{
  "benchmark_id": "finemap-coloc-scipy-v1",
  "validation_set_id": "VAL-SET-018-FINEMAP-COLOC-12COHORT",
  "timestamp_utc": "2026-11-02T23:59:00Z",
  "native_engine": "bio-suite 4-Stage Log-Space Wakefield ABF, 95% Credible Set Entropy & Giambartolomei 5-Hypothesis Colocalization Engine",
  "reference_tool": "SciPy v1.18.1 (scipy.special.logsumexp + coloc.abf)",
  "total_cohorts": 12,
  "dev_cohorts": 6,
  "reserve_cohorts": 6,
  "total_variants_evaluated": 240,
  "mae_lead_ln_abf": 0.0,
  "mae_lead_pip_gwas": 0.0,
  "mae_credible_entropy_bits": 0.0,
  "mae_coloc_pp_h3": 0.0,
  "mae_coloc_pp_h4": 0.0,
  "pearson_r_pip": 1.0,
  "pearson_r_pp_h4": 1.0,
  "credible_set_concordance_rate": 1.0,
  "regime_concordance_rate": 1.0,
  "native_runtime_ms": 0.5076,
  "scipy_runtime_ms": 8.5,
  "speedup_factor": 16.7455,
  "ascii_locus_profile": "========================================================================================================\n  WAKEFIELD ABF FINE-MAPPING, 95% CREDIBLE SET & GIAMBARTOLOMEI COLOC (H0..H4) CALIBRATION (VAL-SET-018)\n========================================================================================================\n  Cohort   Split     Locus (Cytoband)               Lead SNP     |CS95|  PIP_1   PP.H3   PP.H4   Regime\n  ------------------------------------------------------------------------------------------------------\n  DEV-01   DEV       SORT1 / CELSR2 / PSRC1 (1p13   rs12740374      1    1.0000  0.0000  1.0000  ColocalizedSingleCausalVariant\n  DEV-02   DEV       IL23R (R381Q Coding Protecti   rs11209026      1    1.0000  0.0000  1.0000  ColocalizedSingleCausalVariant\n  DEV-03   DEV       APOE / TOMM40 (Cys112Arg eps   rs429358        1    1.0000  0.0000  1.0000  ColocalizedSingleCausalVariant\n  DEV-04   DEV       CDKN2A / CDKN2B / ANRIL (4-S   rs1333049       4    0.4917  0.0018  0.9982  ColocalizedCredibleLDBlock\n  DEV-05   DEV       MSMB (Promoter CREB Site -57   rs10993994      1    0.9631  0.0001  0.9999  ColocalizedSingleCausalVariant\n  DEV-06   DEV       Chr12q21 Intergenic Null Noi   rs10762105     19    0.0850  0.0000  0.0000  UnderpoweredNullH0Control\n  RES-01   RESERVE   TYK2 (P1104A JH2 Pseudokinas   rs34536443      1    1.0000  0.0000  1.0000  ColocalizedSingleCausalVariant\n  RES-02   RESERVE   PCSK9 (R46L Prodomain Loss-o   rs11591147      1    1.0000  0.0000  1.0000  ColocalizedSingleCausalVariant\n  RES-03   RESERVE   SCN1A (3-SNP Intronic Promot   rs6732655       2    0.6547  0.0009  0.9991  ColocalizedSingleCausalVariant\n  RES-04   RESERVE   SH2B1 / TUFM (3-SNP 16p11.2    rs7359397       3    0.6331  0.0010  0.9990  ColocalizedCredibleLDBlock\n  RES-05   RESERVE   ERAP2 (rs2248374 Splice-Dono   rs2248374       1    1.0000  0.0000  1.0000  ColocalizedSingleCausalVariant\n  RES-06   RESERVE   MAPT vs. KANSL1 Distinct-Cau   rs8070723       1    1.0000  1.0000  0.0000  DistinctLinkageH3Regime\n========================================================================================================\n",
  "cohorts": [
    {
      "cohort_id": "DEV-01",
      "split": "Development",
      "locus_name": "SORT1 / CELSR2 / PSRC1",
      "cytoband": "1p13.3",
      "gwas_trait": "LDL-Cholesterol & Coronary Artery Disease (GLGC / CARDIoGRAM)",
      "molecular_qtl_trait": "Hepatocyte SORT1 cis-eQTL (GTEx v8 Liver)",
      "lead_rsid_gwas": "rs12740374",
      "lead_rsid_qtl": "rs12740374",
      "variant_count": 20,
      "is_negative_control": false,
      "native_lead_ln_abf_gwas": 55.3356,
      "native_lead_pip_gwas": 1.0,
      "native_lead_pip_qtl": 1.0,
      "native_credible_set_95_size": 1,
      "native_credible_set_95_coverage": 1.0,
      "native_credible_set_entropy_bits": 0.0,
      "native_pp_h0": 0.0,
      "native_pp_h1": 0.0,
      "native_pp_h2": 0.0,
      "native_pp_h3": 0.0,
      "native_pp_h4": 1.0,
      "native_pleiotropy_ratio": 1.0,
      "native_regime": "ColocalizedSingleCausalVariant",
      "scipy_lead_ln_abf_gwas": 55.3356,
      "scipy_lead_pip_gwas": 1.0,
      "scipy_lead_pip_qtl": 1.0,
      "scipy_credible_set_95_size": 1,
      "scipy_credible_set_95_coverage": 1.0,
      "scipy_credible_set_entropy_bits": 0.0,
      "scipy_pp_h0": 0.0,
      "scipy_pp_h1": 0.0,
      "scipy_pp_h2": 0.0,
      "scipy_pp_h3": 0.0,
      "scipy_pp_h4": 1.0,
      "scipy_pleiotropy_ratio": 1.0,
      "scipy_regime": "ColocalizedSingleCausalVariant",
      "abs_diff_ln_abf": 0.0,
      "abs_diff_pip_gwas": 0.0,
      "abs_diff_entropy_bits": 0.0,
      "abs_diff_pp_h3": 0.0,
      "abs_diff_pp_h4": 0.0,
      "credible_set_exact_match": true,
      "regime_concordant": true,
      "top_variants": [
        {
          "rsid": "rs12740374",
          "position_bp": 109279570,
          "z_gwas": -10.8,
          "z_qtl": 11.4,
          "ln_abf_gwas": 55.3356,
          "ln_abf_qtl": 61.0965,
          "pip_gwas": 1.0,
          "pip_qtl": 1.0,
          "pip_coloc_h4": 1.0,
          "in_credible_set_95": true
        },
        {
          "rsid": "rs646776",
          "position_bp": 109280820,
          "z_gwas": -9.1,
          "z_qtl": 9.5517,
          "ln_abf_gwas": 38.6683,
          "ln_abf_qtl": 42.3124,
          "pip_gwas": 0.0,
          "pip_qtl": 0.0,
          "pip_coloc_h4": 0.0,
          "in_credible_set_95": false
        },
        {
          "rsid": "rs599839",
          "position_bp": 109282070,
          "z_gwas": -8.4,
          "z_qtl": 8.8,
          "ln_abf_gwas": 32.637,
          "ln_abf_qtl": 35.6017,
          "pip_gwas": 0.0,
          "pip_qtl": 0.0,
          "pip_coloc_h4": 0.0,
          "in_credible_set_95": false
        },
        {
          "rsid": "rs10092720",
          "position_bp": 109298320,
          "z_gwas": 0.7563,
          "z_qtl": -0.4,
          "ln_abf_gwas": -1.1847,
          "ln_abf_qtl": -1.329,
          "pip_gwas": 0.0,
          "pip_qtl": 0.0,
          "pip_coloc_h4": 0.0,
          "in_credible_set_95": false
        },
        {
          "rsid": "rs10092716",
          "position_bp": 109293320,
          "z_gwas": -0.7146,
          "z_qtl": 0.5526,
          "ln_abf_gwas": -1.2137,
          "ln_abf_qtl": -1.2607,
          "pip_gwas": 0.0,
          "pip_qtl": 0.0,
          "pip_coloc_h4": 0.0,
          "in_credible_set_95": false
        }
      ]
    },
    {
      "cohort_id": "DEV-02",
      "split": "Development",
      "locus_name": "IL23R (R381Q Coding Protection)",
      "cytoband": "1p31.3",
      "gwas_trait": "Crohn's Disease & Ulcerative Colitis (IIBDGC)",
      "molecular_qtl_trait": "Th17 Memory T-Cell IL23R pSTAT3 Signaling eQTL/sQTL",
      "lead_rsid_gwas": "rs11209026",
      "lead_rsid_qtl": "rs11209026",
      "variant_count": 20,
      "is_negative_control": false,
      "native_lead_ln_abf_gwas": 45.5891,
      "native_lead_pip_gwas": 1.0,
      "native_lead_pip_qtl": 1.0,
      "native_credible_set_95_size": 1,
      "native_credible_set_95_coverage": 1.0,
      "native_credible_set_entropy_bits": 0.0,
      "native_pp_h0": 0.0,
      "native_pp_h1": 0.0,
      "native_pp_h2": 0.0,
      "native_pp_h3": 0.0,
      "native_pp_h4": 1.0,
      "native_pleiotropy_ratio": 1.0,
      "native_regime": "ColocalizedSingleCausalVariant",
      "scipy_lead_ln_abf_gwas": 45.5891,
      "scipy_lead_pip_gwas": 1.0,
      "scipy_lead_pip_qtl": 1.0,
      "scipy_credible_set_95_size": 1,
      "scipy_credible_set_95_coverage": 1.0,
      "scipy_credible_set_entropy_bits": 0.0,
      "scipy_pp_h0": 0.0,
      "scipy_pp_h1": 0.0,
      "scipy_pp_h2": 0.0,
      "scipy_pp_h3": 0.0,
      "scipy_pp_h4": 1.0,
      "scipy_pleiotropy_ratio": 1.0,
      "scipy_regime": "ColocalizedSingleCausalVariant",
      "abs_diff_ln_abf": 0.0,
      "abs_diff_pip_gwas": 0.0,
      "abs_diff_entropy_bits": 0.0,
      "abs_diff_pp_h3": 0.0,
      "abs_diff_pp_h4": 0.0,
      "credible_set_exact_match": true,
      "regime_concordant": true,
      "top_variants": [
        {
          "rsid": "rs11209026",
          "position_bp": 67249025,
          "z_gwas": -9.9489,
          "z_qtl": -10.2,
          "ln_abf_gwas": 45.5891,
          "ln_abf_qtl": 47.8522,
          "pip_gwas": 1.0,
          "pip_qtl": 1.0,
          "pip_coloc_h4": 1.0,
          "in_credible_set_95": true
        },
        {
          "rsid": "rs10889677",
          "position_bp": 67250275,
          "z_gwas": -7.8,
          "z_qtl": -8.05,
          "ln_abf_gwas": 27.5529,
          "ln_abf_qtl": 29.1815,
          "pip_gwas": 0.0,
          "pip_qtl": 0.0,
          "pip_coloc_h4": 0.0,
          "in_credible_set_95": false
        },
        {
          "rsid": "rs10672420",
          "position_bp": 67264025,
          "z_gwas": 0.7146,
          "z_qtl": -0.3763,
          "ln_abf_gwas": -1.2137,
          "ln_abf_qtl": -1.3376,
          "pip_gwas": 0.0,
          "pip_qtl": 0.0,
          "pip_coloc_h4": 0.0,
          "in_credible_set_95": false
        },
        {
          "rsid": "rs10672416",
          "position_bp": 67259025,
          "z_gwas": -0.675,
          "z_qtl": 0.5211,
          "ln_abf_gwas": -1.2397,
          "ln_abf_qtl": -1.2766,
          "pip_gwas": 0.0,
          "pip_qtl": 0.0,
          "pip_coloc_h4": 0.0,
          "in_credible_set_95": false
        },
        {
          "rsid": "rs10672407",
          "position_bp": 67247775,
          "z_gwas": -0.7196,
          "z_qtl": 0.5432,
          "ln_abf_gwas": -1.2496,
          "ln_abf_qtl": -1.1319,
          "pip_gwas": 0.0,
          "pip_qtl": 0.0,
          "pip_coloc_h4": 0.0,
          "in_credible_set_95": false
        }
      ]
    },
    {
      "cohort_id": "DEV-03",
      "split": "Development",
      "locus_name": "APOE / TOMM40 (Cys112Arg epsilon4)",
      "cytoband": "19q13.32",
      "gwas_trait": "Late-Onset Alzheimer's Disease (IGAP / EADB)",
      "molecular_qtl_trait": "Plasma ApoE Isoform Abundance cis-pQTL (UKB-PPP)",
      "lead_rsid_gwas": "rs429358",
      "lead_rsid_qtl": "rs429358",
      "variant_count": 20,
      "is_negative_control": false,
      "native_lead_ln_abf_gwas": 96.6932,
      "native_lead_pip_gwas": 1.0,
      "native_lead_pip_qtl": 1.0,
      "native_credible_set_95_size": 1,
      "native_credible_set_95_coverage": 1.0,
      "native_credible_set_entropy_bits": 0.0,
      "native_pp_h0": 0.0,
      "native_pp_h1": 0.0,
      "native_pp_h2": 0.0,
      "native_pp_h3": 0.0,
      "native_pp_h4": 1.0,
      "native_pleiotropy_ratio": 1.0,
      "native_regime": "ColocalizedSingleCausalVariant",
      "scipy_lead_ln_abf_gwas": 96.6932,
      "scipy_lead_pip_gwas": 1.0,
      "scipy_lead_pip_qtl": 1.0,
      "scipy_credible_set_95_size": 1,
      "scipy_credible_set_95_coverage": 1.0,
      "scipy_credible_set_entropy_bits": -0.0,
      "scipy_pp_h0": 0.0,
      "scipy_pp_h1": 0.0,
      "scipy_pp_h2": 0.0,
      "scipy_pp_h3": 0.0,
      "scipy_pp_h4": 1.0,
      "scipy_pleiotropy_ratio": 1.0,
      "scipy_regime": "ColocalizedSingleCausalVariant",
      "abs_diff_ln_abf": 0.0,
      "abs_diff_pip_gwas": 0.0,
      "abs_diff_entropy_bits": 0.0,
      "abs_diff_pp_h3": 0.0,
      "abs_diff_pp_h4": 0.0,
      "credible_set_exact_match": true,
      "regime_concordant": true,
      "top_variants": [
        {
          "rsid": "rs429358",
          "position_bp": 44912434,
          "z_gwas": 14.2,
          "z_qtl": -12.6,
          "ln_abf_gwas": 96.6932,
          "ln_abf_qtl": 75.4291,
          "pip_gwas": 1.0,
          "pip_qtl": 1.0,
          "pip_coloc_h4": 1.0,
          "in_credible_set_95": true
        },
        {
          "rsid": "rs4420638",
          "position_bp": 44914934,
          "z_gwas": 11.1,
          "z_qtl": -9.85,
          "ln_abf_gwas": 58.2835,
          "ln_abf_qtl": 45.3289,
          "pip_gwas": 0.0,
          "pip_qtl": 0.0,
          "pip_coloc_h4": 0.0,
          "in_credible_set_95": false
        },
        {
          "rsid": "rs2075650",
          "position_bp": 44911184,
          "z_gwas": 10.5,
          "z_qtl": -9.4,
          "ln_abf_gwas": 51.9038,
          "ln_abf_qtl": 41.0627,
          "pip_gwas": 0.0,
          "pip_qtl": 0.0,
          "pip_coloc_h4": 0.0,
          "in_credible_set_95": false
        },
        {
          "rsid": "rs10449020",
          "position_bp": 44932434,
          "z_gwas": 0.8,
          "z_qtl": -0.4211,
          "ln_abf_gwas": -1.1525,
          "ln_abf_qtl": -1.3209,
          "pip_gwas": 0.0,
          "pip_qtl": 0.0,
          "pip_coloc_h4": 0.0,
          "in_credible_set_95": false
        },
        {
          "rsid": "rs10449016",
          "position_bp": 44927434,
          "z_gwas": -0.7542,
          "z_qtl": 0.5842,
          "ln_abf_gwas": -1.1862,
          "ln_abf_qtl": -1.2438,
          "pip_gwas": 0.0,
          "pip_qtl": 0.0,
          "pip_coloc_h4": 0.0,
          "in_credible_set_95": false
        }
      ]
    },
    {
      "cohort_id": "DEV-04",
      "split": "Development",
      "locus_name": "CDKN2A / CDKN2B / ANRIL (4-SNP Enhancer LD Block)",
      "cytoband": "9p21.3",
      "gwas_trait": "Coronary Artery Disease & Myocardial Infarction",
      "molecular_qtl_trait": "Coronary Smooth Muscle CDKN2B-AS1 cis-eQTL",
      "lead_rsid_gwas": "rs1333049",
      "lead_rsid_qtl": "rs1333049",
      "variant_count": 20,
      "is_negative_control": false,
      "native_lead_ln_abf_gwas": 26.7229,
      "native_lead_pip_gwas": 0.4917,
      "native_lead_pip_qtl": 0.5088,
      "native_credible_set_95_size": 4,
      "native_credible_set_95_coverage": 1.0,
      "native_credible_set_entropy_bits": 1.685,
      "native_pp_h0": 0.0,
      "native_pp_h1": 0.0,
      "native_pp_h2": 0.0,
      "native_pp_h3": 0.0018,
      "native_pp_h4": 0.9982,
      "native_pleiotropy_ratio": 0.9982,
      "native_regime": "ColocalizedCredibleLDBlock",
      "scipy_lead_ln_abf_gwas": 26.7229,
      "scipy_lead_pip_gwas": 0.4917,
      "scipy_lead_pip_qtl": 0.5088,
      "scipy_credible_set_95_size": 4,
      "scipy_credible_set_95_coverage": 1.0,
      "scipy_credible_set_entropy_bits": 1.685,
      "scipy_pp_h0": 0.0,
      "scipy_pp_h1": 0.0,
      "scipy_pp_h2": 0.0,
      "scipy_pp_h3": 0.0018,
      "scipy_pp_h4": 0.9982,
      "scipy_pleiotropy_ratio": 0.9982,
      "scipy_regime": "ColocalizedCredibleLDBlock",
      "abs_diff_ln_abf": 0.0,
      "abs_diff_pip_gwas": 0.0,
      "abs_diff_entropy_bits": 0.0,
      "abs_diff_pp_h3": 0.0,
      "abs_diff_pp_h4": 0.0,
      "credible_set_exact_match": true,
      "regime_concordant": true,
      "top_variants": [
        {
          "rsid": "rs1333049",
          "position_bp": 22135503,
          "z_gwas": 7.65,
          "z_qtl": 7.8,
          "ln_abf_gwas": 26.7229,
          "ln_abf_qtl": 27.621,
          "pip_gwas": 0.4917,
          "pip_qtl": 0.5088,
          "pip_coloc_h4": 0.6964,
          "in_credible_set_95": true
        },
        {
          "rsid": "rs4977574",
          "position_bp": 22136753,
          "z_gwas": 7.5786,
          "z_qtl": 7.72,
          "ln_abf_gwas": 26.1895,
          "ln_abf_qtl": 27.024,
          "pip_gwas": 0.2885,
          "pip_qtl": 0.2801,
          "pip_coloc_h4": 0.2249,
          "in_credible_set_95": true
        },
        {
          "rsid": "rs10757278",
          "position_bp": 22138003,
          "z_gwas": 7.5,
          "z_qtl": 7.64,
          "ln_abf_gwas": 25.6085,
          "ln_abf_qtl": 26.4333,
          "pip_gwas": 0.1613,
          "pip_qtl": 0.1551,
          "pip_coloc_h4": 0.0697,
          "in_credible_set_95": true
        },
        {
          "rsid": "rs2383207",
          "position_bp": 22139253,
          "z_gwas": 7.3607,
          "z_qtl": 7.5,
          "ln_abf_gwas": 24.5935,
          "ln_abf_qtl": 25.4142,
          "pip_gwas": 0.0585,
          "pip_qtl": 0.056,
          "pip_coloc_h4": 0.0091,
          "in_credible_set_95": true
        },
        {
          "rsid": "rs10221220",
          "position_bp": 22149253,
          "z_gwas": 0.6729,
          "z_qtl": -0.3553,
          "ln_abf_gwas": -1.241,
          "ln_abf_qtl": -1.3449,
          "pip_gwas": 0.0,
          "pip_qtl": 0.0,
          "pip_coloc_h4": 0.0,
          "in_credible_set_95": false
        }
      ]
    },
    {
      "cohort_id": "DEV-05",
      "split": "Development",
      "locus_name": "MSMB (Promoter CREB Site -57C>T)",
      "cytoband": "10q11.23",
      "gwas_trait": "Prostate Adenocarcinoma Risk (PRACTICAL)",
      "molecular_qtl_trait": "Prostate Epithelium beta-Microseminoprotein cis-eQTL/pQTL",
      "lead_rsid_gwas": "rs10993994",
      "lead_rsid_qtl": "rs10993994",
      "variant_count": 20,
      "is_negative_control": false,
      "native_lead_ln_abf_gwas": 36.8982,
      "native_lead_pip_gwas": 0.9631,
      "native_lead_pip_qtl": 0.9857,
      "native_credible_set_95_size": 1,
      "native_credible_set_95_coverage": 0.9631,
      "native_credible_set_entropy_bits": 0.228,
      "native_pp_h0": 0.0,
      "native_pp_h1": 0.0,
      "native_pp_h2": 0.0,
      "native_pp_h3": 0.0001,
      "native_pp_h4": 0.9999,
      "native_pleiotropy_ratio": 0.9999,
      "native_regime": "ColocalizedSingleCausalVariant",
      "scipy_lead_ln_abf_gwas": 36.8982,
      "scipy_lead_pip_gwas": 0.9631,
      "scipy_lead_pip_qtl": 0.9857,
      "scipy_credible_set_95_size": 1,
      "scipy_credible_set_95_coverage": 0.9631,
      "scipy_credible_set_entropy_bits": 0.228,
      "scipy_pp_h0": 0.0,
      "scipy_pp_h1": 0.0,
      "scipy_pp_h2": 0.0,
      "scipy_pp_h3": 0.0001,
      "scipy_pp_h4": 0.9999,
      "scipy_pleiotropy_ratio": 0.9999,
      "scipy_regime": "ColocalizedSingleCausalVariant",
      "abs_diff_ln_abf": 0.0,
      "abs_diff_pip_gwas": 0.0,
      "abs_diff_entropy_bits": 0.0,
      "abs_diff_pp_h3": 0.0,
      "abs_diff_pp_h4": 0.0,
      "credible_set_exact_match": true,
      "regime_concordant": true,
      "top_variants": [
        {
          "rsid": "rs10993994",
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          "z_gwas": 8.9,
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    },
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}