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  "pipeline_title": "Native 4-Stage Smith-Waterman BLOSUM62, Gene-Length Normalization & RBH Orthology Engine vs. DIAMOND v2.2.8",
  "timestamp_utc": "2026-10-30T08:35:00Z",
  "default_policy": "OrthologyMode::Native (Default across all bio-suite workflows; --orthology diamond invoked on demand)",
  "downstream_native_chain_policy": "OrthologyMode::Native -> AlignerMode::Native -> ModelTestMode::Native -> TreeBuilderMode::Native",
  "diamond_version": "DIAMOND v2.2.8 (Buchfink et al. 2021 Nature Methods; GPL-3.0)",
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  "total_proteins_evaluated": 80,
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  "mean_rbh_jaccard_swipe": 1.0,
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      "cohort_title": "Bacterial oriC Synteny (dnaA-dnaN-recF-gyrB-gyrA) + GyrB2 In-Paralog & ParC Out-Paralog",
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      "protein_count": 16,
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      "ascii_cohort_table": "+--------------------------------------------------------------------------------------------------+\n| COHORT-01-PROK-ORIC-PARALOGS — Bacterial oriC Synteny (dnaA-dnaN-recF-gyrB-gyrA) + GyrB2 In-Paralog & ParC Out-Paralog |\n+------------------------------+----------------------+----------------------+---------------------+\n| Metric                       | Native SW-BLOSUM62   | DIAMOND v2.2.8 SWIPE | DIAMOND v2.2.8 Fast |\n+------------------------------+----------------------+----------------------+---------------------+\n| Proteins / Species           |       16 / 3         |       16 / 3         |       16 / 3        |\n| Cross-Species Hits           |                   32 |                   32 |                  24 |\n| Twilight Hits (<35% ID)      |                    8 |                    8 |                   0 |\n| 1:1 RBH Ortholog Pairs       |                   13 |                   13 |                   9 |\n| Co-Ortholog In-Paralog Pairs |                    1 |                    1 |                   1 |\n| Out-Paralog Pairs Rejected   |                    4 |                    4 |                   3 |\n| Single-Copy Core Orthogroups |                    3 |                    3 |                   1 |\n| Length Slope b (Raw -> Norm) |   0.6066 -> 0.0000   |   0.6077 -> 0.0000   |   0.1000 -> 0.0228  |\n| Wall-Clock Runtime (ms)      |               302.36 |               129.62 |              246.92 |\n+------------------------------+----------------------+----------------------+---------------------+"
    },
    {
      "cohort_id": "COHORT-02-ENTERIC-SYNTENY-10LOCI",
      "cohort_title": "Enterobacterial thrLABC-dnaKJ-ileS 10-Gene Synteny & +31.4 kb Genomic Island Shift",
      "taxonomic_scope": "Prokaryota (Enterobacteriaceae: Escherichia coli K-12 MG1655 vs. Salmonella enterica LT2)",
      "biological_focus": "1:1 Core Orthology Recovery Across a +31.4 kb Horizontal Island Insertion (NhaA-RibF-IleS Shift)",
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        "engine_name": "bio-suite Native 4-Stage SW-BLOSUM62 + Length-Normalized RBH Engine",
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        "inferred_orthogroups_count": 10,
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      "ascii_cohort_table": "+--------------------------------------------------------------------------------------------------+\n| COHORT-02-ENTERIC-SYNTENY-10LOCI — Enterobacterial thrLABC-dnaKJ-ileS 10-Gene Synteny & +31.4 kb Genomic Island Shift |\n+------------------------------+----------------------+----------------------+---------------------+\n| Metric                       | Native SW-BLOSUM62   | DIAMOND v2.2.8 SWIPE | DIAMOND v2.2.8 Fast |\n+------------------------------+----------------------+----------------------+---------------------+\n| Proteins / Species           |       20 / 2         |       20 / 2         |       20 / 2        |\n| Cross-Species Hits           |                   20 |                   20 |                  20 |\n| Twilight Hits (<35% ID)      |                    0 |                    0 |                   0 |\n| 1:1 RBH Ortholog Pairs       |                   10 |                   10 |                  10 |\n| Co-Ortholog In-Paralog Pairs |                    0 |                    0 |                   0 |\n| Out-Paralog Pairs Rejected   |                    0 |                    0 |                   0 |\n| Single-Copy Core Orthogroups |                   10 |                   10 |                  10 |\n| Length Slope b (Raw -> Norm) |   0.4923 -> 0.0000   |   0.4927 -> 0.0000   |   0.4927 -> 0.0000  |\n| Wall-Clock Runtime (ms)      |               387.21 |               151.58 |              263.07 |\n+------------------------------+----------------------+----------------------+---------------------+"
    },
    {
      "cohort_id": "COHORT-03-VERTEBRATE-MITO-COX1-COX2",
      "cohort_title": "12-Taxon Vertebrate Mitogenome Complex IV (COX1 516 aa vs. COX2 227 aa) Length Normalization",
      "taxonomic_scope": "Eukaryota (12 Jawed Vertebrates across Mammalia & Aves; Mitochondrial Genetic Code icode = 1)",
      "biological_focus": "Emms & Kelly (2015) Gene-Length Normalization (2.45x Raw Bit-Score Disparity) & Concatenated Supermatrix Tree",
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        ],
        "focal_hits": [
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        "pipeline_chain": "OrthologyMode::Native -> AlignerMode::Native -> ModelTestMode::Native -> TreeBuilderMode::Native",
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      "ascii_cohort_table": "+--------------------------------------------------------------------------------------------------+\n| COHORT-03-VERTEBRATE-MITO-COX1-COX2 — 12-Taxon Vertebrate Mitogenome Complex IV (COX1 516 aa vs. COX2 227 aa) Length Normalization |\n+------------------------------+----------------------+----------------------+---------------------+\n| Metric                       | Native SW-BLOSUM62   | DIAMOND v2.2.8 SWIPE | DIAMOND v2.2.8 Fast |\n+------------------------------+----------------------+----------------------+---------------------+\n| Proteins / Species           |       24 / 12        |       24 / 12        |       24 / 12       |\n| Cross-Species Hits           |                  268 |                  264 |                 264 |\n| Twilight Hits (<35% ID)      |                    4 |                    0 |                   0 |\n| 1:1 RBH Ortholog Pairs       |                  132 |                  132 |                 132 |\n| Co-Ortholog In-Paralog Pairs |                    0 |                    0 |                   0 |\n| Out-Paralog Pairs Rejected   |                    2 |                    0 |                   0 |\n| Single-Copy Core Orthogroups |                    2 |                    2 |                   2 |\n| Length Slope b (Raw -> Norm) |   0.6332 -> 0.0000   |   0.6338 -> 0.0000   |   0.6338 -> 0.0000  |\n| Wall-Clock Runtime (ms)      |               313.11 |               125.86 |              260.82 |\n+------------------------------+----------------------+----------------------+---------------------+"
    },
    {
      "cohort_id": "COHORT-04-MAMMAL-GLOBIN-APOE-PARALOGS",
      "cohort_title": "Mammalian Globin (HBA1/HBA2/HBB/MB) & Apolipoprotein (APOE3/APOE4/APOA1) Gene Family Graph",
      "taxonomic_scope": "Eukaryota (Primates & Rodentia: Homo sapiens, Pan troglodytes, Macaca mulatta, Mus musculus)",
      "biological_focus": "Concerted-Evolution Tandem In-Paralogs (HBA1/HBA2 100%) vs. Ancient Out-Paralogs (HBB 43.4%, MB 26.4%, APOA1 20.8%)",
      "protein_count": 20,
      "species_count": 4,
      "native_result": {
        "engine_name": "bio-suite Native 4-Stage SW-BLOSUM62 + Length-Normalized RBH Engine",
        "engine_mode": "Native",
        "protein_count": 20,
        "species_count": 4,
        "total_all_vs_all_hits": 208,
        "cross_species_hits": 152,
        "twilight_zone_hits_under_35pct": 62,
        "rbh_ortholog_pairs_count": 30,
        "in_paralog_pairs_count": 2,
        "out_paralog_pairs_rejected": 62,
        "inferred_orthogroups_count": 5,
        "single_copy_core_orthogroups": 1,
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            "mean_raw_bit_score": 544.01,
            "mean_length_normalized_score": 380.1248,
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          },
          {
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          },
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            "is_single_copy_core": true,
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            "mean_length_normalized_score": 316.5547,
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              "HUMAN_HBB",
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          },
          {
            "orthogroup_id": "OG0004",
            "gene_family": "OG_APOA1",
            "classification": "Partial Clade-Restricted Orthogroup",
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            "mean_length_normalized_score": 322.7274,
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          },
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            "mean_raw_bit_score": 282.6,
            "mean_length_normalized_score": 317.1335,
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              "MOUSE_MB"
            ]
          }
        ],
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          {
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            "query_species": "Homo_sapiens",
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            "align_length": 142,
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            "raw_sw_score": 733,
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            "length_normalized_score": 339.7604,
            "e_value": 7.808282102765439e-82,
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            "subject_len": 142,
            "homology_class": "Lineage-Specific In-Paralog (Co-Ortholog)"
          },
          {
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            "subject_id": "CHIMP_HBA1",
            "query_species": "Homo_sapiens",
            "subject_species": "Pan_troglodytes",
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            "align_length": 142,
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            "homology_class": "1:1 RBH Ortholog"
          },
          {
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            "subject_id": "MACAQUE_HBA1",
            "query_species": "Homo_sapiens",
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          {
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          {
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          {
            "query_id": "MACAQUE_HBB",
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          },
          {
            "query_id": "MOUSE_HBB",
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          },
          {
            "query_id": "MOUSE_HBB",
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          },
          {
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          {
            "query_id": "HUMAN_MB",
            "subject_id": "CHIMP_MB",
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          },
          {
            "query_id": "HUMAN_MB",
            "subject_id": "MOUSE_MB",
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          },
          {
            "query_id": "CHIMP_MB",
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          },
          {
            "query_id": "CHIMP_MB",
            "subject_id": "MOUSE_MB",
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          }
        ]
      },
      "bit_score_pearson_r": 1.0,
      "mean_abs_delta_bit_score": 0.3051,
      "rbh_jaccard_native_vs_diamond_swipe": 1.0,
      "rbh_jaccard_native_vs_diamond_fast": 1.0,
      "diamond_fast_twilight_recall_pct": 0.0,
      "orthogroup_rand_concordance_pct": 100.0,
      "native_speedup_vs_diamond_swipe": 1.7374,
      "supermatrix_phylogeny": null,
      "ascii_cohort_table": "+--------------------------------------------------------------------------------------------------+\n| COHORT-04-MAMMAL-GLOBIN-APOE-PARALOGS — Mammalian Globin (HBA1/HBA2/HBB/MB) & Apolipoprotein (APOE3/APOE4/APOA1) Gene Family Graph |\n+------------------------------+----------------------+----------------------+---------------------+\n| Metric                       | Native SW-BLOSUM62   | DIAMOND v2.2.8 SWIPE | DIAMOND v2.2.8 Fast |\n+------------------------------+----------------------+----------------------+---------------------+\n| Proteins / Species           |       20 / 4         |       20 / 4         |       20 / 4        |\n| Cross-Species Hits           |                  152 |                  152 |                  60 |\n| Twilight Hits (<35% ID)      |                   62 |                   62 |                   0 |\n| 1:1 RBH Ortholog Pairs       |                   30 |                   30 |                  30 |\n| Co-Ortholog In-Paralog Pairs |                    2 |                    2 |                   2 |\n| Out-Paralog Pairs Rejected   |                   62 |                   62 |                   0 |\n| Single-Copy Core Orthogroups |                    1 |                    1 |                   1 |\n| Length Slope b (Raw -> Norm) |   0.3295 -> 0.0000   |   0.3305 -> 0.0000   |   0.4161 -> 0.0000  |\n| Wall-Clock Runtime (ms)      |                66.42 |               115.40 |              282.51 |\n+------------------------------+----------------------+----------------------+---------------------+"
    }
  ],
  "ascii_master_summary_table": "+------------------------------------------------------------------------------------------------------------------------+\n| TOOL PAIR 6 CALIBRATION: NATIVE 4-STAGE SW-BLOSUM62 + RBH ENGINE vs. DIAMOND v2.2.8 (4 COHORTS, 80 PROTEINS)           |\n+-----------------------------------+----------+------------+--------------+---------------+---------------+-------------+\n| Cohort ID                         | Proteins | BitScore r | |Delta Bit|  | RBH Jaccard   | Fast Twilight | Speedup     |\n|                                   | (Taxa)   | (vs SWIPE) | (bits)       | (SWIPE / Fast)| Recall (%)    | (vs DIAMOND)|\n+-----------------------------------+----------+------------+--------------+---------------+---------------+-------------+\n| COHORT-01-PROK-ORIC-PARALOGS      |  16 ( 3) |     1.0000 |       0.4689 | 1.000 / 0.692 |          0.0% |       0.43x |\n| COHORT-02-ENTERIC-SYNTENY-10LOCI  |  20 ( 2) |     1.0000 |       0.5900 | 1.000 / 1.000 |        100.0% |       0.39x |\n| COHORT-03-VERTEBRATE-MITO-COX1-2  |  24 (12) |     1.0000 |       0.4856 | 1.000 / 1.000 |          0.0% |       0.40x |\n| COHORT-04-MAMMAL-GLOBIN-APOE      |  20 ( 4) |     1.0000 |       0.3051 | 1.000 / 1.000 |          0.0% |       1.74x |\n+-----------------------------------+----------+------------+--------------+---------------+---------------+-------------+\n| MEAN / TOTAL ACROSS 4 COHORTS     |  80 (21) |     1.0000 |       0.4624 | 1.000 (100% ) |     69.2% avg |       0.74x |\n+-----------------------------------+----------+------------+--------------+---------------+---------------+-------------+",
  "ascii_focal_alignment_gyrb": "========================================================================================\nFOCAL ALIGNMENT SUMMARY: DNA Gyrase Subunit B (GyrB) GHKL ATPase Lid Focal Alignment (Residues 121–180: Housekeeping GyrB1 vs. Novobiocin-Resistant GyrB2 In-Paralog)\nFull Alignment: 643 bp | Highlighted Window: nt 121..180 (60 bp) | Taxa/Operons: 4\nWindow Conservation: 2 invariant (*) | 1 transition-only (:) | 0 transversion (.) | 57 gapped cols\n========================================================================================\n1-Based Coord                  121      130       140       150       160       170       1\nPosition Scale                 |...:....|....:....|....:....|....:....|....:....|....:....|\nGHKL-ATPase-Lid                EEEEEEE-----[Arg138_Novobiocin_Anchor]-----HHHHHHHHHHHH-----[ATP_Mg2+_Loop]-----EEEE\n-------------------------------------------------------------------------------------------\nBacillus_subtilis_GyrB_WT      GLHGVGASVVNALSTELDVTVHRDGKIHRQTYKRGVPVTDLEIIGETDHTGTTTHFVPDP\nStaphylococcus_aureus_GyrB_WT  GGLHGVGSSVVNALSQDLEVYVHRNETIYHQAYKKGVPQFDLKEVGTTDKTGTVIRFKAD\nPseudomonas_aeruginosa_GyrB1   GVSVVNALSHELRLTIRRHNKVWEQVYHHGVPQFPLREVGETDGSGTEVHFKPSPETFSN\nPseudomonas_aeruginosa_GyrB2   GVSIVNALSHELKLTIRKHNKIWEQVYHHGIPQFPLREVAETDGSGTEIHFKPSPETYSN\n-------------------------------------------------------------------------------------------\nClustal Conservation           *     :                                       *             \nColumn Entropy (0-2b)          ▁▁▁▁▁▁▄▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▅▁▁▁▁▁▁▁▁▁▁▅▅▁▁▁▁▁▁▁▁\n\nFOCAL REGION DIAGNOSTIC CALLOUTS:\n  • Residues 134-142 (GHKL ATP-Binding Lid): Conserved Gly-X-Gly-X-Gly motif + Arg138 novobiocin salt-bridge anchor (mutated to Lys138 in GyrB2 resistance paralog).\n  • Native SW-BLOSUM62 & DIAMOND --swipe both score PSEUD_GyrB1 vs. PSEUD_GyrB2 at 1,498 bits (89.8% ID) > cross-phylum RBH (692 bits), grouping GyrB2 as a lineage-specific in-paralog.\n",
  "ascii_supermatrix_cladogram": "12-Taxon Vertebrate Complex IV Concatenated Supermatrix Cladogram (OG_COX1 + OG_COX2 = 2,229 bp; GTR+F+I+G4)\n============================================================================================================\n+-- Ornithorhynchus_anatinus (Platypus | Monotremata Outgroup) [NC_000891.1]\n|\n+-- Didelphis_virginiana (Virginia Opossum | Marsupialia) [NC_000886.1]\n|\n|        +-- Equus_caballus (Horse | Laurasiatheria) [NC_001640.1]\n|        |\n|  +-----+     +-- Mus_musculus (House Mouse | Rodentia) [NC_005089.1]\n|  |     |  +--+\n|  |     |  |  +-- Rattus_norvegicus (Brown Rat | Rodentia) [NC_001665.2]\n+--+     +--+\n|        |  +-- Pongo_pygmaeus (Bornean Orangutan | Hominidae) [NC_001646.1]\n|        +--+\n|           |  +-- Gorilla_gorilla (Western Gorilla | Homininae) [NC_001645.1]\n|           +--+\n|              +-- Pan_troglodytes (Chimpanzee | Homininae) [NC_001643.1]\n|\n|  +-- Struthio_camelus (Ostrich | Palaeognathae) [NC_000878.1]\n+--+\n|  +-- Anas_platyrhynchos (Mallard Duck | Galloanserae) [NC_002785.1]\n+--+\n|  +-- Columba_livia (Rock Dove | Columbiformes) [NC_013978.1]\n+--+\n+-- Taeniopygia_guttata (Zebra Finch | Passeriformes) [NC_010195.2]"
}