{
  "generated_at": "2026-07-09 12:54:49 +0800",
  "dataset_id": "ds-cancerscem-2",
  "dataset_name": "CancerSCEM 2.0",
  "sample_id": "ESCC-111-37-1A",
  "donor_id": "ESCC-111-37-1A",
  "summary": {
    "sample_id": "ESCC-111-37-1A",
    "donor_id": "ESCC-111-37-1A",
    "cancer_type": "ESCC",
    "health_status": "Esophageal Squamous Cell Carcinoma; Tumour",
    "tissue_or_cell_source": "Tumour",
    "cells_in_umap_file": 4521,
    "cells_analyzed": 2000,
    "clusters": 19,
    "genes_read": 24709,
    "genes_nonzero_in_analyzed_cells": 23416,
    "mean_umi": 5987,
    "mean_genes": 1898,
    "mean_pct_mito": 3.533,
    "matrix_status": "Matrix available",
    "detail_url": "human-immune-donor-detail.php?dataset_id=ds-cancerscem-2&donor_id=ESCC-111-37-1A",
    "umap_href": "IMG/umap/cancerscem-2/donor/ESCC-111-37-1A.png",
    "umap_coordinates_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/ESCC-111-37-1A.umap.tsv.gz",
    "umap_summary_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/ESCC-111-37-1A.summary.json"
  },
  "visualizations": [
    {
      "title": "Donor-level analysis panel",
      "href": "IMG/human-immune-analysis/cancerscem-deep/donor/ESCC-111-37-1A.analysis.png",
      "description": "Cluster cell counts, cluster-by-program score heatmap, and top marker genes."
    }
  ],
  "cluster_qc": [
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_1",
      "cells": 355,
      "mean_umi": 4721.0394,
      "median_genes": 1744,
      "mean_pct_mito": 3.6989
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_2",
      "cells": 280,
      "mean_umi": 4773.5607,
      "median_genes": 1816.5,
      "mean_pct_mito": 2.9422
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_3",
      "cells": 258,
      "mean_umi": 4278.7364,
      "median_genes": 1662,
      "mean_pct_mito": 3.4605
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_4",
      "cells": 170,
      "mean_umi": 8600.7235,
      "median_genes": 3179,
      "mean_pct_mito": 5.3604
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_5",
      "cells": 160,
      "mean_umi": 5518.7,
      "median_genes": 1928,
      "mean_pct_mito": 3.0038
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_6",
      "cells": 117,
      "mean_umi": 6210.8462,
      "median_genes": 2157,
      "mean_pct_mito": 3.4271
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_7",
      "cells": 104,
      "mean_umi": 2788.2596,
      "median_genes": 747.5,
      "mean_pct_mito": 2.3816
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "cells": 100,
      "mean_umi": 17563.64,
      "median_genes": 971,
      "mean_pct_mito": 1.1766
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "cells": 77,
      "mean_umi": 6932.3766,
      "median_genes": 1541,
      "mean_pct_mito": 4.6987
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_10",
      "cells": 66,
      "mean_umi": 3516.8636,
      "median_genes": 1815.5,
      "mean_pct_mito": 5.0688
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_11",
      "cells": 64,
      "mean_umi": 5330.6562,
      "median_genes": 1664.5,
      "mean_pct_mito": 5.193
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_12",
      "cells": 55,
      "mean_umi": 2864.6,
      "median_genes": 1300,
      "mean_pct_mito": 3.1032
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_13",
      "cells": 43,
      "mean_umi": 4985.9302,
      "median_genes": 1155,
      "mean_pct_mito": 2.5208
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_14",
      "cells": 41,
      "mean_umi": 11137.3171,
      "median_genes": 2460,
      "mean_pct_mito": 3.2746
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_15",
      "cells": 37,
      "mean_umi": 5393.7568,
      "median_genes": 2106,
      "mean_pct_mito": 3.9513
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "cells": 25,
      "mean_umi": 7827.04,
      "median_genes": 2891,
      "mean_pct_mito": 3.7705
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_17",
      "cells": 22,
      "mean_umi": 10646.8636,
      "median_genes": 3399,
      "mean_pct_mito": 2.54
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "cells": 15,
      "mean_umi": 7308.1333,
      "median_genes": 2293,
      "mean_pct_mito": 5.6886
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_19",
      "cells": 11,
      "mean_umi": 5942.7273,
      "median_genes": 1846,
      "mean_pct_mito": 4.9379
    }
  ],
  "program_scores": [
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 1.9145
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_11",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 1.2365
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_14",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.5115
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_17",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.5094
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_19",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.4766
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_7",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.4715
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_6",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.442
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_4",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.4242
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_5",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3515
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_3",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3396
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_2",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3186
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_15",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2882
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_1",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2605
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2147
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.145
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0578
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_13",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0485
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_12",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0462
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_10",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0438
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_17",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.5977
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_6",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.5926
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_15",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.4422
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_2",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.4378
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_5",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.402
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_3",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.2343
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_14",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1889
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_1",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1873
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_4",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1373
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1365
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_11",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0863
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0755
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_7",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0531
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0499
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_19",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0394
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0347
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_10",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0181
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_12",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0142
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_13",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.004
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_4",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 1.5851
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_19",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.2371
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1639
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_14",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1247
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.117
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1048
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_7",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0377
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_15",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.031
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_10",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0255
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_2",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0235
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0198
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_12",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0173
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_3",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0167
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_11",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0148
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_13",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0115
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_17",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.009
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_1",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.008
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_6",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0056
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_5",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0053
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_13",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.9189
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_12",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.6928
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_10",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.6164
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_4",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0632
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_19",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0486
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0367
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0323
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0318
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0219
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_14",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0148
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_17",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0102
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_15",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0084
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_7",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0073
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_3",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0033
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_5",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0032
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_2",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0022
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_1",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.002
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_11",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0014
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_6",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0007
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 1.8153
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 1.6789
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_19",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.1762
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_10",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0666
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_12",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0496
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_13",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0462
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_4",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0234
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0131
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_6",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0111
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0104
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_11",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0095
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_17",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0079
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_7",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0075
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_1",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0063
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_14",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0063
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_5",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0055
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_2",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0046
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_3",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0038
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_15",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0037
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_14",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 1.3234
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_7",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.907
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_11",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.4038
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_19",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.255
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_17",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1938
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_4",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1688
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_2",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1166
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_15",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1065
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_12",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0978
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_6",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.096
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_3",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0902
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_13",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0881
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0616
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_5",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0562
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_1",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.048
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0432
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_10",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0349
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.021
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0103
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_17",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 1.4789
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_13",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.2841
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_4",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1331
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_19",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1258
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_10",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1146
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_12",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1044
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_14",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0884
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_2",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0771
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_3",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0717
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_15",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0689
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_6",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0608
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_11",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0605
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0542
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_7",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.053
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_1",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0465
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0387
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_5",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0369
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.034
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0132
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_15",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 1.3198
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_17",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 1.2013
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_2",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 1.129
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_3",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.8411
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_1",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.6215
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_6",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.6177
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_5",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.5579
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_14",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0814
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_11",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0747
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0485
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_7",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.04
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.033
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0307
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_13",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0199
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_10",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0101
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_4",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0089
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_12",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0013
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_19",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0
    }
  ],
  "program_summary": [
    {
      "program": "B_plasma",
      "cluster_count": 19,
      "mean_score": 0.4264,
      "max_score": 1.9145,
      "mean_genes_used": 8
    },
    {
      "program": "T_NK_cytotoxic",
      "cluster_count": 19,
      "mean_score": 0.3493,
      "max_score": 1.3198,
      "mean_genes_used": 10
    },
    {
      "program": "Myeloid_APC",
      "cluster_count": 19,
      "mean_score": 0.217,
      "max_score": 1.3234,
      "mean_genes_used": 9
    },
    {
      "program": "Fibroblast_stroma",
      "cluster_count": 19,
      "mean_score": 0.2077,
      "max_score": 1.8153,
      "mean_genes_used": 8
    },
    {
      "program": "Checkpoint_exhaustion",
      "cluster_count": 19,
      "mean_score": 0.1964,
      "max_score": 0.5977,
      "mean_genes_used": 8
    },
    {
      "program": "Proliferation",
      "cluster_count": 19,
      "mean_score": 0.155,
      "max_score": 1.4789,
      "mean_genes_used": 7
    },
    {
      "program": "Endothelial",
      "cluster_count": 19,
      "mean_score": 0.1346,
      "max_score": 1.5851,
      "mean_genes_used": 7
    },
    {
      "program": "Epithelial_tumor",
      "cluster_count": 19,
      "mean_score": 0.1324,
      "max_score": 0.9189,
      "mean_genes_used": 8
    }
  ],
  "top_markers": [
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "rank": 1,
      "gene": "IGFBP7",
      "score_log1p_diff": 4.1124,
      "mean_log1p_expr": 4.5684,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_19",
      "rank": 1,
      "gene": "CRYAB",
      "score_log1p_diff": 3.9794,
      "mean_log1p_expr": 4.0186,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "rank": 1,
      "gene": "JCHAIN",
      "score_log1p_diff": 3.9722,
      "mean_log1p_expr": 4.0157,
      "detect_fraction": 0.93
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "rank": 1,
      "gene": "TPSAB1",
      "score_log1p_diff": 3.9116,
      "mean_log1p_expr": 3.9133,
      "detect_fraction": 0.96
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_4",
      "rank": 1,
      "gene": "IGFBP7",
      "score_log1p_diff": 3.5652,
      "mean_log1p_expr": 3.749,
      "detect_fraction": 0.9824
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "rank": 1,
      "gene": "DCN",
      "score_log1p_diff": 3.1112,
      "mean_log1p_expr": 3.1257,
      "detect_fraction": 0.9481
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_13",
      "rank": 1,
      "gene": "MYL12B",
      "score_log1p_diff": 3.022,
      "mean_log1p_expr": 4.2581,
      "detect_fraction": 0.9767
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_17",
      "rank": 1,
      "gene": "STMN1",
      "score_log1p_diff": 2.7497,
      "mean_log1p_expr": 3.0112,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_11",
      "rank": 1,
      "gene": "HLA-DRA",
      "score_log1p_diff": 2.6821,
      "mean_log1p_expr": 3.485,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_14",
      "rank": 1,
      "gene": "IFI30",
      "score_log1p_diff": 2.4488,
      "mean_log1p_expr": 2.6885,
      "detect_fraction": 0.6829
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_15",
      "rank": 1,
      "gene": "GNLY",
      "score_log1p_diff": 2.3569,
      "mean_log1p_expr": 2.4846,
      "detect_fraction": 0.8108
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_12",
      "rank": 1,
      "gene": "KRT6A",
      "score_log1p_diff": 2.3322,
      "mean_log1p_expr": 2.3731,
      "detect_fraction": 0.9455
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_10",
      "rank": 1,
      "gene": "MAFB",
      "score_log1p_diff": 2.0908,
      "mean_log1p_expr": 2.2273,
      "detect_fraction": 0.8939
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_2",
      "rank": 1,
      "gene": "CCL5",
      "score_log1p_diff": 1.9753,
      "mean_log1p_expr": 2.7611,
      "detect_fraction": 0.95
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_6",
      "rank": 1,
      "gene": "IL32",
      "score_log1p_diff": 1.9037,
      "mean_log1p_expr": 3.3032,
      "detect_fraction": 0.9829
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_3",
      "rank": 1,
      "gene": "CCL5",
      "score_log1p_diff": 1.7623,
      "mean_log1p_expr": 2.5973,
      "detect_fraction": 0.9535
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_7",
      "rank": 1,
      "gene": "HLA-DRA",
      "score_log1p_diff": 1.6998,
      "mean_log1p_expr": 2.5001,
      "detect_fraction": 0.9135
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_5",
      "rank": 1,
      "gene": "IL32",
      "score_log1p_diff": 1.2456,
      "mean_log1p_expr": 2.6569,
      "detect_fraction": 0.9875
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_1",
      "rank": 1,
      "gene": "CXCR4",
      "score_log1p_diff": 0.9622,
      "mean_log1p_expr": 2.1794,
      "detect_fraction": 0.9268
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "rank": 2,
      "gene": "CPA3",
      "score_log1p_diff": 3.4583,
      "mean_log1p_expr": 3.4593,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "rank": 2,
      "gene": "RGS5",
      "score_log1p_diff": 3.0833,
      "mean_log1p_expr": 3.0896,
      "detect_fraction": 0.8667
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "rank": 2,
      "gene": "SPARC",
      "score_log1p_diff": 3.0564,
      "mean_log1p_expr": 3.326,
      "detect_fraction": 0.9481
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_19",
      "rank": 2,
      "gene": "CLU",
      "score_log1p_diff": 3.0328,
      "mean_log1p_expr": 3.179,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_13",
      "rank": 2,
      "gene": "IFI27",
      "score_log1p_diff": 2.9134,
      "mean_log1p_expr": 3.3515,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "rank": 2,
      "gene": "DERL3",
      "score_log1p_diff": 2.7597,
      "mean_log1p_expr": 2.7824,
      "detect_fraction": 0.93
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_4",
      "rank": 2,
      "gene": "PLVAP",
      "score_log1p_diff": 2.5385,
      "mean_log1p_expr": 2.5492,
      "detect_fraction": 0.9412
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_14",
      "rank": 2,
      "gene": "IL1B",
      "score_log1p_diff": 2.3983,
      "mean_log1p_expr": 2.4184,
      "detect_fraction": 0.6585
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_11",
      "rank": 2,
      "gene": "CD74",
      "score_log1p_diff": 2.2998,
      "mean_log1p_expr": 4.5477,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_17",
      "rank": 2,
      "gene": "HMGB2",
      "score_log1p_diff": 2.2709,
      "mean_log1p_expr": 2.6967,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_10",
      "rank": 2,
      "gene": "SOX4",
      "score_log1p_diff": 1.844,
      "mean_log1p_expr": 2.1869,
      "detect_fraction": 0.9545
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_15",
      "rank": 2,
      "gene": "CCL5",
      "score_log1p_diff": 1.7301,
      "mean_log1p_expr": 2.7604,
      "detect_fraction": 0.8649
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_6",
      "rank": 2,
      "gene": "BATF",
      "score_log1p_diff": 1.7117,
      "mean_log1p_expr": 2.0758,
      "detect_fraction": 0.9744
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_12",
      "rank": 2,
      "gene": "LINC02457",
      "score_log1p_diff": 1.6991,
      "mean_log1p_expr": 1.7027,
      "detect_fraction": 0.7818
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_7",
      "rank": 2,
      "gene": "TYROBP",
      "score_log1p_diff": 1.6098,
      "mean_log1p_expr": 1.6997,
      "detect_fraction": 0.9423
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_2",
      "rank": 2,
      "gene": "GZMB",
      "score_log1p_diff": 1.4114,
      "mean_log1p_expr": 1.6494,
      "detect_fraction": 0.8
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_3",
      "rank": 2,
      "gene": "GZMK",
      "score_log1p_diff": 1.336,
      "mean_log1p_expr": 1.5926,
      "detect_fraction": 0.7907
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_5",
      "rank": 2,
      "gene": "LTB",
      "score_log1p_diff": 1.153,
      "mean_log1p_expr": 1.6228,
      "detect_fraction": 0.875
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_1",
      "rank": 2,
      "gene": "IL7R",
      "score_log1p_diff": 0.893,
      "mean_log1p_expr": 1.3342,
      "detect_fraction": 0.7099
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "rank": 3,
      "gene": "TPSB2",
      "score_log1p_diff": 3.0095,
      "mean_log1p_expr": 3.0095,
      "detect_fraction": 0.96
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "rank": 3,
      "gene": "MYL9",
      "score_log1p_diff": 2.8572,
      "mean_log1p_expr": 2.938,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "rank": 3,
      "gene": "MGP",
      "score_log1p_diff": 2.8445,
      "mean_log1p_expr": 3.0472,
      "detect_fraction": 0.9481
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_19",
      "rank": 3,
      "gene": "FOS",
      "score_log1p_diff": 2.6236,
      "mean_log1p_expr": 3.4705,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_13",
      "rank": 3,
      "gene": "MYL12A",
      "score_log1p_diff": 2.6199,
      "mean_log1p_expr": 3.8312,
      "detect_fraction": 0.9767
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "rank": 3,
      "gene": "IGHG1",
      "score_log1p_diff": 2.5748,
      "mean_log1p_expr": 2.6033,
      "detect_fraction": 0.7
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_4",
      "rank": 3,
      "gene": "HSPG2",
      "score_log1p_diff": 2.3953,
      "mean_log1p_expr": 2.4249,
      "detect_fraction": 0.9765
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_14",
      "rank": 3,
      "gene": "HLA-DRA",
      "score_log1p_diff": 2.3701,
      "mean_log1p_expr": 3.2103,
      "detect_fraction": 0.7561
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_17",
      "rank": 3,
      "gene": "HMGN2",
      "score_log1p_diff": 2.1621,
      "mean_log1p_expr": 2.9024,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_11",
      "rank": 3,
      "gene": "CD79A",
      "score_log1p_diff": 1.9868,
      "mean_log1p_expr": 2.0903,
      "detect_fraction": 0.9688
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_10",
      "rank": 3,
      "gene": "ELF3",
      "score_log1p_diff": 1.7694,
      "mean_log1p_expr": 1.8306,
      "detect_fraction": 0.8485
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_12",
      "rank": 3,
      "gene": "MAFB",
      "score_log1p_diff": 1.6793,
      "mean_log1p_expr": 1.8386,
      "detect_fraction": 0.8364
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_6",
      "rank": 3,
      "gene": "LTB",
      "score_log1p_diff": 1.6305,
      "mean_log1p_expr": 2.0972,
      "detect_fraction": 0.9487
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_15",
      "rank": 3,
      "gene": "CTSW",
      "score_log1p_diff": 1.574,
      "mean_log1p_expr": 1.9664,
      "detect_fraction": 0.9459
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_7",
      "rank": 3,
      "gene": "C1QC",
      "score_log1p_diff": 1.5691,
      "mean_log1p_expr": 1.6043,
      "detect_fraction": 0.6346
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_2",
      "rank": 3,
      "gene": "CD8A",
      "score_log1p_diff": 1.3012,
      "mean_log1p_expr": 1.6764,
      "detect_fraction": 0.8
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_3",
      "rank": 3,
      "gene": "NKG7",
      "score_log1p_diff": 1.2778,
      "mean_log1p_expr": 1.7545,
      "detect_fraction": 0.8527
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_5",
      "rank": 3,
      "gene": "S100A4",
      "score_log1p_diff": 1.135,
      "mean_log1p_expr": 2.2687,
      "detect_fraction": 0.9812
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_1",
      "rank": 3,
      "gene": "ANXA1",
      "score_log1p_diff": 0.8397,
      "mean_log1p_expr": 1.8215,
      "detect_fraction": 0.7437
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "rank": 4,
      "gene": "SPARC",
      "score_log1p_diff": 2.8565,
      "mean_log1p_expr": 3.2223,
      "detect_fraction": 0.9333
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "rank": 4,
      "gene": "CST3",
      "score_log1p_diff": 2.531,
      "mean_log1p_expr": 2.9038,
      "detect_fraction": 0.9481
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "rank": 4,
      "gene": "GATA2",
      "score_log1p_diff": 2.5256,
      "mean_log1p_expr": 2.562,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "rank": 4,
      "gene": "SSR4",
      "score_log1p_diff": 2.5233,
      "mean_log1p_expr": 3.2905,
      "detect_fraction": 0.94
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_13",
      "rank": 4,
      "gene": "KRT17",
      "score_log1p_diff": 2.516,
      "mean_log1p_expr": 2.5751,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_19",
      "rank": 4,
      "gene": "EGR1",
      "score_log1p_diff": 2.4585,
      "mean_log1p_expr": 2.8652,
      "detect_fraction": 0.9091
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_4",
      "rank": 4,
      "gene": "IFITM3",
      "score_log1p_diff": 2.2717,
      "mean_log1p_expr": 2.9382,
      "detect_fraction": 0.9647
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_14",
      "rank": 4,
      "gene": "CXCL8",
      "score_log1p_diff": 2.2036,
      "mean_log1p_expr": 2.3097,
      "detect_fraction": 0.6585
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_17",
      "rank": 4,
      "gene": "TYMS",
      "score_log1p_diff": 1.9951,
      "mean_log1p_expr": 2.0273,
      "detect_fraction": 0.8636
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_10",
      "rank": 4,
      "gene": "NDUFV2-AS1",
      "score_log1p_diff": 1.752,
      "mean_log1p_expr": 1.8427,
      "detect_fraction": 0.8788
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_11",
      "rank": 4,
      "gene": "HLA-DRB5",
      "score_log1p_diff": 1.7168,
      "mean_log1p_expr": 2.7578,
      "detect_fraction": 0.9844
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_12",
      "rank": 4,
      "gene": "ELF3",
      "score_log1p_diff": 1.6199,
      "mean_log1p_expr": 1.6949,
      "detect_fraction": 0.9091
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_7",
      "rank": 4,
      "gene": "IFI30",
      "score_log1p_diff": 1.5642,
      "mean_log1p_expr": 1.7728,
      "detect_fraction": 0.8365
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_15",
      "rank": 4,
      "gene": "GZMB",
      "score_log1p_diff": 1.5238,
      "mean_log1p_expr": 1.9312,
      "detect_fraction": 0.8378
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_6",
      "rank": 4,
      "gene": "TNFRSF4",
      "score_log1p_diff": 1.5217,
      "mean_log1p_expr": 1.7605,
      "detect_fraction": 0.8803
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_2",
      "rank": 4,
      "gene": "NKG7",
      "score_log1p_diff": 1.2481,
      "mean_log1p_expr": 1.715,
      "detect_fraction": 0.8143
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_3",
      "rank": 4,
      "gene": "CXCR4",
      "score_log1p_diff": 1.1498,
      "mean_log1p_expr": 2.3895,
      "detect_fraction": 0.9535
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_5",
      "rank": 4,
      "gene": "SPOCK2",
      "score_log1p_diff": 1.083,
      "mean_log1p_expr": 1.7177,
      "detect_fraction": 0.9563
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_1",
      "rank": 4,
      "gene": "SARAF",
      "score_log1p_diff": 0.7709,
      "mean_log1p_expr": 2.3645,
      "detect_fraction": 0.9803
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_18",
      "rank": 5,
      "gene": "MGP",
      "score_log1p_diff": 2.8336,
      "mean_log1p_expr": 3.1245,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_9",
      "rank": 5,
      "gene": "LUM",
      "score_log1p_diff": 2.4964,
      "mean_log1p_expr": 2.5013,
      "detect_fraction": 0.8701
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_8",
      "rank": 5,
      "gene": "MZB1",
      "score_log1p_diff": 2.4869,
      "mean_log1p_expr": 2.5169,
      "detect_fraction": 0.93
    },
    {
      "sample_id": "ESCC-111-37-1A",
      "cluster": "cluster_16",
      "rank": 5,
      "gene": "NSMCE1",
      "score_log1p_diff": 2.3525,
      "mean_log1p_expr": 2.515,
      "detect_fraction": 0.96
    }
  ],
  "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"
  }
}
