "IGLJ3", "IGHM", "IGLC3", "T", "T", "47.0", "90.0", "IGHV1-2", "IGLV5-45", "None", "IGHJ3", "IGLJ3", "IGHM", "IGLC3", "IGHV1-2", "None", "IGHJ3", "IGLV5-45", "IGLJ3", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAACCTGTCTTGAGAC", "B_VDJ_92_4_2_VJ_47_1_1", "1603", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV5-51", "None", "IGHJ3", "IGKV1D-8", "IGKJ2", "IGHM", "IGKC", "TGTGCGAGACATATCCGTGGGAACAGATTTGGCAATGATGCTTTTGATATCTGG", "TGTCAACAGTATTATAGTTTCCCGTACACTTTT", "CARHIRGNRFGNDAFDIW", "CQQYYSFPYTF", "IGHV5-51", "None", "IGHJ3", "IGKV1D-8", "IGKJ2", "IGHM", "IGKC", "T", "T", "80.0", "22.0", "IGHV5-51", "IGKV1D-8", "None", "IGHJ3", "IGKJ2", "IGHM", "IGKC", "IGHV5-51", "None", "IGHJ3", "IGKV1D-8", "IGKJ2", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAACGGGAGCGACGTA", "B_VDJ_15_2_1_VJ_83_2_6", "1604", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV4-4", "IGHD6-13", "IGHJ3", "IGLV3-19", "IGLJ2,IGLJ3", "IGHM", "IGLC", "TGTGCGAGAGTAGGCTATAGAGCAGCAGCTGGTACTGATGCTTTTGATATCTGG", "TGTAACTCCCGGGACAGCAGTGGTAACCATGTGGTATTC", "CARVGYRAAAGTDAFDIW", "CNSRDSSGNHVVF", "IGHV4-4", "IGHD6-13", "IGHJ3", "IGLV3-19", "IGLJ2,IGLJ3", "IGHM", "IGLC", "T", "T", "18.0", "14.0", "IGHV4-4", "IGLV3-19", "IGHD6-13", "IGHJ3", "IGLJ2,IGLJ3", "IGHM", "IGLC", "IGHV4-4", "IGHD6-13", "IGHJ3", "IGLV3-19", "IGLJ2,IGLJ3", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAACGGGCACTGTTAG", "B_VDJ_155_2_2_VJ_53_3_4", "1605", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV4-39", "IGHD3-22", "IGHJ3", "IGLV3-21", "IGLJ2,IGLJ3", "IGHM", "IGLC", "TGTGCGAGACGCCTCATTACTATGATAGAGGGAGGTGCTTTTGATATCTGG", "TGTCAGGTGTGGGATAGTAGTAGTGATCATGTGGTATTC", "CARRLITMIEGGAFDIW", "CQVWDSSSDHVVF", "IGHV4-39", "IGHD3-22", "IGHJ3", "IGLV3-21", "IGLJ2,IGLJ3", "IGHM", "IGLC", "T", "T", "26.0", "18.0", "IGHV4-39", "IGLV3-21", "IGHD3-22", "IGHJ3", "IGLJ2,IGLJ3", "IGHM", "IGLC", "IGHV4-39", "IGHD3-22", "IGHJ3", "IGLV3-21", "IGLJ2,IGLJ3", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAAGATGAGGATGCGT", "B_VDJ_118_9_3_VJ_178_3_4", "1606", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV3-30", "None", "IGHJ4", "IGKV2D-28,IGKV2-28", "IGKJ2", "IGHM", "IGKC", "TGTGCGAAAGTCATGATAGAACACCCATCGAACAGGGGCCACTTTGACTACTGG", "TGCATGCAAGCTCTACAAACTCCGTACACTTTT", "CAKVMIEHPSNRGHFDYW", "CMQALQTPYTF", "IGHV3-30", "None", "IGHJ4", "IGKV2D-28,IGKV2-28", "IGKJ2", "IGHM", "IGKC", "T", "T", "30.0", "59.0", "IGHV3-30", "IGKV2D-28,IGKV2-28", "None", "IGHJ4", "IGKJ2", "IGHM", "IGKC", "IGHV3-30", "None", "IGHJ4", "IGKV2D-28,IGKV2-28", "IGKJ2", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAAGATGGTCGAATCT", "B_VDJ_43_12_3_VJ_7_1_1", "1607", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV3-15", "IGHD1-26", "IGHJ4", "IGLV6-57", "IGLJ2,IGLJ3", "IGHM", "IGLC", "TGTACCACAGACGACGAAAAACGCCCCTATAGTGGGAGCTACCTCCCATTTGACTACTGG", "TGTCAGTCTTATGATAGCAGCAATGTGGTATTC", "CTTDDEKRPYSGSYLPFDYW", "CQSYDSSNVVF", "IGHV3-15", "IGHD1-26", "IGHJ4", "IGLV6-57", "IGLJ2,IGLJ3", "IGHM", "IGLC", "T", "T", "26.0", "40.0", "IGHV3-15", "IGLV6-57", "IGHD1-26", "IGHJ4", "IGLJ2,IGLJ3", "IGHM", "IGLC", "IGHV3-15", "IGHD1-26", "IGHJ4", "IGLV6-57", "IGLJ2,IGLJ3", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAAGATGGTGAGGGAG", "B_VDJ_106_9_3_VJ_110_3_9", "1601", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV4-61", "IGHD2-21", "IGHJ6", "IGLV2-14", "IGLJ3", "IGHM", "IGLC3", "TGTGCGAGAGAGACGACTCCCGTGGTGACTGCTTCCACATACTACTACTACTACGGTATGGACGTCTGG", "TGCAGCTCATATACAAGCAGCAGCACTTGGGTGTTC", "CARETTPVVTASTYYYYYGMDVW", "CSSYTSSSTWVF", "IGHV4-61", "IGHD2-21", "IGHJ6", "IGLV2-14", "IGLJ3", "IGHM", "IGLC3", "T", "T", "15.0", "54.0", "IGHV4-61", "IGLV2-14", "IGHD2-21", "IGHJ6", "IGLJ3", "IGHM", "IGLC3", "IGHV4-61", "IGHD2-21", "IGHJ6", "IGLV2-14", "IGLJ3", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAAGTAGCAGATCCAT", "B_VDJ_88_10_1_VJ_8_2_1", "1608", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV1-2", "IGHD6-19", "IGHJ6", "IGKV1-27", "IGKJ3", "IGHM", "IGKC", "TGTGCGAGGGGGGGTCGTGTGTCAGTGGCTGTGTATTGGGACTACTACTACTACGGTATGGACGTCTGG", "TGTCAAAAGTATAACAGTGCCCCATTCACTTTC", "CARGGRVSVAVYWDYYYYGMDVW", "CQKYNSAPFTF", "IGHV1-2", "IGHD6-19", "IGHJ6", "IGKV1-27", "IGKJ3", "IGHM", "IGKC", "T", "T", "42.0", "70.0", "IGHV1-2", "IGKV1-27", "IGHD6-19", "IGHJ6", "IGKJ3", "IGHM", "IGKC", "IGHV1-2", "IGHD6-19", "IGHJ6", "IGKV1-27", "IGKJ3", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAAGTAGGTACAAGTA", "B_VDJ_19_7_1_VJ_176_3_5", "1610", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV2-5", "IGHD3-9", "IGHJ3", "IGKV1-5", "IGKJ1", "IGHM", "IGKC", "TGTGCACACAGCGCCCAATATTACGATATTTTGACTGGTTATTATAAGGCGCCGTGGGGGGGTGCTTTTGATATCTGG", "TGCCAACAGTATAATAGTTATTCGTGGACGTTC", "CAHSAQYYDILTGYYKAPWGGAFDIW", "CQQYNSYSWTF", "IGHV2-5", "IGHD3-9", "IGHJ3", "IGKV1-5", "IGKJ1", "IGHM", "IGKC", "T", "T", "34.0", "49.0", "IGHV2-5", "IGKV1-5", "IGHD3-9", "IGHJ3", "IGKJ1", "IGHM", "IGKC", "IGHV2-5", "IGHD3-9", "IGHJ3", "IGKV1-5", "IGKJ1", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACACGTAGACACGAC", "B_VDJ_131_8_7_VJ_56_2_11", "1611", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV3-7", "IGHD1-26", "IGHJ4", "IGKV1-39,IGKV1D-39", "IGKJ2", "IGHM", "IGKC", "TGTGCGAGAGATGATTTCGGGGGAGCTACTTTTTATTCCTCTTTTGACTACTGG", "TGTCAACAGAGTTACAGTACCCCGTACACTTTT", "CARDDFGGATFYSSFDYW", "CQQSYSTPYTF", "IGHV3-7", "IGHD1-26", "IGHJ4", "IGKV1-39,IGKV1D-39", "IGKJ2", "IGHM", "IGKC", "T", "T", "33.0", "43.0", "IGHV3-7", "IGKV1-39,IGKV1D-39", "IGHD1-26", "IGHJ4", "IGKJ2", "IGHM", "IGKC", "IGHV3-7", "IGHD1-26", "IGHJ4", "IGKV1-39,IGKV1D-39", "IGKJ2", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACACGTCACAGACAG", "B_VDJ_94_3_1_VJ_175_5_12", "1612", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV1-8", "IGHD3-3", "IGHJ3", "IGKV3-20", "IGKJ1", "IGHM", "IGKC", "TGTGCGAGAGCCGCGAAGATTTTTGGAGTGGTTACCGCTTTTGATATCTGG", "TGTCAGCAGTATGGTAGCTCACCGTGGACGTTC", "CARAAKIFGVVTAFDIW", "CQQYGSSPWTF", "IGHV1-8", "IGHD3-3", "IGHJ3", "IGKV3-20", "IGKJ1", "IGHM", "IGKC", "T", "T", "44.0", "29.0", "IGHV1-8", "IGKV3-20", "IGHD3-3", "IGHJ3", "IGKJ1", "IGHM", "IGKC", "IGHV1-8", "IGHD3-3", "IGHJ3", "IGKV3-20", "IGKJ1", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACACGTTCCCTTGTG", "B_VDJ_178_4_1_VJ_44_2_10", "1613", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV3-9", "IGHD6-19", "IGHJ4", "IGKV3-20", "IGKJ2", "IGHM", "IGKC", "TGTGTAAAAGACTATTCTACCAGTGGCTGGTACTACTTTGACTTCTGG", "TGTCAGCAATATGGTAGCTCACTTCCGTACACTTTT", "CVKDYSTSGWYYFDFW", "CQQYGSSLPYTF", "IGHV3-9", "IGHD6-19", "IGHJ4", "IGKV3-20", "IGKJ2", "IGHM", "IGKC", "T", "T", "25.0", "80.0", "IGHV3-9", "IGKV3-20", "IGHD6-19", "IGHJ4", "IGKJ2", "IGHM", "IGKC", "IGHV3-9", "IGHD6-19", "IGHJ4", "IGKV3-20", "IGKJ2", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACCATGCAAGCTGTT", "B_VDJ_57_2_1_VJ_119_2_3", "1614", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV3-33", "IGHD3-10", "IGHJ6", "IGLV2-14", "IGLJ1", "IGHM", "IGLC1", "TGTGCGAGAGATTGGGTTCGGGGAGTCAACGATATGGACGTCTGG", "TGCAGCTCATATACAAGCAGCAGCACTCGGGTCTTC", "CARDWVRGVNDMDVW", "CSSYTSSSTRVF", "IGHV3-33", "IGHD3-10", "IGHJ6", "IGLV2-14", "IGLJ1", "IGHM", "IGLC1", "T", "T", "24.0", "36.0", "IGHV3-33", "IGLV2-14", "IGHD3-10", "IGHJ6", "IGLJ1", "IGHM", "IGLC1", "IGHV3-33", "IGHD3-10", "IGHJ6", "IGLV2-14", "IGLJ1", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACCATGTCAGTCCCT", "B_VDJ_111_2_1_VJ_81_1_1", "1615", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV3-49", "IGHD1-26", "IGHJ3", "IGLV2-14", "IGLJ2,IGLJ3", "IGHM", "IGLC", "TGTACTAGACCTCAACGGAAGTGGGAGCTACCCTACCCTGATGCTTTTGATATCTGG", "TGCAGCTCATATACAAGCAGCAGCACTCTATTC", "CTRPQRKWELPYPDAFDIW", "CSSYTSSSTLF", "IGHV3-49", "IGHD1-26", "IGHJ3", "IGLV2-14", "IGLJ2,IGLJ3", "IGHM", "IGLC", "T", "T", "23.0", "74.0", "IGHV3-49", "IGLV2-14", "IGHD1-26", "IGHJ3", "IGLJ2,IGLJ3", "IGHM", "IGLC", "IGHV3-49", "IGHD1-26", "IGHJ3", "IGLV2-14", "IGLJ2,IGLJ3", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACCATGTCCAAGTAC", "B_VDJ_95_1_1_VJ_205_2_6", "1609", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV4-4", "IGHD2-2", "IGHJ6", "IGKV3-20", "IGKJ3", "IGHM", "IGKC", "TGTGCGAGAGTAGTACCAGCTGCCTTCTACGGTATGGACGTCTGG", "TGTCAGCAGTATGGTAGCTCACTTTTCACTTTC", "CARVVPAAFYGMDVW", "CQQYGSSLFTF", "IGHV4-4", "IGHD2-2", "IGHJ6", "IGKV3-20", "IGKJ3", "IGHM", "IGKC", "T", "T", "16.0", "55.0", "IGHV4-4", "IGKV3-20", "IGHD2-2", "IGHJ6", "IGKJ3", "IGHM", "IGKC", "IGHV4-4", "IGHD2-2", "IGHJ6", "IGKV3-20", "IGKJ3", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACCATGTCTAGCACA", "B_VDJ_190_2_1_VJ_50_2_1", "1600", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV4-30-2", "IGHD2-8", "IGHJ6", "IGLV1-47", "IGLJ3", "IGHM", "IGLC3", "TGTGCCGGGGGTTCGGGATATTGTACTAATGGTGTATGCTATCCCCGCGGGTTTGACTACTACTACGGTATGGACGTCTGG", "TGTGCAGCATGGGATGACAGCCCGCCTTGGGTGTTC", "CAGGSGYCTNGVCYPRGFDYYYGMDVW", "CAAWDDSPPWVF", "IGHV4-30-2", "IGHD2-8", "IGHJ6", "IGLV1-47", "IGLJ3", "IGHM", "IGLC3", "T", "T", "17.0", "35.0", "IGHV4-30-2", "IGLV1-47", "IGHD2-8", "IGHJ6", "IGLJ3", "IGHM", "IGLC3", "IGHV4-30-2", "IGHD2-8", "IGHJ6", "IGLV1-47", "IGLJ3", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACCGCGCATGAGCGA", "B_VDJ_125_1_1_VJ_162_2_15", "1599", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV6-1", "IGHD6-6", "IGHJ6", "IGKV4-1", "IGKJ2", "IGHM", "IGKC", "TGTGCAAGAGATGAGGGAATAGCAGCTCGTACGAGAGGGGAGACCCACTACTACTACTACGGTATGGACGTCTGG", "TGTCAGCAATATTATAGTACTCCGTACACTTTT", "CARDEGIAARTRGETHYYYYGMDVW", "CQQYYSTPYTF", "IGHV6-1", "IGHD6-6", "IGHJ6", "IGKV4-1", "IGKJ2", "IGHM", "IGKC", "T", "T", "34.0", "59.0", "IGHV6-1", "IGKV4-1", "IGHD6-6", "IGHJ6", "IGKJ2", "IGHM", "IGKC", "IGHV6-1", "IGHD6-6", "IGHJ6", "IGKV4-1", "IGKJ2", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACGTTGGTCGTTGTA", "B_VDJ_118_8_10_VJ_181_2_1", "1598", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV3-30", "IGHD5-5,IGHD5-18", "IGHJ4", "IGLV4-69", "IGLJ3", "IGHM", "IGLC3", "TGTGCGAAAGATGATACAGCTATGGTTACGGCCGATTTCTTTGACTACTGG", "TGTCAGACCTGGGGCACTGGCATTTGGGTGTTC", "CAKDDTAMVTADFFDYW", "CQTWGTGIWVF", "IGHV3-30", "IGHD5-5,IGHD5-18", "IGHJ4", "IGLV4-69", "IGLJ3", "IGHM", "IGLC3", "T", "T", "14.0", "11.0", "IGHV3-30", "IGLV4-69", "IGHD5-5,IGHD5-18", "IGHJ4", "IGLJ3", "IGHM", "IGLC3", "IGHV3-30", "IGHD5-5,IGHD5-18", "IGHJ4", "IGLV4-69", "IGLJ3", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACTCCCTCGTACCGG", "B_VDJ_31_2_2_VJ_176_3_5", "1583", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV2-26", "IGHD5-24", "IGHJ4", "IGKV1-5", "IGKJ1", "IGHM", "IGKC", "TGTGCACGGACGCCGAGATGGCTACAATGTTTTGACTACTGG", "TGCCAACAGTATAATAGTTATTCGTGGACGTTC", "CARTPRWLQCFDYW", "CQQYNSYSWTF", "IGHV2-26", "IGHD5-24", "IGHJ4", "IGKV1-5", "IGKJ1", "IGHM", "IGKC", "T", "T", "35.0", "49.0", "IGHV2-26", "IGKV1-5", "IGHD5-24", "IGHJ4", "IGKJ1", "IGHM", "IGKC", "IGHV2-26", "IGHD5-24", "IGHJ4", "IGKV1-5", "IGKJ1", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACTCTTAGTAGCCGA", "B_VDJ_118_5_3_VJ_29_2_1", "1584", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV3-30", "IGHD6-19", "IGHJ4", "IGLV6-57", "IGLJ3", "IGHG1", "IGLC3", "TGTGCGAGGGACCAGTGGCTGGCGTACTACTTTGACTACTGG", "TGTCAGTCTTATGATAGCAGCAATCATTGGGTGTTC", "CARDQWLAYYFDYW", "CQSYDSSNHWVF", "IGHV3-30", "IGHD6-19", "IGHJ4", "IGLV6-57", "IGLJ3", "IGHG1", "IGLC3", "T", "T", "14.0", "44.0", "IGHV3-30", "IGLV6-57", "IGHD6-19", "IGHJ4", "IGLJ3", "IGHG1", "IGLC3", "IGHV3-30", "IGHD6-19", "IGHJ4", "IGLV6-57", "IGLJ3", "IgG", "IgG", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACTCTTTCCGATATG", "B_VDJ_173_1_2_VJ_179_1_3", "1585", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV2-5", "IGHD4-4,IGHD4-11", "IGHJ4", "IGKV2-30", "IGKJ1", "IGHM", "IGKC", "TGTGCACACAGATACTACAGTAACATTGACTACTGG", "TGCATGCAAGGTACACACTGGCCGTGGACGTTC", "CAHRYYSNIDYW", "CMQGTHWPWTF", "IGHV2-5", "IGHD4-4,IGHD4-11", "IGHJ4", "IGKV2-30", "IGKJ1", "IGHM", "IGKC", "T", "T", "39.0", "34.0", "IGHV2-5", "IGKV2-30", "IGHD4-4,IGHD4-11", "IGHJ4", "IGKJ1", "IGHM", "IGKC", "IGHV2-5", "IGHD4-4,IGHD4-11", "IGHJ4", "IGKV2-30", "IGKJ1", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACTGGTTCATTTGGG", "B_VDJ_46_10_1_VJ_195_2_3", "1586", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV3-74", "IGHD3-22", "IGHJ6", "IGKV1-9", "IGKJ3", "IGHD", "IGKC", "TGTGCAAGAGATTGGGGTTACTATGATAGTAGTGGTTACTCCCCCAGGGGTTACTACTACTACTACGGTATGGACGTCTGG", "TGTCAACAGCTTAATAGTTACTCTTTCACTTTC", "CARDWGYYDSSGYSPRGYYYYYGMDVW", "CQQLNSYSFTF", "IGHV3-74", "IGHD3-22", "IGHJ6", "IGKV1-9", "IGKJ3", "IGHD", "IGKC", "T", "T", "14.0", "54.0", "IGHV3-74", "IGKV1-9", "IGHD3-22", "IGHJ6", "IGKJ3", "IGHD", "IGKC", "IGHV3-74", "IGHD3-22", "IGHJ6", "IGKV1-9", "IGKJ3", "IgD", "IgD", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACTTTCAGCTCAACT", "B_VDJ_118_6_8_VJ_78_3_3", "1587", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV3-30", "None", "IGHJ4", "IGKV3-15", "IGKJ1", "IGHM", "IGKC", "TGTGCGAAAGATCGGGTAGGATACGGTGACTACGTGGACTACTGG", "TGTCAGCAGTATAATAACTGGCCTCCCTGGACGTTC", "CAKDRVGYGDYVDYW", "CQQYNNWPPWTF", "IGHV3-30", "None", "IGHJ4", "IGKV3-15", "IGKJ1", "IGHM", "IGKC", "T", "T", "19.0", "61.0", "IGHV3-30", "IGKV3-15", "None", "IGHJ4", "IGKJ1", "IGHM", "IGKC", "IGHV3-30", "None", "IGHJ4", "IGKV3-15", "IGKJ1", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AACTTTCCAATGTTGC", "B_VDJ_36_1_2_VJ_154_3_8", "1588", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV4-39", "None", "IGHJ4", "IGLV1-40", "IGLJ1", "IGHM", "IGLC1", "TGTGCGAGACTAGGCAGCAGCCCGTACTACTGG", "TGCCAGTCCTATGACAGCAGCCTGAGTGGTTATGTCTTC", "CARLGSSPYYW", "CQSYDSSLSGYVF", "IGHV4-39", "None", "IGHJ4", "IGLV1-40", "IGLJ1", "IGHM", "IGLC1", "T", "T", "43.0", "29.0", "IGHV4-39", "IGLV1-40", "None", "IGHJ4", "IGLJ1", "IGHM", "IGLC1", "IGHV4-39", "None", "IGHJ4", "IGLV1-40", "IGLJ1", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAGCCGCGTTTGTGTG", "B_VDJ_199_1_1_VJ_177_1_1", "1589", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV3-49", "None", "IGHJ6", "IGKV1D-8", "IGKJ1", "IGHM", "IGKC", "TGTACTAGATACTATGGGGACGTCTGG", "TGTCAACAGTATTATAGTTTCCCGTGGACGTTC", "CTRYYGDVW", "CQQYYSFPWTF", "IGHV3-49", "None", "IGHJ6", "IGKV1D-8", "IGKJ1", "IGHM", "IGKC", "T", "T", "14.0", "59.0", "IGHV3-49", "IGKV1D-8", "None", "IGHJ6", "IGKJ1", "IGHM", "IGKC", "IGHV3-49", "None", "IGHJ6", "IGKV1D-8", "IGKJ1", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAGGAGCAGCTGCCCA", "B_VDJ_11_13_1_VJ_103_1_1|B_VDJ_11_13_1_VJ_94_3_6", "1590|1591", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL|IGL", "T", "T|T", "IGHV3-23,IGHV3-23D", "IGHD2-15", "IGHJ3", "IGLV2-23|IGLV3-16", "IGLJ1|IGLJ2,IGLJ3", "IGHD", "IGLC1|IGLC", "TGTGCGAAAGATTTCCATCGGCTAACCCTCCTTCGATATTGTAGTGGTGGTAGCTGCTACTCGGCTTTTGATATCTGG", "TGCTGCTCATATGCAGGTAGTAGCACTTATGTCTTC|TGTCTATCAGCAGACAGCAGTGGTACTTATGTATTC", "CAKDFHRLTLLRYCSGGSCYSAFDIW", "CCSYAGSSTYVF|CLSADSSGTYVF", "IGHV3-23,IGHV3-23D", "IGHD2-15", "IGHJ3", "IGLV2-23|IGLV3-16", "IGLJ1|IGLJ2,IGLJ3", "IGHD", "IGLC1|IGLC", "T", "T|T", "13.0", "90.0", "IGHV3-23,IGHV3-23D", "IGLV2-23", "IGHD2-15", "IGHJ3", "IGLJ1", "IGHD", "IGLC1", "IGHV3-23,IGHV3-23D", "IGHD2-15", "IGHJ3", "IGLV2-23", "IGLJ1", "IgD", "Multi", "IGH + Extra VJ", "Extra pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAGGAGCAGTTTGCGT", "B_VDJ_118_10_1_VJ_193_4_1", "1592", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV3-30", "IGHD3-22", "IGHJ4", "IGLV3-25", "IGLJ2,IGLJ3", "IGHM", "IGLC", "TGTGCGAAAGATCATTACTATGATAGTAGTGGTTATTACAGTGGTCTTGGCTACTGG", "TGTCAATCAGCAGACAGCAGTGGTACTTATAGGGTGGTATTC", "CAKDHYYDSSGYYSGLGYW", "CQSADSSGTYRVVF", "IGHV3-30", "IGHD3-22", "IGHJ4", "IGLV3-25", "IGLJ2,IGLJ3", "IGHM", "IGLC", "T", "T", "22.0", "21.0", "IGHV3-30", "IGLV3-25", "IGHD3-22", "IGHJ4", "IGLJ2,IGLJ3", "IGHM", "IGLC", "IGHV3-30", "IGHD3-22", "IGHJ4", "IGLV3-25", "IGLJ2,IGLJ3", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAGGAGCCAGCCTTTC", "B_VDJ_140_2_1_VJ_16_3_3", "1593", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV1-24", "IGHD2-2", "IGHJ6", "IGKV3-20", "IGKJ4", "IGHM", "IGKC", "TGTGCAACAGGCTTAGTAGTACCAGCTGCTATCCTCTATGGTATGGACGTCTGG", "TGTCAGCAGTATGGTAGCTCACGAGGGCTCACTTTC", "CATGLVVPAAILYGMDVW", "CQQYGSSRGLTF", "IGHV1-24", "IGHD2-2", "IGHJ6", "IGKV3-20", "IGKJ4", "IGHM", "IGKC", "T", "T", "41.0", "50.0", "IGHV1-24", "IGKV3-20", "IGHD2-2", "IGHJ6", "IGKJ4", "IGHM", "IGKC", "IGHV1-24", "IGHD2-2", "IGHJ6", "IGKV3-20", "IGKJ4", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAGGAGCGTAATCACC", "B_VDJ_49_3_1_VJ_185_2_4", "1594", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV4-34", "IGHD4-17", "IGHJ3", "IGKV1-8", "IGKJ1", "IGHM", "IGKC", "TGTGCGAGTCGGGTGCATGGCTTAGTTACGGTGACTACGGGGGGAGCTTTTGATATCTGG", "TGTCAACAGTATTATAGTTACCCTCCGGCGTTC", "CASRVHGLVTVTTGGAFDIW", "CQQYYSYPPAF", "IGHV4-34", "IGHD4-17", "IGHJ3", "IGKV1-8", "IGKJ1", "IGHM", "IGKC", "T", "T", "38.0", "35.0", "IGHV4-34", "IGKV1-8", "IGHD4-17", "IGHJ3", "IGKJ1", "IGHM", "IGKC", "IGHV4-34", "IGHD4-17", "IGHJ3", "IGKV1-8", "IGKJ1", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAGGCAGAGTCATCCA", "B_VDJ_112_9_2_VJ_119_3_7", "1595", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV3-7", "None", "IGHJ6", "IGLV2-14", "IGLJ1", "IGHA1", "IGLC1", "TGCGCGAGGGGCGGTGCGGCGGTGACCACTTATTATTATTACTTCTACGGTATGGACGCCTGG", "TGCTGCTCATATTCAAGCACCAATACACTATATGTCTTC", "CARGGAAVTTYYYYFYGMDAW", "CCSYSSTNTLYVF", "IGHV3-7", "None", "IGHJ6", "IGLV2-14", "IGLJ1", "IGHA1", "IGLC1", "T", "T", "46.0", "119.0", "IGHV3-7", "IGLV2-14", "None", "IGHJ6", "IGLJ1", "IGHA1", "IGLC1", "IGHV3-7", "None", "IGHJ6", "IGLV2-14", "IGLJ1", "IgA", "IgA", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAGGCAGAGTCGATAA", "B_VDJ_150_7_2_VJ_101_1_1", "1596", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV3-11", "IGHD3-3", "IGHJ4", "IGLV1-36", "IGLJ1", "IGHM", "IGLC1", "TGTGCGAGAGATGGGAGTGGTTATCTCGAACAATACTACTTTGACTACTGG", "TGTGCAGCATGGGATGACAGCCTGAATGGTTATGTCTTC", "CARDGSGYLEQYYFDYW", "CAAWDDSLNGYVF", "IGHV3-11", "IGHD3-3", "IGHJ4", "IGLV1-36", "IGLJ1", "IGHM", "IGLC1", "T", "T", "11.0", "15.0", "IGHV3-11", "IGLV1-36", "IGHD3-3", "IGHJ4", "IGLJ1", "IGHM", "IGLC1", "IGHV3-11", "IGHD3-3", "IGHJ4", "IGLV1-36", "IGLJ1", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAGGCAGGTCTCCATC", "B_VDJ_131_8_1_VJ_44_1_8", "1597", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV3-7", "IGHD3-22", "IGHJ4", "IGKV3-20", "IGKJ2", "IGHM", "IGKC", "TGTGCGAGAGATGTACGAGTTTACTATGATAGTAGTGGTTACTCTGACTACTGG", "TGTCAGCAGTATGGTAGCTCACCGTACACTTTT", "CARDVRVYYDSSGYSDYW", "CQQYGSSPYTF", "IGHV3-7", "IGHD3-22", "IGHJ4", "IGKV3-20", "IGKJ2", "IGHM", "IGKC", "T", "T", "15.0", "20.0", "IGHV3-7", "IGKV3-20", "IGHD3-22", "IGHJ4", "IGKJ2", "IGHM", "IGKC", "IGHV3-7", "IGHD3-22", "IGHJ4", "IGKV3-20", "IGKJ2", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAGGTTCAGCAGATCG", "B_VDJ_36_7_4_VJ_58_3_3", "1616", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV4-39", "IGHD1-26", "IGHJ4", "IGLV1-44", "IGLJ1", "IGHM", "IGLC1", "TGTGCGAGACTAATCAAGTATAGTGGGAGCTATGAGATGGTGGACTACTGG", "TGTGCAGCATGGGATGACAGCCTGAATGGTTATTATGTCTTC", "CARLIKYSGSYEMVDYW", "CAAWDDSLNGYYVF", "IGHV4-39", "IGHD1-26", "IGHJ4", "IGLV1-44", "IGLJ1", "IGHM", "IGLC1", "T", "T", "30.0", "35.0", "IGHV4-39", "IGLV1-44", "IGHD1-26", "IGHJ4", "IGLJ1", "IGHM", "IGLC1", "IGHV4-39", "IGHD1-26", "IGHJ4", "IGLV1-44", "IGLJ1", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AAGTCTGGTCTAACGT", "B_VDJ_166_5_2_VJ_117_2_1", "1617", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV3-21", "IGHD3-22", "IGHJ6", "IGKV1D-33,IGKV1-33", "IGKJ3", "IGHM", "IGKC", "TGTGCGAGAGGGGGATTTATTACTATGATAGGCTACGGTATGGACGTCTGG", "TGTCAACAGTATGATAATCTCCCATTCACTTTC", "CARGGFITMIGYGMDVW", "CQQYDNLPFTF", "IGHV3-21", "IGHD3-22", "IGHJ6", "IGKV1D-33,IGKV1-33", "IGKJ3", "IGHM", "IGKC", "T", "T", "13.0", "50.0", "IGHV3-21", "IGKV1D-33,IGKV1-33", "IGHD3-22", "IGHJ6", "IGKJ3", "IGHM", "IGKC", "IGHV3-21", "IGHD3-22", "IGHJ6", "IGKV1D-33,IGKV1-33", "IGKJ3", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AATCCAGAGGCGTACA", "B_VDJ_46_8_1_VJ_58_2_3", "1618", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV3-74", "IGHD2-15", "IGHJ6", "IGLV1-44", "IGLJ1", "IGHM", "IGLC1", "TGTGCAAGAGACCTGAGATGGTGTAGTGGTGGTAGCTGCTACGGGAACTACTACGGTATGGACGTCTGG", "TGTGCAGCATGGGATGACAGCCTGAATGGTCAAGTCTTC", "CARDLRWCSGGSCYGNYYGMDVW", "CAAWDDSLNGQVF", "IGHV3-74", "IGHD2-15", "IGHJ6", "IGLV1-44", "IGLJ1", "IGHM", "IGLC1", "T", "T", "51.0", "70.0", "IGHV3-74", "IGLV1-44", "IGHD2-15", "IGHJ6", "IGLJ1", "IGHM", "IGLC1", "IGHV3-74", "IGHD2-15", "IGHJ6", "IGLV1-44", "IGLJ1", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AATCCAGAGTTTAGGA", "B_VDJ_118_6_3_VJ_162_3_3|B_VDJ_118_6_3_VJ_187_2_5", "1636|1638", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL|IGK", "T", "T|T", "IGHV3-30", "IGHD6-13", "IGHJ4", "IGLV1-47|IGKV4-1", "IGLJ2,IGLJ3|IGKJ2", "IGHM", "IGLC|IGKC", "TGTGCGAAAGATGATGGGGACGCAGCAGCTGGTTTAATCTACTGG", "TGTGCAGCATGGGATGACAGCCTGAGTGGTGTGGTATTC|TGTCAGCAATATTATAGTACTCCCTTGTACACTTTT", "CAKDDGDAAAGLIYW", "CAAWDDSLSGVVF|CQQYYSTPLYTF", "IGHV3-30", "IGHD6-13", "IGHJ4", "IGLV1-47|IGKV4-1", "IGLJ2,IGLJ3|IGKJ2", "IGHM", "IGLC|IGKC", "T", "T|T", "17.0", "35.0", "IGHV3-30", "IGLV1-47", "IGHD6-13", "IGHJ4", "IGLJ2,IGLJ3", "IGHM", "IGLC", "IGHV3-30", "IGHD6-13", "IGHJ4", "IGLV1-47", "IGLJ2,IGLJ3", "IgM", "Multi", "IGH + Extra VJ", "Extra pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_AATCCAGCATCTATGG", "B_VDJ_136_1_1_VJ_72_2_8", "1639", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV3-43", "None", "IGHJ4", "IGLV1-51", "IGLJ2,IGLJ3", "IGHM", "IGLC", "TGTGCAAAAGACGGGGGGGGGGAAGAGGCTTTAGAGCTACCAGACTACTGG", "TGCGGAACATGGGATAGCAGCCTGAGTGCGGTGGTATTC", "CAKDGGGEEALELPDYW", "CGTWDSSLSAVVF", "IGHV3-43", "None", "IGHJ4", "IGLV1-51", "IGLJ2,IGLJ3", "IGHM", "IGLC", "T", "T", "26.0", "33.0", "IGHV3-43", "IGLV1-51", "None", "IGHJ4", "IGLJ2,IGLJ3", "IGHM", "IGLC", "IGHV3-43", "None", "IGHJ4", "IGLV1-51", "IGLJ2,IGLJ3", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_ACACCAAGTGTAAGTA", "B_VDJ_28_2_1_VJ_56_2_11", "1640", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV4-30-2,IGHV4-30-4", "IGHD6-19", "IGHJ3", "IGKV1-39,IGKV1D-39", "IGKJ2", "IGHG2", "IGKC", "TGTGCGAGAAAGGATAGCAGTGGTTCTGATGCTTTTGATTTGTGG", "TGTCAACAGAGTTATAGTACCCCGTACACTTTT", "CARKDSSGSDAFDLW", "CQQSYSTPYTF", "IGHV4-30-2,IGHV4-30-4", "IGHD6-19", "IGHJ3", "IGKV1-39,IGKV1D-39", "IGKJ2", "IGHG2", "IGKC", "T", "T", "8.0", "72.0", "IGHV4-30-2,IGHV4-30-4", "IGKV1-39,IGKV1D-39", "IGHD6-19", "IGHJ3", "IGKJ2", "IGHG2", "IGKC", "IGHV4-30-2,IGHV4-30-4", "IGHD6-19", "IGHJ3", "IGKV1-39,IGKV1D-39", "IGKJ2", "IgG", "IgG", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_ACACCAATCATCGATG", "B_VDJ_131_5_1_VJ_56_3_7", "1641", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV3-7", "IGHD5-5,IGHD5-18", "IGHJ4", "IGKV1-39,IGKV1D-39", "IGKJ2", "IGHM", "IGKC", "TGTGCGAGAGATGTCGTACAGCTATGGTACCAAATTGACTACTGG", "TGTCAACAGAGTTACAGTACCCCTCCGAACACTTTT", "CARDVVQLWYQIDYW", "CQQSYSTPPNTF", "IGHV3-7", "IGHD5-5,IGHD5-18", "IGHJ4", "IGKV1-39,IGKV1D-39", "IGKJ2", "IGHM", "IGKC", "T", "T", "21.0", "60.0", "IGHV3-7", "IGKV1-39,IGKV1D-39", "IGHD5-5,IGHD5-18", "IGHJ4", "IGKJ2", "IGHM", "IGKC", "IGHV3-7", "IGHD5-5,IGHD5-18", "IGHJ4", "IGKV1-39,IGKV1D-39", "IGKJ2", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_ACACCAATCTATCCCG", "B_VDJ_100_3_1_VJ_115_1_1", "1642", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV4-59", "IGHD5-5,IGHD5-18", "IGHJ5", "IGKV1D-12", "IGKJ5", "IGHM", "IGKC", "TGTGCGAAATACGTGGATACAGCTATGAATCAGTTCGACCCCTGG", "TGTCAACAGGCTAACAGTTTCCCGATCACCTTC", "CAKYVDTAMNQFDPW", "CQQANSFPITF", "IGHV4-59", "IGHD5-5,IGHD5-18", "IGHJ5", "IGKV1D-12", "IGKJ5", "IGHM", "IGKC", "T", "T", "20.0", "28.0", "IGHV4-59", "IGKV1D-12", "IGHD5-5,IGHD5-18", "IGHJ5", "IGKJ5", "IGHM", "IGKC", "IGHV4-59", "IGHD5-5,IGHD5-18", "IGHJ5", "IGKV1D-12", "IGKJ5", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_ACACCCTCATATGAGA", "B_VDJ_128_3_1_VJ_175_7_2", "1643", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV1-69", "IGHD3-22", "IGHJ4", "IGKV3-20", "IGKJ1", "IGHM", "IGKC", "TGTGCGAGAGGTCTTCATTACTATGATAGTAGTGGTCGTTCACTTTACTACTTTGACTACTGG", "TGTCAGCAGTATGGTAGCTCACCTCCGGGACAGACGTTC", "CARGLHYYDSSGRSLYYFDYW", "CQQYGSSPPGQTF", "IGHV1-69", "IGHD3-22", "IGHJ4", "IGKV3-20", "IGKJ1", "IGHM", "IGKC", "T", "T", "17.0", "44.0", "IGHV1-69", "IGKV3-20", "IGHD3-22", "IGHJ4", "IGKJ1", "IGHM", "IGKC", "IGHV1-69", "IGHD3-22", "IGHJ4", "IGKV3-20", "IGKJ1", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_ACACCCTTCAGAAATG", "B_VDJ_118_2_1_VJ_78_2_4", "1637", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV3-30", "None", "IGHJ4", "IGKV3-15", "IGKJ1", "IGHM", "IGKC", "TGTGCCAATCAGCCCCCCAGTCTCTATTGG", "TGTCAGCAATATAATAACTGGCCCGGGACGTTC", "CANQPPSLYW", "CQQYNNWPGTF", "IGHV3-30", "None", "IGHJ4", "IGKV3-15", "IGKJ1", "IGHM", "IGKC", "T", "T", "16.0", "79.0", "IGHV3-30", "IGKV3-15", "None", "IGHJ4", "IGKJ1", "IGHM", "IGKC", "IGHV3-30", "None", "IGHJ4", "IGKV3-15", "IGKJ1", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_ACACCGGAGATCCGAG", "B_VDJ_38_8_1_VJ_208_1_1", "1644", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV3-48", "IGHD3-16", "IGHJ6", "IGLV2-8", "IGLJ1", "IGHM", "IGLC1", "TGTGCGAGAGTGGGTTATGATTACGTTTGGGGGAGTTATCGTTATACGGGGGTTATGGACGTCTGG", "TGCAGCTCATATGCAGGCAGCTCTTATGTCTTC", "CARVGYDYVWGSYRYTGVMDVW", "CSSYAGSSYVF", "IGHV3-48", "IGHD3-16", "IGHJ6", "IGLV2-8", "IGLJ1", "IGHM", "IGLC1", "T", "T", "19.0", "44.0", "IGHV3-48", "IGLV2-8", "IGHD3-16", "IGHJ6", "IGLJ1", "IGHM", "IGLC1", "IGHV3-48", "IGHD3-16", "IGHJ6", "IGLV2-8", "IGLJ1", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_ACACTGACAGTCAGCC", "B_VDJ_94_5_1_VJ_140_2_5", "1646", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV1-8", "IGHD3-22", "IGHJ3", "IGKV2D-28,IGKV2-28", "IGKJ4", "IGHM", "IGKC", "TGTGCGAGAGGCCGCCCGTATTACTATGATAGTAGTGGTTACCCATATGATGCTTTTGATATCTGG", "TGCATGCAAGCTCTACAAACCCCACTCACTTTC", "CARGRPYYYDSSGYPYDAFDIW", "CMQALQTPLTF", "IGHV1-8", "IGHD3-22", "IGHJ3", "IGKV2D-28,IGKV2-28", "IGKJ4", "IGHM", "IGKC", "T", "T", "25.0", "41.0", "IGHV1-8", "IGKV2D-28,IGKV2-28", "IGHD3-22", "IGHJ3", "IGKJ4", "IGHM", "IGKC", "IGHV1-8", "IGHD3-22", "IGHJ3", "IGKV2D-28,IGKV2-28", "IGKJ4", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_ACACTGAGTCAAAGCG", "B_VDJ_117_10_12_VJ_19_2_1", "1647", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV3-23,IGHV3-23D", "IGHD6-13", "IGHJ4", "IGKV2-30", "IGKJ4", "IGHM", "IGKC", "TGTGCGAAATTCGACATAGCAGCAGCTGATACGGGTAAAGGAGAGGACTACTGG", "TGCATGCAAGGTACACACTGGCCTCCGCTCACTTTC", "CAKFDIAAADTGKGEDYW", "CMQGTHWPPLTF", "IGHV3-23,IGHV3-23D", "IGHD6-13", "IGHJ4", "IGKV2-30", "IGKJ4", "IGHM", "IGKC", "T", "T", "12.0", "48.0", "IGHV3-23,IGHV3-23D", "IGKV2-30", "IGHD6-13", "IGHJ4", "IGKJ4", "IGHM", "IGKC", "IGHV3-23,IGHV3-23D", "IGHD6-13", "IGHJ4", "IGKV2-30", "IGKJ4", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_ACACTGAGTTGTCTTT", "B_VDJ_138_2_1_VJ_64_1_3", "1648", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV4-34", "None", "IGHJ5", "IGLV2-23", "IGLJ2,IGLJ3", "IGHM", "IGLC", "TGTGCGAGAGGCGGCGATCCCACCTGGTTCGACCCCTGG", "TGCTGCTCATATGCAGGTAGTAGCATCGTGGTATTC", "CARGGDPTWFDPW", "CCSYAGSSIVVF", "IGHV4-34", "None", "IGHJ5", "IGLV2-23", "IGLJ2,IGLJ3", "IGHM", "IGLC", "T", "T", "37.0", "31.0", "IGHV4-34", "IGLV2-23", "None", "IGHJ5", "IGLJ2,IGLJ3", "IGHM", "IGLC", "IGHV4-34", "None", "IGHJ5", "IGLV2-23", "IGLJ2,IGLJ3", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_ACAGCCGTCAGCATGT", "B_VDJ_118_9_4_VJ_28_4_7", "1649", "sc5p_v2_hs_PBMC_10k", "IGH", "IGK", "T", "T", "IGHV3-30", "IGHD2-21", "IGHJ4", "IGKV1-39,IGKV1D-39", "IGKJ4", "IGHM", "IGKC", "TGTGCGAAGGAACGGGTGGTGACTGCTATTCCTGTGGTTATCTTTGACTACTGG", "TGTCAACAGAGTTACAGTACCCCTAGGCTCACTTTC", "CAKERVVTAIPVVIFDYW", "CQQSYSTPRLTF", "IGHV3-30", "IGHD2-21", "IGHJ4", "IGKV1-39,IGKV1D-39", "IGKJ4", "IGHM", "IGKC", "T", "T", "15.0", "19.0", "IGHV3-30", "IGKV1-39,IGKV1D-39", "IGHD2-21", "IGHJ4", "IGKJ4", "IGHM", "IGKC", "IGHV3-30", "IGHD2-21", "IGHJ4", "IGKV1-39,IGKV1D-39", "IGKJ4", "IgM", "IgM", "IGH + IGK", "Single pair", "standard", "standard" ], [ "sc5p_v2_hs_PBMC_10k_ACAGCTACACCACGTG", "B_VDJ_150_4_2_VJ_154_3_8", "1650", "sc5p_v2_hs_PBMC_10k", "IGH", "IGL", "T", "T", "IGHV3-11", "IGHD4-17", "IGHJ4", "IGLV1-40", "IGLJ1", "IGHM", "IGLC1", "TGTGCGAGACCTTACGGTGACTACGCCTACTTTGACTACTGG", "TGCCAGTCCTATGACAGCAGCCTGAGTGGTTATGTCTTC", "CARPYGDYAYFDYW", "CQSYDSSLSGYVF", "IGHV3-11", "IGHD4-17", "IGHJ4", "IGLV1-40", "IGLJ1", "IGHM", "IGLC1", "T", "T", "52.0", "68.0", "IGHV3-11", "IGLV1-40", "IGHD4-17", "IGHJ4", "IGLJ1", "IGHM", "IGLC1", "IGHV3-11", "IGHD4-17", "IGHJ4", "IGLV1-40", "IGLJ1", "IgM", "IgM", "IGH + IGL", "Single pair", "standard", "standard" ] ], "shape": { "columns": 47, "rows": 2238 } }, "text/html": [ "
| \n", " | clone_id | \n", "clone_id_by_size | \n", "sample_id | \n", "locus_VDJ | \n", "locus_VJ | \n", "productive_VDJ | \n", "productive_VJ | \n", "v_call_genotyped_VDJ | \n", "d_call_VDJ | \n", "j_call_VDJ | \n", "... | \n", "d_call_B_VDJ_main | \n", "j_call_B_VDJ_main | \n", "v_call_B_VJ_main | \n", "j_call_B_VJ_main | \n", "isotype | \n", "isotype_status | \n", "locus_status | \n", "chain_status | \n", "rearrangement_status_VDJ | \n", "rearrangement_status_VJ | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG | \n", "B_VJ_76_2_7 | \n", "169 | \n", "sc5p_v2_hs_PBMC_10k | \n", "None | \n", "IGK | \n", "None | \n", "T | \n", "None | \n", "None | \n", "None | \n", "... | \n", "None | \n", "None | \n", "IGKV1D-33,IGKV1-33 | \n", "IGKJ4 | \n", "\n", " | \n", " | Orphan IGK | \n", "Orphan VJ | \n", "None | \n", "standard | \n", "
| sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC | \n", "B_VDJ_191_3_2_VJ_185_2_3 | \n", "1988 | \n", "sc5p_v2_hs_PBMC_10k | \n", "IGH | \n", "IGK | \n", "T | \n", "T | \n", "IGHV1-69,IGHV1-69D | \n", "IGHD3-22 | \n", "IGHJ3 | \n", "... | \n", "IGHD3-22 | \n", "IGHJ3 | \n", "IGKV1-8 | \n", "IGKJ1 | \n", "IgM | \n", "IgM | \n", "IGH + IGK | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| sc5p_v2_hs_PBMC_10k_AAACCTGTCGAGAACG | \n", "B_VDJ_9_1_2_VJ_153_1_1 | \n", "1602 | \n", "sc5p_v2_hs_PBMC_10k | \n", "IGH | \n", "IGL | \n", "T | \n", "T | \n", "IGHV1-2 | \n", "None | \n", "IGHJ3 | \n", "... | \n", "None | \n", "IGHJ3 | \n", "IGLV5-45 | \n", "IGLJ3 | \n", "IgM | \n", "IgM | \n", "IGH + IGL | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| sc5p_v2_hs_PBMC_10k_AAACCTGTCTTGAGAC | \n", "B_VDJ_92_4_2_VJ_47_1_1 | \n", "1603 | \n", "sc5p_v2_hs_PBMC_10k | \n", "IGH | \n", "IGK | \n", "T | \n", "T | \n", "IGHV5-51 | \n", "None | \n", "IGHJ3 | \n", "... | \n", "None | \n", "IGHJ3 | \n", "IGKV1D-8 | \n", "IGKJ2 | \n", "IgM | \n", "IgM | \n", "IGH + IGK | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| sc5p_v2_hs_PBMC_10k_AAACGGGAGCGACGTA | \n", "B_VDJ_15_2_1_VJ_83_2_6 | \n", "1604 | \n", "sc5p_v2_hs_PBMC_10k | \n", "IGH | \n", "IGL | \n", "T | \n", "T | \n", "IGHV4-4 | \n", "IGHD6-13 | \n", "IGHJ3 | \n", "... | \n", "IGHD6-13 | \n", "IGHJ3 | \n", "IGLV3-19 | \n", "IGLJ2,IGLJ3 | \n", "IgM | \n", "IgM | \n", "IGH + IGL | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| vdj_v1_hs_pbmc3_TTTCCTCAGCAATATG | \n", "B_VDJ_61_2_1_VJ_129_2_7 | \n", "812 | \n", "vdj_v1_hs_pbmc3 | \n", "IGH | \n", "IGK | \n", "T | \n", "T | \n", "IGHV2-5 | \n", "IGHD5/OR15-5a,IGHD5/OR15-5b | \n", "IGHJ4,IGHJ5 | \n", "... | \n", "IGHD5/OR15-5a,IGHD5/OR15-5b | \n", "IGHJ4,IGHJ5 | \n", "IGKV4-1 | \n", "IGKJ4 | \n", "IgM | \n", "IgM | \n", "IGH + IGK | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| vdj_v1_hs_pbmc3_TTTCCTCAGCGCTTAT | \n", "B_VDJ_37_5_2_VJ_49_1_3 | \n", "813 | \n", "vdj_v1_hs_pbmc3 | \n", "IGH | \n", "IGK | \n", "T | \n", "T | \n", "IGHV3-30 | \n", "IGHD4-17 | \n", "IGHJ6 | \n", "... | \n", "IGHD4-17 | \n", "IGHJ6 | \n", "IGKV2-30 | \n", "IGKJ2 | \n", "IgM | \n", "IgM | \n", "IGH + IGK | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| vdj_v1_hs_pbmc3_TTTCCTCAGGGAAACA | \n", "B_VDJ_145_1_1_VJ_35_4_14 | \n", "814 | \n", "vdj_v1_hs_pbmc3 | \n", "IGH | \n", "IGK | \n", "T | \n", "T | \n", "IGHV4-61 | \n", "IGHD6-13 | \n", "IGHJ2 | \n", "... | \n", "IGHD6-13 | \n", "IGHJ2 | \n", "IGKV1-39,IGKV1D-39 | \n", "IGKJ1 | \n", "IgM | \n", "IgM | \n", "IGH + IGK | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| vdj_v1_hs_pbmc3_TTTGCGCCATACCATG | \n", "B_VDJ_48_4_2_VJ_50_3_5 | \n", "815 | \n", "vdj_v1_hs_pbmc3 | \n", "IGH | \n", "IGL | \n", "T | \n", "T | \n", "IGHV1-69,IGHV1-69D | \n", "IGHD2-15 | \n", "IGHJ6 | \n", "... | \n", "IGHD2-15 | \n", "IGHJ6 | \n", "IGLV1-47 | \n", "IGLJ3 | \n", "IgM | \n", "IgM | \n", "IGH + IGL | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| vdj_v1_hs_pbmc3_TTTGGTTGTAGGCATG | \n", "B_VDJ_117_5_3_VJ_102_3_4 | \n", "2388 | \n", "vdj_v1_hs_pbmc3 | \n", "IGH | \n", "IGL | \n", "T | \n", "T | \n", "IGHV3-23,IGHV3-23D | \n", "None | \n", "IGHJ4 | \n", "... | \n", "None | \n", "IGHJ4 | \n", "IGLV2-11 | \n", "IGLJ2,IGLJ3 | \n", "IgM | \n", "IgM | \n", "IGH + IGL | \n", "Single pair | \n", "standard | \n", "standard | \n", "
2238 rows × 47 columns
\n", "| \n", " | clone_id | \n", "clone_id_by_size | \n", "sample_id | \n", "locus_VDJ | \n", "locus_VJ | \n", "productive_VDJ | \n", "productive_VJ | \n", "v_call_genotyped_VDJ | \n", "d_call_VDJ | \n", "j_call_VDJ | \n", "... | \n", "d_call_B_VDJ_main | \n", "j_call_B_VDJ_main | \n", "v_call_B_VJ_main | \n", "j_call_B_VJ_main | \n", "isotype | \n", "isotype_status | \n", "locus_status | \n", "chain_status | \n", "rearrangement_status_VDJ | \n", "rearrangement_status_VJ | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG | \n", "B_VJ_76_2_7 | \n", "169 | \n", "sc5p_v2_hs_PBMC_10k | \n", "None | \n", "IGK | \n", "None | \n", "T | \n", "None | \n", "None | \n", "None | \n", "... | \n", "None | \n", "None | \n", "IGKV1D-33,IGKV1-33 | \n", "IGKJ4 | \n", "\n", " | \n", " | Orphan IGK | \n", "Orphan VJ | \n", "None | \n", "standard | \n", "
| sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC | \n", "B_VDJ_191_3_2_VJ_185_2_3 | \n", "1988 | \n", "sc5p_v2_hs_PBMC_10k | \n", "IGH | \n", "IGK | \n", "T | \n", "T | \n", "IGHV1-69,IGHV1-69D | \n", "IGHD3-22 | \n", "IGHJ3 | \n", "... | \n", "IGHD3-22 | \n", "IGHJ3 | \n", "IGKV1-8 | \n", "IGKJ1 | \n", "IgM | \n", "IgM | \n", "IGH + IGK | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| sc5p_v2_hs_PBMC_10k_AAACCTGTCGAGAACG | \n", "B_VDJ_9_1_2_VJ_153_1_1 | \n", "1602 | \n", "sc5p_v2_hs_PBMC_10k | \n", "IGH | \n", "IGL | \n", "T | \n", "T | \n", "IGHV1-2 | \n", "None | \n", "IGHJ3 | \n", "... | \n", "None | \n", "IGHJ3 | \n", "IGLV5-45 | \n", "IGLJ3 | \n", "IgM | \n", "IgM | \n", "IGH + IGL | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| sc5p_v2_hs_PBMC_10k_AAACCTGTCTTGAGAC | \n", "B_VDJ_92_4_2_VJ_47_1_1 | \n", "1603 | \n", "sc5p_v2_hs_PBMC_10k | \n", "IGH | \n", "IGK | \n", "T | \n", "T | \n", "IGHV5-51 | \n", "None | \n", "IGHJ3 | \n", "... | \n", "None | \n", "IGHJ3 | \n", "IGKV1D-8 | \n", "IGKJ2 | \n", "IgM | \n", "IgM | \n", "IGH + IGK | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| sc5p_v2_hs_PBMC_10k_AAACGGGAGCGACGTA | \n", "B_VDJ_15_2_1_VJ_83_2_6 | \n", "1604 | \n", "sc5p_v2_hs_PBMC_10k | \n", "IGH | \n", "IGL | \n", "T | \n", "T | \n", "IGHV4-4 | \n", "IGHD6-13 | \n", "IGHJ3 | \n", "... | \n", "IGHD6-13 | \n", "IGHJ3 | \n", "IGLV3-19 | \n", "IGLJ2,IGLJ3 | \n", "IgM | \n", "IgM | \n", "IGH + IGL | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| vdj_v1_hs_pbmc3_TTTCCTCAGCAATATG | \n", "B_VDJ_61_2_1_VJ_129_2_7 | \n", "812 | \n", "vdj_v1_hs_pbmc3 | \n", "IGH | \n", "IGK | \n", "T | \n", "T | \n", "IGHV2-5 | \n", "IGHD5/OR15-5a,IGHD5/OR15-5b | \n", "IGHJ4,IGHJ5 | \n", "... | \n", "IGHD5/OR15-5a,IGHD5/OR15-5b | \n", "IGHJ4,IGHJ5 | \n", "IGKV4-1 | \n", "IGKJ4 | \n", "IgM | \n", "IgM | \n", "IGH + IGK | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| vdj_v1_hs_pbmc3_TTTCCTCAGCGCTTAT | \n", "B_VDJ_37_5_2_VJ_49_1_3 | \n", "813 | \n", "vdj_v1_hs_pbmc3 | \n", "IGH | \n", "IGK | \n", "T | \n", "T | \n", "IGHV3-30 | \n", "IGHD4-17 | \n", "IGHJ6 | \n", "... | \n", "IGHD4-17 | \n", "IGHJ6 | \n", "IGKV2-30 | \n", "IGKJ2 | \n", "IgM | \n", "IgM | \n", "IGH + IGK | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| vdj_v1_hs_pbmc3_TTTCCTCAGGGAAACA | \n", "B_VDJ_145_1_1_VJ_35_4_14 | \n", "814 | \n", "vdj_v1_hs_pbmc3 | \n", "IGH | \n", "IGK | \n", "T | \n", "T | \n", "IGHV4-61 | \n", "IGHD6-13 | \n", "IGHJ2 | \n", "... | \n", "IGHD6-13 | \n", "IGHJ2 | \n", "IGKV1-39,IGKV1D-39 | \n", "IGKJ1 | \n", "IgM | \n", "IgM | \n", "IGH + IGK | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| vdj_v1_hs_pbmc3_TTTGCGCCATACCATG | \n", "B_VDJ_48_4_2_VJ_50_3_5 | \n", "815 | \n", "vdj_v1_hs_pbmc3 | \n", "IGH | \n", "IGL | \n", "T | \n", "T | \n", "IGHV1-69,IGHV1-69D | \n", "IGHD2-15 | \n", "IGHJ6 | \n", "... | \n", "IGHD2-15 | \n", "IGHJ6 | \n", "IGLV1-47 | \n", "IGLJ3 | \n", "IgM | \n", "IgM | \n", "IGH + IGL | \n", "Single pair | \n", "standard | \n", "standard | \n", "
| vdj_v1_hs_pbmc3_TTTGGTTGTAGGCATG | \n", "B_VDJ_117_5_3_VJ_102_3_4 | \n", "2388 | \n", "vdj_v1_hs_pbmc3 | \n", "IGH | \n", "IGL | \n", "T | \n", "T | \n", "IGHV3-23,IGHV3-23D | \n", "None | \n", "IGHJ4 | \n", "... | \n", "None | \n", "IGHJ4 | \n", "IGLV2-11 | \n", "IGLJ2,IGLJ3 | \n", "IgM | \n", "IgM | \n", "IGH + IGL | \n", "Single pair | \n", "standard | \n", "standard | \n", "
2238 rows × 47 columns
\n", "| \n", " | sequence_id | \n", "cell_id | \n", "
|---|---|---|
| sequence_id | \n", "\n", " | \n", " |
| sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG_contig_1_0 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG_contig_1_0 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG_0 | \n", "
| sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG_contig_1_1 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG_contig_1_1 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG_1 | \n", "
| sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG_contig_1_2 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG_contig_1_2 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG_2 | \n", "
| sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC_contig_2_0 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC_contig_2_0 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC_0 | \n", "
| sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC_contig_1_0 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC_contig_1_0 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC_0 | \n", "
| \n", " | sequence_id | \n", "sequence | \n", "rev_comp | \n", "productive | \n", "v_call | \n", "d_call | \n", "j_call | \n", "sequence_alignment | \n", "germline_alignment | \n", "junction | \n", "... | \n", "j_call_multimappers | \n", "j_call_multiplicity | \n", "j_call_sequence_start_multimappers | \n", "j_call_sequence_end_multimappers | \n", "j_call_support_multimappers | \n", "mu_count | \n", "ambiguous | \n", "extra | \n", "rearrangement_status | \n", "clone_id | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG_contig_1 | \n", "TGGGGAGGAGTCAGTCCCAACCAGGACACGGCCTGGACATGAGGGT... | \n", "F | \n", "T | \n", "IGKV1-33*01,IGKV1D-33*01 | \n", "NaN | \n", "IGKJ4*01 | \n", "GACATCCAGATGACCCAGTCTCCATCCTCCCTGTCTGCATCTGTGG... | \n", "GACATCCAGATGACCCAGTCTCCATCCTCCCTGTCTGCATCTGTAG... | \n", "TGTCAACAATATGACGAACTTCCCGTCACTTTC | \n", "... | \n", "IGKJ4*01 | \n", "1.0 | \n", "385.0 | \n", "412.0 | \n", "3.56e-09 | \n", "27 | \n", "F | \n", "F | \n", "standard | \n", "B_VJ_76_2_7 | \n", "
| 1 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC_contig_2 | \n", "ATCACATAACAACCACATTCCTCCTCTAAAGAAGCCCCTGGGAGCA... | \n", "F | \n", "T | \n", "IGHV1-69*01,IGHV1-69D*01 | \n", "IGHD3-22*01 | \n", "IGHJ3*02 | \n", "CAGGTGCAGCTGGTGCAGTCTGGGGCT...GAGGTGAAGAAGCCTG... | \n", "CAGGTGCAGCTGGTGCAGTCTGGGGCT...GAGGTGAAGAAGCCTG... | \n", "TGTGCGACTACGTATTACTATGATAGTAGTGGTTATTACCAGAATG... | \n", "... | \n", "IGHJ3*02 | \n", "1.0 | \n", "445.0 | \n", "494.0 | \n", "4.5799999999999995e-23 | \n", "0 | \n", "F | \n", "F | \n", "standard | \n", "B_VDJ_191_3_2_VJ_185_2_3 | \n", "
| 2 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC_contig_1 | \n", "AGGAGTCAGACCCTGTCAGGACACAGCATAGACATGAGGGTCCCCG... | \n", "F | \n", "T | \n", "IGKV1-8*01 | \n", "NaN | \n", "IGKJ1*01 | \n", "GCCATCCGGATGACCCAGTCTCCATCCTCATTCTCTGCATCTACAG... | \n", "GCCATCCGGATGACCCAGTCTCCATCCTCATTCTCTGCATCTACAG... | \n", "TGTCAACAGTATTATAGTTACCCTCGGACGTTC | \n", "... | \n", "IGKJ1*01 | \n", "1.0 | \n", "380.0 | \n", "415.0 | \n", "2.7e-15 | \n", "0 | \n", "F | \n", "F | \n", "standard | \n", "B_VDJ_191_3_2_VJ_185_2_3 | \n", "
| 3 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCGAGAACG_contig_1 | \n", "ACTGTGGGGGTAAGAGGTTGTGTCCACCATGGCCTGGACTCCTCTC... | \n", "F | \n", "T | \n", "IGLV5-45*02 | \n", "NaN | \n", "IGLJ3*02 | \n", "CAGGCTGTGCTGACTCAGCCGTCTTCC...CTCTCTGCATCTCCTG... | \n", "CAGGCTGTGCTGACTCAGCCGTCTTCC...CTCTCTGCATCTCCTG... | \n", "TGTATGATTTGGCACAGCAGCGCTTGGGTGGTC | \n", "... | \n", "IGLJ3*01 | \n", "1.0 | \n", "402.0 | \n", "431.0 | \n", "6.84e-12 | \n", "8 | \n", "F | \n", "F | \n", "standard | \n", "B_VDJ_9_1_2_VJ_153_1_1 | \n", "
| 4 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCGAGAACG_contig_2 | \n", "GGGAGCATCACCCAGCAACCACATCTGTCCTCTAGAGAATCCCCTG... | \n", "F | \n", "T | \n", "IGHV1-2*02 | \n", "NaN | \n", "IGHJ3*02 | \n", "CAGGTGCAACTGGTGCAGTCTGGGGGT...GAGGTAAAGAAGCCTG... | \n", "CAGGTGCAGCTGGTGCAGTCTGGGGCT...GAGGTGAAGAAGCCTG... | \n", "TGTGCGAGAGAGATAGAGGGGGACGGTGTTTTTGAAATCTGG | \n", "... | \n", "IGHJ3*02 | \n", "1.0 | \n", "433.0 | \n", "479.0 | \n", "4.48e-18 | \n", "22 | \n", "F | \n", "F | \n", "standard | \n", "B_VDJ_9_1_2_VJ_153_1_1 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 7350 | \n", "vdj_v1_hs_pbmc3_TTTCCTCTCGACAGCC_contig_1 | \n", "ATCATCCAACAACCACATCCCTTCTCTACAGAAGCCTCTGAGAGGA... | \n", "F | \n", "T | \n", "IGHV1-46*01 | \n", "IGHD2-15*01 | \n", "IGHJ5*02 | \n", "CAGGTGCAGCTGGTGCAGTCTGGGGCT...GAGGTGAAGAAGCCTG... | \n", "CAGGTGCAGCTGGTGCAGTCTGGGGCT...GAGGTGAAGAAGCCTG... | \n", "TGTGCGAGAGAGGGATATTGTAGTGGTGGTAGCTGCTACTCCCCCG... | \n", "... | \n", "IGHJ5*02 | \n", "1.0 | \n", "461 | \n", "506 | \n", "7.83e-21 | \n", "0 | \n", "T | \n", "T | \n", "standard | \n", "NaN | \n", "
| 7351 | \n", "vdj_v1_hs_pbmc3_TTTGCGCCATACCATG_contig_2 | \n", "ATCACATAACAACCACATTCCTCCTCTAAAGAAGCCCCTGGGAGCA... | \n", "F | \n", "T | \n", "IGHV1-69*01,IGHV1-69D*01 | \n", "IGHD2-15*01 | \n", "IGHJ6*02 | \n", "CAGGTGCAGCTGGTGCAGTCTGGGGCT...GAGGTGAAGAAGCCTG... | \n", "CAGGTGCAGCTGGTGCAGTCTGGGGCT...GAGGTGAAGAAGCCTG... | \n", "TGTGCGAGATCTCTGGATATTGTAGTGGTGGTAGCACTCTACTACT... | \n", "... | \n", "IGHJ6*02 | \n", "1.0 | \n", "439 | \n", "497 | \n", "4.57e-28 | \n", "0 | \n", "F | \n", "F | \n", "standard | \n", "B_VDJ_48_4_2_VJ_50_3_5 | \n", "
| 7352 | \n", "vdj_v1_hs_pbmc3_TTTGCGCCATACCATG_contig_1 | \n", "AGCTTCAGCTGTGGTAGAGAAGACAGGATTCAGGACAATCTCCAGC... | \n", "F | \n", "T | \n", "IGLV1-47*01 | \n", "NaN | \n", "IGLJ3*02 | \n", "CAGTCTGTGCTGACTCAGCCACCCTCA...GCGTCTGGGACCCCCG... | \n", "CAGTCTGTGCTGACTCAGCCACCCTCA...GCGTCTGGGACCCCCG... | \n", "TGTGCAGCATGGGATGACAGCCTGAGTGGTTGGGTGTTC | \n", "... | \n", "IGLJ3*02 | \n", "1.0 | \n", "397 | \n", "434 | \n", "2.46e-16 | \n", "0 | \n", "F | \n", "F | \n", "standard | \n", "B_VDJ_48_4_2_VJ_50_3_5 | \n", "
| 7353 | \n", "vdj_v1_hs_pbmc3_TTTGGTTGTAGGCATG_contig_2 | \n", "GGCTGGGGTCTCAGGAGGCAGCACTCTCGGGACGTCTCCACCATGG... | \n", "F | \n", "T | \n", "IGLV2-11*01 | \n", "NaN | \n", "IGLJ2*01,IGLJ3*01,IGLJ3*02 | \n", "CAGTCTGCCCTGACTCAGCCTCGCTCA...GTGTCCGGGTCTCCTG... | \n", "CAGTCTGCCCTGACTCAGCCTCGCTCA...GTGTCCGGGTCTCCTG... | \n", "TGCTGCTCATATGCAGGCAGCTACACTGTGTTTTTC | \n", "... | \n", "IGLJ3*01 | \n", "1.0 | \n", "393 | \n", "430 | \n", "2.46e-11 | \n", "4 | \n", "F | \n", "F | \n", "standard | \n", "B_VDJ_117_5_3_VJ_102_3_4 | \n", "
| 7354 | \n", "vdj_v1_hs_pbmc3_TTTGGTTGTAGGCATG_contig_1 | \n", "AGCTCTGAGAGAGGAGCCCAGCCCTGGGATTTTCAGGTGTTTTCAT... | \n", "F | \n", "T | \n", "IGHV3-23*01,IGHV3-23D*01 | \n", "NaN | \n", "IGHJ4*02 | \n", "GAGGTGCAGGTGTTGGAGTCTGGGGGA...GGCTTGGAACAGCCTG... | \n", "GAGGTGCAGCTGTTGGAGTCTGGGGGA...GGCTTGGTACAGCCTG... | \n", "TGTGCGGGGAGTCGGTGGTTATATTCTTTTGACTACTGG | \n", "... | \n", "IGHJ4*02 | \n", "1.0 | \n", "449 | \n", "491 | \n", "1.65e-17 | \n", "8 | \n", "F | \n", "F | \n", "standard | \n", "B_VDJ_117_5_3_VJ_102_3_4 | \n", "
7355 rows × 124 columns
\n", "| \n", " | barcode | \n", "contig_id | \n", "length | \n", "chain | \n", "v_gene | \n", "d_gene | \n", "j_gene | \n", "c_gene | \n", "full_length | \n", "productive | \n", "cdr3 | \n", "cdr3_nt | \n", "reads | \n", "umis | \n", "raw_clonotype_id | \n", "raw_consensus_id | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCATATCGG_contig_1 | \n", "556 | \n", "IGK | \n", "IGKV1-33*01,IGKV1D-33*01 | \n", "NaN | \n", "IGKJ4*01 | \n", "IGKC | \n", "NaN | \n", "True | \n", "CQQYDELPVTF | \n", "TGTCAACAATATGACGAACTTCCCGTCACTTTC | \n", "9139 | \n", "68 | \n", "B_VJ_76_2_7 | \n", "B_VJ_76_2_7 | \n", "
| 1 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC_contig_2 | \n", "565 | \n", "IGH | \n", "IGHV1-69*01,IGHV1-69D*01 | \n", "IGHD3-22*01 | \n", "IGHJ3*02 | \n", "IGHM | \n", "NaN | \n", "True | \n", "CATTYYYDSSGYYQNDAFDIW | \n", "TGTGCGACTACGTATTACTATGATAGTAGTGGTTATTACCAGAATG... | \n", "4161 | \n", "51 | \n", "B_VDJ_191_3_2_VJ_185_2_3 | \n", "B_VDJ_191_3_2_VJ_185_2_3 | \n", "
| 2 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCCGTTGTC_contig_1 | \n", "551 | \n", "IGK | \n", "IGKV1-8*01 | \n", "NaN | \n", "IGKJ1*01 | \n", "IGKC | \n", "NaN | \n", "True | \n", "CQQYYSYPRTF | \n", "TGTCAACAGTATTATAGTTACCCTCGGACGTTC | \n", "5679 | \n", "43 | \n", "B_VDJ_191_3_2_VJ_185_2_3 | \n", "B_VDJ_191_3_2_VJ_185_2_3 | \n", "
| 3 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCGAGAACG | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCGAGAACG_contig_1 | \n", "642 | \n", "IGL | \n", "IGLV5-45*02 | \n", "NaN | \n", "IGLJ3*02 | \n", "IGLC3 | \n", "NaN | \n", "True | \n", "CMIWHSSAWVV | \n", "TGTATGATTTGGCACAGCAGCGCTTGGGTGGTC | \n", "13160 | \n", "90 | \n", "B_VDJ_9_1_2_VJ_153_1_1 | \n", "B_VDJ_9_1_2_VJ_153_1_1 | \n", "
| 4 | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCGAGAACG | \n", "sc5p_v2_hs_PBMC_10k_AAACCTGTCGAGAACG_contig_2 | \n", "550 | \n", "IGH | \n", "IGHV1-2*02 | \n", "NaN | \n", "IGHJ3*02 | \n", "IGHM | \n", "NaN | \n", "True | \n", "CAREIEGDGVFEIW | \n", "TGTGCGAGAGAGATAGAGGGGGACGGTGTTTTTGAAATCTGG | \n", "5080 | \n", "47 | \n", "B_VDJ_9_1_2_VJ_153_1_1 | \n", "B_VDJ_9_1_2_VJ_153_1_1 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 7350 | \n", "vdj_v1_hs_pbmc3_TTTCCTCTCGACAGCC | \n", "vdj_v1_hs_pbmc3_TTTCCTCTCGACAGCC_contig_1 | \n", "577 | \n", "IGH | \n", "IGHV1-46*01 | \n", "IGHD2-15*01 | \n", "IGHJ5*02 | \n", "IGHM | \n", "NaN | \n", "True | \n", "CAREGYCSGGSCYSPDPNNGWFDPW | \n", "TGTGCGAGAGAGGGATATTGTAGTGGTGGTAGCTGCTACTCCCCCG... | \n", "2960 | \n", "28 | \n", "NaN | \n", "NaN | \n", "
| 7351 | \n", "vdj_v1_hs_pbmc3_TTTGCGCCATACCATG | \n", "vdj_v1_hs_pbmc3_TTTGCGCCATACCATG_contig_2 | \n", "568 | \n", "IGH | \n", "IGHV1-69*01,IGHV1-69D*01 | \n", "IGHD2-15*01 | \n", "IGHJ6*02 | \n", "IGHM | \n", "NaN | \n", "True | \n", "CARSLDIVVVVALYYYYGMDVW | \n", "TGTGCGAGATCTCTGGATATTGTAGTGGTGGTAGCACTCTACTACT... | \n", "2464 | \n", "32 | \n", "B_VDJ_48_4_2_VJ_50_3_5 | \n", "B_VDJ_48_4_2_VJ_50_3_5 | \n", "
| 7352 | \n", "vdj_v1_hs_pbmc3_TTTGCGCCATACCATG | \n", "vdj_v1_hs_pbmc3_TTTGCGCCATACCATG_contig_1 | \n", "645 | \n", "IGL | \n", "IGLV1-47*01 | \n", "NaN | \n", "IGLJ3*02 | \n", "IGLC3 | \n", "NaN | \n", "True | \n", "CAAWDDSLSGWVF | \n", "TGTGCAGCATGGGATGACAGCCTGAGTGGTTGGGTGTTC | \n", "2457 | \n", "28 | \n", "B_VDJ_48_4_2_VJ_50_3_5 | \n", "B_VDJ_48_4_2_VJ_50_3_5 | \n", "
| 7353 | \n", "vdj_v1_hs_pbmc3_TTTGGTTGTAGGCATG | \n", "vdj_v1_hs_pbmc3_TTTGGTTGTAGGCATG_contig_2 | \n", "641 | \n", "IGL | \n", "IGLV2-11*01 | \n", "NaN | \n", "IGLJ2*01,IGLJ3*01,IGLJ3*02 | \n", "IGLC | \n", "NaN | \n", "True | \n", "CCSYAGSYTVFF | \n", "TGCTGCTCATATGCAGGCAGCTACACTGTGTTTTTC | \n", "2744 | \n", "36 | \n", "B_VDJ_117_5_3_VJ_102_3_4 | \n", "B_VDJ_117_5_3_VJ_102_3_4 | \n", "
| 7354 | \n", "vdj_v1_hs_pbmc3_TTTGGTTGTAGGCATG | \n", "vdj_v1_hs_pbmc3_TTTGGTTGTAGGCATG_contig_1 | \n", "562 | \n", "IGH | \n", "IGHV3-23*01,IGHV3-23D*01 | \n", "NaN | \n", "IGHJ4*02 | \n", "IGHM | \n", "NaN | \n", "True | \n", "CAGSRWLYSFDYW | \n", "TGTGCGGGGAGTCGGTGGTTATATTCTTTTGACTACTGG | \n", "1915 | \n", "22 | \n", "B_VDJ_117_5_3_VJ_102_3_4 | \n", "B_VDJ_117_5_3_VJ_102_3_4 | \n", "
7355 rows × 16 columns
\n", "