Author:
Miotto Mattia,Olimpieri Pier Paolo,Rienzo Lorenzo Di,Ambrosetti Francesco,Corsi Pietro,Lepore Rosalba,Tartaglia Gian Gaetano,Milanetti Edoardo
Abstract
ABSTRACTUnderstanding the molecular mechanisms of thermal stability is a challenge in protein biology. Indeed, knowing the temperature at which proteins are stable has important theoretical implications, which are intimately linked with properties of the native fold, and a wide range of potential applications from drug design to the optimization of enzyme activity.Here, we present a novel graph-theoretical framework to assess thermal stability based on the structure without any a priori information. In our approach we describe proteins as energy-weighted graphs and compare them using ensembles of interaction networks. Investigating the position of specific interactions within the 3D native structure, we developed a parameter-free network descriptor that permits to distinguish thermostable and mesostable proteins with an accuracy of 76% and Area Under the Roc Curve of 78%.
Publisher
Cold Spring Harbor Laboratory
Cited by
2 articles.
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