{
  "generated_at": "2026-07-09 12:54:49 +0800",
  "dataset_id": "ds-cancerscem-2",
  "dataset_name": "CancerSCEM 2.0",
  "sample_id": "PDAC-027-10-1A",
  "donor_id": "PDAC-027-10-1A",
  "summary": {
    "sample_id": "PDAC-027-10-1A",
    "donor_id": "PDAC-027-10-1A",
    "cancer_type": "PDAC",
    "health_status": "Pancreatic Ductal Adenocarcinoma; Tumour",
    "tissue_or_cell_source": "Tumour",
    "cells_in_umap_file": 1079,
    "cells_analyzed": 1079,
    "clusters": 15,
    "genes_read": 18625,
    "genes_nonzero_in_analyzed_cells": 18433,
    "mean_umi": 3916,
    "mean_genes": 1451,
    "mean_pct_mito": 5.641,
    "matrix_status": "Matrix available",
    "detail_url": "human-immune-donor-detail.php?dataset_id=ds-cancerscem-2&donor_id=PDAC-027-10-1A",
    "umap_href": "IMG/umap/cancerscem-2/donor/PDAC-027-10-1A.png",
    "umap_coordinates_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/PDAC-027-10-1A.umap.tsv.gz",
    "umap_summary_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/PDAC-027-10-1A.summary.json"
  },
  "visualizations": [
    {
      "title": "Donor-level analysis panel",
      "href": "IMG/human-immune-analysis/cancerscem-deep/donor/PDAC-027-10-1A.analysis.png",
      "description": "Cluster cell counts, cluster-by-program score heatmap, and top marker genes."
    }
  ],
  "cluster_qc": [
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "cells": 158,
      "mean_umi": 3996.7468,
      "median_genes": 1495.5,
      "mean_pct_mito": 6.0921
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "cells": 134,
      "mean_umi": 4999.9851,
      "median_genes": 1716,
      "mean_pct_mito": 6.0541
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "cells": 120,
      "mean_umi": 2585.1667,
      "median_genes": 742,
      "mean_pct_mito": 4.9668
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "cells": 110,
      "mean_umi": 2190.5455,
      "median_genes": 852.5,
      "mean_pct_mito": 5.4187
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "cells": 109,
      "mean_umi": 3930.9725,
      "median_genes": 1484,
      "mean_pct_mito": 5.7391
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "cells": 95,
      "mean_umi": 2231.3263,
      "median_genes": 752,
      "mean_pct_mito": 5.1484
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "cells": 90,
      "mean_umi": 3707.2889,
      "median_genes": 1235,
      "mean_pct_mito": 6.0621
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "cells": 90,
      "mean_umi": 6415.2778,
      "median_genes": 2223,
      "mean_pct_mito": 6.4549
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "cells": 46,
      "mean_umi": 5415.6957,
      "median_genes": 1669,
      "mean_pct_mito": 5.5169
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "cells": 33,
      "mean_umi": 4100.1818,
      "median_genes": 1272,
      "mean_pct_mito": 3.9245
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "cells": 30,
      "mean_umi": 4505.3,
      "median_genes": 1392.5,
      "mean_pct_mito": 3.2307
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "cells": 27,
      "mean_umi": 6664,
      "median_genes": 1984,
      "mean_pct_mito": 7.4281
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "cells": 19,
      "mean_umi": 2081.1053,
      "median_genes": 924,
      "mean_pct_mito": 5.3371
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "cells": 10,
      "mean_umi": 5649,
      "median_genes": 2296,
      "mean_pct_mito": 5.0192
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "cells": 8,
      "mean_umi": 3204.625,
      "median_genes": 1158,
      "mean_pct_mito": 5.9306
    }
  ],
  "program_scores": [
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 1.605
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 1.0097
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.4812
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.4295
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3446
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3295
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.292
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2919
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1982
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1914
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1892
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1574
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1418
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1408
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1279
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0983
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0859
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0797
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.07
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0678
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0668
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0619
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0502
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0433
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0331
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0319
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0173
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.014
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0096
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0087
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 1.2872
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 1.0257
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1639
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1573
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1129
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1089
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1002
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0847
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0782
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0448
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0412
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0371
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0371
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.032
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0261
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 1.2553
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 1.1116
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 0.1834
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 0.1769
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 0.1488
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 0.1428
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 0.128
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 0.1197
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 0.1106
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 0.1089
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 0.0864
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 0.0668
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 0.06
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 0.0562
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "program": "Epithelial_tumor",
      "genes_used": 7,
      "mean_log1p_score": 0.0371
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 1.7062
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 1.1444
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.9513
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.5594
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.1875
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.1676
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.1515
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.113
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.1008
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0669
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0629
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0623
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0623
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0601
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0542
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 1.2866
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.4273
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.3633
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.2838
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.2821
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.2621
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.248
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1891
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1572
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1286
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1132
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1032
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0973
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.097
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0813
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.4161
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1752
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1342
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0966
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0865
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0833
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0815
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0579
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0567
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0559
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0486
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0328
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0316
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0261
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0179
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 1.2528
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.7027
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.2798
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0866
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.061
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0537
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0515
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0456
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0436
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0397
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0368
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0343
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0332
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0274
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0255
    }
  ],
  "program_summary": [
    {
      "program": "B_plasma",
      "cluster_count": 15,
      "mean_score": 0.3953,
      "max_score": 1.605,
      "mean_genes_used": 8
    },
    {
      "program": "Fibroblast_stroma",
      "cluster_count": 15,
      "mean_score": 0.3633,
      "max_score": 1.7062,
      "mean_genes_used": 8
    },
    {
      "program": "Myeloid_APC",
      "cluster_count": 15,
      "mean_score": 0.2747,
      "max_score": 1.2866,
      "mean_genes_used": 9
    },
    {
      "program": "Epithelial_tumor",
      "cluster_count": 15,
      "mean_score": 0.2528,
      "max_score": 1.2553,
      "mean_genes_used": 7
    },
    {
      "program": "Endothelial",
      "cluster_count": 15,
      "mean_score": 0.2225,
      "max_score": 1.2872,
      "mean_genes_used": 7
    },
    {
      "program": "T_NK_cytotoxic",
      "cluster_count": 15,
      "mean_score": 0.185,
      "max_score": 1.2528,
      "mean_genes_used": 10
    },
    {
      "program": "Proliferation",
      "cluster_count": 15,
      "mean_score": 0.0934,
      "max_score": 0.4161,
      "mean_genes_used": 7
    },
    {
      "program": "Checkpoint_exhaustion",
      "cluster_count": 15,
      "mean_score": 0.0492,
      "max_score": 0.0983,
      "mean_genes_used": 8
    }
  ],
  "top_markers": [
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "rank": 1,
      "gene": "TPSB2",
      "score_log1p_diff": 4.6211,
      "mean_log1p_expr": 4.6783,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "rank": 1,
      "gene": "SPINK1",
      "score_log1p_diff": 3.7972,
      "mean_log1p_expr": 4.7166,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "rank": 1,
      "gene": "CLU",
      "score_log1p_diff": 2.9929,
      "mean_log1p_expr": 3.1993,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "rank": 1,
      "gene": "RGS5",
      "score_log1p_diff": 2.6206,
      "mean_log1p_expr": 2.9382,
      "detect_fraction": 0.981
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "rank": 1,
      "gene": "TAGLN",
      "score_log1p_diff": 2.472,
      "mean_log1p_expr": 3.1427,
      "detect_fraction": 0.9633
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "rank": 1,
      "gene": "IGLC1",
      "score_log1p_diff": 2.4652,
      "mean_log1p_expr": 2.548,
      "detect_fraction": 0.8667
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "rank": 1,
      "gene": "SPINK1",
      "score_log1p_diff": 2.4608,
      "mean_log1p_expr": 3.2699,
      "detect_fraction": 0.9333
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "rank": 1,
      "gene": "NKG7",
      "score_log1p_diff": 2.244,
      "mean_log1p_expr": 2.4038,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "rank": 1,
      "gene": "DCN",
      "score_log1p_diff": 1.9675,
      "mean_log1p_expr": 2.212,
      "detect_fraction": 0.8696
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "rank": 1,
      "gene": "PLVAP",
      "score_log1p_diff": 1.8936,
      "mean_log1p_expr": 2.0131,
      "detect_fraction": 0.9254
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "rank": 1,
      "gene": "HLA-DRA",
      "score_log1p_diff": 1.8396,
      "mean_log1p_expr": 2.7206,
      "detect_fraction": 0.9444
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "rank": 1,
      "gene": "CCL5",
      "score_log1p_diff": 1.8225,
      "mean_log1p_expr": 1.9755,
      "detect_fraction": 0.9
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "rank": 1,
      "gene": "TM4SF1",
      "score_log1p_diff": 1.5005,
      "mean_log1p_expr": 1.93,
      "detect_fraction": 0.8788
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "rank": 1,
      "gene": "IGHM",
      "score_log1p_diff": 1.3918,
      "mean_log1p_expr": 1.5692,
      "detect_fraction": 0.7917
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "rank": 1,
      "gene": "TRAC",
      "score_log1p_diff": 0.6645,
      "mean_log1p_expr": 0.8194,
      "detect_fraction": 0.6316
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "rank": 2,
      "gene": "CRYAB",
      "score_log1p_diff": 2.9789,
      "mean_log1p_expr": 3.1505,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "rank": 2,
      "gene": "CD74",
      "score_log1p_diff": 2.4388,
      "mean_log1p_expr": 3.9858,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "rank": 2,
      "gene": "C12orf75",
      "score_log1p_diff": 2.3711,
      "mean_log1p_expr": 2.7476,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "rank": 2,
      "gene": "IGFBP7",
      "score_log1p_diff": 2.3489,
      "mean_log1p_expr": 3.7797,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "rank": 2,
      "gene": "S100A6",
      "score_log1p_diff": 2.2961,
      "mean_log1p_expr": 4.068,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "rank": 2,
      "gene": "CPA3",
      "score_log1p_diff": 2.1402,
      "mean_log1p_expr": 2.1447,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "rank": 2,
      "gene": "ADIRF",
      "score_log1p_diff": 2.0829,
      "mean_log1p_expr": 2.7284,
      "detect_fraction": 0.9633
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "rank": 2,
      "gene": "MGP",
      "score_log1p_diff": 1.9551,
      "mean_log1p_expr": 2.9437,
      "detect_fraction": 0.9565
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "rank": 2,
      "gene": "TYROBP",
      "score_log1p_diff": 1.8045,
      "mean_log1p_expr": 1.9501,
      "detect_fraction": 0.9333
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "rank": 2,
      "gene": "GNLY",
      "score_log1p_diff": 1.7865,
      "mean_log1p_expr": 1.9056,
      "detect_fraction": 0.8947
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "rank": 2,
      "gene": "HSPG2",
      "score_log1p_diff": 1.6316,
      "mean_log1p_expr": 1.8687,
      "detect_fraction": 0.9552
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "rank": 2,
      "gene": "RAMP2",
      "score_log1p_diff": 1.4218,
      "mean_log1p_expr": 1.6481,
      "detect_fraction": 0.8485
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "rank": 2,
      "gene": "CD74",
      "score_log1p_diff": 1.3879,
      "mean_log1p_expr": 2.8483,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "rank": 2,
      "gene": "CD7",
      "score_log1p_diff": 1.0507,
      "mean_log1p_expr": 1.151,
      "detect_fraction": 0.7455
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "rank": 2,
      "gene": "IL7R",
      "score_log1p_diff": 0.6527,
      "mean_log1p_expr": 0.7285,
      "detect_fraction": 0.6316
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "rank": 3,
      "gene": "CD9",
      "score_log1p_diff": 2.3328,
      "mean_log1p_expr": 2.8537,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "rank": 3,
      "gene": "TFF2",
      "score_log1p_diff": 2.2894,
      "mean_log1p_expr": 2.6927,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "rank": 3,
      "gene": "HLA-DRA",
      "score_log1p_diff": 2.2834,
      "mean_log1p_expr": 3.2544,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "rank": 3,
      "gene": "TFF2",
      "score_log1p_diff": 2.1395,
      "mean_log1p_expr": 2.4216,
      "detect_fraction": 0.9444
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "rank": 3,
      "gene": "TPSAB1",
      "score_log1p_diff": 2.0033,
      "mean_log1p_expr": 2.0095,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "rank": 3,
      "gene": "CCDC80",
      "score_log1p_diff": 1.939,
      "mean_log1p_expr": 2.0254,
      "detect_fraction": 0.8696
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "rank": 3,
      "gene": "MYL9",
      "score_log1p_diff": 1.8731,
      "mean_log1p_expr": 2.5209,
      "detect_fraction": 0.9633
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "rank": 3,
      "gene": "CALD1",
      "score_log1p_diff": 1.8668,
      "mean_log1p_expr": 2.4234,
      "detect_fraction": 0.9937
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "rank": 3,
      "gene": "FTL",
      "score_log1p_diff": 1.8041,
      "mean_log1p_expr": 3.5776,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "rank": 3,
      "gene": "PECAM1",
      "score_log1p_diff": 1.6242,
      "mean_log1p_expr": 1.7706,
      "detect_fraction": 0.9552
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "rank": 3,
      "gene": "CCL5",
      "score_log1p_diff": 1.5902,
      "mean_log1p_expr": 1.9009,
      "detect_fraction": 0.8947
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "rank": 3,
      "gene": "DEPP1",
      "score_log1p_diff": 1.3885,
      "mean_log1p_expr": 1.753,
      "detect_fraction": 0.7576
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "rank": 3,
      "gene": "HLA-DRA",
      "score_log1p_diff": 1.1658,
      "mean_log1p_expr": 2.0706,
      "detect_fraction": 0.975
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "rank": 3,
      "gene": "IL32",
      "score_log1p_diff": 0.9903,
      "mean_log1p_expr": 1.471,
      "detect_fraction": 0.8727
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "rank": 3,
      "gene": "SRGN",
      "score_log1p_diff": 0.532,
      "mean_log1p_expr": 1.2572,
      "detect_fraction": 0.8
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "rank": 4,
      "gene": "GPM6B",
      "score_log1p_diff": 2.3201,
      "mean_log1p_expr": 2.3769,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "rank": 4,
      "gene": "MARCKSL1",
      "score_log1p_diff": 2.1951,
      "mean_log1p_expr": 2.6008,
      "detect_fraction": 0.963
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "rank": 4,
      "gene": "TFF1",
      "score_log1p_diff": 2.0236,
      "mean_log1p_expr": 2.1946,
      "detect_fraction": 0.8
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "rank": 4,
      "gene": "TCL1A",
      "score_log1p_diff": 1.8788,
      "mean_log1p_expr": 1.9727,
      "detect_fraction": 0.9333
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "rank": 4,
      "gene": "PDGFRB",
      "score_log1p_diff": 1.8519,
      "mean_log1p_expr": 2.1438,
      "detect_fraction": 0.9873
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "rank": 4,
      "gene": "RGS1",
      "score_log1p_diff": 1.8483,
      "mean_log1p_expr": 2.2238,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "rank": 4,
      "gene": "LYZ",
      "score_log1p_diff": 1.7888,
      "mean_log1p_expr": 2.252,
      "detect_fraction": 0.9444
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "rank": 4,
      "gene": "IGFBP7",
      "score_log1p_diff": 1.7631,
      "mean_log1p_expr": 3.3597,
      "detect_fraction": 0.9633
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "rank": 4,
      "gene": "IGFBP7",
      "score_log1p_diff": 1.7556,
      "mean_log1p_expr": 3.4555,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "rank": 4,
      "gene": "VWF",
      "score_log1p_diff": 1.5876,
      "mean_log1p_expr": 1.6928,
      "detect_fraction": 0.8657
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "rank": 4,
      "gene": "PRF1",
      "score_log1p_diff": 1.5781,
      "mean_log1p_expr": 1.6493,
      "detect_fraction": 0.9474
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "rank": 4,
      "gene": "SLC9A3R2",
      "score_log1p_diff": 1.2931,
      "mean_log1p_expr": 1.4928,
      "detect_fraction": 0.8182
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "rank": 4,
      "gene": "CD37",
      "score_log1p_diff": 1.0981,
      "mean_log1p_expr": 1.37,
      "detect_fraction": 0.9167
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "rank": 4,
      "gene": "HCST",
      "score_log1p_diff": 0.8804,
      "mean_log1p_expr": 1.0626,
      "detect_fraction": 0.7909
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "rank": 4,
      "gene": "CXCR4",
      "score_log1p_diff": 0.4612,
      "mean_log1p_expr": 1.0637,
      "detect_fraction": 0.7579
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "rank": 5,
      "gene": "SPARC",
      "score_log1p_diff": 2.2982,
      "mean_log1p_expr": 3.1554,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "rank": 5,
      "gene": "ANXA4",
      "score_log1p_diff": 2.0896,
      "mean_log1p_expr": 2.3559,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "rank": 5,
      "gene": "TSPAN8",
      "score_log1p_diff": 1.9601,
      "mean_log1p_expr": 2.1124,
      "detect_fraction": 0.8889
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "rank": 5,
      "gene": "MS4A1",
      "score_log1p_diff": 1.873,
      "mean_log1p_expr": 2.0168,
      "detect_fraction": 0.9667
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_15",
      "rank": 5,
      "gene": "MS4A2",
      "score_log1p_diff": 1.8028,
      "mean_log1p_expr": 1.8077,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_7",
      "rank": 5,
      "gene": "CD74",
      "score_log1p_diff": 1.762,
      "mean_log1p_expr": 3.2298,
      "detect_fraction": 0.9556
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "rank": 5,
      "gene": "C1S",
      "score_log1p_diff": 1.7353,
      "mean_log1p_expr": 1.9603,
      "detect_fraction": 0.9565
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_1",
      "rank": 5,
      "gene": "SPARCL1",
      "score_log1p_diff": 1.7285,
      "mean_log1p_expr": 2.6907,
      "detect_fraction": 0.9937
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_5",
      "rank": 5,
      "gene": "MT2A",
      "score_log1p_diff": 1.7124,
      "mean_log1p_expr": 3.2914,
      "detect_fraction": 0.9908
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_2",
      "rank": 5,
      "gene": "SPRY1",
      "score_log1p_diff": 1.5491,
      "mean_log1p_expr": 1.7261,
      "detect_fraction": 0.8657
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_13",
      "rank": 5,
      "gene": "GZMB",
      "score_log1p_diff": 1.5487,
      "mean_log1p_expr": 1.6219,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_10",
      "rank": 5,
      "gene": "PECAM1",
      "score_log1p_diff": 1.2676,
      "mean_log1p_expr": 1.577,
      "detect_fraction": 0.8788
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_3",
      "rank": 5,
      "gene": "IGKC",
      "score_log1p_diff": 1.0276,
      "mean_log1p_expr": 1.5143,
      "detect_fraction": 0.825
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_4",
      "rank": 5,
      "gene": "NKG7",
      "score_log1p_diff": 0.8734,
      "mean_log1p_expr": 0.9837,
      "detect_fraction": 0.7273
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_6",
      "rank": 5,
      "gene": "CD2",
      "score_log1p_diff": 0.44,
      "mean_log1p_expr": 0.5665,
      "detect_fraction": 0.5579
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_14",
      "rank": 6,
      "gene": "FXYD1",
      "score_log1p_diff": 2.2868,
      "mean_log1p_expr": 2.4484,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_12",
      "rank": 6,
      "gene": "TFF3",
      "score_log1p_diff": 2.0148,
      "mean_log1p_expr": 2.4576,
      "detect_fraction": 0.963
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_8",
      "rank": 6,
      "gene": "PHGR1",
      "score_log1p_diff": 1.9396,
      "mean_log1p_expr": 2.1175,
      "detect_fraction": 0.7778
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_11",
      "rank": 6,
      "gene": "LAPTM5",
      "score_log1p_diff": 1.7697,
      "mean_log1p_expr": 2.2257,
      "detect_fraction": 0.9667
    },
    {
      "sample_id": "PDAC-027-10-1A",
      "cluster": "cluster_9",
      "rank": 6,
      "gene": "COL1A2",
      "score_log1p_diff": 1.7256,
      "mean_log1p_expr": 2.0725,
      "detect_fraction": 0.8913
    }
  ],
  "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"
  }
}