{
  "generated_at": "2026-07-09 12:54:49 +0800",
  "dataset_id": "ds-cancerscem-2",
  "dataset_name": "CancerSCEM 2.0",
  "sample_id": "PDAC-027-32-1A",
  "donor_id": "PDAC-027-32-1A",
  "summary": {
    "sample_id": "PDAC-027-32-1A",
    "donor_id": "PDAC-027-32-1A",
    "cancer_type": "PDAC",
    "health_status": "Pancreatic Ductal Adenocarcinoma; Normal",
    "tissue_or_cell_source": "Normal",
    "cells_in_umap_file": 3022,
    "cells_analyzed": 2000,
    "clusters": 15,
    "genes_read": 25149,
    "genes_nonzero_in_analyzed_cells": 24121,
    "mean_umi": 5402,
    "mean_genes": 2047,
    "mean_pct_mito": 6.035,
    "matrix_status": "Matrix available",
    "detail_url": "human-immune-donor-detail.php?dataset_id=ds-cancerscem-2&donor_id=PDAC-027-32-1A",
    "umap_href": "IMG/umap/cancerscem-2/donor/PDAC-027-32-1A.png",
    "umap_coordinates_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/PDAC-027-32-1A.umap.tsv.gz",
    "umap_summary_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/PDAC-027-32-1A.summary.json"
  },
  "visualizations": [
    {
      "title": "Donor-level analysis panel",
      "href": "IMG/human-immune-analysis/cancerscem-deep/donor/PDAC-027-32-1A.analysis.png",
      "description": "Cluster cell counts, cluster-by-program score heatmap, and top marker genes."
    }
  ],
  "cluster_qc": [
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "cells": 390,
      "mean_umi": 6631.3564,
      "median_genes": 2593,
      "mean_pct_mito": 7.4248
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "cells": 386,
      "mean_umi": 4230.8135,
      "median_genes": 1665.5,
      "mean_pct_mito": 6.1604
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "cells": 261,
      "mean_umi": 2738.9349,
      "median_genes": 1190,
      "mean_pct_mito": 5.2586
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "cells": 144,
      "mean_umi": 7819.4167,
      "median_genes": 2823,
      "mean_pct_mito": 6.5634
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "cells": 132,
      "mean_umi": 5397.7576,
      "median_genes": 2022,
      "mean_pct_mito": 6.7138
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "cells": 127,
      "mean_umi": 5562.8031,
      "median_genes": 1857,
      "mean_pct_mito": 5.7902
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "cells": 121,
      "mean_umi": 6883.6281,
      "median_genes": 2465,
      "mean_pct_mito": 4.4644
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "cells": 91,
      "mean_umi": 2116.2308,
      "median_genes": 547,
      "mean_pct_mito": 6.9941
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "cells": 87,
      "mean_umi": 6351.0575,
      "median_genes": 1991,
      "mean_pct_mito": 5.7152
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "cells": 81,
      "mean_umi": 5924.037,
      "median_genes": 402,
      "mean_pct_mito": 3.2673
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "cells": 67,
      "mean_umi": 5487.8657,
      "median_genes": 2002,
      "mean_pct_mito": 4.5253
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "cells": 46,
      "mean_umi": 8235.5217,
      "median_genes": 2395,
      "mean_pct_mito": 4.9216
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "cells": 26,
      "mean_umi": 3706.0769,
      "median_genes": 1372.5,
      "mean_pct_mito": 6.1932
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "cells": 21,
      "mean_umi": 17560.0952,
      "median_genes": 3948,
      "mean_pct_mito": 6.0778
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "cells": 20,
      "mean_umi": 2804.1,
      "median_genes": 1270.5,
      "mean_pct_mito": 5.0154
    }
  ],
  "program_scores": [
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.5102
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.4391
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3323
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3014
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2499
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2459
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2053
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1339
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1274
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0912
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0794
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0623
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0616
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0613
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0309
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1329
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1079
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.102
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0917
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0691
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0656
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0563
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0414
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0339
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0217
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0125
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0102
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0053
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0048
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0043
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 1.2334
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 1.1998
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 1.1015
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 1.0559
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.2182
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1619
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1325
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1311
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1129
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1111
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0729
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0627
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0534
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0492
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0352
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 1.1402
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.79
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.5469
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.2337
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.2046
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.127
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.1153
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.1151
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.1096
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.1007
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0883
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0841
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0636
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0492
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0329
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 1.5148
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.855
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.1414
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0456
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0407
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0391
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0364
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0327
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0315
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0263
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0236
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0233
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0176
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0172
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0087
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 1.1765
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 1.1227
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.2145
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1758
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1511
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1136
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1102
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1018
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0516
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0332
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0298
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0282
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0267
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0212
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0162
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0806
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0718
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0694
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0569
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0559
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0484
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0455
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.034
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0248
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0242
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0241
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0163
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0113
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0076
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0049
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 1.0607
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.4956
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.06
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0249
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.008
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0077
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0072
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0063
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.006
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0054
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0052
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0052
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0038
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0026
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0026
    }
  ],
  "program_summary": [
    {
      "program": "Endothelial",
      "cluster_count": 15,
      "mean_score": 0.3821,
      "max_score": 1.2334,
      "mean_genes_used": 7
    },
    {
      "program": "Epithelial_tumor",
      "cluster_count": 15,
      "mean_score": 0.2534,
      "max_score": 1.1402,
      "mean_genes_used": 8
    },
    {
      "program": "Myeloid_APC",
      "cluster_count": 15,
      "mean_score": 0.2249,
      "max_score": 1.1765,
      "mean_genes_used": 9
    },
    {
      "program": "B_plasma",
      "cluster_count": 15,
      "mean_score": 0.1955,
      "max_score": 0.5102,
      "mean_genes_used": 8
    },
    {
      "program": "Fibroblast_stroma",
      "cluster_count": 15,
      "mean_score": 0.1903,
      "max_score": 1.5148,
      "mean_genes_used": 8
    },
    {
      "program": "T_NK_cytotoxic",
      "cluster_count": 15,
      "mean_score": 0.1134,
      "max_score": 1.0607,
      "mean_genes_used": 10
    },
    {
      "program": "Checkpoint_exhaustion",
      "cluster_count": 15,
      "mean_score": 0.0506,
      "max_score": 0.1329,
      "mean_genes_used": 8
    },
    {
      "program": "Proliferation",
      "cluster_count": 15,
      "mean_score": 0.0384,
      "max_score": 0.0806,
      "mean_genes_used": 7
    }
  ],
  "top_markers": [
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "rank": 1,
      "gene": "INS",
      "score_log1p_diff": 5.6868,
      "mean_log1p_expr": 8.5431,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "rank": 1,
      "gene": "PRSS1",
      "score_log1p_diff": 5.2514,
      "mean_log1p_expr": 6.2764,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "rank": 1,
      "gene": "APOD",
      "score_log1p_diff": 3.8661,
      "mean_log1p_expr": 3.9691,
      "detect_fraction": 0.9917
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "rank": 1,
      "gene": "TAGLN",
      "score_log1p_diff": 2.8899,
      "mean_log1p_expr": 3.0108,
      "detect_fraction": 0.9545
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "rank": 1,
      "gene": "EMP1",
      "score_log1p_diff": 2.8041,
      "mean_log1p_expr": 3.5969,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "rank": 1,
      "gene": "HLA-DRA",
      "score_log1p_diff": 2.7786,
      "mean_log1p_expr": 3.3584,
      "detect_fraction": 0.9885
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "rank": 1,
      "gene": "LYZ",
      "score_log1p_diff": 2.6983,
      "mean_log1p_expr": 2.7639,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "rank": 1,
      "gene": "SLC4A4",
      "score_log1p_diff": 2.6734,
      "mean_log1p_expr": 3.2846,
      "detect_fraction": 0.9974
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "rank": 1,
      "gene": "EMP1",
      "score_log1p_diff": 2.5249,
      "mean_log1p_expr": 3.4376,
      "detect_fraction": 0.9565
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "rank": 1,
      "gene": "FABP5",
      "score_log1p_diff": 2.4575,
      "mean_log1p_expr": 3.3605,
      "detect_fraction": 0.9974
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "rank": 1,
      "gene": "NKG7",
      "score_log1p_diff": 2.4166,
      "mean_log1p_expr": 2.4993,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "rank": 1,
      "gene": "FXYD2",
      "score_log1p_diff": 2.2426,
      "mean_log1p_expr": 3.7404,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "rank": 1,
      "gene": "FABP5",
      "score_log1p_diff": 1.9985,
      "mean_log1p_expr": 3.3088,
      "detect_fraction": 0.9851
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "rank": 1,
      "gene": "CXCR4",
      "score_log1p_diff": 1.9534,
      "mean_log1p_expr": 2.0912,
      "detect_fraction": 0.9808
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "rank": 1,
      "gene": "PRSS1",
      "score_log1p_diff": 0.3525,
      "mean_log1p_expr": 1.5741,
      "detect_fraction": 0.8352
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "rank": 2,
      "gene": "PRSS2",
      "score_log1p_diff": 5.1308,
      "mean_log1p_expr": 5.837,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "rank": 2,
      "gene": "DCN",
      "score_log1p_diff": 3.4357,
      "mean_log1p_expr": 3.5371,
      "detect_fraction": 0.9917
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "rank": 2,
      "gene": "PCSK1N",
      "score_log1p_diff": 3.2654,
      "mean_log1p_expr": 3.3106,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "rank": 2,
      "gene": "ADIRF",
      "score_log1p_diff": 2.8547,
      "mean_log1p_expr": 3.2512,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "rank": 2,
      "gene": "CD74",
      "score_log1p_diff": 2.7004,
      "mean_log1p_expr": 3.7492,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "rank": 2,
      "gene": "S100A9",
      "score_log1p_diff": 2.6776,
      "mean_log1p_expr": 2.6933,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "rank": 2,
      "gene": "FXYD2",
      "score_log1p_diff": 2.615,
      "mean_log1p_expr": 3.7644,
      "detect_fraction": 0.9744
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "rank": 2,
      "gene": "ACKR1",
      "score_log1p_diff": 2.4746,
      "mean_log1p_expr": 2.5043,
      "detect_fraction": 0.9783
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "rank": 2,
      "gene": "SPRY1",
      "score_log1p_diff": 2.4395,
      "mean_log1p_expr": 3.2136,
      "detect_fraction": 0.9921
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "rank": 2,
      "gene": "GNLY",
      "score_log1p_diff": 2.2747,
      "mean_log1p_expr": 2.2899,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "rank": 2,
      "gene": "ANXA4",
      "score_log1p_diff": 2.1148,
      "mean_log1p_expr": 3.134,
      "detect_fraction": 0.9792
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "rank": 2,
      "gene": "PLVAP",
      "score_log1p_diff": 1.9833,
      "mean_log1p_expr": 2.5333,
      "detect_fraction": 0.9922
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "rank": 2,
      "gene": "SLC9A3R2",
      "score_log1p_diff": 1.9734,
      "mean_log1p_expr": 2.4779,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "rank": 2,
      "gene": "CCL5",
      "score_log1p_diff": 1.9066,
      "mean_log1p_expr": 1.9415,
      "detect_fraction": 0.908
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "rank": 2,
      "gene": "CPA1",
      "score_log1p_diff": 0.3393,
      "mean_log1p_expr": 1.2088,
      "detect_fraction": 0.7363
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "rank": 3,
      "gene": "CELA3A",
      "score_log1p_diff": 4.6753,
      "mean_log1p_expr": 5.1336,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "rank": 3,
      "gene": "CFD",
      "score_log1p_diff": 3.2557,
      "mean_log1p_expr": 3.3851,
      "detect_fraction": 0.9091
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "rank": 3,
      "gene": "IAPP",
      "score_log1p_diff": 3.0489,
      "mean_log1p_expr": 3.0915,
      "detect_fraction": 0.9524
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "rank": 3,
      "gene": "MYL9",
      "score_log1p_diff": 2.5497,
      "mean_log1p_expr": 2.7994,
      "detect_fraction": 0.9924
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "rank": 3,
      "gene": "S100A8",
      "score_log1p_diff": 2.4666,
      "mean_log1p_expr": 2.4752,
      "detect_fraction": 0.9615
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "rank": 3,
      "gene": "CFTR",
      "score_log1p_diff": 2.4365,
      "mean_log1p_expr": 2.9848,
      "detect_fraction": 0.9923
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "rank": 3,
      "gene": "HLA-DRB1",
      "score_log1p_diff": 2.3548,
      "mean_log1p_expr": 3.0896,
      "detect_fraction": 0.9885
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "rank": 3,
      "gene": "FABP5",
      "score_log1p_diff": 2.353,
      "mean_log1p_expr": 3.5808,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "rank": 3,
      "gene": "TCIM",
      "score_log1p_diff": 2.0964,
      "mean_log1p_expr": 2.5693,
      "detect_fraction": 0.9783
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "rank": 3,
      "gene": "KRT8",
      "score_log1p_diff": 2.0881,
      "mean_log1p_expr": 2.7222,
      "detect_fraction": 0.9861
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "rank": 3,
      "gene": "IFI27",
      "score_log1p_diff": 1.9307,
      "mean_log1p_expr": 2.8012,
      "detect_fraction": 0.9851
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "rank": 3,
      "gene": "RGCC",
      "score_log1p_diff": 1.8327,
      "mean_log1p_expr": 2.4539,
      "detect_fraction": 0.987
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "rank": 3,
      "gene": "KLRD1",
      "score_log1p_diff": 1.466,
      "mean_log1p_expr": 1.5162,
      "detect_fraction": 0.95
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "rank": 3,
      "gene": "SYTL3",
      "score_log1p_diff": 1.4557,
      "mean_log1p_expr": 1.531,
      "detect_fraction": 0.931
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "rank": 3,
      "gene": "CELA3B",
      "score_log1p_diff": 0.3287,
      "mean_log1p_expr": 0.8105,
      "detect_fraction": 0.5495
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "rank": 4,
      "gene": "CTRB1",
      "score_log1p_diff": 4.6583,
      "mean_log1p_expr": 5.5629,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "rank": 4,
      "gene": "MGP",
      "score_log1p_diff": 3.2328,
      "mean_log1p_expr": 3.838,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "rank": 4,
      "gene": "SCG5",
      "score_log1p_diff": 2.8549,
      "mean_log1p_expr": 2.8749,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "rank": 4,
      "gene": "ACTA2",
      "score_log1p_diff": 2.5135,
      "mean_log1p_expr": 2.5948,
      "detect_fraction": 0.9621
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "rank": 4,
      "gene": "ANXA4",
      "score_log1p_diff": 2.3965,
      "mean_log1p_expr": 3.1006,
      "detect_fraction": 0.9949
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "rank": 4,
      "gene": "HLA-DPA1",
      "score_log1p_diff": 2.336,
      "mean_log1p_expr": 2.8122,
      "detect_fraction": 0.954
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "rank": 4,
      "gene": "NAMPT",
      "score_log1p_diff": 2.2883,
      "mean_log1p_expr": 2.8648,
      "detect_fraction": 0.9615
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "rank": 4,
      "gene": "FABP5",
      "score_log1p_diff": 2.0608,
      "mean_log1p_expr": 3.3906,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "rank": 4,
      "gene": "KRT18",
      "score_log1p_diff": 1.9835,
      "mean_log1p_expr": 2.5876,
      "detect_fraction": 0.9931
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "rank": 4,
      "gene": "MT2A",
      "score_log1p_diff": 1.9788,
      "mean_log1p_expr": 3.8506,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "rank": 4,
      "gene": "IFI27",
      "score_log1p_diff": 1.7665,
      "mean_log1p_expr": 2.3608,
      "detect_fraction": 0.9845
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "rank": 4,
      "gene": "EPAS1",
      "score_log1p_diff": 1.7263,
      "mean_log1p_expr": 2.6284,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "rank": 4,
      "gene": "CD247",
      "score_log1p_diff": 1.4406,
      "mean_log1p_expr": 1.5115,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "rank": 4,
      "gene": "CD69",
      "score_log1p_diff": 1.3099,
      "mean_log1p_expr": 1.3477,
      "detect_fraction": 0.8659
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "rank": 4,
      "gene": "CELA2A",
      "score_log1p_diff": 0.312,
      "mean_log1p_expr": 0.7966,
      "detect_fraction": 0.5165
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "rank": 5,
      "gene": "CLPS",
      "score_log1p_diff": 4.5484,
      "mean_log1p_expr": 5.1301,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "rank": 5,
      "gene": "PTGDS",
      "score_log1p_diff": 3.1793,
      "mean_log1p_expr": 3.267,
      "detect_fraction": 0.9917
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "rank": 5,
      "gene": "CPE",
      "score_log1p_diff": 2.7691,
      "mean_log1p_expr": 2.9654,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "rank": 5,
      "gene": "RGS5",
      "score_log1p_diff": 2.3111,
      "mean_log1p_expr": 2.3464,
      "detect_fraction": 0.8939
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "rank": 5,
      "gene": "CLU",
      "score_log1p_diff": 2.1726,
      "mean_log1p_expr": 2.8185,
      "detect_fraction": 0.9744
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_9",
      "rank": 5,
      "gene": "HLA-DPB1",
      "score_log1p_diff": 2.1498,
      "mean_log1p_expr": 2.5727,
      "detect_fraction": 0.8966
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_13",
      "rank": 5,
      "gene": "VCAN",
      "score_log1p_diff": 2.0359,
      "mean_log1p_expr": 2.0651,
      "detect_fraction": 0.9231
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_12",
      "rank": 5,
      "gene": "SPRY1",
      "score_log1p_diff": 2.0041,
      "mean_log1p_expr": 2.8871,
      "detect_fraction": 0.9783
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_6",
      "rank": 5,
      "gene": "SOCS3",
      "score_log1p_diff": 1.9195,
      "mean_log1p_expr": 2.5153,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_4",
      "rank": 5,
      "gene": "SLC4A4",
      "score_log1p_diff": 1.8917,
      "mean_log1p_expr": 2.8881,
      "detect_fraction": 0.9792
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_11",
      "rank": 5,
      "gene": "TIMP3",
      "score_log1p_diff": 1.6745,
      "mean_log1p_expr": 2.5031,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_2",
      "rank": 5,
      "gene": "GSN",
      "score_log1p_diff": 1.6737,
      "mean_log1p_expr": 2.6708,
      "detect_fraction": 0.9948
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_15",
      "rank": 5,
      "gene": "GZMB",
      "score_log1p_diff": 1.355,
      "mean_log1p_expr": 1.3706,
      "detect_fraction": 0.85
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_3",
      "rank": 5,
      "gene": "PARP8",
      "score_log1p_diff": 1.2815,
      "mean_log1p_expr": 1.4158,
      "detect_fraction": 0.9272
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_8",
      "rank": 5,
      "gene": "SPINK1",
      "score_log1p_diff": 0.2966,
      "mean_log1p_expr": 0.8099,
      "detect_fraction": 0.5385
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_10",
      "rank": 6,
      "gene": "CPA1",
      "score_log1p_diff": 4.5472,
      "mean_log1p_expr": 5.2479,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_7",
      "rank": 6,
      "gene": "C7",
      "score_log1p_diff": 2.9229,
      "mean_log1p_expr": 2.9577,
      "detect_fraction": 0.9835
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_14",
      "rank": 6,
      "gene": "SLC30A8",
      "score_log1p_diff": 2.7044,
      "mean_log1p_expr": 2.7133,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_5",
      "rank": 6,
      "gene": "IGFBP7",
      "score_log1p_diff": 2.191,
      "mean_log1p_expr": 3.8386,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-32-1A",
      "cluster": "cluster_1",
      "rank": 6,
      "gene": "PKHD1",
      "score_log1p_diff": 2.1314,
      "mean_log1p_expr": 2.4825,
      "detect_fraction": 0.9897
    }
  ],
  "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"
  }
}
