Successful prediction of LC8 binding to intrinsically disordered proteins sheds light on AlphaFold’s black box

Correlations between binding affinities and AlphaFold scores provide insight into the black box and indicate that AlphaFold learned an inaccurate energy function that nevertheless is useful for making inferences and conclusions about physical systems. Binding sites predicted by this method can be prioritized for investigation by comparing to result by LC8Pred, local structure, and evolutionary conservation.

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Publication Details

Journal
Frontiers in Molecular Biosciences
Published
2025-04-23
DOI
https://doi.org/10.3389/fmolb.2025.1531793
Citations
1
Primary Topic
Protein Structure and Dynamics
Type
article
Field-Weighted Citation Impact
0.81
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article

Successful prediction of LC8 binding to intrinsically disordered proteins sheds light on AlphaFold’s black box

Gretchen Fujimura, Juan M. Vanegas, Douglas R. Walker, Elisar Barbar
1 citations
Frontiers in Molecular Biosciences
Protein Structure and Dynamics
0.81
article

Successful prediction of LC8 binding to intrinsically disordered proteins sheds light on AlphaFold’s black box

Gretchen Fujimura, Juan M. Vanegas, Douglas R. Walker, Elisar Barbar
article en
1 citations

Abstract

Correlations between binding affinities and AlphaFold scores provide insight into the black box and indicate that AlphaFold learned an inaccurate energy function that nevertheless is useful for making inferences and conclusions about physical systems. Binding sites predicted by this method can be prioritized for investigation by comparing to result by LC8Pred, local structure, and evolutionary conservation.

Frontiers in Molecular BiosciencesVol. 12
Oregon State University (US)
Openalex Percentile: Top 29%
Protein Structure and Dynamics
0.81
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