{
  "contract_schema": "nmd-vcell-external-perturbation-evidence/1.1",
  "feature_build": "EXT-PERT-20260729-02",
  "generated_at": "2026-07-29T06:50:25+0800",
  "datasets": [
    {
      "accession": "GSE293514",
      "title": "Human myoblast fusion CRISPR screen and single-cell CRISPR/RNA-seq",
      "evidence_role": "external_human_myoblast_context_and_fusion_safety_screen",
      "qualification_state": "QUALIFIED_BOUNDED_CONTEXT",
      "direct_validation_of_current_21_candidates": false,
      "limitations": [
        "healthy-donor myoblast context rather than DMD",
        "fusion endpoint does not cover all neuromuscular mechanisms",
        "processed single-cell guide assignment is not fully reconstructable from deposited sidecars"
      ],
      "source_url": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE293514",
      "selected_candidate_summary": {
        "candidate_count": 21,
        "in_myo_crispr_library": 9,
        "not_in_myo_crispr_library": 12,
        "fusion_hits_fdr_lt_0_1": 0,
        "individually_validated_hits": 0
      }
    },
    {
      "accession": "GSE272233",
      "title": "CRISPR correction of DMD exon duplications in patient-derived myogenic cells",
      "evidence_role": "orthogonal_dmd_crispr_correction_transcriptome_reference",
      "qualification_state": "QUALIFIED_ORTHOGONAL_REFERENCE",
      "sample_count": 21,
      "biological_replicates_per_group": 3,
      "mutation_contexts": [
        "duplication_exon_2",
        "duplication_exons_2_9",
        "duplication_exons_8_9"
      ],
      "direct_validation_of_current_21_candidates": false,
      "limitations": [
        "bulk RNA-seq rather than single-cell perturbation",
        "candidate genes were not themselves perturbed",
        "wild-type comparator is not isogenic",
        "corrected clones may retain clone-specific effects"
      ],
      "source_url": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE272233"
    },
    {
      "accession": "GSE52529",
      "title": "Single-cell trajectory reconstruction of human skeletal myoblast differentiation",
      "evidence_role": "time_anchored_human_myogenic_trajectory_reference",
      "qualification_state": "QUALIFIED_REFERENCE_ONLY",
      "cell_count": 271,
      "physical_timepoints_hours": [0, 24, 48, 72],
      "direct_validation_of_current_21_candidates": false,
      "perturbation_conditioned_trajectory": false,
      "limitations": [
        "unperturbed differentiation reference rather than candidate perturbation",
        "published pseudotime is descriptive and does not establish causal fate control",
        "healthy primary myoblast context rather than DMD"
      ],
      "source_url": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE52529",
      "package_url": "https://bioconductor.org/packages/release/data/experiment/html/HSMMSingleCell.html"
    },
    {
      "accession": "GSE133344",
      "title": "Mapping cellular behavior with combinatorial CRISPRa perturbations",
      "evidence_role": "cross_cell_line_crispra_and_combination_method_calibration",
      "qualification_state": "QUALIFIED_METHOD_CALIBRATION_ONLY",
      "cell_line": "K562",
      "reported_perturbations": 287,
      "reported_single_target_gene_set": 112,
      "direct_validation_of_current_21_candidates": false,
      "limitations": [
        "K562 rather than muscle or DMD context",
        "current local compact asset contains expression features, not guide identities",
        "candidate feature presence does not mean the candidate was a CRISPRa target"
      ],
      "source_url": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE133344",
      "paper_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC6746554/"
    }
  ],
  "gse272233": {
    "source": {
      "file": "GSE272233_matrix.txt.gz",
      "size_bytes": 1326864,
      "sha256": "072e1398918140af4898cc895dcbd6c72c28beb39353834063e457f9d0161eee",
      "url": "https://ftp.ncbi.nlm.nih.gov/geo/series/GSE272nnn/GSE272233/suppl/GSE272233_matrix.txt.gz"
    },
    "qc": {
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      "aggregated_gene_symbols": 62710,
      "genes_retained_filter_by_expr": 22230,
      "sample_count": 21,
      "groups": {
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        "Dup2": 3,
        "Dup2_corrected": 3,
        "Dup2_9": 3,
        "Dup2_9_corrected": 3,
        "Dup8_9": 3,
        "Dup8_9_corrected": 3
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    "contrast_summary": [
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        "tested_genes": 22230,
        "fdr_lt_0_05": 2812,
        "fdr_lt_0_05_abs_logfc_ge_1": 1090,
        "up_fdr_lt_0_05": 1125,
        "down_fdr_lt_0_05": 1687
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      {
        "contrast": "dup2_9_correction",
        "tested_genes": 22230,
        "fdr_lt_0_05": 375,
        "fdr_lt_0_05_abs_logfc_ge_1": 167,
        "up_fdr_lt_0_05": 154,
        "down_fdr_lt_0_05": 221
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      {
        "contrast": "dup8_9_correction",
        "tested_genes": 22230,
        "fdr_lt_0_05": 2736,
        "fdr_lt_0_05_abs_logfc_ge_1": 979,
        "up_fdr_lt_0_05": 1498,
        "down_fdr_lt_0_05": 1238
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    "dmd_transcript_correction": [
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        "logfc": 2.00289708,
        "fdr": 2.5122311e-11
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      {
        "contrast": "dup2_9_correction",
        "logfc": 2.4511413,
        "fdr": 3.14569291e-12
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      {
        "contrast": "dup8_9_correction",
        "logfc": 1.78448901,
        "fdr": 1.64769557e-09
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    "candidate_records": [
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        "correction_direction_state": "consistent_up_when_significant",
        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
      },
      {
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        "correction_direction_state": "consistent_down_when_significant",
        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
      },
      {
        "gene": "CPEB1",
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        "mean_log_cpm": 1.05532863,
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        "correction_direction_state": "consistent_down_when_significant",
        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
      },
      {
        "gene": "DDX19B",
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        "correction_direction_state": "no_repair_contrast_fdr_lt_0_05",
        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
        "gene": "DNAAF3",
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
        "gene": "RNF8",
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
        "gene": "ZFP69B",
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
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      {
        "gene": "ZNF133",
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        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
      },
      {
        "gene": "ZNF236",
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            "logfc": 0.07980343,
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        "correction_direction_state": "no_repair_contrast_fdr_lt_0_05",
        "interpretation": "candidate transcript response to DMD correction; not a perturbation effect of this candidate"
      }
    ],
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      {
        "program_id": "myogenic_contractile",
        "program_label": "Myogenic / contractile",
        "contrast": "dup2_correction",
        "panel_gene_count": 17,
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        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "myogenic_contractile",
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        "measured_gene_count": 15,
        "median_logfc": -0.41136625,
        "significant_gene_count_fdr_0_05": 4,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "myogenic_contractile",
        "program_label": "Myogenic / contractile",
        "contrast": "dup8_9_correction",
        "panel_gene_count": 17,
        "measured_gene_count": 15,
        "median_logfc": -0.6790707,
        "significant_gene_count_fdr_0_05": 9,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "ecm_fibrotic",
        "program_label": "ECM / fibrotic",
        "contrast": "dup2_correction",
        "panel_gene_count": 16,
        "measured_gene_count": 13,
        "median_logfc": -0.96301926,
        "significant_gene_count_fdr_0_05": 9,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "ecm_fibrotic",
        "program_label": "ECM / fibrotic",
        "contrast": "dup2_9_correction",
        "panel_gene_count": 16,
        "measured_gene_count": 13,
        "median_logfc": -0.10875128,
        "significant_gene_count_fdr_0_05": 0,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "ecm_fibrotic",
        "program_label": "ECM / fibrotic",
        "contrast": "dup8_9_correction",
        "panel_gene_count": 16,
        "measured_gene_count": 13,
        "median_logfc": 0.71105894,
        "significant_gene_count_fdr_0_05": 8,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "inflammatory_stress",
        "program_label": "Inflammatory / stress",
        "contrast": "dup2_correction",
        "panel_gene_count": 15,
        "measured_gene_count": 11,
        "median_logfc": -0.26263402,
        "significant_gene_count_fdr_0_05": 1,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "inflammatory_stress",
        "program_label": "Inflammatory / stress",
        "contrast": "dup2_9_correction",
        "panel_gene_count": 15,
        "measured_gene_count": 11,
        "median_logfc": 0.15829123,
        "significant_gene_count_fdr_0_05": 1,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "inflammatory_stress",
        "program_label": "Inflammatory / stress",
        "contrast": "dup8_9_correction",
        "panel_gene_count": 15,
        "measured_gene_count": 11,
        "median_logfc": 0.04342144,
        "significant_gene_count_fdr_0_05": 1,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "cell_cycle",
        "program_label": "Cell cycle / proliferation",
        "contrast": "dup2_correction",
        "panel_gene_count": 11,
        "measured_gene_count": 11,
        "median_logfc": -0.89851453,
        "significant_gene_count_fdr_0_05": 3,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "cell_cycle",
        "program_label": "Cell cycle / proliferation",
        "contrast": "dup2_9_correction",
        "panel_gene_count": 11,
        "measured_gene_count": 11,
        "median_logfc": -0.36123947,
        "significant_gene_count_fdr_0_05": 0,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "cell_cycle",
        "program_label": "Cell cycle / proliferation",
        "contrast": "dup8_9_correction",
        "panel_gene_count": 11,
        "measured_gene_count": 11,
        "median_logfc": -0.34080157,
        "significant_gene_count_fdr_0_05": 2,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "metabolic_secretory",
        "program_label": "Metabolic / secretory",
        "contrast": "dup2_correction",
        "panel_gene_count": 11,
        "measured_gene_count": 5,
        "median_logfc": -0.55787077,
        "significant_gene_count_fdr_0_05": 2,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "metabolic_secretory",
        "program_label": "Metabolic / secretory",
        "contrast": "dup2_9_correction",
        "panel_gene_count": 11,
        "measured_gene_count": 5,
        "median_logfc": -0.2552975,
        "significant_gene_count_fdr_0_05": 0,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "metabolic_secretory",
        "program_label": "Metabolic / secretory",
        "contrast": "dup8_9_correction",
        "panel_gene_count": 11,
        "measured_gene_count": 5,
        "median_logfc": -0.5209601,
        "significant_gene_count_fdr_0_05": 3,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "proteostasis_membrane",
        "program_label": "Proteostasis / membrane",
        "contrast": "dup2_correction",
        "panel_gene_count": 12,
        "measured_gene_count": 12,
        "median_logfc": -0.25367062,
        "significant_gene_count_fdr_0_05": 4,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "proteostasis_membrane",
        "program_label": "Proteostasis / membrane",
        "contrast": "dup2_9_correction",
        "panel_gene_count": 12,
        "measured_gene_count": 12,
        "median_logfc": -0.06349777,
        "significant_gene_count_fdr_0_05": 0,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      },
      {
        "program_id": "proteostasis_membrane",
        "program_label": "Proteostasis / membrane",
        "contrast": "dup8_9_correction",
        "panel_gene_count": 12,
        "measured_gene_count": 12,
        "median_logfc": 0.00504879,
        "significant_gene_count_fdr_0_05": 2,
        "interpretation": "descriptive project-panel shift; not formal pathway enrichment"
      }
    ],
    "interpretation": "The reference measures transcript changes after DMD-locus CRISPR correction. It is an orthogonal disease-correction benchmark, not evidence that a displayed candidate perturbation is therapeutic or causal."
  },
  "claim_boundary": "GSE293514 is a bounded human-myoblast fusion screen; GSE272233 is an orthogonal DMD-correction transcriptome reference; GSE52529 is an unperturbed, time-anchored myogenic trajectory reference; and GSE133344 is cross-cell-line CRISPRa/combination method calibration. None supplies direct independent DMD perturbation validation for the current 21 candidates, observed candidate-pair interactions, candidate overexpression responses in muscle, or perturbation-conditioned fate.",
  "gse293514": {
    "source_files": [
      {
        "file": "Supplementary_Data_2_MyoCRISPR_library.xlsx",
        "size_bytes": 988152,
        "sha256": "362806fb11b2798733bb54f8f34b4454f0870aa2de4e487ce7e5aebd20d3ee82",
        "role": "MyoCRISPR library membership"
      },
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        "file": "Supplementary_Data_5_fusion_hits.xlsx",
        "size_bytes": 774760,
        "sha256": "b362439cbec443265aa157c4630a9721d553d9d687fee1e7d1a5eed1374467e2",
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      },
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        "size_bytes": 15603,
        "sha256": "c3d425e8d577cf4fb7bfdf26591c74a540b98aac005a521624fe56aee4e5fea6",
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    "selected_candidate_summary": {
      "candidate_count": 21,
      "in_myo_crispr_library": 9,
      "not_in_myo_crispr_library": 12,
      "fusion_hits_fdr_lt_0_1": 0,
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    },
    "candidate_records": [
      {
        "gene": "ADAM10",
        "in_myo_crispr_library": true,
        "fusion_screen_assessed": true,
        "fusion_pos_lfc": -0.075195,
        "fusion_pos_fdr": 0.999999,
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        "external_context_state": "ASSESSED_NO_FUSION_HIT_AT_FDR_0_1",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "CALR",
        "in_myo_crispr_library": true,
        "fusion_screen_assessed": true,
        "fusion_pos_lfc": -0.065853,
        "fusion_pos_fdr": 0.999999,
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        "individually_validated_hit": false,
        "external_context_state": "ASSESSED_NO_FUSION_HIT_AT_FDR_0_1",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "CPEB1",
        "in_myo_crispr_library": false,
        "fusion_screen_assessed": false,
        "fusion_pos_lfc": null,
        "fusion_pos_fdr": null,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "NOT_INCLUDED_IN_MYOCRISPR_LIBRARY",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "DDX19B",
        "in_myo_crispr_library": true,
        "fusion_screen_assessed": true,
        "fusion_pos_lfc": 0.069099,
        "fusion_pos_fdr": 0.999999,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "ASSESSED_NO_FUSION_HIT_AT_FDR_0_1",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "DNAAF3",
        "in_myo_crispr_library": false,
        "fusion_screen_assessed": false,
        "fusion_pos_lfc": null,
        "fusion_pos_fdr": null,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "NOT_INCLUDED_IN_MYOCRISPR_LIBRARY",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "DNM1",
        "in_myo_crispr_library": false,
        "fusion_screen_assessed": false,
        "fusion_pos_lfc": null,
        "fusion_pos_fdr": null,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "NOT_INCLUDED_IN_MYOCRISPR_LIBRARY",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "EHMT2",
        "in_myo_crispr_library": false,
        "fusion_screen_assessed": false,
        "fusion_pos_lfc": null,
        "fusion_pos_fdr": null,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "NOT_INCLUDED_IN_MYOCRISPR_LIBRARY",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "EPS8L1",
        "in_myo_crispr_library": false,
        "fusion_screen_assessed": false,
        "fusion_pos_lfc": null,
        "fusion_pos_fdr": null,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "NOT_INCLUDED_IN_MYOCRISPR_LIBRARY",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "GFOD2",
        "in_myo_crispr_library": false,
        "fusion_screen_assessed": false,
        "fusion_pos_lfc": null,
        "fusion_pos_fdr": null,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "NOT_INCLUDED_IN_MYOCRISPR_LIBRARY",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "INTS13",
        "in_myo_crispr_library": false,
        "fusion_screen_assessed": false,
        "fusion_pos_lfc": null,
        "fusion_pos_fdr": null,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "NOT_INCLUDED_IN_MYOCRISPR_LIBRARY",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "LMO2",
        "in_myo_crispr_library": false,
        "fusion_screen_assessed": false,
        "fusion_pos_lfc": null,
        "fusion_pos_fdr": null,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "NOT_INCLUDED_IN_MYOCRISPR_LIBRARY",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "MON1A",
        "in_myo_crispr_library": true,
        "fusion_screen_assessed": true,
        "fusion_pos_lfc": -0.10707,
        "fusion_pos_fdr": 0.999999,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "ASSESSED_NO_FUSION_HIT_AT_FDR_0_1",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "MPHOSPH6",
        "in_myo_crispr_library": true,
        "fusion_screen_assessed": true,
        "fusion_pos_lfc": 0.37153,
        "fusion_pos_fdr": 0.77869,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "ASSESSED_NO_FUSION_HIT_AT_FDR_0_1",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "NAGLU",
        "in_myo_crispr_library": true,
        "fusion_screen_assessed": true,
        "fusion_pos_lfc": 0.061132,
        "fusion_pos_fdr": 0.685034,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "ASSESSED_NO_FUSION_HIT_AT_FDR_0_1",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "RAC3",
        "in_myo_crispr_library": false,
        "fusion_screen_assessed": false,
        "fusion_pos_lfc": null,
        "fusion_pos_fdr": null,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "NOT_INCLUDED_IN_MYOCRISPR_LIBRARY",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "RNASEH2C",
        "in_myo_crispr_library": true,
        "fusion_screen_assessed": true,
        "fusion_pos_lfc": 0.18037,
        "fusion_pos_fdr": 0.685016,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "ASSESSED_NO_FUSION_HIT_AT_FDR_0_1",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "RNF8",
        "in_myo_crispr_library": false,
        "fusion_screen_assessed": false,
        "fusion_pos_lfc": null,
        "fusion_pos_fdr": null,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "NOT_INCLUDED_IN_MYOCRISPR_LIBRARY",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "WDR4",
        "in_myo_crispr_library": true,
        "fusion_screen_assessed": true,
        "fusion_pos_lfc": -0.010262,
        "fusion_pos_fdr": 0.999999,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "ASSESSED_NO_FUSION_HIT_AT_FDR_0_1",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "ZFP69B",
        "in_myo_crispr_library": false,
        "fusion_screen_assessed": false,
        "fusion_pos_lfc": null,
        "fusion_pos_fdr": null,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "NOT_INCLUDED_IN_MYOCRISPR_LIBRARY",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "ZNF133",
        "in_myo_crispr_library": true,
        "fusion_screen_assessed": true,
        "fusion_pos_lfc": -0.003533,
        "fusion_pos_fdr": 0.999999,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "ASSESSED_NO_FUSION_HIT_AT_FDR_0_1",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      },
      {
        "gene": "ZNF236",
        "in_myo_crispr_library": false,
        "fusion_screen_assessed": false,
        "fusion_pos_lfc": null,
        "fusion_pos_fdr": null,
        "fusion_hit_fdr_lt_0_1": false,
        "individually_validated_hit": false,
        "external_context_state": "NOT_INCLUDED_IN_MYOCRISPR_LIBRARY",
        "interpretation": "human-myoblast fusion context only; not direct DMD candidate perturbation validation"
      }
    ],
    "interpretation": "The audit tests whether the 21 displayed candidates were included in the human-myoblast library and whether they met the publication's fusion-hit threshold. It does not test DMD rescue."
  },
  "gse52529": {
    "source": {
      "package": "HSMMSingleCell_1.32.0.tar.gz",
      "package_size_bytes": 16875752,
      "package_sha256": "e9a7f53dd27bc8034cfdc34b8aac33d2c56439e0e36a95422412aa41b05f23fc",
      "expression_object": "HSMM_expr_matrix.rda",
      "annotation_object": "HSMM_gene_annotation.rda",
      "sample_sheet_object": "HSMM_sample_sheet.rda"
    },
    "qc": {
      "feature_rows": 47192,
      "representative_gene_symbols": 46992,
      "cell_count": 271,
      "cells_by_physical_timepoint": {
        "0": 69,
        "24": 74,
        "48": 79,
        "72": 49
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      "cells_by_published_state": {
        "1": 99,
        "2": 129,
        "3": 43
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      "pseudotime_min": 0,
      "pseudotime_median": 45.04439887,
      "pseudotime_max": 76.65415946,
      "candidate_genes_measured": 20,
      "candidate_genes_total": 21
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    "candidate_records": [
      {
        "gene": "ADAM10",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000137845.10",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 265,
        "detected_fraction_gt_0": 0.97785978,
        "overall_mean_fpkm": 33.99613648,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": 0.51360317,
        "pseudotime_spearman_rho": 0.10573881,
        "pseudotime_spearman_p": 0.08229746,
        "physical_time_kruskal_wallis_p": 0.01040609,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 19.79135986,
            "median_fpkm": 15.3611,
            "mean_log1p_fpkm": 2.70495072
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_fpkm": 42.9995621,
            "median_fpkm": 26.7802,
            "mean_log1p_fpkm": 3.13894598
          },
          {
            "hours": 48,
            "cell_count": 79,
            "mean_fpkm": 41.50407899,
            "median_fpkm": 30.1722,
            "mean_log1p_fpkm": 3.13697187
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_fpkm": 28.29712898,
            "median_fpkm": 18.0358,
            "mean_log1p_fpkm": 2.87821727
          }
        ],
        "pseudotime_profile": [
          {
            "bin": 1,
            "cell_count": 27,
            "median_pseudotime": 9.02226494,
            "mean_log1p_fpkm": 2.79057486
          },
          {
            "bin": 2,
            "cell_count": 27,
            "median_pseudotime": 19.3990258,
            "mean_log1p_fpkm": 2.72814578
          },
          {
            "bin": 3,
            "cell_count": 27,
            "median_pseudotime": 31.88462671,
            "mean_log1p_fpkm": 2.72916878
          },
          {
            "bin": 4,
            "cell_count": 27,
            "median_pseudotime": 41.82137577,
            "mean_log1p_fpkm": 3.35355625
          },
          {
            "bin": 5,
            "cell_count": 27,
            "median_pseudotime": 44.08333053,
            "mean_log1p_fpkm": 3.18906
          },
          {
            "bin": 6,
            "cell_count": 27,
            "median_pseudotime": 46.16188448,
            "mean_log1p_fpkm": 3.17212527
          },
          {
            "bin": 7,
            "cell_count": 27,
            "median_pseudotime": 50.61779133,
            "mean_log1p_fpkm": 3.06039478
          },
          {
            "bin": 8,
            "cell_count": 27,
            "median_pseudotime": 57.09142445,
            "mean_log1p_fpkm": 2.39226087
          },
          {
            "bin": 9,
            "cell_count": 27,
            "median_pseudotime": 63.9866916,
            "mean_log1p_fpkm": 3.10458352
          },
          {
            "bin": 10,
            "cell_count": 28,
            "median_pseudotime": 73.10195975,
            "mean_log1p_fpkm": 3.27644761
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.19545648,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.02824511,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "CALR",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000179218.8",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 271,
        "detected_fraction_gt_0": 1,
        "overall_mean_fpkm": 137.04550756,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": -0.57455099,
        "pseudotime_spearman_rho": 0.08676531,
        "pseudotime_spearman_p": 0.1543242,
        "physical_time_kruskal_wallis_p": 1.03542605e-08,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 132.54667754,
            "median_fpkm": 128.54,
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          {
            "hours": 24,
            "cell_count": 74,
            "mean_fpkm": 152.82966351,
            "median_fpkm": 138.737,
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          {
            "hours": 48,
            "cell_count": 79,
            "mean_fpkm": 156.00769494,
            "median_fpkm": 140.007,
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          {
            "hours": 72,
            "cell_count": 49,
            "mean_fpkm": 88.97160816,
            "median_fpkm": 72.9151,
            "mean_log1p_fpkm": 4.30858799
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        ],
        "pseudotime_profile": [
          {
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            "mean_log1p_fpkm": 4.75490627
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          {
            "bin": 2,
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          {
            "bin": 3,
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          {
            "bin": 4,
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          {
            "bin": 5,
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          {
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            "mean_log1p_fpkm": 4.83886601
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          {
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          {
            "bin": 8,
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          {
            "bin": 9,
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          {
            "bin": 10,
            "cell_count": 28,
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.24434664,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 1.96730949e-07,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "CPEB1",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000214575.5",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 16,
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        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": -0.91154148,
        "pseudotime_spearman_rho": -0.02239986,
        "pseudotime_spearman_p": 0.71355203,
        "physical_time_kruskal_wallis_p": 0.20200418,
        "time_profile": [
          {
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            "cell_count": 69,
            "mean_fpkm": 0.42011116,
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          {
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          {
            "hours": 48,
            "cell_count": 79,
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          {
            "hours": 72,
            "cell_count": 49,
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            "mean_log1p_fpkm": 0.06432559
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        ],
        "pseudotime_profile": [
          {
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          {
            "bin": 2,
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          {
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          {
            "bin": 4,
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          {
            "bin": 5,
            "cell_count": 27,
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          {
            "bin": 6,
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          {
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          {
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          {
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          {
            "bin": 10,
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.84734303,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.27414853,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "DDX19B",
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        "representative_ensembl_feature": "ENSG00000157349.11",
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        "detected_cells_gt_0": 153,
        "detected_fraction_gt_0": 0.56457565,
        "overall_mean_fpkm": 10.93480133,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": -0.57097177,
        "pseudotime_spearman_rho": -0.09632341,
        "pseudotime_spearman_p": 0.11364169,
        "physical_time_kruskal_wallis_p": 0.15012099,
        "time_profile": [
          {
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            "median_fpkm": 3.10425,
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          {
            "hours": 24,
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          {
            "hours": 48,
            "cell_count": 79,
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            "median_fpkm": 0.314919,
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          {
            "hours": 72,
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        ],
        "pseudotime_profile": [
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            "mean_log1p_fpkm": 1.47202823
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          {
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          {
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          {
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          {
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          {
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          {
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          {
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.21591921,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.2592999,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "DNAAF3",
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        "representative_ensembl_feature": "ENSG00000167646.9",
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        "detected_cells_gt_0": 1,
        "detected_fraction_gt_0": 0.00369004,
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        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": -2.33776486,
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        "pseudotime_spearman_p": 0.12846488,
        "physical_time_kruskal_wallis_p": 0.40293313,
        "time_profile": [
          {
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          {
            "hours": 24,
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          {
            "hours": 48,
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          {
            "hours": 72,
            "cell_count": 49,
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        ],
        "pseudotime_profile": [
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          {
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          {
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          {
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          {
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          {
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          {
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          {
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          {
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          {
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.22189389,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.4253183,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "DNM1",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000106976.14",
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        "detected_cells_gt_0": 26,
        "detected_fraction_gt_0": 0.09594096,
        "overall_mean_fpkm": 0.08341871,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": 0.6269278,
        "pseudotime_spearman_rho": -0.00405565,
        "pseudotime_spearman_p": 0.94701475,
        "physical_time_kruskal_wallis_p": 1.03372513e-07,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 0.00119026,
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          {
            "hours": 24,
            "cell_count": 74,
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          {
            "hours": 48,
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          {
            "hours": 72,
            "cell_count": 49,
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            "mean_log1p_fpkm": 0.05087618
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        ],
        "pseudotime_profile": [
          {
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            "mean_log1p_fpkm": 0.01413386
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          {
            "bin": 2,
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          {
            "bin": 3,
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          {
            "bin": 4,
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          {
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          {
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          {
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          {
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          {
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          {
            "bin": 10,
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.98808617,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 9.82038877e-07,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "EHMT2",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000204371.7",
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        "detected_cells_gt_0": 148,
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        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": -0.25131168,
        "pseudotime_spearman_rho": -0.00091129,
        "pseudotime_spearman_p": 0.98808617,
        "physical_time_kruskal_wallis_p": 7.1685762e-06,
        "time_profile": [
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            "median_fpkm": 0.0932865,
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          {
            "hours": 24,
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          {
            "hours": 48,
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          {
            "hours": 72,
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        ],
        "pseudotime_profile": [
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          {
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          {
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          {
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          {
            "bin": 5,
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          {
            "bin": 6,
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          {
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          {
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          {
            "bin": 9,
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          {
            "bin": 10,
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.98808617,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.00003405,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "EPS8L1",
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        "representative_ensembl_feature": "ENSG00000131037.10",
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        "detected_cells_gt_0": 53,
        "detected_fraction_gt_0": 0.19557196,
        "overall_mean_fpkm": 6.00596172,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": 4.22504947,
        "pseudotime_spearman_rho": 0.18118933,
        "pseudotime_spearman_p": 0.00275541,
        "physical_time_kruskal_wallis_p": 0.00187556,
        "time_profile": [
          {
            "hours": 0,
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            "median_fpkm": 0,
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          {
            "hours": 24,
            "cell_count": 74,
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          {
            "hours": 48,
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          {
            "hours": 72,
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        ],
        "pseudotime_profile": [
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          {
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          {
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          {
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          {
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          {
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            "cell_count": 27,
            "median_pseudotime": 46.16188448,
            "mean_log1p_fpkm": 0.10972858
          },
          {
            "bin": 7,
            "cell_count": 27,
            "median_pseudotime": 50.61779133,
            "mean_log1p_fpkm": 0.33388027
          },
          {
            "bin": 8,
            "cell_count": 27,
            "median_pseudotime": 57.09142445,
            "mean_log1p_fpkm": 0.91375928
          },
          {
            "bin": 9,
            "cell_count": 27,
            "median_pseudotime": 63.9866916,
            "mean_log1p_fpkm": 1.06067209
          },
          {
            "bin": 10,
            "cell_count": 28,
            "median_pseudotime": 73.10195975,
            "mean_log1p_fpkm": 1.13463104
          }
        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.01834889,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.00712712,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "GFOD2",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000141098.8",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 81,
        "detected_fraction_gt_0": 0.29889299,
        "overall_mean_fpkm": 2.53516432,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": 0.78197837,
        "pseudotime_spearman_rho": -0.055672,
        "pseudotime_spearman_p": 0.36126948,
        "physical_time_kruskal_wallis_p": 2.30076625e-07,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 1.60346549,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.39689095
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_fpkm": 1.45647555,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.25593139
          },
          {
            "hours": 48,
            "cell_count": 79,
            "mean_fpkm": 4.17703739,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.42009395
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_fpkm": 2.82908709,
            "median_fpkm": 0.345698,
            "mean_log1p_fpkm": 0.66420691
          }
        ],
        "pseudotime_profile": [
          {
            "bin": 1,
            "cell_count": 27,
            "median_pseudotime": 9.02226494,
            "mean_log1p_fpkm": 0.52330282
          },
          {
            "bin": 2,
            "cell_count": 27,
            "median_pseudotime": 19.3990258,
            "mean_log1p_fpkm": 0.5023675
          },
          {
            "bin": 3,
            "cell_count": 27,
            "median_pseudotime": 31.88462671,
            "mean_log1p_fpkm": 0.36262099
          },
          {
            "bin": 4,
            "cell_count": 27,
            "median_pseudotime": 41.82137577,
            "mean_log1p_fpkm": 0.56114897
          },
          {
            "bin": 5,
            "cell_count": 27,
            "median_pseudotime": 44.08333053,
            "mean_log1p_fpkm": 0.43027109
          },
          {
            "bin": 6,
            "cell_count": 27,
            "median_pseudotime": 46.16188448,
            "mean_log1p_fpkm": 0.09847926
          },
          {
            "bin": 7,
            "cell_count": 27,
            "median_pseudotime": 50.61779133,
            "mean_log1p_fpkm": 0.77002485
          },
          {
            "bin": 8,
            "cell_count": 27,
            "median_pseudotime": 57.09142445,
            "mean_log1p_fpkm": 0.49391383
          },
          {
            "bin": 9,
            "cell_count": 27,
            "median_pseudotime": 63.9866916,
            "mean_log1p_fpkm": 0.27782881
          },
          {
            "bin": 10,
            "cell_count": 28,
            "median_pseudotime": 73.10195975,
            "mean_log1p_fpkm": 0.12568177
          }
        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.52800924,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 1.45715196e-06,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "INTS13",
        "measured": false,
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "interpretation": "Gene symbol was not present in the curated HSMMSingleCell annotation; no trajectory reference is emitted."
      },
      {
        "gene": "LMO2",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000135363.7",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 1,
        "detected_fraction_gt_0": 0.00369004,
        "overall_mean_fpkm": 0.00863373,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": -0.42125589,
        "pseudotime_spearman_rho": -0.09724167,
        "pseudotime_spearman_p": 0.11022384,
        "physical_time_kruskal_wallis_p": 0.40293313,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 0.03390928,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.01747671
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_fpkm": 0,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0
          },
          {
            "hours": 48,
            "cell_count": 79,
            "mean_fpkm": 0,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_fpkm": 0,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0
          }
        ],
        "pseudotime_profile": [
          {
            "bin": 1,
            "cell_count": 27,
            "median_pseudotime": 9.02226494,
            "mean_log1p_fpkm": 0.0446627
          },
          {
            "bin": 2,
            "cell_count": 27,
            "median_pseudotime": 19.3990258,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 3,
            "cell_count": 27,
            "median_pseudotime": 31.88462671,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 4,
            "cell_count": 27,
            "median_pseudotime": 41.82137577,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 5,
            "cell_count": 27,
            "median_pseudotime": 44.08333053,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 6,
            "cell_count": 27,
            "median_pseudotime": 46.16188448,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 7,
            "cell_count": 27,
            "median_pseudotime": 50.61779133,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 8,
            "cell_count": 27,
            "median_pseudotime": 57.09142445,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 9,
            "cell_count": 27,
            "median_pseudotime": 63.9866916,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 10,
            "cell_count": 28,
            "median_pseudotime": 73.10195975,
            "mean_log1p_fpkm": 0
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.21591921,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.4253183,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "MON1A",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000164077.9",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 58,
        "detected_fraction_gt_0": 0.21402214,
        "overall_mean_fpkm": 1.69594649,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": 0.45349461,
        "pseudotime_spearman_rho": -0.01860229,
        "pseudotime_spearman_p": 0.76048561,
        "physical_time_kruskal_wallis_p": 0.28509957,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 2.01348628,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.34521114
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_fpkm": 1.77436673,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.16653842
          },
          {
            "hours": 48,
            "cell_count": 79,
            "mean_fpkm": 0.66400578,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.21166557
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_fpkm": 2.79410918,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.5118543
          }
        ],
        "pseudotime_profile": [
          {
            "bin": 1,
            "cell_count": 27,
            "median_pseudotime": 9.02226494,
            "mean_log1p_fpkm": 0.57502389
          },
          {
            "bin": 2,
            "cell_count": 27,
            "median_pseudotime": 19.3990258,
            "mean_log1p_fpkm": 0.02800953
          },
          {
            "bin": 3,
            "cell_count": 27,
            "median_pseudotime": 31.88462671,
            "mean_log1p_fpkm": 0.42735991
          },
          {
            "bin": 4,
            "cell_count": 27,
            "median_pseudotime": 41.82137577,
            "mean_log1p_fpkm": 0.36403418
          },
          {
            "bin": 5,
            "cell_count": 27,
            "median_pseudotime": 44.08333053,
            "mean_log1p_fpkm": 0.43967946
          },
          {
            "bin": 6,
            "cell_count": 27,
            "median_pseudotime": 46.16188448,
            "mean_log1p_fpkm": 0.21211118
          },
          {
            "bin": 7,
            "cell_count": 27,
            "median_pseudotime": 50.61779133,
            "mean_log1p_fpkm": 0.27034135
          },
          {
            "bin": 8,
            "cell_count": 27,
            "median_pseudotime": 57.09142445,
            "mean_log1p_fpkm": 0.28961351
          },
          {
            "bin": 9,
            "cell_count": 27,
            "median_pseudotime": 63.9866916,
            "mean_log1p_fpkm": 0.19199914
          },
          {
            "bin": 10,
            "cell_count": 28,
            "median_pseudotime": 73.10195975,
            "mean_log1p_fpkm": 0.08554303
          }
        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.84995451,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.33855573,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "MPHOSPH6",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000135698.5",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 191,
        "detected_fraction_gt_0": 0.70479705,
        "overall_mean_fpkm": 28.86078979,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": -0.45542811,
        "pseudotime_spearman_rho": -0.12193511,
        "pseudotime_spearman_p": 0.04490789,
        "physical_time_kruskal_wallis_p": 0.18837539,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 30.82872803,
            "median_fpkm": 20.8343,
            "mean_log1p_fpkm": 2.57249316
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_fpkm": 33.27023207,
            "median_fpkm": 5.836225,
            "mean_log1p_fpkm": 2.07710354
          },
          {
            "hours": 48,
            "cell_count": 79,
            "mean_fpkm": 26.98410615,
            "median_fpkm": 2.89955,
            "mean_log1p_fpkm": 1.89109175
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_fpkm": 22.45612735,
            "median_fpkm": 9.82138,
            "mean_log1p_fpkm": 2.08796072
          }
        ],
        "pseudotime_profile": [
          {
            "bin": 1,
            "cell_count": 27,
            "median_pseudotime": 9.02226494,
            "mean_log1p_fpkm": 3.08990516
          },
          {
            "bin": 2,
            "cell_count": 27,
            "median_pseudotime": 19.3990258,
            "mean_log1p_fpkm": 2.73017709
          },
          {
            "bin": 3,
            "cell_count": 27,
            "median_pseudotime": 31.88462671,
            "mean_log1p_fpkm": 2.15072028
          },
          {
            "bin": 4,
            "cell_count": 27,
            "median_pseudotime": 41.82137577,
            "mean_log1p_fpkm": 2.21301992
          },
          {
            "bin": 5,
            "cell_count": 27,
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            "mean_log1p_fpkm": 1.81381275
          },
          {
            "bin": 6,
            "cell_count": 27,
            "median_pseudotime": 46.16188448,
            "mean_log1p_fpkm": 1.35701387
          },
          {
            "bin": 7,
            "cell_count": 27,
            "median_pseudotime": 50.61779133,
            "mean_log1p_fpkm": 1.6531733
          },
          {
            "bin": 8,
            "cell_count": 27,
            "median_pseudotime": 57.09142445,
            "mean_log1p_fpkm": 2.25554566
          },
          {
            "bin": 9,
            "cell_count": 27,
            "median_pseudotime": 63.9866916,
            "mean_log1p_fpkm": 1.71237936
          },
          {
            "bin": 10,
            "cell_count": 28,
            "median_pseudotime": 73.10195975,
            "mean_log1p_fpkm": 2.5203155
          }
        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.14220831,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.27414853,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "NAGLU",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000108784.5",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 42,
        "detected_fraction_gt_0": 0.15498155,
        "overall_mean_fpkm": 0.92402156,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": -0.00488155,
        "pseudotime_spearman_rho": 0.02909939,
        "pseudotime_spearman_p": 0.63341686,
        "physical_time_kruskal_wallis_p": 0.60779782,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 0.81778426,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.19730024
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_fpkm": 0.38778793,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.14418266
          },
          {
            "hours": 48,
            "cell_count": 79,
            "mean_fpkm": 1.58692284,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.29375321
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_fpkm": 0.81468406,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.17609166
          }
        ],
        "pseudotime_profile": [
          {
            "bin": 1,
            "cell_count": 27,
            "median_pseudotime": 9.02226494,
            "mean_log1p_fpkm": 0.10701441
          },
          {
            "bin": 2,
            "cell_count": 27,
            "median_pseudotime": 19.3990258,
            "mean_log1p_fpkm": 0.175253
          },
          {
            "bin": 3,
            "cell_count": 27,
            "median_pseudotime": 31.88462671,
            "mean_log1p_fpkm": 0.21042623
          },
          {
            "bin": 4,
            "cell_count": 27,
            "median_pseudotime": 41.82137577,
            "mean_log1p_fpkm": 0.20497936
          },
          {
            "bin": 5,
            "cell_count": 27,
            "median_pseudotime": 44.08333053,
            "mean_log1p_fpkm": 0.21189825
          },
          {
            "bin": 6,
            "cell_count": 27,
            "median_pseudotime": 46.16188448,
            "mean_log1p_fpkm": 0.17996016
          },
          {
            "bin": 7,
            "cell_count": 27,
            "median_pseudotime": 50.61779133,
            "mean_log1p_fpkm": 0.08309807
          },
          {
            "bin": 8,
            "cell_count": 27,
            "median_pseudotime": 57.09142445,
            "mean_log1p_fpkm": 0.33336709
          },
          {
            "bin": 9,
            "cell_count": 27,
            "median_pseudotime": 63.9866916,
            "mean_log1p_fpkm": 0.26038593
          },
          {
            "bin": 10,
            "cell_count": 28,
            "median_pseudotime": 73.10195975,
            "mean_log1p_fpkm": 0.30092504
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.80232802,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.60779782,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "RAC3",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000169750.4",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 0,
        "detected_fraction_gt_0": 0,
        "overall_mean_fpkm": 0,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": 0,
        "pseudotime_spearman_rho": null,
        "pseudotime_spearman_p": null,
        "physical_time_kruskal_wallis_p": null,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 0,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_fpkm": 0,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0
          },
          {
            "hours": 48,
            "cell_count": 79,
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            "median_fpkm": 0,
            "mean_log1p_fpkm": 0
          },
          {
            "hours": 72,
            "cell_count": 49,
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            "median_fpkm": 0,
            "mean_log1p_fpkm": 0
          }
        ],
        "pseudotime_profile": [
          {
            "bin": 1,
            "cell_count": 27,
            "median_pseudotime": 9.02226494,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 2,
            "cell_count": 27,
            "median_pseudotime": 19.3990258,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 3,
            "cell_count": 27,
            "median_pseudotime": 31.88462671,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 4,
            "cell_count": 27,
            "median_pseudotime": 41.82137577,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 5,
            "cell_count": 27,
            "median_pseudotime": 44.08333053,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 6,
            "cell_count": 27,
            "median_pseudotime": 46.16188448,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 7,
            "cell_count": 27,
            "median_pseudotime": 50.61779133,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 8,
            "cell_count": 27,
            "median_pseudotime": 57.09142445,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 9,
            "cell_count": 27,
            "median_pseudotime": 63.9866916,
            "mean_log1p_fpkm": 0
          },
          {
            "bin": 10,
            "cell_count": 28,
            "median_pseudotime": 73.10195975,
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": null,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": null,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "RNASEH2C",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000172922.4",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 210,
        "detected_fraction_gt_0": 0.77490775,
        "overall_mean_fpkm": 10.07903629,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": 0.56865443,
        "pseudotime_spearman_rho": -0.18027603,
        "pseudotime_spearman_p": 0.00289719,
        "physical_time_kruskal_wallis_p": 0.07561696,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 8.08714705,
            "median_fpkm": 5.01701,
            "mean_log1p_fpkm": 1.57698868
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_fpkm": 8.23966926,
            "median_fpkm": 1.57829,
            "mean_log1p_fpkm": 1.33452089
          },
          {
            "hours": 48,
            "cell_count": 79,
            "mean_fpkm": 12.32378143,
            "median_fpkm": 3.61144,
            "mean_log1p_fpkm": 1.6670169
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_fpkm": 12.04268224,
            "median_fpkm": 7.24647,
            "mean_log1p_fpkm": 1.92091938
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        ],
        "pseudotime_profile": [
          {
            "bin": 1,
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            "median_pseudotime": 9.02226494,
            "mean_log1p_fpkm": 2.02777114
          },
          {
            "bin": 2,
            "cell_count": 27,
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          {
            "bin": 3,
            "cell_count": 27,
            "median_pseudotime": 31.88462671,
            "mean_log1p_fpkm": 1.6258745
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          {
            "bin": 4,
            "cell_count": 27,
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          {
            "bin": 5,
            "cell_count": 27,
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          {
            "bin": 6,
            "cell_count": 27,
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          {
            "bin": 7,
            "cell_count": 27,
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          {
            "bin": 8,
            "cell_count": 27,
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          },
          {
            "bin": 9,
            "cell_count": 27,
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          {
            "bin": 10,
            "cell_count": 28,
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.01834889,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.1596358,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
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      {
        "gene": "RNF8",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000112130.12",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 107,
        "detected_fraction_gt_0": 0.39483395,
        "overall_mean_fpkm": 4.64000889,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": 0.64664912,
        "pseudotime_spearman_rho": -0.11048828,
        "pseudotime_spearman_p": 0.06936683,
        "physical_time_kruskal_wallis_p": 0.01029588,
        "time_profile": [
          {
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            "cell_count": 69,
            "mean_fpkm": 3.02748946,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.70269726
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          {
            "hours": 24,
            "cell_count": 74,
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            "median_fpkm": 0,
            "mean_log1p_fpkm": 1.02118759
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          {
            "hours": 48,
            "cell_count": 79,
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            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.49953023
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_fpkm": 4.79617167,
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            "mean_log1p_fpkm": 0.86698479
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        ],
        "pseudotime_profile": [
          {
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          {
            "bin": 2,
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          {
            "bin": 3,
            "cell_count": 27,
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          {
            "bin": 4,
            "cell_count": 27,
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          {
            "bin": 5,
            "cell_count": 27,
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          {
            "bin": 6,
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          {
            "bin": 7,
            "cell_count": 27,
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          {
            "bin": 8,
            "cell_count": 27,
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          {
            "bin": 9,
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            "median_pseudotime": 63.9866916,
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          {
            "bin": 10,
            "cell_count": 28,
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.18828138,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.02824511,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "WDR4",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000160193.7",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 66,
        "detected_fraction_gt_0": 0.24354244,
        "overall_mean_fpkm": 1.80239488,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": -2.03853874,
        "pseudotime_spearman_rho": -0.2146744,
        "pseudotime_spearman_p": 0.00037193,
        "physical_time_kruskal_wallis_p": 0.03518274,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 3.43193523,
            "median_fpkm": 0,
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          {
            "hours": 24,
            "cell_count": 74,
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          {
            "hours": 48,
            "cell_count": 79,
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            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.23362539
          },
          {
            "hours": 72,
            "cell_count": 49,
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            "mean_log1p_fpkm": 0.33096841
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        ],
        "pseudotime_profile": [
          {
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            "mean_log1p_fpkm": 0.30583657
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          {
            "bin": 2,
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          {
            "bin": 3,
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          {
            "bin": 4,
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          {
            "bin": 5,
            "cell_count": 27,
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          {
            "bin": 6,
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          {
            "bin": 7,
            "cell_count": 27,
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          {
            "bin": 8,
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          {
            "bin": 9,
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          {
            "bin": 10,
            "cell_count": 28,
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.00706676,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.083559,
        "trajectory_state": "decreases_along_published_pseudotime"
      },
      {
        "gene": "ZFP69B",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000187801.10",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 24,
        "detected_fraction_gt_0": 0.08856089,
        "overall_mean_fpkm": 1.52584143,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": 1.77443151,
        "pseudotime_spearman_rho": -0.17103911,
        "pseudotime_spearman_p": 0.00475055,
        "physical_time_kruskal_wallis_p": 0.10451214,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 1.17982805,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.25251622
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          {
            "hours": 24,
            "cell_count": 74,
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          {
            "hours": 48,
            "cell_count": 79,
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            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.16121097
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          {
            "hours": 72,
            "cell_count": 49,
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            "mean_log1p_fpkm": 0.3479682
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        ],
        "pseudotime_profile": [
          {
            "bin": 1,
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            "mean_log1p_fpkm": 0.44459837
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          {
            "bin": 2,
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          {
            "bin": 3,
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            "mean_log1p_fpkm": 0.13886301
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          {
            "bin": 4,
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          {
            "bin": 5,
            "cell_count": 27,
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          {
            "bin": 6,
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          {
            "bin": 7,
            "cell_count": 27,
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          {
            "bin": 8,
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          {
            "bin": 9,
            "cell_count": 27,
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          {
            "bin": 10,
            "cell_count": 28,
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.0225651,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.19857306,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "ZNF133",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000125846.11",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 70,
        "detected_fraction_gt_0": 0.25830258,
        "overall_mean_fpkm": 3.20798306,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": -0.03481638,
        "pseudotime_spearman_rho": -0.02935485,
        "pseudotime_spearman_p": 0.63043703,
        "physical_time_kruskal_wallis_p": 0.18364261,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 2.20353806,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.41552225
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          {
            "hours": 24,
            "cell_count": 74,
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            "median_fpkm": 0,
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          {
            "hours": 48,
            "cell_count": 79,
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            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.39655446
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          {
            "hours": 72,
            "cell_count": 49,
            "mean_fpkm": 2.14861249,
            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.4903935
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        ],
        "pseudotime_profile": [
          {
            "bin": 1,
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            "median_pseudotime": 9.02226494,
            "mean_log1p_fpkm": 0.31640286
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          {
            "bin": 2,
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            "mean_log1p_fpkm": 0.56224916
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          {
            "bin": 3,
            "cell_count": 27,
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          {
            "bin": 4,
            "cell_count": 27,
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          {
            "bin": 5,
            "cell_count": 27,
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          {
            "bin": 6,
            "cell_count": 27,
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          {
            "bin": 7,
            "cell_count": 27,
            "median_pseudotime": 50.61779133,
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          {
            "bin": 8,
            "cell_count": 27,
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            "mean_log1p_fpkm": 0.64637092
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          {
            "bin": 9,
            "cell_count": 27,
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            "mean_log1p_fpkm": 0.37204345
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          {
            "bin": 10,
            "cell_count": 28,
            "median_pseudotime": 73.10195975,
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.80232802,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.27414853,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      },
      {
        "gene": "ZNF236",
        "measured": true,
        "representative_ensembl_feature": "ENSG00000130856.11",
        "representative_feature_rule": "highest_mean_fpkm_row_per_gene_symbol",
        "detected_cells_gt_0": 127,
        "detected_fraction_gt_0": 0.46863469,
        "overall_mean_fpkm": 3.41568087,
        "physical_time_log2_ratio_72h_vs_0h_pseudocount_0_1": 1.25030112,
        "pseudotime_spearman_rho": -0.16206425,
        "pseudotime_spearman_p": 0.00751141,
        "physical_time_kruskal_wallis_p": 0.24145643,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_fpkm": 1.41373969,
            "median_fpkm": 0.0502515,
            "mean_log1p_fpkm": 0.50008631
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          {
            "hours": 24,
            "cell_count": 74,
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            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.5276825
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          {
            "hours": 48,
            "cell_count": 79,
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            "median_fpkm": 0,
            "mean_log1p_fpkm": 0.68951035
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          {
            "hours": 72,
            "cell_count": 49,
            "mean_fpkm": 3.50105156,
            "median_fpkm": 0.304452,
            "mean_log1p_fpkm": 0.76318423
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        ],
        "pseudotime_profile": [
          {
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            "mean_log1p_fpkm": 0.32257669
          },
          {
            "bin": 2,
            "cell_count": 27,
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            "mean_log1p_fpkm": 0.64997691
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          {
            "bin": 3,
            "cell_count": 27,
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            "mean_log1p_fpkm": 0.46281663
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          {
            "bin": 4,
            "cell_count": 27,
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            "mean_log1p_fpkm": 1.23826713
          },
          {
            "bin": 5,
            "cell_count": 27,
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            "mean_log1p_fpkm": 0.85690526
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          {
            "bin": 6,
            "cell_count": 27,
            "median_pseudotime": 46.16188448,
            "mean_log1p_fpkm": 0.57994334
          },
          {
            "bin": 7,
            "cell_count": 27,
            "median_pseudotime": 50.61779133,
            "mean_log1p_fpkm": 0.44015146
          },
          {
            "bin": 8,
            "cell_count": 27,
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            "mean_log1p_fpkm": 0.60064821
          },
          {
            "bin": 9,
            "cell_count": 27,
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            "mean_log1p_fpkm": 0.5330134
          },
          {
            "bin": 10,
            "cell_count": 28,
            "median_pseudotime": 73.10195975,
            "mean_log1p_fpkm": 0.42663328
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        ],
        "interpretation": "Descriptive expression trajectory in unperturbed differentiating human primary skeletal myoblasts; not a perturbation response.",
        "pseudotime_spearman_fdr_among_21_candidates": 0.02854336,
        "physical_time_kruskal_wallis_fdr_among_21_candidates": 0.30584481,
        "trajectory_state": "no_strong_monotonic_pseudotime_association"
      }
    ],
    "program_records": [
      {
        "program_id": "myogenic_contractile",
        "program_label": "Myogenic / contractile",
        "panel_gene_count": 17,
        "measured_gene_count": 17,
        "measured_genes": ["ACTA1", "ACTN2", "CAV3", "CKM", "DES", "MEF2C", "MYH1", "MYH2", "MYH3", "MYH7", "MYLPF", "MYOD1", "MYOG", "NCAM1", "PAX7", "TNNC1", "TNNC2"],
        "pseudotime_spearman_rho": 0.62990255,
        "pseudotime_spearman_p": 2.28685169e-31,
        "physical_time_kruskal_wallis_p": 0.00024458,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_z_score": -0.29020775
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_z_score": -0.00164418
          },
          {
            "hours": 48,
            "cell_count": 79,
            "mean_z_score": 0.11032377
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_z_score": 0.23327401
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        ],
        "interpretation": "Mean per-gene z-score for the frozen project panel in unperturbed myogenic differentiation; descriptive only, not enrichment.",
        "pseudotime_spearman_fdr_across_six_panels": 1.37211101e-30,
        "physical_time_kruskal_wallis_fdr_across_six_panels": 0.0002935
      },
      {
        "program_id": "ecm_fibrotic",
        "program_label": "ECM / fibrotic",
        "panel_gene_count": 16,
        "measured_gene_count": 16,
        "measured_genes": ["COL1A1", "COL1A2", "COL3A1", "COL6A1", "COL6A2", "COL6A3", "COMP", "CTHRC1", "DCN", "FN1", "LUM", "MMP2", "MMP9", "SPP1", "TGFBI", "TIMP1"],
        "pseudotime_spearman_rho": -0.10698394,
        "pseudotime_spearman_p": 0.07873286,
        "physical_time_kruskal_wallis_p": 5.8152785e-07,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_z_score": -0.21092108
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_z_score": -0.00906232
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          {
            "hours": 48,
            "cell_count": 79,
            "mean_z_score": 0.0924469
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_z_score": 0.16165022
          }
        ],
        "interpretation": "Mean per-gene z-score for the frozen project panel in unperturbed myogenic differentiation; descriptive only, not enrichment.",
        "pseudotime_spearman_fdr_across_six_panels": 0.09447943,
        "physical_time_kruskal_wallis_fdr_across_six_panels": 8.72291774e-07
      },
      {
        "program_id": "inflammatory_stress",
        "program_label": "Inflammatory / stress",
        "panel_gene_count": 15,
        "measured_gene_count": 15,
        "measured_genes": ["C3", "DDIT4", "HSPA1A", "IFI30", "IFIT1", "IFITM3", "IL6", "IRF1", "ISG15", "LITAF", "PYCARD", "SERPINA1", "SERPINA3", "SOD2", "STAT1"],
        "pseudotime_spearman_rho": -0.06918277,
        "pseudotime_spearman_p": 0.25638031,
        "physical_time_kruskal_wallis_p": 6.21390898e-09,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_z_score": -0.18718838
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_z_score": -0.00321041
          },
          {
            "hours": 48,
            "cell_count": 79,
            "mean_z_score": 0.07015375
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_z_score": 0.15533515
          }
        ],
        "interpretation": "Mean per-gene z-score for the frozen project panel in unperturbed myogenic differentiation; descriptive only, not enrichment.",
        "pseudotime_spearman_fdr_across_six_panels": 0.25638031,
        "physical_time_kruskal_wallis_fdr_across_six_panels": 1.2427818e-08
      },
      {
        "program_id": "cell_cycle",
        "program_label": "Cell cycle / proliferation",
        "panel_gene_count": 11,
        "measured_gene_count": 11,
        "measured_genes": ["BIRC5", "CCNB1", "CDC20", "CDK1", "CENPF", "MKI67", "PTTG1", "STMN1", "TOP2A", "TUBA1B", "TUBB"],
        "pseudotime_spearman_rho": -0.38843728,
        "pseudotime_spearman_p": 3.42642733e-11,
        "physical_time_kruskal_wallis_p": 4.74736599e-10,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_z_score": 0.56386628
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_z_score": -0.21206207
          },
          {
            "hours": 48,
            "cell_count": 79,
            "mean_z_score": -0.27701257
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_z_score": -0.02714668
          }
        ],
        "interpretation": "Mean per-gene z-score for the frozen project panel in unperturbed myogenic differentiation; descriptive only, not enrichment.",
        "pseudotime_spearman_fdr_across_six_panels": 6.85285466e-11,
        "physical_time_kruskal_wallis_fdr_across_six_panels": 1.4242098e-09
      },
      {
        "program_id": "metabolic_secretory",
        "program_label": "Metabolic / secretory",
        "panel_gene_count": 11,
        "measured_gene_count": 10,
        "measured_genes": ["ALB", "APOA1", "APOA2", "APOE", "FABP3", "FDFT1", "GPX3", "IGFBP1", "MLXIPL", "RBP4"],
        "pseudotime_spearman_rho": 0.32818214,
        "pseudotime_spearman_p": 3.17420711e-08,
        "physical_time_kruskal_wallis_p": 5.64918393e-19,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_z_score": -0.2395636
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_z_score": 0.04698945
          },
          {
            "hours": 48,
            "cell_count": 79,
            "mean_z_score": 0.04443941
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_z_score": 0.19473379
          }
        ],
        "interpretation": "Mean per-gene z-score for the frozen project panel in unperturbed myogenic differentiation; descriptive only, not enrichment.",
        "pseudotime_spearman_fdr_across_six_panels": 4.76131067e-08,
        "physical_time_kruskal_wallis_fdr_across_six_panels": 3.38951036e-18
      },
      {
        "program_id": "proteostasis_membrane",
        "program_label": "Proteostasis / membrane",
        "panel_gene_count": 12,
        "measured_gene_count": 12,
        "measured_genes": ["CALR", "CAV3", "DDIT4", "DYSF", "GPX3", "HSP90AA1", "HSPA1A", "HSPB1", "LAMP1", "SGCA", "SGCB", "VCP"],
        "pseudotime_spearman_rho": 0.41846345,
        "pseudotime_spearman_p": 6.49986111e-13,
        "physical_time_kruskal_wallis_p": 0.16027222,
        "time_profile": [
          {
            "hours": 0,
            "cell_count": 69,
            "mean_z_score": -0.0950543
          },
          {
            "hours": 24,
            "cell_count": 74,
            "mean_z_score": 0.03334652
          },
          {
            "hours": 48,
            "cell_count": 79,
            "mean_z_score": 0.05081917
          },
          {
            "hours": 72,
            "cell_count": 49,
            "mean_z_score": 0.00155898
          }
        ],
        "interpretation": "Mean per-gene z-score for the frozen project panel in unperturbed myogenic differentiation; descriptive only, not enrichment.",
        "pseudotime_spearman_fdr_across_six_panels": 1.94995833e-12,
        "physical_time_kruskal_wallis_fdr_across_six_panels": 0.16027222
      }
    ],
    "interpretation": "A real-time-anchored, unperturbed human myogenic differentiation reference. It qualifies baseline trajectory context but does not unlock perturbation-conditioned velocity, fate or treatment simulation."
  },
  "gse133344": {
    "source": {
      "file": "GSE133344_filtered_genes.tsv.gz",
      "size_bytes": 264791,
      "sha256": "0dcba3cf4f3095b3fc1fa31b402c562bca7eea8d7d9ffd753e7b446dc37b9e3d"
    },
    "study_summary": {
      "cell_line": "K562",
      "perturbation_modality": "CRISPRa",
      "reported_perturbations": 287,
      "reported_single_target_gene_set": 112,
      "reported_gene_pairs": 132
    },
    "feature_qc": {
      "expression_features": 33694,
      "current_candidates_present_as_expression_features": 20,
      "current_candidate_total": 21,
      "current_candidates_absent_as_expression_features": "INTS13"
    },
    "candidate_feature_records": [
      {
        "gene": "ADAM10",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "CALR",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "CPEB1",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "DDX19B",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "DNAAF3",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "DNM1",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "EHMT2",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "EPS8L1",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "GFOD2",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "INTS13",
        "present_as_expression_feature": false,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "LMO2",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "MON1A",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "MPHOSPH6",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "NAGLU",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "RAC3",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "RNASEH2C",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "RNF8",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "WDR4",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "ZFP69B",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "ZNF133",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      },
      {
        "gene": "ZNF236",
        "present_as_expression_feature": true,
        "confirmed_as_crispra_target": null,
        "interpretation": "Feature-list coverage only; target status is not inferable from the filtered-gene file."
      }
    ],
    "interpretation": "Cross-cell-line method calibration for CRISPRa and combinatorial perturbation design only; not direct evidence for current candidate overexpression effects in muscle or DMD."
  }
}
