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The promises and pitfalls of automated variant interpretation: a comprehensive review

Abstract The interpretation of DNA variants enables personalized medicine through precise diagnosis and treatment selection. To address the challenges of manual interpretation, a wide range of automated tools has been… Click to show full abstract

Abstract The interpretation of DNA variants enables personalized medicine through precise diagnosis and treatment selection. To address the challenges of manual interpretation, a wide range of automated tools has been created. This study evaluates these tools through a comprehensive analysis of their features, methodologies, and performance assessment against the interpretations of the ClinGen Expert Panel for 256 variants associated with cardiomyopathies, hereditary cancer, or monogenic diabetes. Although the tools demonstrated high accuracy for clearly pathogenic/benign variants, they showed significant limitations with variants of uncertain significance (VUS). Despite current advances in automation for variant interpretation, our findings show that expert oversight is still needed when using these tools in a clinical context, particularly for VUS interpretation.

Keywords: interpretation comprehensive; pitfalls automated; variant interpretation; promises pitfalls; automated variant; interpretation

Journal Title: Briefings in Bioinformatics
Year Published: 2025

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