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Updated: Nov 7, 2025

Determining the Likelihood of Variant Pathogenicity Using Amino Acid-level Signal-to-Noise Analysis of Genetic Variation
Published on: January 16, 2019
Pathogenic missense protein variants affect different functional pathways and proteomic features than healthy
Anna Laddach1, Joseph Chi Fung Ng1, Franca Fraternali1
1Randall Centre for Cell and Molecular Biophysics, King's College London, London, United Kingdom.
This study introduces a statistical framework to quantify missense variant enrichment in proteins, distinguishing pathogenic variants from those in healthy individuals. It reveals pathogenic variants affect cell proliferation proteins and are more abundant.
Area of Science:
- Genetics
- Bioinformatics
- Molecular Biology
Background:
- Missense variants are common in healthy individuals but can cause disease, making classification difficult.
- Understanding variant impact requires insight into molecular principles and affected cellular processes.
Purpose of the Study:
- To develop a statistical framework for quantifying missense variant enrichment across protein structures.
- To identify molecular features distinguishing pathogenic from population variants.
Main Methods:
- Formalized a statistical framework for probabilistic quantification of variant enrichment in proteins, domains, and 3D regions.
- Analyzed variant enrichment in association with functional pathways, transcriptomic, and proteomic data.
- Validated findings against in silico variant impact annotations.
Main Results:
- Pathogenic variants are enriched in proteins involved in cell proliferation and nucleotide processing, and in more abundant proteins.
- Rare population variants share features closer to common variants than pathogenic ones.
- Confirmed trends of variant enrichment in protein surface, core, and interface regions.
Conclusions:
- The study provides molecular insights into protein resilience and sensitivity to missense variants.
- Identified features to prioritize variant-enriched proteins and domains for therapeutic targeting.
- Introduced the ZoomVar database for variant annotation and enrichment analysis.
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