Evidence map›Paper›PMID 40384578›Full record

ArticleProtein science : a publication of the Protein Society2025

A quantitative comparison of the deleteriousness of missense and nonsense mutations using the structurally resolved human protein interactome.

Ting-Yi Su, Yu Xia

Abstract readComparative Study
In one paragraph

Article in Protein science : a publication of the Protein Society, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Molecular genetics and metabolism reports · 2026
    Article
  3. Article
4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Ting-Yi SuGraduate Program in Quantitative Life Sciences, McGill University, Montréal, Québec, Canada.ORCID 0009-0005-6340-4728
Yu XiaGraduate Program in Quantitative Life Sciences, McGill University, Montréal, Québec, Canada.ORCID 0000-0002-5596-5518

Funding

Canada Foundation for Innovation IF-33122Canada Foundation for Innovation JELF-33732Canada Research Chairs CRC-2022-00424Natural Sciences and Engineering Research Council of Canada RGPAS-2019-00012Natural Sciences and Engineering Research Council of Canada RGPIN-2019-05952
6 · The paper itself

Abstract

The complex genotype-to-phenotype relationships in Mendelian diseases can be elucidated by mutation-induced disturbances to the networks of molecular interactions (interactomes) in human cells. Missense and nonsense mutations cause distinct perturbations within the human protein interactome, leading to functional and phenotypic effects with varying degrees of severity. Here, we structurally resolve the human protein interactome at atomic-level resolutions and perform structural and thermodynamic calculations to assess the biophysical implications of these mutations. We focus on a specific type of missense mutation, known as "quasi-null" mutations, which destabilize proteins and cause similar functional consequences (node removal) to nonsense mutations. We propose a "fold difference" quantification of deleteriousness, which measures the ratio between the fractions of node-removal mutations in datasets of Mendelian disease-causing and non-pathogenic mutations. We estimate the fold differences of node-removal mutations to range from 3 (for quasi-null mutations with folding ΔΔG ≥2 kcal/mol) to 20 (for nonsense mutations). We observe a strong positive correlation between biophysical destabilization and phenotypic deleteriousness, demonstrating that the deleteriousness of quasi-null mutations spans a continuous spectrum, with nonsense mutations at the extreme (highly deleterious) end. Our findings substantiate the disparity in phenotypic severity between missense and nonsense mutations and suggest that mutation-induced protein destabilization is indicative of the phenotypic outcomes of missense mutations. Our analyses of node-removal mutations allow for the potential identification of proteins whose removal or destabilization lead to harmful phenotypes, enabling the development of targeted therapeutic approaches, and enhancing comprehension of the intricate mechanisms governing genotype-to-phenotype relationships in clinically relevant diseases.

Indexed as

Codon, NonsenseMutation, MissenseProteinsHumansProtein FoldingThermodynamicsCodon, NonsenseProteinsdeleteriousness of mutationsfunctional consequencesgenotype‐to‐phenotype relationshipshuman genetic variantshuman protein interactomeinteractome disruptionsMendelian diseasesmissense and nonsense mutationsprotein stabilitystructural systems biology

Identifiers

PMID40384578
PMCPMC12086521

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.