{
  "generated_at": "2026-07-09 12:54:49 +0800",
  "dataset_id": "ds-cancerscem-2",
  "dataset_name": "CancerSCEM 2.0",
  "sample_id": "PDAC-027-01-1A",
  "donor_id": "PDAC-027-01-1A",
  "summary": {
    "sample_id": "PDAC-027-01-1A",
    "donor_id": "PDAC-027-01-1A",
    "cancer_type": "PDAC",
    "health_status": "Pancreatic Ductal Adenocarcinoma; Tumour",
    "tissue_or_cell_source": "Tumour",
    "cells_in_umap_file": 2122,
    "cells_analyzed": 1998,
    "clusters": 17,
    "genes_read": 19243,
    "genes_nonzero_in_analyzed_cells": 19183,
    "mean_umi": 2823,
    "mean_genes": 1178,
    "mean_pct_mito": 3.777,
    "matrix_status": "Matrix available",
    "detail_url": "human-immune-donor-detail.php?dataset_id=ds-cancerscem-2&donor_id=PDAC-027-01-1A",
    "umap_href": "IMG/umap/cancerscem-2/donor/PDAC-027-01-1A.png",
    "umap_coordinates_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/PDAC-027-01-1A.umap.tsv.gz",
    "umap_summary_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/PDAC-027-01-1A.summary.json"
  },
  "visualizations": [
    {
      "title": "Donor-level analysis panel",
      "href": "IMG/human-immune-analysis/cancerscem-deep/donor/PDAC-027-01-1A.analysis.png",
      "description": "Cluster cell counts, cluster-by-program score heatmap, and top marker genes."
    }
  ],
  "cluster_qc": [
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "cells": 281,
      "mean_umi": 2440.1886,
      "median_genes": 923,
      "mean_pct_mito": 2.6689
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "cells": 255,
      "mean_umi": 5479.7451,
      "median_genes": 1933,
      "mean_pct_mito": 4.8335
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "cells": 196,
      "mean_umi": 4621.4133,
      "median_genes": 1667.5,
      "mean_pct_mito": 5.4912
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "cells": 172,
      "mean_umi": 1971.0581,
      "median_genes": 697,
      "mean_pct_mito": 3.988
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "cells": 163,
      "mean_umi": 3300.589,
      "median_genes": 1230,
      "mean_pct_mito": 3.2753
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_6",
      "cells": 135,
      "mean_umi": 1424.963,
      "median_genes": 664,
      "mean_pct_mito": 3.6342
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "cells": 132,
      "mean_umi": 1941.5,
      "median_genes": 875.5,
      "mean_pct_mito": 3.0484
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_8",
      "cells": 125,
      "mean_umi": 931.488,
      "median_genes": 472,
      "mean_pct_mito": 3.5912
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_9",
      "cells": 113,
      "mean_umi": 1268.6106,
      "median_genes": 521,
      "mean_pct_mito": 3.3345
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "cells": 82,
      "mean_umi": 2376.8049,
      "median_genes": 952,
      "mean_pct_mito": 3.089
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_11",
      "cells": 77,
      "mean_umi": 2674.7532,
      "median_genes": 1041,
      "mean_pct_mito": 2.1717
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "cells": 76,
      "mean_umi": 1323.1579,
      "median_genes": 626,
      "mean_pct_mito": 4.141
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "cells": 57,
      "mean_umi": 2312.7895,
      "median_genes": 920,
      "mean_pct_mito": 4.4293
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "cells": 53,
      "mean_umi": 4649.0755,
      "median_genes": 1004,
      "mean_pct_mito": 5.8658
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "cells": 38,
      "mean_umi": 2101.6842,
      "median_genes": 850,
      "mean_pct_mito": 2.9768
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_16",
      "cells": 34,
      "mean_umi": 2322.7059,
      "median_genes": 652.5,
      "mean_pct_mito": 2.5782
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "cells": 9,
      "mean_umi": 3160.6667,
      "median_genes": 1719,
      "mean_pct_mito": 5.4358
    }
  ],
  "program_scores": [
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_16",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 1.1744
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.51
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.4376
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3613
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3264
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3173
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2907
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_11",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2476
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2307
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2283
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2099
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1102
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_9",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.107
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0996
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_8",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0949
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.076
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_6",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0619
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0663
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_9",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0553
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0403
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0343
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_11",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0333
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.032
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0289
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_8",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0244
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_16",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0142
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_6",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0137
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.013
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0114
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0103
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0103
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0097
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0079
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_11",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.7755
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.7311
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.6911
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0878
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0701
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0563
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0509
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0456
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0452
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_16",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0442
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0432
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0369
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0287
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_6",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0246
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.022
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_9",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0123
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_8",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0116
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 1.0754
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.8127
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.6267
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.2388
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0887
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0874
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0865
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0865
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0842
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_11",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0829
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0744
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_16",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.065
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_6",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0526
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0469
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_9",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0438
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0421
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_8",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0311
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 1.6052
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.6122
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.5716
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_6",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.4951
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0945
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0934
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0647
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0603
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_11",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0449
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0334
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0319
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0318
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_16",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.027
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_8",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0218
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0205
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0193
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_9",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0169
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.9419
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.692
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.6288
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.6226
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.2953
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.2733
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_16",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.2157
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.2145
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1876
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_11",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1398
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1113
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.073
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.071
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_8",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0704
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_9",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0607
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0583
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_6",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0415
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_11",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1082
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0759
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0476
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.047
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0423
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0378
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_9",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0378
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0356
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_16",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0342
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_8",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0328
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0309
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0178
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0156
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0145
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_6",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0092
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0078
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0039
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_8",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.7074
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_9",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.3523
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.1065
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.1065
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.1014
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0829
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0598
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0594
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.055
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0534
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_11",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0521
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0503
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_16",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0496
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0383
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0346
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0288
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_6",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0285
    }
  ],
  "program_summary": [
    {
      "program": "B_plasma",
      "cluster_count": 17,
      "mean_score": 0.2873,
      "max_score": 1.1744,
      "mean_genes_used": 8
    },
    {
      "program": "Myeloid_APC",
      "cluster_count": 17,
      "mean_score": 0.2763,
      "max_score": 0.9419,
      "mean_genes_used": 9
    },
    {
      "program": "Fibroblast_stroma",
      "cluster_count": 17,
      "mean_score": 0.2262,
      "max_score": 1.6052,
      "mean_genes_used": 8
    },
    {
      "program": "Epithelial_tumor",
      "cluster_count": 17,
      "mean_score": 0.2133,
      "max_score": 1.0754,
      "mean_genes_used": 8
    },
    {
      "program": "Endothelial",
      "cluster_count": 17,
      "mean_score": 0.1633,
      "max_score": 0.7755,
      "mean_genes_used": 7
    },
    {
      "program": "T_NK_cytotoxic",
      "cluster_count": 17,
      "mean_score": 0.1157,
      "max_score": 0.7074,
      "mean_genes_used": 10
    },
    {
      "program": "Proliferation",
      "cluster_count": 17,
      "mean_score": 0.0352,
      "max_score": 0.1082,
      "mean_genes_used": 7
    },
    {
      "program": "Checkpoint_exhaustion",
      "cluster_count": 17,
      "mean_score": 0.0238,
      "max_score": 0.0663,
      "mean_genes_used": 8
    }
  ],
  "top_markers": [
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "rank": 1,
      "gene": "LYZ",
      "score_log1p_diff": 3.5742,
      "mean_log1p_expr": 4.3227,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_16",
      "rank": 1,
      "gene": "IGKC",
      "score_log1p_diff": 2.7016,
      "mean_log1p_expr": 3.1833,
      "detect_fraction": 0.8824
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "rank": 1,
      "gene": "INS",
      "score_log1p_diff": 2.4804,
      "mean_log1p_expr": 5.2182,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "rank": 1,
      "gene": "SPP1",
      "score_log1p_diff": 2.4026,
      "mean_log1p_expr": 2.7445,
      "detect_fraction": 0.8605
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "rank": 1,
      "gene": "RGS5",
      "score_log1p_diff": 2.4007,
      "mean_log1p_expr": 2.6591,
      "detect_fraction": 0.9848
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "rank": 1,
      "gene": "LUM",
      "score_log1p_diff": 2.3252,
      "mean_log1p_expr": 2.3745,
      "detect_fraction": 0.9878
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "rank": 1,
      "gene": "MT2A",
      "score_log1p_diff": 2.0831,
      "mean_log1p_expr": 3.7238,
      "detect_fraction": 0.9211
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "rank": 1,
      "gene": "HLA-DRA",
      "score_log1p_diff": 2.0476,
      "mean_log1p_expr": 2.6363,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "rank": 1,
      "gene": "KRT19",
      "score_log1p_diff": 2.0372,
      "mean_log1p_expr": 2.41,
      "detect_fraction": 0.9333
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "rank": 1,
      "gene": "CCL14",
      "score_log1p_diff": 1.8707,
      "mean_log1p_expr": 2.0239,
      "detect_fraction": 0.8528
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_8",
      "rank": 1,
      "gene": "GNLY",
      "score_log1p_diff": 1.8621,
      "mean_log1p_expr": 2.0226,
      "detect_fraction": 0.952
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "rank": 1,
      "gene": "S100A8",
      "score_log1p_diff": 1.6582,
      "mean_log1p_expr": 1.7492,
      "detect_fraction": 0.7895
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "rank": 1,
      "gene": "PLVAP",
      "score_log1p_diff": 1.5733,
      "mean_log1p_expr": 1.8448,
      "detect_fraction": 0.9466
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "rank": 1,
      "gene": "SPINK1",
      "score_log1p_diff": 1.5599,
      "mean_log1p_expr": 2.1316,
      "detect_fraction": 0.6667
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_11",
      "rank": 1,
      "gene": "SRP14",
      "score_log1p_diff": 1.4385,
      "mean_log1p_expr": 2.3378,
      "detect_fraction": 0.974
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_6",
      "rank": 1,
      "gene": "TAGLN",
      "score_log1p_diff": 1.3653,
      "mean_log1p_expr": 1.5657,
      "detect_fraction": 0.8519
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_9",
      "rank": 1,
      "gene": "CD52",
      "score_log1p_diff": 0.828,
      "mean_log1p_expr": 1.115,
      "detect_fraction": 0.7965
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "rank": 2,
      "gene": "SPINK1",
      "score_log1p_diff": 2.8494,
      "mean_log1p_expr": 3.1486,
      "detect_fraction": 0.9694
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "rank": 2,
      "gene": "COL3A1",
      "score_log1p_diff": 2.1954,
      "mean_log1p_expr": 2.3798,
      "detect_fraction": 0.9756
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "rank": 2,
      "gene": "FTL",
      "score_log1p_diff": 2.0674,
      "mean_log1p_expr": 3.5058,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "rank": 2,
      "gene": "CD74",
      "score_log1p_diff": 2.0447,
      "mean_log1p_expr": 3.2927,
      "detect_fraction": 0.9825
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "rank": 2,
      "gene": "S100A6",
      "score_log1p_diff": 2.029,
      "mean_log1p_expr": 3.5976,
      "detect_fraction": 0.9647
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "rank": 2,
      "gene": "IGFBP7",
      "score_log1p_diff": 1.8611,
      "mean_log1p_expr": 3.16,
      "detect_fraction": 0.9924
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "rank": 2,
      "gene": "PCSK1N",
      "score_log1p_diff": 1.8197,
      "mean_log1p_expr": 1.9393,
      "detect_fraction": 0.6604
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "rank": 2,
      "gene": "CCL2",
      "score_log1p_diff": 1.7981,
      "mean_log1p_expr": 2,
      "detect_fraction": 0.8158
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "rank": 2,
      "gene": "ACKR1",
      "score_log1p_diff": 1.5906,
      "mean_log1p_expr": 1.6673,
      "detect_fraction": 0.7669
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "rank": 2,
      "gene": "S100A9",
      "score_log1p_diff": 1.5655,
      "mean_log1p_expr": 1.6756,
      "detect_fraction": 0.8158
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "rank": 2,
      "gene": "LRMP",
      "score_log1p_diff": 1.4485,
      "mean_log1p_expr": 1.4663,
      "detect_fraction": 0.6667
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_8",
      "rank": 2,
      "gene": "NKG7",
      "score_log1p_diff": 1.4117,
      "mean_log1p_expr": 1.5704,
      "detect_fraction": 0.968
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_6",
      "rank": 2,
      "gene": "ADIRF",
      "score_log1p_diff": 1.3644,
      "mean_log1p_expr": 1.9651,
      "detect_fraction": 0.9481
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_11",
      "rank": 2,
      "gene": "SLC9A3R2",
      "score_log1p_diff": 1.3608,
      "mean_log1p_expr": 1.5937,
      "detect_fraction": 0.8571
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "rank": 2,
      "gene": "IGFBP7",
      "score_log1p_diff": 1.3388,
      "mean_log1p_expr": 2.5723,
      "detect_fraction": 0.9751
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_16",
      "rank": 2,
      "gene": "IGHG1",
      "score_log1p_diff": 1.294,
      "mean_log1p_expr": 1.3829,
      "detect_fraction": 0.4706
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_9",
      "rank": 2,
      "gene": "IL32",
      "score_log1p_diff": 0.7545,
      "mean_log1p_expr": 1.1041,
      "detect_fraction": 0.8053
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "rank": 3,
      "gene": "AC020656.1",
      "score_log1p_diff": 2.4539,
      "mean_log1p_expr": 2.653,
      "detect_fraction": 0.9388
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "rank": 3,
      "gene": "COL1A1",
      "score_log1p_diff": 2.1846,
      "mean_log1p_expr": 2.3204,
      "detect_fraction": 0.9268
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "rank": 3,
      "gene": "SPINT2",
      "score_log1p_diff": 1.9738,
      "mean_log1p_expr": 2.2807,
      "detect_fraction": 0.9373
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "rank": 3,
      "gene": "HLA-DPB1",
      "score_log1p_diff": 1.5072,
      "mean_log1p_expr": 1.7705,
      "detect_fraction": 0.8772
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "rank": 3,
      "gene": "IGFBP7",
      "score_log1p_diff": 1.4801,
      "mean_log1p_expr": 2.8738,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "rank": 3,
      "gene": "EMP1",
      "score_log1p_diff": 1.47,
      "mean_log1p_expr": 1.8595,
      "detect_fraction": 0.8896
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "rank": 3,
      "gene": "NDUFA4L2",
      "score_log1p_diff": 1.4653,
      "mean_log1p_expr": 1.5772,
      "detect_fraction": 0.9091
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "rank": 3,
      "gene": "RGS13",
      "score_log1p_diff": 1.4274,
      "mean_log1p_expr": 1.4321,
      "detect_fraction": 0.6667
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "rank": 3,
      "gene": "TYROBP",
      "score_log1p_diff": 1.3949,
      "mean_log1p_expr": 1.6831,
      "detect_fraction": 0.9605
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "rank": 3,
      "gene": "CTSD",
      "score_log1p_diff": 1.3288,
      "mean_log1p_expr": 1.6833,
      "detect_fraction": 0.8372
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_8",
      "rank": 3,
      "gene": "GZMB",
      "score_log1p_diff": 1.2005,
      "mean_log1p_expr": 1.3078,
      "detect_fraction": 0.92
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "rank": 3,
      "gene": "FXYD2",
      "score_log1p_diff": 1.1949,
      "mean_log1p_expr": 1.3057,
      "detect_fraction": 0.566
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "rank": 3,
      "gene": "SPRY1",
      "score_log1p_diff": 1.1899,
      "mean_log1p_expr": 1.4744,
      "detect_fraction": 0.8719
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_11",
      "rank": 3,
      "gene": "IFI27",
      "score_log1p_diff": 1.1817,
      "mean_log1p_expr": 2.209,
      "detect_fraction": 0.961
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_6",
      "rank": 3,
      "gene": "MT2A",
      "score_log1p_diff": 1.1708,
      "mean_log1p_expr": 2.772,
      "detect_fraction": 0.9778
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_16",
      "rank": 3,
      "gene": "IGHG4",
      "score_log1p_diff": 0.9956,
      "mean_log1p_expr": 1.2806,
      "detect_fraction": 0.4118
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_9",
      "rank": 3,
      "gene": "CD3D",
      "score_log1p_diff": 0.7035,
      "mean_log1p_expr": 0.7672,
      "detect_fraction": 0.6814
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "rank": 4,
      "gene": "COL1A2",
      "score_log1p_diff": 2.1822,
      "mean_log1p_expr": 2.3422,
      "detect_fraction": 0.9878
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "rank": 4,
      "gene": "FXYD3",
      "score_log1p_diff": 1.9199,
      "mean_log1p_expr": 2.4331,
      "detect_fraction": 0.9255
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "rank": 4,
      "gene": "TFF2",
      "score_log1p_diff": 1.9098,
      "mean_log1p_expr": 2.1688,
      "detect_fraction": 0.9439
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "rank": 4,
      "gene": "CCL19",
      "score_log1p_diff": 1.3756,
      "mean_log1p_expr": 1.397,
      "detect_fraction": 0.5526
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "rank": 4,
      "gene": "CALD1",
      "score_log1p_diff": 1.3729,
      "mean_log1p_expr": 1.7244,
      "detect_fraction": 0.9773
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "rank": 4,
      "gene": "HLA-DPA1",
      "score_log1p_diff": 1.3716,
      "mean_log1p_expr": 1.6964,
      "detect_fraction": 0.8947
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "rank": 4,
      "gene": "SPARCL1",
      "score_log1p_diff": 1.3593,
      "mean_log1p_expr": 2.0472,
      "detect_fraction": 0.9571
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "rank": 4,
      "gene": "TYROBP",
      "score_log1p_diff": 1.3271,
      "mean_log1p_expr": 1.5541,
      "detect_fraction": 0.8953
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "rank": 4,
      "gene": "KRT18",
      "score_log1p_diff": 1.3265,
      "mean_log1p_expr": 1.5916,
      "detect_fraction": 0.6667
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "rank": 4,
      "gene": "FTL",
      "score_log1p_diff": 1.2458,
      "mean_log1p_expr": 2.8148,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "rank": 4,
      "gene": "SPARCL1",
      "score_log1p_diff": 1.1709,
      "mean_log1p_expr": 1.8049,
      "detect_fraction": 0.9537
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_11",
      "rank": 4,
      "gene": "RAMP2",
      "score_log1p_diff": 1.1507,
      "mean_log1p_expr": 1.462,
      "detect_fraction": 0.8182
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "rank": 4,
      "gene": "TTR",
      "score_log1p_diff": 1.0991,
      "mean_log1p_expr": 1.1545,
      "detect_fraction": 0.5472
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_6",
      "rank": 4,
      "gene": "MYL9",
      "score_log1p_diff": 1.0205,
      "mean_log1p_expr": 1.2941,
      "detect_fraction": 0.837
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_8",
      "rank": 4,
      "gene": "KLRB1",
      "score_log1p_diff": 0.9195,
      "mean_log1p_expr": 1.0111,
      "detect_fraction": 0.76
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_16",
      "rank": 4,
      "gene": "CD74",
      "score_log1p_diff": 0.8443,
      "mean_log1p_expr": 2.1364,
      "detect_fraction": 0.8824
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_9",
      "rank": 4,
      "gene": "TRAC",
      "score_log1p_diff": 0.6359,
      "mean_log1p_expr": 0.667,
      "detect_fraction": 0.6018
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_3",
      "rank": 5,
      "gene": "S100A6",
      "score_log1p_diff": 1.885,
      "mean_log1p_expr": 3.5275,
      "detect_fraction": 1
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_2",
      "rank": 5,
      "gene": "CEACAM6",
      "score_log1p_diff": 1.8408,
      "mean_log1p_expr": 1.9598,
      "detect_fraction": 0.7725
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_10",
      "rank": 5,
      "gene": "DCN",
      "score_log1p_diff": 1.7308,
      "mean_log1p_expr": 1.8055,
      "detect_fraction": 0.8902
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_15",
      "rank": 5,
      "gene": "MT1A",
      "score_log1p_diff": 1.3315,
      "mean_log1p_expr": 1.4357,
      "detect_fraction": 0.8421
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_7",
      "rank": 5,
      "gene": "ADIRF",
      "score_log1p_diff": 1.2907,
      "mean_log1p_expr": 1.8983,
      "detect_fraction": 0.9242
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_17",
      "rank": 5,
      "gene": "BMX",
      "score_log1p_diff": 1.2806,
      "mean_log1p_expr": 1.2873,
      "detect_fraction": 0.6667
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_5",
      "rank": 5,
      "gene": "TM4SF1",
      "score_log1p_diff": 1.2801,
      "mean_log1p_expr": 1.935,
      "detect_fraction": 0.8528
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_4",
      "rank": 5,
      "gene": "APOC1",
      "score_log1p_diff": 1.197,
      "mean_log1p_expr": 1.336,
      "detect_fraction": 0.6395
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_13",
      "rank": 5,
      "gene": "HLA-DRB1",
      "score_log1p_diff": 1.1847,
      "mean_log1p_expr": 1.6297,
      "detect_fraction": 0.9123
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_1",
      "rank": 5,
      "gene": "GSN",
      "score_log1p_diff": 1.1708,
      "mean_log1p_expr": 1.6423,
      "detect_fraction": 0.9039
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_12",
      "rank": 5,
      "gene": "LYZ",
      "score_log1p_diff": 1.1272,
      "mean_log1p_expr": 2.1835,
      "detect_fraction": 0.9342
    },
    {
      "sample_id": "PDAC-027-01-1A",
      "cluster": "cluster_14",
      "rank": 5,
      "gene": "GNAS",
      "score_log1p_diff": 1.0158,
      "mean_log1p_expr": 1.4903,
      "detect_fraction": 0.6604
    }
  ],
  "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"
  }
}