Saturation mutagenesis-reinforced functional assays for disease-related genes
- PMID: 39326416
- PMCID: PMC11568926
- DOI: 10.1016/j.cell.2024.08.047
Saturation mutagenesis-reinforced functional assays for disease-related genes
Abstract
Interpretation of disease-causing genetic variants remains a challenge in human genetics. Current costs and complexity of deep mutational scanning methods are obstacles for achieving genome-wide resolution of variants in disease-related genes. Our framework, saturation mutagenesis-reinforced functional assays (SMuRF), offers simple and cost-effective saturation mutagenesis paired with streamlined functional assays to enhance the interpretation of unresolved variants. Applying SMuRF to neuromuscular disease genes FKRP and LARGE1, we generated functional scores for all possible coding single-nucleotide variants, which aid in resolving clinically reported variants of uncertain significance. SMuRF also demonstrates utility in predicting disease severity, resolving critical structural regions, and providing training datasets for the development of computational predictors. Overall, our approach enables variant-to-function insights for disease genes in a cost-effective manner that can be broadly implemented by standard research laboratories.
Keywords: cost-effective variant interpretation; deep mutational scanning; diagnostics; dystroglycanopathies; genetic diseases; high-throughput functional assays; muscular dystrophies; saturation mutagenesis; variant effect prediction; variants of uncertain significance.
Copyright © 2024 Elsevier Inc. All rights reserved.
Conflict of interest statement
Declaration of interests The authors declare no competing interests.
Update of
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Deep Mutational Scanning in Disease-related Genes with Saturation Mutagenesis-Reinforced Functional Assays (SMuRF).bioRxiv [Preprint]. 2024 Jun 25:2023.07.12.548370. doi: 10.1101/2023.07.12.548370. bioRxiv. 2024. Update in: Cell. 2024 Nov 14;187(23):6707-6724.e22. doi: 10.1016/j.cell.2024.08.047. PMID: 37873263 Free PMC article. Updated. Preprint.
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References
-
- Fridman H, Yntema HG, Mägi R, Andreson R, Metspalu A, Mezzavila M, Tyler-Smith C, Xue Y, Carmi S, Levy-Lahad E, et al. (2021). The landscape of autosomal-recessive pathogenic variants in European populations reveals phenotype-specific effects. Am. J. Hum. Genet 108, 608–619. 10.1016/j.ajhg.2021.03.004. - DOI - PMC - PubMed
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