{
  "generated_at": "2026-07-09 12:54:49 +0800",
  "dataset_id": "ds-cancerscem-2",
  "dataset_name": "CancerSCEM 2.0",
  "sample_id": "ESCC-111-58-1A",
  "donor_id": "ESCC-111-58-1A",
  "summary": {
    "sample_id": "ESCC-111-58-1A",
    "donor_id": "ESCC-111-58-1A",
    "cancer_type": "ESCC",
    "health_status": "Esophageal Squamous Cell Carcinoma; Tumour",
    "tissue_or_cell_source": "Tumour",
    "cells_in_umap_file": 2572,
    "cells_analyzed": 2000,
    "clusters": 17,
    "genes_read": 24281,
    "genes_nonzero_in_analyzed_cells": 23209,
    "mean_umi": 8975,
    "mean_genes": 2334,
    "mean_pct_mito": 3.829,
    "matrix_status": "Matrix available",
    "detail_url": "human-immune-donor-detail.php?dataset_id=ds-cancerscem-2&donor_id=ESCC-111-58-1A",
    "umap_href": "IMG/umap/cancerscem-2/donor/ESCC-111-58-1A.png",
    "umap_coordinates_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/ESCC-111-58-1A.umap.tsv.gz",
    "umap_summary_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/ESCC-111-58-1A.summary.json"
  },
  "visualizations": [
    {
      "title": "Donor-level analysis panel",
      "href": "IMG/human-immune-analysis/cancerscem-deep/donor/ESCC-111-58-1A.analysis.png",
      "description": "Cluster cell counts, cluster-by-program score heatmap, and top marker genes."
    }
  ],
  "cluster_qc": [
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_1",
      "cells": 472,
      "mean_umi": 4769.1059,
      "median_genes": 1668,
      "mean_pct_mito": 4.1164
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "cells": 200,
      "mean_umi": 7787.34,
      "median_genes": 2152.5,
      "mean_pct_mito": 2.7736
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "cells": 198,
      "mean_umi": 17739.3687,
      "median_genes": 4300,
      "mean_pct_mito": 4.2404
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "cells": 183,
      "mean_umi": 16954.2404,
      "median_genes": 3582,
      "mean_pct_mito": 3.7198
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_5",
      "cells": 169,
      "mean_umi": 5790.5562,
      "median_genes": 1914,
      "mean_pct_mito": 3.4528
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "cells": 146,
      "mean_umi": 17717.8014,
      "median_genes": 3456,
      "mean_pct_mito": 3.5434
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_7",
      "cells": 140,
      "mean_umi": 5271.1571,
      "median_genes": 1936,
      "mean_pct_mito": 3.9061
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_8",
      "cells": 126,
      "mean_umi": 4738.1667,
      "median_genes": 1750,
      "mean_pct_mito": 4.053
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "cells": 120,
      "mean_umi": 5378.6667,
      "median_genes": 1730,
      "mean_pct_mito": 5.4067
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "cells": 99,
      "mean_umi": 7116.3131,
      "median_genes": 1727,
      "mean_pct_mito": 2.7767
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "cells": 31,
      "mean_umi": 3492.4194,
      "median_genes": 1154,
      "mean_pct_mito": 5.2356
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "cells": 29,
      "mean_umi": 17876,
      "median_genes": 1730,
      "mean_pct_mito": 1.9283
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_13",
      "cells": 26,
      "mean_umi": 1338.2692,
      "median_genes": 579.5,
      "mean_pct_mito": 3.157
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "cells": 21,
      "mean_umi": 10217.381,
      "median_genes": 2755,
      "mean_pct_mito": 4.8435
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "cells": 16,
      "mean_umi": 11613.8125,
      "median_genes": 3567.5,
      "mean_pct_mito": 3.8668
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "cells": 15,
      "mean_umi": 7049.8,
      "median_genes": 2197,
      "mean_pct_mito": 4.2109
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "cells": 9,
      "mean_umi": 11982,
      "median_genes": 2839,
      "mean_pct_mito": 3.5152
    }
  ],
  "program_scores": [
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 2.2875
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 1.3636
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 1.139
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.7486
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.6571
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_7",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.4268
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.4242
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3858
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_5",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.3819
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2861
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_8",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2346
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_1",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2019
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1516
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_13",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1229
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1199
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0915
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0304
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_7",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.6851
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.667
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_5",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.4432
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1915
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1761
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1421
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_8",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1413
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0826
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_1",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.077
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_13",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0711
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0635
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0592
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0512
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0438
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0395
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0373
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0083
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.2282
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.2099
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1917
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1105
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1003
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0876
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.066
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0281
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_13",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0267
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0264
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_7",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0229
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0222
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_8",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0177
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_1",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0061
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_5",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0023
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0008
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 1.341
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.1638
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.1524
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0479
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0304
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0268
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0175
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_13",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0153
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0149
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0075
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_8",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0069
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_5",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0041
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_1",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0037
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0022
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_7",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0019
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 3.6744
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 1.6869
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.1184
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.047
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0289
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0189
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0162
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0149
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_5",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0116
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_8",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0107
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_7",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0106
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_13",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0067
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0058
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0054
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_1",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0051
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0043
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 2.1216
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 1.6315
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 1.1508
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.4373
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.3579
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1815
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_7",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1017
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_13",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0705
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_5",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.066
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0623
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_8",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0572
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0419
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0369
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0352
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_1",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0203
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0188
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0096
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 1.6469
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.2668
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1712
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1376
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1304
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1124
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1079
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_7",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0746
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0729
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0613
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_8",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0507
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_5",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0492
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_13",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0431
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_1",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0429
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0392
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0137
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0096
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 1.2999
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_7",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 1.2234
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 1.1095
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_8",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.9957
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_5",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.5573
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_1",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.5241
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.4787
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_13",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0919
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0824
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0823
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0548
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0464
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0132
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0118
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.011
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0089
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0022
    }
  ],
  "program_summary": [
    {
      "program": "B_plasma",
      "cluster_count": 17,
      "mean_score": 0.5326,
      "max_score": 2.2875,
      "mean_genes_used": 8
    },
    {
      "program": "T_NK_cytotoxic",
      "cluster_count": 17,
      "mean_score": 0.3878,
      "max_score": 1.2999,
      "mean_genes_used": 10
    },
    {
      "program": "Myeloid_APC",
      "cluster_count": 17,
      "mean_score": 0.3765,
      "max_score": 2.1216,
      "mean_genes_used": 9
    },
    {
      "program": "Fibroblast_stroma",
      "cluster_count": 17,
      "mean_score": 0.3333,
      "max_score": 3.6744,
      "mean_genes_used": 8
    },
    {
      "program": "Proliferation",
      "cluster_count": 17,
      "mean_score": 0.1783,
      "max_score": 1.6469,
      "mean_genes_used": 7
    },
    {
      "program": "Checkpoint_exhaustion",
      "cluster_count": 17,
      "mean_score": 0.1753,
      "max_score": 0.6851,
      "mean_genes_used": 8
    },
    {
      "program": "Epithelial_tumor",
      "cluster_count": 17,
      "mean_score": 0.108,
      "max_score": 1.341,
      "mean_genes_used": 8
    },
    {
      "program": "Endothelial",
      "cluster_count": 17,
      "mean_score": 0.0675,
      "max_score": 0.2282,
      "mean_genes_used": 7
    }
  ],
  "top_markers": [
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "rank": 1,
      "gene": "COL1A1",
      "score_log1p_diff": 5.4338,
      "mean_log1p_expr": 5.4988,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "rank": 1,
      "gene": "IGHG1",
      "score_log1p_diff": 4.1989,
      "mean_log1p_expr": 4.2197,
      "detect_fraction": 0.7931
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "rank": 1,
      "gene": "APOE",
      "score_log1p_diff": 3.9744,
      "mean_log1p_expr": 4.1803,
      "detect_fraction": 0.9672
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "rank": 1,
      "gene": "HLA-DRA",
      "score_log1p_diff": 3.6334,
      "mean_log1p_expr": 4.528,
      "detect_fraction": 0.9863
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "rank": 1,
      "gene": "KRT17",
      "score_log1p_diff": 3.5846,
      "mean_log1p_expr": 3.6411,
      "detect_fraction": 0.96
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "rank": 1,
      "gene": "GPR183",
      "score_log1p_diff": 3.3373,
      "mean_log1p_expr": 4.1545,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "rank": 1,
      "gene": "IGFBP7",
      "score_log1p_diff": 3.2323,
      "mean_log1p_expr": 3.697,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "rank": 1,
      "gene": "IL1B",
      "score_log1p_diff": 3.0942,
      "mean_log1p_expr": 3.5123,
      "detect_fraction": 0.9798
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "rank": 1,
      "gene": "TPSAB1",
      "score_log1p_diff": 2.9099,
      "mean_log1p_expr": 2.9122,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "rank": 1,
      "gene": "STMN1",
      "score_log1p_diff": 2.741,
      "mean_log1p_expr": 3.0666,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_7",
      "rank": 1,
      "gene": "CCL5",
      "score_log1p_diff": 2.414,
      "mean_log1p_expr": 3.1358,
      "detect_fraction": 0.9571
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "rank": 1,
      "gene": "GNLY",
      "score_log1p_diff": 2.3916,
      "mean_log1p_expr": 2.5768,
      "detect_fraction": 0.8
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "rank": 1,
      "gene": "CD74",
      "score_log1p_diff": 2.3181,
      "mean_log1p_expr": 4.6547,
      "detect_fraction": 0.9917
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_8",
      "rank": 1,
      "gene": "CCL5",
      "score_log1p_diff": 1.7168,
      "mean_log1p_expr": 2.4995,
      "detect_fraction": 0.9048
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_5",
      "rank": 1,
      "gene": "IL32",
      "score_log1p_diff": 1.6828,
      "mean_log1p_expr": 2.9859,
      "detect_fraction": 0.9822
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_1",
      "rank": 1,
      "gene": "MT1X",
      "score_log1p_diff": 1.562,
      "mean_log1p_expr": 3.2326,
      "detect_fraction": 0.9322
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_13",
      "rank": 1,
      "gene": "Z93241.1",
      "score_log1p_diff": 0.8754,
      "mean_log1p_expr": 0.9414,
      "detect_fraction": 0.7308
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "rank": 2,
      "gene": "COL1A2",
      "score_log1p_diff": 5.055,
      "mean_log1p_expr": 5.0943,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "rank": 2,
      "gene": "FTL",
      "score_log1p_diff": 3.753,
      "mean_log1p_expr": 6.481,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "rank": 2,
      "gene": "CD74",
      "score_log1p_diff": 3.5998,
      "mean_log1p_expr": 5.8126,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "rank": 2,
      "gene": "GZMB",
      "score_log1p_diff": 3.3034,
      "mean_log1p_expr": 3.5686,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "rank": 2,
      "gene": "IGKC",
      "score_log1p_diff": 3.2497,
      "mean_log1p_expr": 3.3074,
      "detect_fraction": 0.6207
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "rank": 2,
      "gene": "CXCL8",
      "score_log1p_diff": 3.0361,
      "mean_log1p_expr": 3.58,
      "detect_fraction": 0.9798
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "rank": 2,
      "gene": "MGP",
      "score_log1p_diff": 3.0333,
      "mean_log1p_expr": 3.0956,
      "detect_fraction": 0.9524
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "rank": 2,
      "gene": "TPSB2",
      "score_log1p_diff": 2.6182,
      "mean_log1p_expr": 2.6255,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "rank": 2,
      "gene": "HIST1H4C",
      "score_log1p_diff": 2.572,
      "mean_log1p_expr": 3.1227,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "rank": 2,
      "gene": "S100A2",
      "score_log1p_diff": 2.5259,
      "mean_log1p_expr": 2.5624,
      "detect_fraction": 0.965
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "rank": 2,
      "gene": "CD7",
      "score_log1p_diff": 2.3653,
      "mean_log1p_expr": 2.9406,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_7",
      "rank": 2,
      "gene": "NKG7",
      "score_log1p_diff": 2.279,
      "mean_log1p_expr": 2.6768,
      "detect_fraction": 0.9571
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "rank": 2,
      "gene": "HLA-DRA",
      "score_log1p_diff": 1.9806,
      "mean_log1p_expr": 3.0217,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_5",
      "rank": 2,
      "gene": "BATF",
      "score_log1p_diff": 1.5155,
      "mean_log1p_expr": 1.7544,
      "detect_fraction": 0.9231
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_8",
      "rank": 2,
      "gene": "NKG7",
      "score_log1p_diff": 1.318,
      "mean_log1p_expr": 1.7923,
      "detect_fraction": 0.9365
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_1",
      "rank": 2,
      "gene": "MT2A",
      "score_log1p_diff": 1.3167,
      "mean_log1p_expr": 3.7543,
      "detect_fraction": 0.9534
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_13",
      "rank": 2,
      "gene": "TEX14",
      "score_log1p_diff": 0.726,
      "mean_log1p_expr": 0.9308,
      "detect_fraction": 0.6154
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "rank": 3,
      "gene": "COL3A1",
      "score_log1p_diff": 4.9941,
      "mean_log1p_expr": 5.0349,
      "detect_fraction": 0.9949
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "rank": 3,
      "gene": "APOC1",
      "score_log1p_diff": 3.4283,
      "mean_log1p_expr": 3.5512,
      "detect_fraction": 0.9727
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "rank": 3,
      "gene": "HLA-DRB1",
      "score_log1p_diff": 3.4024,
      "mean_log1p_expr": 4.443,
      "detect_fraction": 0.9726
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "rank": 3,
      "gene": "CD74",
      "score_log1p_diff": 3.1788,
      "mean_log1p_expr": 5.6401,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "rank": 3,
      "gene": "JCHAIN",
      "score_log1p_diff": 3.1741,
      "mean_log1p_expr": 3.2027,
      "detect_fraction": 0.931
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "rank": 3,
      "gene": "TAGLN",
      "score_log1p_diff": 2.9213,
      "mean_log1p_expr": 3.2816,
      "detect_fraction": 0.8095
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "rank": 3,
      "gene": "TMEM123",
      "score_log1p_diff": 2.3214,
      "mean_log1p_expr": 2.9059,
      "detect_fraction": 0.97
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "rank": 3,
      "gene": "HMGB2",
      "score_log1p_diff": 2.3071,
      "mean_log1p_expr": 2.6956,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "rank": 3,
      "gene": "C15orf48",
      "score_log1p_diff": 2.2907,
      "mean_log1p_expr": 2.8649,
      "detect_fraction": 0.9293
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "rank": 3,
      "gene": "CPA3",
      "score_log1p_diff": 2.1386,
      "mean_log1p_expr": 2.1389,
      "detect_fraction": 0.9677
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "rank": 3,
      "gene": "CTSW",
      "score_log1p_diff": 2.0312,
      "mean_log1p_expr": 2.3988,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_7",
      "rank": 3,
      "gene": "CD8A",
      "score_log1p_diff": 1.6723,
      "mean_log1p_expr": 1.8742,
      "detect_fraction": 0.95
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "rank": 3,
      "gene": "HLA-DRB1",
      "score_log1p_diff": 1.6125,
      "mean_log1p_expr": 2.8047,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_5",
      "rank": 3,
      "gene": "TNFRSF4",
      "score_log1p_diff": 1.4181,
      "mean_log1p_expr": 1.5727,
      "detect_fraction": 0.8402
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_8",
      "rank": 3,
      "gene": "GNLY",
      "score_log1p_diff": 1.284,
      "mean_log1p_expr": 1.4062,
      "detect_fraction": 0.5873
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_1",
      "rank": 3,
      "gene": "MT1E",
      "score_log1p_diff": 1.191,
      "mean_log1p_expr": 2.5369,
      "detect_fraction": 0.8538
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_13",
      "rank": 3,
      "gene": "POLR2A",
      "score_log1p_diff": 0.5052,
      "mean_log1p_expr": 0.9738,
      "detect_fraction": 0.7308
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "rank": 4,
      "gene": "SPARC",
      "score_log1p_diff": 4.7778,
      "mean_log1p_expr": 4.9156,
      "detect_fraction": 0.9949
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "rank": 4,
      "gene": "IFI30",
      "score_log1p_diff": 3.3712,
      "mean_log1p_expr": 4.0939,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "rank": 4,
      "gene": "IFI30",
      "score_log1p_diff": 3.358,
      "mean_log1p_expr": 4.144,
      "detect_fraction": 0.9795
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "rank": 4,
      "gene": "NR4A3",
      "score_log1p_diff": 2.9701,
      "mean_log1p_expr": 3.4884,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "rank": 4,
      "gene": "SSR4",
      "score_log1p_diff": 2.8942,
      "mean_log1p_expr": 3.936,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "rank": 4,
      "gene": "ACTA2",
      "score_log1p_diff": 2.7103,
      "mean_log1p_expr": 2.916,
      "detect_fraction": 0.7619
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "rank": 4,
      "gene": "KRT14",
      "score_log1p_diff": 2.3102,
      "mean_log1p_expr": 2.3275,
      "detect_fraction": 0.825
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "rank": 4,
      "gene": "G0S2",
      "score_log1p_diff": 2.2621,
      "mean_log1p_expr": 2.8198,
      "detect_fraction": 0.9192
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "rank": 4,
      "gene": "TUBA1B",
      "score_log1p_diff": 2.1223,
      "mean_log1p_expr": 3.3823,
      "detect_fraction": 0.9375
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "rank": 4,
      "gene": "CCL5",
      "score_log1p_diff": 1.882,
      "mean_log1p_expr": 2.7587,
      "detect_fraction": 0.8667
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "rank": 4,
      "gene": "HPGD",
      "score_log1p_diff": 1.7937,
      "mean_log1p_expr": 1.8574,
      "detect_fraction": 0.8065
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "rank": 4,
      "gene": "CD79A",
      "score_log1p_diff": 1.5892,
      "mean_log1p_expr": 1.6554,
      "detect_fraction": 0.9333
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_7",
      "rank": 4,
      "gene": "CXCL13",
      "score_log1p_diff": 1.5391,
      "mean_log1p_expr": 1.577,
      "detect_fraction": 0.7357
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_5",
      "rank": 4,
      "gene": "FOXP3",
      "score_log1p_diff": 1.3267,
      "mean_log1p_expr": 1.337,
      "detect_fraction": 0.8225
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_8",
      "rank": 4,
      "gene": "GZMB",
      "score_log1p_diff": 1.1638,
      "mean_log1p_expr": 1.3705,
      "detect_fraction": 0.7063
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_1",
      "rank": 4,
      "gene": "ANXA1",
      "score_log1p_diff": 1.0791,
      "mean_log1p_expr": 2.3153,
      "detect_fraction": 0.9174
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_13",
      "rank": 4,
      "gene": "AC012447.1",
      "score_log1p_diff": 0.5007,
      "mean_log1p_expr": 0.5568,
      "detect_fraction": 0.4615
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_3",
      "rank": 5,
      "gene": "DCN",
      "score_log1p_diff": 4.1323,
      "mean_log1p_expr": 4.1509,
      "detect_fraction": 0.9949
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_4",
      "rank": 5,
      "gene": "SPP1",
      "score_log1p_diff": 3.3581,
      "mean_log1p_expr": 3.539,
      "detect_fraction": 0.847
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_6",
      "rank": 5,
      "gene": "HLA-DPA1",
      "score_log1p_diff": 3.2054,
      "mean_log1p_expr": 4.1463,
      "detect_fraction": 0.9795
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_12",
      "rank": 5,
      "gene": "MZB1",
      "score_log1p_diff": 2.692,
      "mean_log1p_expr": 2.7142,
      "detect_fraction": 0.9655
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_17",
      "rank": 5,
      "gene": "TXN",
      "score_log1p_diff": 2.6596,
      "mean_log1p_expr": 3.8107,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_14",
      "rank": 5,
      "gene": "CALD1",
      "score_log1p_diff": 2.5675,
      "mean_log1p_expr": 2.9824,
      "detect_fraction": 0.9524
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_10",
      "rank": 5,
      "gene": "SOD2",
      "score_log1p_diff": 2.2225,
      "mean_log1p_expr": 3.4198,
      "detect_fraction": 0.9899
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_15",
      "rank": 5,
      "gene": "TUBB",
      "score_log1p_diff": 2.1208,
      "mean_log1p_expr": 3.2116,
      "detect_fraction": 0.9375
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_2",
      "rank": 5,
      "gene": "KRT5",
      "score_log1p_diff": 2.0772,
      "mean_log1p_expr": 2.0955,
      "detect_fraction": 0.895
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_16",
      "rank": 5,
      "gene": "KLRB1",
      "score_log1p_diff": 1.8598,
      "mean_log1p_expr": 2.0312,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_11",
      "rank": 5,
      "gene": "TPSD1",
      "score_log1p_diff": 1.7741,
      "mean_log1p_expr": 1.7811,
      "detect_fraction": 0.9032
    },
    {
      "sample_id": "ESCC-111-58-1A",
      "cluster": "cluster_9",
      "rank": 5,
      "gene": "MS4A1",
      "score_log1p_diff": 1.5301,
      "mean_log1p_expr": 1.5383,
      "detect_fraction": 0.925
    }
  ],
  "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"
  }
}
