πŸ“Š Overview

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πŸ”¬ Gene Filtering Pipeline

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🧬 Top Candidates β€”
Gene Germline dN/dS Somatic dN/dS FDR Non-syn Muts
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🌐 Evolutionary Landscape
Germline vs Somatic dN/dS
βš–οΈ Cross-Cancer Validated Genes
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Gene # Cancers Cancer Types
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Updated Thresholds (April 2026): Somatic dN/dS raised from >1.0 to β‰₯1.5 with CI lower bound >1.0 required. This reduces false positives from neutral drift. Germline dN/dS threshold remains <0.3 for purifying selection.

πŸ†• v2 β€” Specificity gains in pp notation

Baseline (LR, no FocalLoss / SMOTE) vs. optimised MLP (FocalLoss Ξ± = 0.25, Ξ³ = 2.0):

See all v2 metrics with 95 % CIs β†’