Back
TP53HGNC PubMedPathogenicity predictionNew tool

A zero-parameter first-principles gate framework for full-length TP53 missense variant interpretation

Iizumi MPLoS Comput Biol 2026 · June 2026
Relevance score
8/10
Disease / domain
Classification of *TP53* missense variants — first-principles approach
Source
PubMed
PMID 42275441
Share on LinkedIn

Tool / method

Parameter-free analytical framework (Gate & Channel) combining physicochemistry, 3D structure, and intrinsically disordered regions for full-length *TP53* missense variant classification

Summary

Gate & Channel is a zero-parameter analytical framework for full-length TP53 missense variant interpretation, combining physicochemical properties and 3D structure (globular domains and intrinsically disordered regions). Validated on 1,369 variants with 84.5% sensitivity and 89.1% PPV, it captures all 9 known oncogenic hotspots. The tool is open-source (Python, pathogenicity-gates) and fully reproducible without training data.

Synthesis written by Geno'X. For the full original abstract, please refer to the source publication.

Analysis

TP53 is the most frequently mutated gene in cancers, with a considerable VUS burden in oncogenetics (Li-Fraumeni syndrome) and somatic oncology. A first-principles tool without training bias, with 89% PPV and capturing all hotspots, is a valuable contribution for TP53 VUS classification.

Why this score?

Impact 3/3Evidence 2/3Novelty 2/2Sample 1/1Publication 0/1

Clinical impact: 3/3 · Evidence strength: 2/3 · Novelty: 2/2 · Sample size: 1/1 · Publication status: 0/1 → Total: 8/10

Keywords

TP53missense variantspathogenicity predictionLi-Fraumenibioinformatics

More articles on TP53

Weekly report in your inbox

Every Wednesday · Annotated selection · Free · Unsubscribe anytime