{
  "generated_at": "2026-07-09 12:54:49 +0800",
  "dataset_id": "ds-cancerscem-2",
  "dataset_name": "CancerSCEM 2.0",
  "sample_id": "PDAC-027-09-1A",
  "donor_id": "PDAC-027-09-1A",
  "summary": {
    "sample_id": "PDAC-027-09-1A",
    "donor_id": "PDAC-027-09-1A",
    "cancer_type": "PDAC",
    "health_status": "Pancreatic Ductal Adenocarcinoma; Tumour",
    "tissue_or_cell_source": "Tumour",
    "cells_in_umap_file": 6289,
    "cells_analyzed": 1998,
    "clusters": 22,
    "genes_read": 21117,
    "genes_nonzero_in_analyzed_cells": 20141,
    "mean_umi": 3847,
    "mean_genes": 1388,
    "mean_pct_mito": 3.216,
    "matrix_status": "Matrix available",
    "detail_url": "human-immune-donor-detail.php?dataset_id=ds-cancerscem-2&donor_id=PDAC-027-09-1A",
    "umap_href": "IMG/umap/cancerscem-2/donor/PDAC-027-09-1A.png",
    "umap_coordinates_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/PDAC-027-09-1A.umap.tsv.gz",
    "umap_summary_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/PDAC-027-09-1A.summary.json"
  },
  "visualizations": [
    {
      "title": "Donor-level analysis panel",
      "href": "IMG/human-immune-analysis/cancerscem-deep/donor/PDAC-027-09-1A.analysis.png",
      "description": "Cluster cell counts, cluster-by-program score heatmap, and top marker genes."
    }
  ],
  "cluster_qc": [
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_1",
      "cells": 269,
      "mean_umi": 3925.8327,
      "median_genes": 1188,
      "mean_pct_mito": 3.8463
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_2",
      "cells": 246,
      "mean_umi": 2357.7967,
      "median_genes": 921,
      "mean_pct_mito": 4.1149
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_3",
      "cells": 187,
      "mean_umi": 7395.4652,
      "median_genes": 2402,
      "mean_pct_mito": 2.7731
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_4",
      "cells": 177,
      "mean_umi": 6955.661,
      "median_genes": 2127,
      "mean_pct_mito": 3.058
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_5",
      "cells": 164,
      "mean_umi": 3549.9695,
      "median_genes": 1156.5,
      "mean_pct_mito": 3.9055
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_6",
      "cells": 148,
      "mean_umi": 1458.9392,
      "median_genes": 616,
      "mean_pct_mito": 3.3669
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_7",
      "cells": 143,
      "mean_umi": 1791.3986,
      "median_genes": 764,
      "mean_pct_mito": 3.2167
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_8",
      "cells": 97,
      "mean_umi": 5645.3402,
      "median_genes": 1603,
      "mean_pct_mito": 1.1205
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_9",
      "cells": 91,
      "mean_umi": 2015.6923,
      "median_genes": 910,
      "mean_pct_mito": 4.279
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_10",
      "cells": 88,
      "mean_umi": 2095.1591,
      "median_genes": 492.5,
      "mean_pct_mito": 2.0944
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_11",
      "cells": 84,
      "mean_umi": 3673.619,
      "median_genes": 1255,
      "mean_pct_mito": 3.7428
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_12",
      "cells": 71,
      "mean_umi": 4959.0141,
      "median_genes": 1506,
      "mean_pct_mito": 2.1231
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_13",
      "cells": 63,
      "mean_umi": 4848.619,
      "median_genes": 1849,
      "mean_pct_mito": 3.1846
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_14",
      "cells": 56,
      "mean_umi": 3964.5,
      "median_genes": 1290.5,
      "mean_pct_mito": 1.8857
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_15",
      "cells": 38,
      "mean_umi": 3242.9737,
      "median_genes": 1115.5,
      "mean_pct_mito": 0.4891
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_16",
      "cells": 23,
      "mean_umi": 1870,
      "median_genes": 551,
      "mean_pct_mito": 3.2747
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_17",
      "cells": 12,
      "mean_umi": 1686.0833,
      "median_genes": 796,
      "mean_pct_mito": 3.7538
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_18",
      "cells": 11,
      "mean_umi": 840.3636,
      "median_genes": 447,
      "mean_pct_mito": 1.9462
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_19",
      "cells": 10,
      "mean_umi": 3938.5,
      "median_genes": 1469,
      "mean_pct_mito": 2.6503
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_20",
      "cells": 8,
      "mean_umi": 872.75,
      "median_genes": 470,
      "mean_pct_mito": 5.437
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_21",
      "cells": 7,
      "mean_umi": 1374.5714,
      "median_genes": 816,
      "mean_pct_mito": 3.4973
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_22",
      "cells": 5,
      "mean_umi": 5435.4,
      "median_genes": 2198,
      "mean_pct_mito": 2.0919
    }
  ],
  "program_scores": [
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_10",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 1.1992
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_19",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.5992
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_5",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.5004
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_4",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.4902
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_12",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.434
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_22",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.4099
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_2",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3794
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_1",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3688
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_14",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3317
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_8",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3311
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_3",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.304
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_9",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.291
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_17",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2499
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_15",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2377
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_13",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2166
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_11",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2161
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_16",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2038
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_20",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1899
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_7",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1862
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_6",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1678
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_21",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.163
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_18",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1599
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_7",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0449
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_22",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0347
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_20",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0343
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_3",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0317
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_13",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0285
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_2",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0278
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_11",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0249
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_4",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0104
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_19",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0087
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_16",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0075
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_12",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0073
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_15",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0068
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_5",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0056
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_6",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0047
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_14",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0046
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_8",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0041
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_1",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0035
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_10",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.003
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_9",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0029
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_17",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_18",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_21",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_18",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.3113
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_13",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0986
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_2",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0351
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_3",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.032
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_19",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0314
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_11",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0292
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_22",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0198
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_10",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0142
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_4",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.013
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_1",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0087
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_12",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0084
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_5",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0076
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_8",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0071
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_14",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0071
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_6",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.004
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_7",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0028
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_15",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0026
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_9",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0022
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_16",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_17",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_20",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_21",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_4",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 1.5097
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_22",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 1.4992
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_14",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 1.1807
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_12",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 1.1466
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_8",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 1.0758
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_1",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.9993
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_19",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.8434
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_5",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.8362
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_21",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.5973
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_9",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.5491
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_17",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.4083
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_16",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.3867
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_3",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.3697
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_13",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.3206
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_11",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.2774
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_10",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.2632
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_15",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.2531
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_6",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.2337
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_20",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.2322
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_2",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.2278
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_7",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.1692
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_18",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.1208
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_3",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 3.0168
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_13",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 2.1757
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_6",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 1.4434
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_11",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 1.4231
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_15",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.8967
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_17",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.6055
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_22",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.53
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_4",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.5286
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_8",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.4647
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_12",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.4613
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_9",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.4543
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_10",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.4536
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_5",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.4267
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_1",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.4109
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_20",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.4064
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_14",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.3846
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_19",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.3675
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_2",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.3068
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_16",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.2693
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_7",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.2368
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_18",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.1838
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_21",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.1186
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_2",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.814
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_19",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.7329
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_22",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.5718
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_4",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.5177
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_14",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.3706
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_12",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.3586
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_5",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.3566
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_1",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.2414
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_8",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.2115
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_9",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.2075
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_16",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1636
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_3",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1554
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_13",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1368
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_17",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1262
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_11",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1148
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_10",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1137
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_7",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1009
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_18",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0933
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_6",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0865
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_15",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0801
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_21",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0614
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_20",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0498
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_14",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.2656
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_3",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.09
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_7",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0837
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_2",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0583
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_22",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0512
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_4",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.051
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_8",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0474
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_12",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0469
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_5",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0462
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_13",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0449
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_1",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0421
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_15",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0374
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_11",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0363
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_9",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.03
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_17",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0296
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_21",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0283
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_18",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.027
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_6",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0251
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_10",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0238
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_16",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0172
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_19",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0157
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_20",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_7",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.6154
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_3",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0621
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_19",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0607
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_16",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0517
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_8",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0316
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_4",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0305
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_21",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0297
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_11",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.028
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_13",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0257
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_12",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0246
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_1",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0242
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_15",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0211
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_14",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.021
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_9",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0207
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_10",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0201
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_6",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0194
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_2",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0191
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_5",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0177
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_20",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0173
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_18",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0063
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_17",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0058
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_22",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0
    }
  ],
  "program_summary": [
    {
      "program": "Fibroblast_stroma",
      "cluster_count": 22,
      "mean_score": 0.7075,
      "max_score": 3.0168,
      "mean_genes_used": 8
    },
    {
      "program": "Epithelial_tumor",
      "cluster_count": 22,
      "mean_score": 0.6136,
      "max_score": 1.5097,
      "mean_genes_used": 8
    },
    {
      "program": "B_plasma",
      "cluster_count": 22,
      "mean_score": 0.3468,
      "max_score": 1.1992,
      "mean_genes_used": 8
    },
    {
      "program": "Myeloid_APC",
      "cluster_count": 22,
      "mean_score": 0.2575,
      "max_score": 0.814,
      "mean_genes_used": 9
    },
    {
      "program": "T_NK_cytotoxic",
      "cluster_count": 22,
      "mean_score": 0.0524,
      "max_score": 0.6154,
      "mean_genes_used": 10
    },
    {
      "program": "Proliferation",
      "cluster_count": 22,
      "mean_score": 0.0499,
      "max_score": 0.2656,
      "mean_genes_used": 7
    },
    {
      "program": "Endothelial",
      "cluster_count": 22,
      "mean_score": 0.0289,
      "max_score": 0.3113,
      "mean_genes_used": 7
    },
    {
      "program": "Checkpoint_exhaustion",
      "cluster_count": 22,
      "mean_score": 0.0135,
      "max_score": 0.0449,
      "mean_genes_used": 8
    }
  ],
  "top_markers": [
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_3",
      "rank": 1,
      "gene": "COL1A1",
      "score_log1p_diff": 3.2023,
      "mean_log1p_expr": 4.2157,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_10",
      "rank": 1,
      "gene": "IGLC2",
      "score_log1p_diff": 2.7598,
      "mean_log1p_expr": 3.3064,
      "detect_fraction": 0.6932
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_17",
      "rank": 1,
      "gene": "CTRB2",
      "score_log1p_diff": 2.6235,
      "mean_log1p_expr": 2.6777,
      "detect_fraction": 0.8333
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_13",
      "rank": 1,
      "gene": "MGP",
      "score_log1p_diff": 2.3943,
      "mean_log1p_expr": 3.0154,
      "detect_fraction": 0.9841
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_20",
      "rank": 1,
      "gene": "TPSB2",
      "score_log1p_diff": 2.3866,
      "mean_log1p_expr": 2.4095,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_22",
      "rank": 1,
      "gene": "APOE",
      "score_log1p_diff": 2.3713,
      "mean_log1p_expr": 2.8039,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_19",
      "rank": 1,
      "gene": "CD74",
      "score_log1p_diff": 2.1661,
      "mean_log1p_expr": 3.9157,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_16",
      "rank": 1,
      "gene": "INS",
      "score_log1p_diff": 2.0075,
      "mean_log1p_expr": 2.3214,
      "detect_fraction": 0.5652
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_4",
      "rank": 1,
      "gene": "KRT19",
      "score_log1p_diff": 1.9597,
      "mean_log1p_expr": 3.072,
      "detect_fraction": 0.9944
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_11",
      "rank": 1,
      "gene": "RGS5",
      "score_log1p_diff": 1.9447,
      "mean_log1p_expr": 1.9836,
      "detect_fraction": 0.8571
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_12",
      "rank": 1,
      "gene": "SPINK1",
      "score_log1p_diff": 1.9241,
      "mean_log1p_expr": 4.2792,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_5",
      "rank": 1,
      "gene": "REG1A",
      "score_log1p_diff": 1.894,
      "mean_log1p_expr": 2.4883,
      "detect_fraction": 0.9634
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_15",
      "rank": 1,
      "gene": "MT2A",
      "score_log1p_diff": 1.8572,
      "mean_log1p_expr": 3.6621,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_2",
      "rank": 1,
      "gene": "SPP1",
      "score_log1p_diff": 1.7543,
      "mean_log1p_expr": 2.3762,
      "detect_fraction": 0.8943
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_9",
      "rank": 1,
      "gene": "REG1A",
      "score_log1p_diff": 1.6694,
      "mean_log1p_expr": 2.3431,
      "detect_fraction": 0.967
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_21",
      "rank": 1,
      "gene": "ISG15",
      "score_log1p_diff": 1.6204,
      "mean_log1p_expr": 2.0657,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_8",
      "rank": 1,
      "gene": "MT1X",
      "score_log1p_diff": 1.5076,
      "mean_log1p_expr": 2.6818,
      "detect_fraction": 0.9485
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_1",
      "rank": 1,
      "gene": "SPINK1",
      "score_log1p_diff": 1.409,
      "mean_log1p_expr": 3.6427,
      "detect_fraction": 0.9777
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_7",
      "rank": 1,
      "gene": "CCL5",
      "score_log1p_diff": 1.2382,
      "mean_log1p_expr": 1.3047,
      "detect_fraction": 0.7413
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_6",
      "rank": 1,
      "gene": "COL1A1",
      "score_log1p_diff": 1.2323,
      "mean_log1p_expr": 2.4542,
      "detect_fraction": 0.9932
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_14",
      "rank": 1,
      "gene": "KRT8",
      "score_log1p_diff": 1.167,
      "mean_log1p_expr": 2.2049,
      "detect_fraction": 0.9286
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_18",
      "rank": 1,
      "gene": "A2M",
      "score_log1p_diff": 0.7677,
      "mean_log1p_expr": 0.8597,
      "detect_fraction": 0.7273
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_3",
      "rank": 2,
      "gene": "COL1A2",
      "score_log1p_diff": 3.1417,
      "mean_log1p_expr": 3.9955,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_17",
      "rank": 2,
      "gene": "REG1A",
      "score_log1p_diff": 2.532,
      "mean_log1p_expr": 3.2666,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_13",
      "rank": 2,
      "gene": "IGFBP7",
      "score_log1p_diff": 2.385,
      "mean_log1p_expr": 3.3783,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_10",
      "rank": 2,
      "gene": "IGHG1",
      "score_log1p_diff": 2.3164,
      "mean_log1p_expr": 2.4299,
      "detect_fraction": 0.6477
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_22",
      "rank": 2,
      "gene": "KRT7",
      "score_log1p_diff": 2.0626,
      "mean_log1p_expr": 2.9436,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_5",
      "rank": 2,
      "gene": "SPINK1",
      "score_log1p_diff": 1.8669,
      "mean_log1p_expr": 4.1371,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_4",
      "rank": 2,
      "gene": "MT1X",
      "score_log1p_diff": 1.851,
      "mean_log1p_expr": 2.9344,
      "detect_fraction": 0.9944
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_11",
      "rank": 2,
      "gene": "IGFBP7",
      "score_log1p_diff": 1.8509,
      "mean_log1p_expr": 2.8416,
      "detect_fraction": 0.9881
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_19",
      "rank": 2,
      "gene": "HLA-DRA",
      "score_log1p_diff": 1.7918,
      "mean_log1p_expr": 2.7232,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_12",
      "rank": 2,
      "gene": "SAA1",
      "score_log1p_diff": 1.6646,
      "mean_log1p_expr": 2.0804,
      "detect_fraction": 0.8451
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_20",
      "rank": 2,
      "gene": "TPSAB1",
      "score_log1p_diff": 1.5758,
      "mean_log1p_expr": 1.5797,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_21",
      "rank": 2,
      "gene": "OLFM4",
      "score_log1p_diff": 1.5202,
      "mean_log1p_expr": 2.0325,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_9",
      "rank": 2,
      "gene": "FXYD2",
      "score_log1p_diff": 1.4814,
      "mean_log1p_expr": 1.5897,
      "detect_fraction": 0.8901
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_16",
      "rank": 2,
      "gene": "GCG",
      "score_log1p_diff": 1.4571,
      "mean_log1p_expr": 1.4851,
      "detect_fraction": 0.3913
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_2",
      "rank": 2,
      "gene": "TYROBP",
      "score_log1p_diff": 1.3974,
      "mean_log1p_expr": 1.5487,
      "detect_fraction": 0.8618
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_8",
      "rank": 2,
      "gene": "ERO1A",
      "score_log1p_diff": 1.333,
      "mean_log1p_expr": 1.7702,
      "detect_fraction": 0.8247
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_15",
      "rank": 2,
      "gene": "FN1",
      "score_log1p_diff": 1.2942,
      "mean_log1p_expr": 2.1686,
      "detect_fraction": 0.9211
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_14",
      "rank": 2,
      "gene": "KRT18",
      "score_log1p_diff": 1.1282,
      "mean_log1p_expr": 2.0479,
      "detect_fraction": 0.9107
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_6",
      "rank": 2,
      "gene": "COL1A2",
      "score_log1p_diff": 1.0048,
      "mean_log1p_expr": 2.0783,
      "detect_fraction": 0.973
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_7",
      "rank": 2,
      "gene": "CD52",
      "score_log1p_diff": 1.0045,
      "mean_log1p_expr": 1.1011,
      "detect_fraction": 0.7413
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_1",
      "rank": 2,
      "gene": "SERPINA1",
      "score_log1p_diff": 0.8955,
      "mean_log1p_expr": 2.3226,
      "detect_fraction": 0.9405
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_18",
      "rank": 2,
      "gene": "CLDN5",
      "score_log1p_diff": 0.7383,
      "mean_log1p_expr": 0.7407,
      "detect_fraction": 0.7273
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_3",
      "rank": 3,
      "gene": "COL3A1",
      "score_log1p_diff": 3.1135,
      "mean_log1p_expr": 3.9547,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_13",
      "rank": 3,
      "gene": "LUM",
      "score_log1p_diff": 2.3048,
      "mean_log1p_expr": 3.2548,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_10",
      "rank": 3,
      "gene": "IGKC",
      "score_log1p_diff": 2.0386,
      "mean_log1p_expr": 2.7112,
      "detect_fraction": 0.8409
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_22",
      "rank": 3,
      "gene": "APOC1",
      "score_log1p_diff": 2.0193,
      "mean_log1p_expr": 2.3479,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_17",
      "rank": 3,
      "gene": "PRSS2",
      "score_log1p_diff": 1.928,
      "mean_log1p_expr": 1.9558,
      "detect_fraction": 0.9167
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_19",
      "rank": 3,
      "gene": "S100B",
      "score_log1p_diff": 1.6089,
      "mean_log1p_expr": 1.6309,
      "detect_fraction": 0.8
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_12",
      "rank": 3,
      "gene": "SERPINA3",
      "score_log1p_diff": 1.5562,
      "mean_log1p_expr": 2.7091,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_4",
      "rank": 3,
      "gene": "S100A6",
      "score_log1p_diff": 1.5448,
      "mean_log1p_expr": 3.8751,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_11",
      "rank": 3,
      "gene": "CALD1",
      "score_log1p_diff": 1.4683,
      "mean_log1p_expr": 1.9962,
      "detect_fraction": 0.9167
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_21",
      "rank": 3,
      "gene": "CXCL10",
      "score_log1p_diff": 1.4566,
      "mean_log1p_expr": 1.4669,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_9",
      "rank": 3,
      "gene": "SPP1",
      "score_log1p_diff": 1.4487,
      "mean_log1p_expr": 2.2207,
      "detect_fraction": 0.956
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_5",
      "rank": 3,
      "gene": "CD74",
      "score_log1p_diff": 1.3987,
      "mean_log1p_expr": 3.0444,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_2",
      "rank": 3,
      "gene": "FCER1G",
      "score_log1p_diff": 1.3166,
      "mean_log1p_expr": 1.4579,
      "detect_fraction": 0.878
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_16",
      "rank": 3,
      "gene": "PCSK1N",
      "score_log1p_diff": 1.2564,
      "mean_log1p_expr": 1.3125,
      "detect_fraction": 0.8261
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_8",
      "rank": 3,
      "gene": "FTH1",
      "score_log1p_diff": 1.1284,
      "mean_log1p_expr": 4.0758,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_14",
      "rank": 3,
      "gene": "ANXA2",
      "score_log1p_diff": 1.0803,
      "mean_log1p_expr": 2.5837,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_15",
      "rank": 3,
      "gene": "MT1E",
      "score_log1p_diff": 1.059,
      "mean_log1p_expr": 1.4441,
      "detect_fraction": 0.7105
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_7",
      "rank": 3,
      "gene": "CD3D",
      "score_log1p_diff": 0.9153,
      "mean_log1p_expr": 0.9476,
      "detect_fraction": 0.7273
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_6",
      "rank": 3,
      "gene": "COL3A1",
      "score_log1p_diff": 0.8924,
      "mean_log1p_expr": 1.9588,
      "detect_fraction": 0.9797
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_1",
      "rank": 3,
      "gene": "KRT19",
      "score_log1p_diff": 0.7778,
      "mean_log1p_expr": 1.9591,
      "detect_fraction": 0.8996
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_20",
      "rank": 3,
      "gene": "CPA3",
      "score_log1p_diff": 0.5977,
      "mean_log1p_expr": 0.5984,
      "detect_fraction": 0.625
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_18",
      "rank": 3,
      "gene": "RAMP2",
      "score_log1p_diff": 0.5957,
      "mean_log1p_expr": 0.5981,
      "detect_fraction": 0.5455
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_3",
      "rank": 4,
      "gene": "LUM",
      "score_log1p_diff": 2.8863,
      "mean_log1p_expr": 3.6389,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_13",
      "rank": 4,
      "gene": "APOD",
      "score_log1p_diff": 2.0837,
      "mean_log1p_expr": 2.2908,
      "detect_fraction": 0.9206
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_22",
      "rank": 4,
      "gene": "IL32",
      "score_log1p_diff": 2.0037,
      "mean_log1p_expr": 2.8011,
      "detect_fraction": 0.8
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_17",
      "rank": 4,
      "gene": "REG1B",
      "score_log1p_diff": 1.8865,
      "mean_log1p_expr": 1.8991,
      "detect_fraction": 0.75
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_10",
      "rank": 4,
      "gene": "JCHAIN",
      "score_log1p_diff": 1.8389,
      "mean_log1p_expr": 1.91,
      "detect_fraction": 0.7955
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_19",
      "rank": 4,
      "gene": "HLA-DRB1",
      "score_log1p_diff": 1.5682,
      "mean_log1p_expr": 2.4382,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_4",
      "rank": 4,
      "gene": "CRIP1",
      "score_log1p_diff": 1.521,
      "mean_log1p_expr": 2.7614,
      "detect_fraction": 0.9887
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_12",
      "rank": 4,
      "gene": "SERPINA1",
      "score_log1p_diff": 1.5184,
      "mean_log1p_expr": 3.0121,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_21",
      "rank": 4,
      "gene": "SERPINA3",
      "score_log1p_diff": 1.4261,
      "mean_log1p_expr": 2.6294,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_11",
      "rank": 4,
      "gene": "SPARCL1",
      "score_log1p_diff": 1.378,
      "mean_log1p_expr": 1.5762,
      "detect_fraction": 0.8452
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_5",
      "rank": 4,
      "gene": "MMP7",
      "score_log1p_diff": 1.2651,
      "mean_log1p_expr": 2.5694,
      "detect_fraction": 0.9695
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_2",
      "rank": 4,
      "gene": "FTL",
      "score_log1p_diff": 1.2093,
      "mean_log1p_expr": 3.6057,
      "detect_fraction": 0.9959
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_16",
      "rank": 4,
      "gene": "TTR",
      "score_log1p_diff": 1.0867,
      "mean_log1p_expr": 1.1044,
      "detect_fraction": 0.5217
    },
    {
      "sample_id": "PDAC-027-09-1A",
      "cluster": "cluster_9",
      "rank": 4,
      "gene": "LCN2",
      "score_log1p_diff": 1.0791,
      "mean_log1p_expr": 1.5234,
      "detect_fraction": 0.8462
    }
  ],
  "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"
  }
}
