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Updated: Jul 5, 2025

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Targeted Next-generation Sequencing and Bioinformatics Pipeline to Evaluate Genetic Determinants of Constitutional Disease
Published on: April 4, 2018
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Broken silence: 22,841 predicted deleterious synonymous variants identified in the human exome through computational
Ana Carolina Mello1,2,3, Delva Leao4, Luis Dias1,2
1Hospital de Clínicas de Porto Alegre, Núcleo de Bioinformática, Porto Alegre, RS, Brazil.
Genetics and Molecular Biology
|January 23, 2024
Summary
Silent mutations, or synonymous single nucleotide variants (sSNVs), can significantly impact diseases. Our study identifies deleterious sSNVs and proposes a framework to evaluate their importance in genetic variant prioritization.
Area of Science:
- Genomics
- Bioinformatics
- Human Genetics
Background:
- Synonymous single nucleotide variants (sSNVs) were historically considered neutral as they do not alter protein sequences.
- Emerging evidence highlights the role of sSNVs in various human diseases.
- Current variant prioritization strategies often overlook the potential impact of sSNVs.
Purpose of the Study:
- To identify deleterious synonymous variants within human exomes.
- To develop a robust framework for evaluating the deleteriousness of sSNVs for improved variant prioritization in genetic studies.
Main Methods:
- Analyzed 125,748 human exomes to identify sSNVs using two in silico prediction tools (SilVA and CADD).
- Employed Heterogeneous Ensemble Feature Selection to investigate key features influencing deleterious predictions.
- Assessed the frequency and gene location of identified detrimental sSNVs and investigated population-specific selection patterns.
Main Results:
- Identified 22,841 deleterious sSNVs, representing 1.8% of all synonymous variants.
- Impact on amino acid sequence and evolutionary conservation were the most significant predictors of deleteriousness.
- Discovered 39 detrimental sSNVs in disease-associated genes and 10 sSNVs under positive selection in specific populations.
Conclusions:
- A small but significant proportion of sSNVs are predicted to be deleterious and contribute to disease.
- The proposed framework enhances the evaluation of sSNVs, moving beyond the 'silent' classification.
- Findings underscore the importance of considering sSNVs in genetic research and clinical variant interpretation.
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