AI Article Synopsis

  • A single amino-acid change in proteins can lead to structural and functional changes, contributing to complex diseases.
  • Analyzing point mutations is essential for understanding disease mechanisms, leading to the development of resources like databases and prediction tools that assess the impact of these mutations.
  • A study comparing ten sequence-based and five structure-based analysis programs found that tools like PolyPhen2, PROVEAN, and mCSM offer better prediction accuracy, suggesting that using multiple programs can enhance predictive power.

Article Abstract

Single amino-acid substitution in a protein affects its structure and function. These changes are the primary reasons for the advent of many complex diseases. Analyzing single point mutations in a protein is crucial to see their impact and to understand the disease mechanism. This has given many biophysical resources, including databases and web-based tools to explore the effects of mutations on the structure and function of human proteins. For a given mutation, each tool provides a score-based outcomes which indicate deleterious probability. In recent years, developments in existing programs and the introduction of new prediction algorithms have transformed the state-of-the-art protein mutation analysis. In this study, we have performed a systematic study of the most commonly used mutational analysis programs (10 sequence-based and 5 structure-based) to compare their prediction efficiency. We have carried out extensive mutational analyses using these tools for previously known pathogenic single point mutations of five different proteins. These analyses suggested that sequence-based tools, PolyPhen2, PROVEAN, and PMut, and structure-based web tool, mCSM have a better prediction accuracy. This study indicates that the employment of more than one program based on different approaches should significantly improve the prediction power of the available methods.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9067658PMC
http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0267084PLOS

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