{
  "generated_at": "2026-07-09 12:54:49 +0800",
  "dataset_id": "ds-cancerscem-2",
  "dataset_name": "CancerSCEM 2.0",
  "sample_id": "PDAC-027-24-1A",
  "donor_id": "PDAC-027-24-1A",
  "summary": {
    "sample_id": "PDAC-027-24-1A",
    "donor_id": "PDAC-027-24-1A",
    "cancer_type": "PDAC",
    "health_status": "Pancreatic Ductal Adenocarcinoma; Tumour",
    "tissue_or_cell_source": "Tumour",
    "cells_in_umap_file": 4932,
    "cells_analyzed": 2000,
    "clusters": 18,
    "genes_read": 22722,
    "genes_nonzero_in_analyzed_cells": 21102,
    "mean_umi": 3628,
    "mean_genes": 1292,
    "mean_pct_mito": 4.975,
    "matrix_status": "Matrix available",
    "detail_url": "human-immune-donor-detail.php?dataset_id=ds-cancerscem-2&donor_id=PDAC-027-24-1A",
    "umap_href": "IMG/umap/cancerscem-2/donor/PDAC-027-24-1A.png",
    "umap_coordinates_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/PDAC-027-24-1A.umap.tsv.gz",
    "umap_summary_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/PDAC-027-24-1A.summary.json"
  },
  "visualizations": [
    {
      "title": "Donor-level analysis panel",
      "href": "IMG/human-immune-analysis/cancerscem-deep/donor/PDAC-027-24-1A.analysis.png",
      "description": "Cluster cell counts, cluster-by-program score heatmap, and top marker genes."
    }
  ],
  "cluster_qc": [
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "cells": 308,
      "mean_umi": 4083.4318,
      "median_genes": 1406,
      "mean_pct_mito": 5.1175
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_2",
      "cells": 238,
      "mean_umi": 1441.3109,
      "median_genes": 662,
      "mean_pct_mito": 4.1996
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "cells": 215,
      "mean_umi": 5961.9163,
      "median_genes": 1872,
      "mean_pct_mito": 4.462
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_4",
      "cells": 169,
      "mean_umi": 1694.0592,
      "median_genes": 624,
      "mean_pct_mito": 4.4409
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_5",
      "cells": 165,
      "mean_umi": 1716.7515,
      "median_genes": 745,
      "mean_pct_mito": 4.2323
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "cells": 154,
      "mean_umi": 3554.8571,
      "median_genes": 1291,
      "mean_pct_mito": 5.7061
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_7",
      "cells": 150,
      "mean_umi": 2705.1867,
      "median_genes": 1074.5,
      "mean_pct_mito": 5.0527
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "cells": 127,
      "mean_umi": 6822.378,
      "median_genes": 2137,
      "mean_pct_mito": 5.482
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "cells": 126,
      "mean_umi": 2788.9206,
      "median_genes": 860,
      "mean_pct_mito": 5.6468
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_10",
      "cells": 87,
      "mean_umi": 6341.3218,
      "median_genes": 1891,
      "mean_pct_mito": 6.3868
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_11",
      "cells": 75,
      "mean_umi": 3254.56,
      "median_genes": 1502,
      "mean_pct_mito": 6.5509
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "cells": 57,
      "mean_umi": 5601.0351,
      "median_genes": 564,
      "mean_pct_mito": 4.9927
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "cells": 51,
      "mean_umi": 5915.7843,
      "median_genes": 636,
      "mean_pct_mito": 3.9319
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_14",
      "cells": 29,
      "mean_umi": 1970,
      "median_genes": 834,
      "mean_pct_mito": 4.4166
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_15",
      "cells": 22,
      "mean_umi": 1639.3182,
      "median_genes": 514,
      "mean_pct_mito": 4.3522
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_16",
      "cells": 11,
      "mean_umi": 1121.9091,
      "median_genes": 381,
      "mean_pct_mito": 6.2851
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "cells": 11,
      "mean_umi": 9103.3636,
      "median_genes": 1991,
      "mean_pct_mito": 6.532
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_18",
      "cells": 5,
      "mean_umi": 2213.8,
      "median_genes": 1273,
      "mean_pct_mito": 4.8428
    }
  ],
  "program_scores": [
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 1.9146
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_15",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.9399
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_10",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.6598
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.5363
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.5121
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.4847
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.4004
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3303
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_14",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3094
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_11",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2863
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2769
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_18",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2439
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_2",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2095
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_5",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1764
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_4",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1745
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_7",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1618
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.157
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_16",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0913
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_14",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1693
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_10",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1087
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0556
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_18",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.052
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0461
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_2",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0404
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_5",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0385
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_16",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0315
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0309
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_4",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0238
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0113
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_7",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0102
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0089
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0085
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_11",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0046
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0046
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_15",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0039
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_10",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 1.1257
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.9446
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1463
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1054
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0792
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0683
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0669
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_7",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.061
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0604
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_18",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0594
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0589
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_11",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.038
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_4",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0212
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_16",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.018
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_2",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0179
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_14",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0171
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_5",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.012
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_15",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0045
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 1.276
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_11",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.5063
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.3118
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.2694
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.1497
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_10",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.125
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.1243
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_7",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0921
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0804
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0698
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.063
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_14",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0406
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_18",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0347
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_2",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0316
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_15",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0299
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_4",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0267
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_5",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0242
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_16",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0079
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 2.2118
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.918
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_7",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.8274
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_18",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.3976
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.3031
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.2399
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.2151
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.185
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_10",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.1816
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.1323
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_11",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0959
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0815
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_15",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.063
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_5",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0617
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_14",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0615
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_2",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0501
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_4",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0456
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_16",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0236
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.9432
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.3752
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_15",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.2315
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_10",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.2037
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1415
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1132
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0744
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.074
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_11",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0705
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_18",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0552
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_14",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0544
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0487
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_5",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0414
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_2",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0361
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_4",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0254
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0249
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_7",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.023
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_16",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.007
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_18",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1106
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1076
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_10",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0951
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0677
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_11",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0611
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0593
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_16",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0465
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0418
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0365
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_14",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0361
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0274
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_7",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0223
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_2",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0204
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0177
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_5",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0148
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_4",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0136
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0116
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_15",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_5",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.7357
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_2",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.5601
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_14",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.4067
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_4",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.3806
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0604
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0363
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.033
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_10",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0328
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0314
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0289
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0217
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_7",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.021
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0208
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_11",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0196
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0167
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_18",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0139
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_15",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0113
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_16",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0
    }
  ],
  "program_summary": [
    {
      "program": "B_plasma",
      "cluster_count": 18,
      "mean_score": 0.437,
      "max_score": 1.9146,
      "mean_genes_used": 8
    },
    {
      "program": "Fibroblast_stroma",
      "cluster_count": 18,
      "mean_score": 0.3386,
      "max_score": 2.2118,
      "mean_genes_used": 8
    },
    {
      "program": "Epithelial_tumor",
      "cluster_count": 18,
      "mean_score": 0.1813,
      "max_score": 1.276,
      "mean_genes_used": 8
    },
    {
      "program": "Endothelial",
      "cluster_count": 18,
      "mean_score": 0.1614,
      "max_score": 1.1257,
      "mean_genes_used": 7
    },
    {
      "program": "Myeloid_APC",
      "cluster_count": 18,
      "mean_score": 0.1413,
      "max_score": 0.9432,
      "mean_genes_used": 9
    },
    {
      "program": "T_NK_cytotoxic",
      "cluster_count": 18,
      "mean_score": 0.135,
      "max_score": 0.7357,
      "mean_genes_used": 10
    },
    {
      "program": "Proliferation",
      "cluster_count": 18,
      "mean_score": 0.0439,
      "max_score": 0.1106,
      "mean_genes_used": 7
    },
    {
      "program": "Checkpoint_exhaustion",
      "cluster_count": 18,
      "mean_score": 0.036,
      "max_score": 0.1693,
      "mean_genes_used": 8
    }
  ],
  "top_markers": [
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "rank": 1,
      "gene": "INS",
      "score_log1p_diff": 4.7105,
      "mean_log1p_expr": 6.7651,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "rank": 1,
      "gene": "IGKC",
      "score_log1p_diff": 4.4608,
      "mean_log1p_expr": 5.4449,
      "detect_fraction": 0.9804
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "rank": 1,
      "gene": "CELA3A",
      "score_log1p_diff": 3.681,
      "mean_log1p_expr": 4.2711,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "rank": 1,
      "gene": "LUM",
      "score_log1p_diff": 3.0404,
      "mean_log1p_expr": 3.2392,
      "detect_fraction": 0.9721
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_11",
      "rank": 1,
      "gene": "FXYD2",
      "score_log1p_diff": 2.7758,
      "mean_log1p_expr": 3.5181,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_16",
      "rank": 1,
      "gene": "TPSAB1",
      "score_log1p_diff": 2.6948,
      "mean_log1p_expr": 2.6998,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "rank": 1,
      "gene": "S100A6",
      "score_log1p_diff": 2.6686,
      "mean_log1p_expr": 4.0923,
      "detect_fraction": 0.9843
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "rank": 1,
      "gene": "ADIRF",
      "score_log1p_diff": 2.5928,
      "mean_log1p_expr": 3.0527,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_18",
      "rank": 1,
      "gene": "CLU",
      "score_log1p_diff": 2.2513,
      "mean_log1p_expr": 2.8078,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_7",
      "rank": 1,
      "gene": "RGS5",
      "score_log1p_diff": 2.2033,
      "mean_log1p_expr": 2.3812,
      "detect_fraction": 0.8933
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_10",
      "rank": 1,
      "gene": "CCL14",
      "score_log1p_diff": 2.105,
      "mean_log1p_expr": 2.3192,
      "detect_fraction": 0.8851
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "rank": 1,
      "gene": "CD74",
      "score_log1p_diff": 2.1006,
      "mean_log1p_expr": 3.2522,
      "detect_fraction": 0.9841
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "rank": 1,
      "gene": "FABP5",
      "score_log1p_diff": 2.0967,
      "mean_log1p_expr": 2.5147,
      "detect_fraction": 0.9026
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_15",
      "rank": 1,
      "gene": "CD74",
      "score_log1p_diff": 1.7665,
      "mean_log1p_expr": 3.031,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_5",
      "rank": 1,
      "gene": "CCL5",
      "score_log1p_diff": 1.6139,
      "mean_log1p_expr": 2.0147,
      "detect_fraction": 0.9576
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_2",
      "rank": 1,
      "gene": "CCL5",
      "score_log1p_diff": 1.5514,
      "mean_log1p_expr": 1.9007,
      "detect_fraction": 0.9622
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_14",
      "rank": 1,
      "gene": "IL32",
      "score_log1p_diff": 1.2672,
      "mean_log1p_expr": 1.9697,
      "detect_fraction": 0.9655
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_4",
      "rank": 1,
      "gene": "CD52",
      "score_log1p_diff": 0.9983,
      "mean_log1p_expr": 1.4103,
      "detect_fraction": 0.858
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "rank": 2,
      "gene": "JCHAIN",
      "score_log1p_diff": 3.9148,
      "mean_log1p_expr": 4.0048,
      "detect_fraction": 0.9804
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "rank": 2,
      "gene": "PRSS1",
      "score_log1p_diff": 3.6489,
      "mean_log1p_expr": 4.4729,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "rank": 2,
      "gene": "DCN",
      "score_log1p_diff": 2.9608,
      "mean_log1p_expr": 3.1627,
      "detect_fraction": 0.9953
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "rank": 2,
      "gene": "PCSK1N",
      "score_log1p_diff": 2.8019,
      "mean_log1p_expr": 2.9188,
      "detect_fraction": 0.9091
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_16",
      "rank": 2,
      "gene": "TPSB2",
      "score_log1p_diff": 2.6543,
      "mean_log1p_expr": 2.6728,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "rank": 2,
      "gene": "TAGLN",
      "score_log1p_diff": 2.534,
      "mean_log1p_expr": 2.973,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "rank": 2,
      "gene": "SPINK1",
      "score_log1p_diff": 2.3985,
      "mean_log1p_expr": 2.8228,
      "detect_fraction": 0.9213
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_18",
      "rank": 2,
      "gene": "CRYAB",
      "score_log1p_diff": 2.1858,
      "mean_log1p_expr": 2.3196,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "rank": 2,
      "gene": "PLVAP",
      "score_log1p_diff": 2.0689,
      "mean_log1p_expr": 2.2818,
      "detect_fraction": 0.9708
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_10",
      "rank": 2,
      "gene": "ACKR1",
      "score_log1p_diff": 1.9944,
      "mean_log1p_expr": 2.0429,
      "detect_fraction": 0.9655
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "rank": 2,
      "gene": "HLA-DRA",
      "score_log1p_diff": 1.9679,
      "mean_log1p_expr": 2.3607,
      "detect_fraction": 0.9524
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_11",
      "rank": 2,
      "gene": "ANXA4",
      "score_log1p_diff": 1.9068,
      "mean_log1p_expr": 2.2714,
      "detect_fraction": 0.9867
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_7",
      "rank": 2,
      "gene": "IGFBP7",
      "score_log1p_diff": 1.5778,
      "mean_log1p_expr": 3.3806,
      "detect_fraction": 0.98
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_15",
      "rank": 2,
      "gene": "IGHM",
      "score_log1p_diff": 1.4341,
      "mean_log1p_expr": 1.4855,
      "detect_fraction": 0.8636
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_14",
      "rank": 2,
      "gene": "TRAC",
      "score_log1p_diff": 1.0851,
      "mean_log1p_expr": 1.3715,
      "detect_fraction": 0.8621
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_5",
      "rank": 2,
      "gene": "NKG7",
      "score_log1p_diff": 1.0349,
      "mean_log1p_expr": 1.223,
      "detect_fraction": 0.8303
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_2",
      "rank": 2,
      "gene": "GZMK",
      "score_log1p_diff": 1.0046,
      "mean_log1p_expr": 1.0674,
      "detect_fraction": 0.7731
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_4",
      "rank": 2,
      "gene": "IL7R",
      "score_log1p_diff": 0.7176,
      "mean_log1p_expr": 0.7982,
      "detect_fraction": 0.6805
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "rank": 3,
      "gene": "CTRB1",
      "score_log1p_diff": 3.4409,
      "mean_log1p_expr": 4.001,
      "detect_fraction": 0.9649
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "rank": 3,
      "gene": "MGP",
      "score_log1p_diff": 2.931,
      "mean_log1p_expr": 3.805,
      "detect_fraction": 0.9953
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "rank": 3,
      "gene": "IGHA1",
      "score_log1p_diff": 2.8711,
      "mean_log1p_expr": 3.544,
      "detect_fraction": 0.9412
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "rank": 3,
      "gene": "TTR",
      "score_log1p_diff": 2.5985,
      "mean_log1p_expr": 2.7187,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "rank": 3,
      "gene": "LYZ",
      "score_log1p_diff": 2.2832,
      "mean_log1p_expr": 2.5429,
      "detect_fraction": 0.8976
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "rank": 3,
      "gene": "CRIP1",
      "score_log1p_diff": 2.2822,
      "mean_log1p_expr": 2.9832,
      "detect_fraction": 0.9935
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_10",
      "rank": 3,
      "gene": "CD74",
      "score_log1p_diff": 1.9619,
      "mean_log1p_expr": 3.1605,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_11",
      "rank": 3,
      "gene": "SPP1",
      "score_log1p_diff": 1.7975,
      "mean_log1p_expr": 2.1959,
      "detect_fraction": 0.8533
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_18",
      "rank": 3,
      "gene": "GPM6B",
      "score_log1p_diff": 1.715,
      "mean_log1p_expr": 1.7446,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "rank": 3,
      "gene": "TYROBP",
      "score_log1p_diff": 1.6663,
      "mean_log1p_expr": 1.7138,
      "detect_fraction": 0.9127
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "rank": 3,
      "gene": "GNG11",
      "score_log1p_diff": 1.5158,
      "mean_log1p_expr": 1.9358,
      "detect_fraction": 0.9578
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_15",
      "rank": 3,
      "gene": "HLA-DRA",
      "score_log1p_diff": 1.4247,
      "mean_log1p_expr": 1.9258,
      "detect_fraction": 0.9545
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_7",
      "rank": 3,
      "gene": "ADIRF",
      "score_log1p_diff": 1.2966,
      "mean_log1p_expr": 1.8588,
      "detect_fraction": 0.9267
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_5",
      "rank": 3,
      "gene": "CD52",
      "score_log1p_diff": 0.9889,
      "mean_log1p_expr": 1.4036,
      "detect_fraction": 0.8788
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_16",
      "rank": 3,
      "gene": "MS4A2",
      "score_log1p_diff": 0.9543,
      "mean_log1p_expr": 0.9559,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_2",
      "rank": 3,
      "gene": "CCL4",
      "score_log1p_diff": 0.9286,
      "mean_log1p_expr": 1.0754,
      "detect_fraction": 0.7941
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_14",
      "rank": 3,
      "gene": "LTB",
      "score_log1p_diff": 0.8875,
      "mean_log1p_expr": 1.0345,
      "detect_fraction": 0.7586
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_4",
      "rank": 3,
      "gene": "CXCR4",
      "score_log1p_diff": 0.7025,
      "mean_log1p_expr": 1.0825,
      "detect_fraction": 0.7751
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "rank": 4,
      "gene": "PRSS2",
      "score_log1p_diff": 3.3104,
      "mean_log1p_expr": 3.715,
      "detect_fraction": 0.9123
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "rank": 4,
      "gene": "IGFBP7",
      "score_log1p_diff": 2.5555,
      "mean_log1p_expr": 4.2019,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "rank": 4,
      "gene": "IGLC2",
      "score_log1p_diff": 2.3652,
      "mean_log1p_expr": 2.6978,
      "detect_fraction": 0.7255
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "rank": 4,
      "gene": "FXYD2",
      "score_log1p_diff": 2.2287,
      "mean_log1p_expr": 3.0628,
      "detect_fraction": 0.9091
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "rank": 4,
      "gene": "ACTA2",
      "score_log1p_diff": 2.1989,
      "mean_log1p_expr": 2.5959,
      "detect_fraction": 0.9805
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "rank": 4,
      "gene": "IFI27",
      "score_log1p_diff": 2.0431,
      "mean_log1p_expr": 2.6627,
      "detect_fraction": 0.9213
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_11",
      "rank": 4,
      "gene": "CLU",
      "score_log1p_diff": 1.7226,
      "mean_log1p_expr": 2.2201,
      "detect_fraction": 0.8667
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "rank": 4,
      "gene": "HLA-DPA1",
      "score_log1p_diff": 1.5821,
      "mean_log1p_expr": 1.884,
      "detect_fraction": 0.8968
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_18",
      "rank": 4,
      "gene": "IGFBP5",
      "score_log1p_diff": 1.5157,
      "mean_log1p_expr": 1.8479,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_10",
      "rank": 4,
      "gene": "VWF",
      "score_log1p_diff": 1.4941,
      "mean_log1p_expr": 1.6757,
      "detect_fraction": 0.9195
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "rank": 4,
      "gene": "RAMP2",
      "score_log1p_diff": 1.4857,
      "mean_log1p_expr": 1.6281,
      "detect_fraction": 0.8896
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_7",
      "rank": 4,
      "gene": "MYL9",
      "score_log1p_diff": 1.2247,
      "mean_log1p_expr": 1.7151,
      "detect_fraction": 0.9133
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_15",
      "rank": 4,
      "gene": "CD37",
      "score_log1p_diff": 0.9704,
      "mean_log1p_expr": 1.1332,
      "detect_fraction": 0.8636
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_16",
      "rank": 4,
      "gene": "CPA3",
      "score_log1p_diff": 0.9292,
      "mean_log1p_expr": 0.9316,
      "detect_fraction": 0.6364
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_2",
      "rank": 4,
      "gene": "GZMA",
      "score_log1p_diff": 0.8369,
      "mean_log1p_expr": 0.9543,
      "detect_fraction": 0.7563
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_14",
      "rank": 4,
      "gene": "TRBC2",
      "score_log1p_diff": 0.7953,
      "mean_log1p_expr": 1.0305,
      "detect_fraction": 0.7586
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_5",
      "rank": 4,
      "gene": "CD2",
      "score_log1p_diff": 0.7365,
      "mean_log1p_expr": 0.9575,
      "detect_fraction": 0.7818
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_4",
      "rank": 4,
      "gene": "LTB",
      "score_log1p_diff": 0.7013,
      "mean_log1p_expr": 0.8019,
      "detect_fraction": 0.568
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_12",
      "rank": 5,
      "gene": "CPB1",
      "score_log1p_diff": 3.2332,
      "mean_log1p_expr": 3.5898,
      "detect_fraction": 0.9825
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_3",
      "rank": 5,
      "gene": "COL1A2",
      "score_log1p_diff": 2.4525,
      "mean_log1p_expr": 2.6601,
      "detect_fraction": 0.9581
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_13",
      "rank": 5,
      "gene": "IGHG3",
      "score_log1p_diff": 2.2759,
      "mean_log1p_expr": 2.5858,
      "detect_fraction": 0.8235
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_6",
      "rank": 5,
      "gene": "MYL9",
      "score_log1p_diff": 2.1529,
      "mean_log1p_expr": 2.5693,
      "detect_fraction": 0.987
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_17",
      "rank": 5,
      "gene": "RBP4",
      "score_log1p_diff": 2.0538,
      "mean_log1p_expr": 2.0976,
      "detect_fraction": 0.7273
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_8",
      "rank": 5,
      "gene": "C19orf33",
      "score_log1p_diff": 2.0136,
      "mean_log1p_expr": 2.0612,
      "detect_fraction": 0.8976
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_9",
      "rank": 5,
      "gene": "HLA-DRB1",
      "score_log1p_diff": 1.509,
      "mean_log1p_expr": 1.9834,
      "detect_fraction": 0.9127
    },
    {
      "sample_id": "PDAC-027-24-1A",
      "cluster": "cluster_1",
      "rank": 5,
      "gene": "IFI27",
      "score_log1p_diff": 1.4786,
      "mean_log1p_expr": 2.0003,
      "detect_fraction": 0.9383
    }
  ],
  "source_tables": {
    "sample_index": "data/human_immune_atlas/analysis/cancerscem_deep/cancerscem_sample_index.tsv",
    "cluster_qc": "data/human_immune_atlas/analysis/cancerscem_deep/cancerscem_cluster_qc.tsv",
    "program_scores": "data/human_immune_atlas/analysis/cancerscem_deep/cancerscem_program_scores.tsv",
    "cluster_markers": "data/human_immune_atlas/analysis/cancerscem_deep/cancerscem_cluster_markers.tsv"
  }
}
