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Mining the Protein Data Bank to improve prediction of changes in protein-protein binding

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Autor
Flores S.C., Alexiou A., Glaros A.
Fecha
2021
Language
en
DOI
10.1371/journal.pone.0257614
Materia
article
calculation
diagnostic test accuracy study
mining
prediction
predictive value
protein binding
Protein Data Bank
biology
data mining
procedures
protein database
receiver operating characteristic
sequence homology
structural homology
thermodynamics
protein binding
Computational Biology
Data Mining
Databases, Protein
Predictive Value of Tests
Protein Binding
ROC Curve
Sequence Homology, Amino Acid
Structural Homology, Protein
Thermodynamics
Public Library of Science
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Resumen
Predicting the effect of mutations on protein-protein interactions is important for relating structure to function, as well as for in silico affinity maturation. The effect of mutations on protein-protein binding energy (ΔΔG) can be predicted by a variety of atomic simulation methods involving full or limited flexibility, and explicit or implicit solvent. Methods which consider only limited flexibility are naturally more economical, and many of them are quite accurate, however results are dependent on the atomic coordinate set used. In this work we perform a sequence and structure based search of the Protein Data Bank to find additional coordinate sets and repeat the calculation on each. The method increases precision and Positive Predictive Value, and decreases Root Mean Square Error, compared to using single structures. Given the ongoing growth of near-redundant structures in the Protein Data Bank, our method will only increase in applicability and accuracy. Copyright: © 2021 Flores et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
URI
http://hdl.handle.net/11615/71604
Colecciones
  • Δημοσιεύσεις σε περιοδικά, συνέδρια, κεφάλαια βιβλίων κλπ. [19735]

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