articlePLoS ONEMar 16, 2023GOLD OA

Using AlphaFold to predict the impact of single mutations on protein stability and function

Skolkovo Institute of Science and Technology · Peoples' Friendship University of Russia · +2 more institutions

PubMed
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Abstract

AlphaFold changed the field of structural biology by achieving three-dimensional (3D) structure prediction from protein sequence at experimental quality. The astounding success even led to claims that the protein folding problem is "solved". However, protein folding problem is more than just structure prediction from sequence. Presently, it is unknown if the AlphaFold-triggered revolution could help to solve other problems related to protein folding. Here we assay the ability of AlphaFold to predict the impact of single mutations on protein stability (ΔΔG) and function. To study the question we extracted the pLDDT and metrics from AlphaFold predictions before and after single mutation in a protein and…

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281
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38.35
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100%
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Authors

8

Topics & keywords

Keywords
  • Protein stability
  • Function (biology)
  • Computational biology
  • Stability (learning theory)
  • Biology
  • Genetics
  • Evolutionary biology
  • Computer science
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