{
  "generated_at": "2026-07-09 12:54:49 +0800",
  "dataset_id": "ds-cancerscem-2",
  "dataset_name": "CancerSCEM 2.0",
  "sample_id": "ESCC-111-55-1A",
  "donor_id": "ESCC-111-55-1A",
  "summary": {
    "sample_id": "ESCC-111-55-1A",
    "donor_id": "ESCC-111-55-1A",
    "cancer_type": "ESCC",
    "health_status": "Esophageal Squamous Cell Carcinoma; Tumour",
    "tissue_or_cell_source": "Tumour",
    "cells_in_umap_file": 2764,
    "cells_analyzed": 2000,
    "clusters": 14,
    "genes_read": 23610,
    "genes_nonzero_in_analyzed_cells": 22155,
    "mean_umi": 5215,
    "mean_genes": 1693,
    "mean_pct_mito": 2.796,
    "matrix_status": "Matrix available",
    "detail_url": "human-immune-donor-detail.php?dataset_id=ds-cancerscem-2&donor_id=ESCC-111-55-1A",
    "umap_href": "IMG/umap/cancerscem-2/donor/ESCC-111-55-1A.png",
    "umap_coordinates_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/ESCC-111-55-1A.umap.tsv.gz",
    "umap_summary_url": "http://8.142.154.29/LACA/data/human_immune_atlas/cancerscem_2_umap/ESCC-111-55-1A.summary.json"
  },
  "visualizations": [
    {
      "title": "Donor-level analysis panel",
      "href": "IMG/human-immune-analysis/cancerscem-deep/donor/ESCC-111-55-1A.analysis.png",
      "description": "Cluster cell counts, cluster-by-program score heatmap, and top marker genes."
    }
  ],
  "cluster_qc": [
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "cells": 328,
      "mean_umi": 1006.5793,
      "median_genes": 334,
      "mean_pct_mito": 1.4185
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "cells": 287,
      "mean_umi": 7498.0557,
      "median_genes": 2674,
      "mean_pct_mito": 3.1883
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "cells": 284,
      "mean_umi": 5691.1127,
      "median_genes": 2176.5,
      "mean_pct_mito": 3.5602
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "cells": 245,
      "mean_umi": 4787.5347,
      "median_genes": 1946,
      "mean_pct_mito": 3.2056
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "cells": 237,
      "mean_umi": 6102.654,
      "median_genes": 1502,
      "mean_pct_mito": 3.0937
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "cells": 146,
      "mean_umi": 1157.5548,
      "median_genes": 374,
      "mean_pct_mito": 1.148
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "cells": 132,
      "mean_umi": 3978.5909,
      "median_genes": 578,
      "mean_pct_mito": 2.8495
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "cells": 106,
      "mean_umi": 10988.1604,
      "median_genes": 2484,
      "mean_pct_mito": 3.1767
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "cells": 100,
      "mean_umi": 5718.59,
      "median_genes": 2163.5,
      "mean_pct_mito": 3.2568
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "cells": 33,
      "mean_umi": 12404.303,
      "median_genes": 3171,
      "mean_pct_mito": 3.8195
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "cells": 32,
      "mean_umi": 3822.625,
      "median_genes": 973.5,
      "mean_pct_mito": 3.9734
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "cells": 28,
      "mean_umi": 7434.8571,
      "median_genes": 1792,
      "mean_pct_mito": 4.0491
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "cells": 24,
      "mean_umi": 9998.125,
      "median_genes": 3063,
      "mean_pct_mito": 2.7408
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "cells": 18,
      "mean_umi": 16783.3889,
      "median_genes": 2918.5,
      "mean_pct_mito": 2.4082
    }
  ],
  "program_scores": [
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 2.3313
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 1.1022
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 1.0336
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.6167
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.5555
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.323
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.273
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.2419
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.1815
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0506
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0379
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0263
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0198
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "program": "B_plasma",
      "genes_used": 8,
      "mean_log1p_score": 0.0126
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.5752
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.2805
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.2556
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.2165
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1798
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1513
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.1069
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0805
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0701
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0674
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0281
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0123
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0059
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "program": "Checkpoint_exhaustion",
      "genes_used": 8,
      "mean_log1p_score": 0.0017
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.1624
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0822
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.064
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0554
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0461
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0378
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0217
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0177
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0124
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.009
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0073
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0069
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0015
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "program": "Endothelial",
      "genes_used": 7,
      "mean_log1p_score": 0.0007
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.6753
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0562
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0249
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0235
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.017
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0081
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0065
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0054
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0043
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0041
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0035
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.003
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0.0025
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "program": "Epithelial_tumor",
      "genes_used": 8,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 1.4643
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0315
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0241
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0144
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0108
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.01
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0087
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0083
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0053
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0053
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0034
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0021
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0.0018
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "program": "Fibroblast_stroma",
      "genes_used": 8,
      "mean_log1p_score": 0
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 1.81
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.9073
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.609
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.5397
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.5107
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.4691
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.3787
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1942
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1218
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.1062
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0632
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.0597
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.058
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "program": "Myeloid_APC",
      "genes_used": 9,
      "mean_log1p_score": 0.012
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.2794
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1615
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1442
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1129
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.1069
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0844
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0706
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0695
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0549
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0419
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0284
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0093
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0021
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "program": "Proliferation",
      "genes_used": 7,
      "mean_log1p_score": 0.0007
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 1.2251
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.6619
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.5032
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.4386
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0482
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0277
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0276
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0217
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0177
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0124
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0046
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0034
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0025
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "program": "T_NK_cytotoxic",
      "genes_used": 10,
      "mean_log1p_score": 0.0014
    }
  ],
  "program_summary": [
    {
      "program": "B_plasma",
      "cluster_count": 14,
      "mean_score": 0.4861,
      "max_score": 2.3313,
      "mean_genes_used": 8
    },
    {
      "program": "Myeloid_APC",
      "cluster_count": 14,
      "mean_score": 0.4171,
      "max_score": 1.81,
      "mean_genes_used": 9
    },
    {
      "program": "T_NK_cytotoxic",
      "cluster_count": 14,
      "mean_score": 0.214,
      "max_score": 1.2251,
      "mean_genes_used": 10
    },
    {
      "program": "Checkpoint_exhaustion",
      "cluster_count": 14,
      "mean_score": 0.1451,
      "max_score": 0.5752,
      "mean_genes_used": 8
    },
    {
      "program": "Fibroblast_stroma",
      "cluster_count": 14,
      "mean_score": 0.1136,
      "max_score": 1.4643,
      "mean_genes_used": 8
    },
    {
      "program": "Proliferation",
      "cluster_count": 14,
      "mean_score": 0.0833,
      "max_score": 0.2794,
      "mean_genes_used": 7
    },
    {
      "program": "Epithelial_tumor",
      "cluster_count": 14,
      "mean_score": 0.0596,
      "max_score": 0.6753,
      "mean_genes_used": 8
    },
    {
      "program": "Endothelial",
      "cluster_count": 14,
      "mean_score": 0.0375,
      "max_score": 0.1624,
      "mean_genes_used": 7
    }
  ],
  "top_markers": [
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "rank": 1,
      "gene": "JCHAIN",
      "score_log1p_diff": 3.8425,
      "mean_log1p_expr": 3.8708,
      "detect_fraction": 0.8889
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "rank": 1,
      "gene": "CD74",
      "score_log1p_diff": 3.4069,
      "mean_log1p_expr": 5.0261,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "rank": 1,
      "gene": "CD74",
      "score_log1p_diff": 3.1663,
      "mean_log1p_expr": 4.7741,
      "detect_fraction": 0.9697
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "rank": 1,
      "gene": "CD74",
      "score_log1p_diff": 2.9193,
      "mean_log1p_expr": 4.4246,
      "detect_fraction": 0.9717
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "rank": 1,
      "gene": "CCL3",
      "score_log1p_diff": 2.7797,
      "mean_log1p_expr": 3.0785,
      "detect_fraction": 0.9198
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "rank": 1,
      "gene": "CD74",
      "score_log1p_diff": 2.6487,
      "mean_log1p_expr": 4.1763,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "rank": 1,
      "gene": "S100A2",
      "score_log1p_diff": 2.5909,
      "mean_log1p_expr": 2.627,
      "detect_fraction": 0.9697
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "rank": 1,
      "gene": "CXCL8",
      "score_log1p_diff": 2.58,
      "mean_log1p_expr": 3.8445,
      "detect_fraction": 0.9863
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "rank": 1,
      "gene": "COL1A1",
      "score_log1p_diff": 2.4308,
      "mean_log1p_expr": 2.4414,
      "detect_fraction": 0.8214
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "rank": 1,
      "gene": "CCL5",
      "score_log1p_diff": 2.3454,
      "mean_log1p_expr": 2.4983,
      "detect_fraction": 0.9507
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "rank": 1,
      "gene": "CPA3",
      "score_log1p_diff": 2.0721,
      "mean_log1p_expr": 2.073,
      "detect_fraction": 0.9062
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "rank": 1,
      "gene": "CXCL8",
      "score_log1p_diff": 1.8739,
      "mean_log1p_expr": 3.0194,
      "detect_fraction": 0.9451
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "rank": 1,
      "gene": "IL32",
      "score_log1p_diff": 1.8645,
      "mean_log1p_expr": 2.5082,
      "detect_fraction": 0.9373
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "rank": 1,
      "gene": "EEF1A1",
      "score_log1p_diff": 1.37,
      "mean_log1p_expr": 3.9073,
      "detect_fraction": 0.9918
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "rank": 2,
      "gene": "IGKC",
      "score_log1p_diff": 3.6377,
      "mean_log1p_expr": 3.682,
      "detect_fraction": 0.7222
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "rank": 2,
      "gene": "GZMB",
      "score_log1p_diff": 3.1633,
      "mean_log1p_expr": 3.4574,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "rank": 2,
      "gene": "TXN",
      "score_log1p_diff": 3.1431,
      "mean_log1p_expr": 3.9485,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "rank": 2,
      "gene": "FTL",
      "score_log1p_diff": 2.8838,
      "mean_log1p_expr": 5.2194,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "rank": 2,
      "gene": "TIMP1",
      "score_log1p_diff": 2.6312,
      "mean_log1p_expr": 2.9489,
      "detect_fraction": 0.9578
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "rank": 2,
      "gene": "DCN",
      "score_log1p_diff": 2.3154,
      "mean_log1p_expr": 2.3217,
      "detect_fraction": 0.8571
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "rank": 2,
      "gene": "HLA-DRA",
      "score_log1p_diff": 2.2504,
      "mean_log1p_expr": 2.9957,
      "detect_fraction": 0.97
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "rank": 2,
      "gene": "KRT6A",
      "score_log1p_diff": 2.2103,
      "mean_log1p_expr": 2.2187,
      "detect_fraction": 0.9167
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "rank": 2,
      "gene": "TPSAB1",
      "score_log1p_diff": 2.0183,
      "mean_log1p_expr": 2.019,
      "detect_fraction": 0.7188
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "rank": 2,
      "gene": "NKG7",
      "score_log1p_diff": 1.8595,
      "mean_log1p_expr": 1.9787,
      "detect_fraction": 0.9366
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "rank": 2,
      "gene": "S100A8",
      "score_log1p_diff": 1.8163,
      "mean_log1p_expr": 2.4485,
      "detect_fraction": 0.9482
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "rank": 2,
      "gene": "BATF",
      "score_log1p_diff": 1.6361,
      "mean_log1p_expr": 1.8506,
      "detect_fraction": 0.899
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "rank": 2,
      "gene": "CCL3L1",
      "score_log1p_diff": 1.5577,
      "mean_log1p_expr": 2.0383,
      "detect_fraction": 0.863
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "rank": 2,
      "gene": "RPS12",
      "score_log1p_diff": 1.2828,
      "mean_log1p_expr": 3.3844,
      "detect_fraction": 0.9755
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "rank": 3,
      "gene": "SSR4",
      "score_log1p_diff": 2.9549,
      "mean_log1p_expr": 3.5563,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "rank": 3,
      "gene": "CCL22",
      "score_log1p_diff": 2.9058,
      "mean_log1p_expr": 2.9377,
      "detect_fraction": 0.8485
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "rank": 3,
      "gene": "HLA-DRA",
      "score_log1p_diff": 2.7224,
      "mean_log1p_expr": 3.4359,
      "detect_fraction": 0.9434
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "rank": 3,
      "gene": "HLA-DRA",
      "score_log1p_diff": 2.6674,
      "mean_log1p_expr": 3.4932,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "rank": 3,
      "gene": "IL1B",
      "score_log1p_diff": 2.4783,
      "mean_log1p_expr": 3.0548,
      "detect_fraction": 0.9705
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "rank": 3,
      "gene": "COL6A2",
      "score_log1p_diff": 2.1778,
      "mean_log1p_expr": 2.1926,
      "detect_fraction": 0.9286
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "rank": 3,
      "gene": "KRT14",
      "score_log1p_diff": 2.0337,
      "mean_log1p_expr": 2.045,
      "detect_fraction": 0.8409
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "rank": 3,
      "gene": "TPSB2",
      "score_log1p_diff": 1.7806,
      "mean_log1p_expr": 1.7813,
      "detect_fraction": 0.7812
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "rank": 3,
      "gene": "CD79A",
      "score_log1p_diff": 1.7627,
      "mean_log1p_expr": 1.7978,
      "detect_fraction": 0.92
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "rank": 3,
      "gene": "G0S2",
      "score_log1p_diff": 1.6321,
      "mean_log1p_expr": 2.2855,
      "detect_fraction": 0.9482
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "rank": 3,
      "gene": "GZMB",
      "score_log1p_diff": 1.5951,
      "mean_log1p_expr": 1.7007,
      "detect_fraction": 0.8275
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "rank": 3,
      "gene": "EEF1A1",
      "score_log1p_diff": 1.5504,
      "mean_log1p_expr": 4.033,
      "detect_fraction": 0.9895
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "rank": 3,
      "gene": "G0S2",
      "score_log1p_diff": 1.3354,
      "mean_log1p_expr": 2.159,
      "detect_fraction": 0.9178
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "rank": 3,
      "gene": "RPL10",
      "score_log1p_diff": 1.2654,
      "mean_log1p_expr": 3.5763,
      "detect_fraction": 0.9796
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "rank": 4,
      "gene": "MZB1",
      "score_log1p_diff": 2.9217,
      "mean_log1p_expr": 2.9529,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "rank": 4,
      "gene": "HLA-DRA",
      "score_log1p_diff": 2.8789,
      "mean_log1p_expr": 3.6892,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "rank": 4,
      "gene": "IFI30",
      "score_log1p_diff": 2.6809,
      "mean_log1p_expr": 3.2731,
      "detect_fraction": 0.8962
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "rank": 4,
      "gene": "GPR183",
      "score_log1p_diff": 2.591,
      "mean_log1p_expr": 3.0837,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "rank": 4,
      "gene": "SOD2",
      "score_log1p_diff": 2.2362,
      "mean_log1p_expr": 3.3112,
      "detect_fraction": 0.9789
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "rank": 4,
      "gene": "COL1A2",
      "score_log1p_diff": 2.128,
      "mean_log1p_expr": 2.1334,
      "detect_fraction": 0.8214
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "rank": 4,
      "gene": "SEC61G",
      "score_log1p_diff": 1.968,
      "mean_log1p_expr": 2.4945,
      "detect_fraction": 0.8939
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "rank": 4,
      "gene": "HLA-DRB1",
      "score_log1p_diff": 1.7319,
      "mean_log1p_expr": 2.554,
      "detect_fraction": 0.94
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "rank": 4,
      "gene": "GNLY",
      "score_log1p_diff": 1.5786,
      "mean_log1p_expr": 1.6139,
      "detect_fraction": 0.5493
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "rank": 4,
      "gene": "SLC24A3",
      "score_log1p_diff": 1.5346,
      "mean_log1p_expr": 1.5609,
      "detect_fraction": 0.8125
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "rank": 4,
      "gene": "CD7",
      "score_log1p_diff": 1.5274,
      "mean_log1p_expr": 2.0764,
      "detect_fraction": 0.878
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "rank": 4,
      "gene": "RPS3",
      "score_log1p_diff": 1.2343,
      "mean_log1p_expr": 2.9712,
      "detect_fraction": 0.9837
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "rank": 4,
      "gene": "PLEK",
      "score_log1p_diff": 1.2109,
      "mean_log1p_expr": 1.7037,
      "detect_fraction": 0.936
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "rank": 4,
      "gene": "CCL4L2",
      "score_log1p_diff": 1.1712,
      "mean_log1p_expr": 1.6139,
      "detect_fraction": 0.6507
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "rank": 5,
      "gene": "FSCN1",
      "score_log1p_diff": 2.7454,
      "mean_log1p_expr": 2.8912,
      "detect_fraction": 0.9697
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "rank": 5,
      "gene": "LYZ",
      "score_log1p_diff": 2.5683,
      "mean_log1p_expr": 2.8101,
      "detect_fraction": 0.8962
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "rank": 5,
      "gene": "HLA-DRB1",
      "score_log1p_diff": 2.5545,
      "mean_log1p_expr": 3.4326,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "rank": 5,
      "gene": "IGHA1",
      "score_log1p_diff": 2.5463,
      "mean_log1p_expr": 2.5786,
      "detect_fraction": 0.8333
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "rank": 5,
      "gene": "CXCL8",
      "score_log1p_diff": 2.1833,
      "mean_log1p_expr": 3.3774,
      "detect_fraction": 0.9494
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "rank": 5,
      "gene": "LGALS1",
      "score_log1p_diff": 2.0175,
      "mean_log1p_expr": 2.8184,
      "detect_fraction": 0.9643
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "rank": 5,
      "gene": "S100A9",
      "score_log1p_diff": 1.6201,
      "mean_log1p_expr": 2.1796,
      "detect_fraction": 0.7955
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "rank": 5,
      "gene": "BANK1",
      "score_log1p_diff": 1.5546,
      "mean_log1p_expr": 1.5615,
      "detect_fraction": 0.93
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "rank": 5,
      "gene": "CD7",
      "score_log1p_diff": 1.4708,
      "mean_log1p_expr": 2.0301,
      "detect_fraction": 0.919
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "rank": 5,
      "gene": "CD3E",
      "score_log1p_diff": 1.4531,
      "mean_log1p_expr": 1.8928,
      "detect_fraction": 0.9268
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_11",
      "rank": 5,
      "gene": "GATA2",
      "score_log1p_diff": 1.2436,
      "mean_log1p_expr": 1.2464,
      "detect_fraction": 0.6875
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_4",
      "rank": 5,
      "gene": "RPL13",
      "score_log1p_diff": 1.2117,
      "mean_log1p_expr": 3.2199,
      "detect_fraction": 0.9714
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_1",
      "rank": 5,
      "gene": "IFITM2",
      "score_log1p_diff": 1.1981,
      "mean_log1p_expr": 1.9577,
      "detect_fraction": 0.9482
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_6",
      "rank": 5,
      "gene": "C15orf48",
      "score_log1p_diff": 1.1632,
      "mean_log1p_expr": 1.7308,
      "detect_fraction": 0.8151
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_10",
      "rank": 6,
      "gene": "HLA-DPB1",
      "score_log1p_diff": 2.4551,
      "mean_log1p_expr": 3.0748,
      "detect_fraction": 0.9091
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_14",
      "rank": 6,
      "gene": "HSP90B1",
      "score_log1p_diff": 2.4305,
      "mean_log1p_expr": 3.0278,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_13",
      "rank": 6,
      "gene": "NR4A3",
      "score_log1p_diff": 2.4248,
      "mean_log1p_expr": 2.7434,
      "detect_fraction": 1
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_8",
      "rank": 6,
      "gene": "C1QC",
      "score_log1p_diff": 2.3367,
      "mean_log1p_expr": 2.3564,
      "detect_fraction": 0.8019
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_5",
      "rank": 6,
      "gene": "CXCL3",
      "score_log1p_diff": 2.167,
      "mean_log1p_expr": 2.3045,
      "detect_fraction": 0.7848
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_12",
      "rank": 6,
      "gene": "COL3A1",
      "score_log1p_diff": 1.8592,
      "mean_log1p_expr": 1.8656,
      "detect_fraction": 0.6786
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_7",
      "rank": 6,
      "gene": "SFN",
      "score_log1p_diff": 1.6042,
      "mean_log1p_expr": 1.6099,
      "detect_fraction": 0.8636
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_9",
      "rank": 6,
      "gene": "RPS8",
      "score_log1p_diff": 1.4551,
      "mean_log1p_expr": 3.3969,
      "detect_fraction": 0.99
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_2",
      "rank": 6,
      "gene": "SPOCK2",
      "score_log1p_diff": 1.4103,
      "mean_log1p_expr": 1.7129,
      "detect_fraction": 0.8955
    },
    {
      "sample_id": "ESCC-111-55-1A",
      "cluster": "cluster_3",
      "rank": 6,
      "gene": "ZFP36L2",
      "score_log1p_diff": 1.3716,
      "mean_log1p_expr": 2.0979,
      "detect_fraction": 0.9437
    }
  ],
  "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"
  }
}
