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Updated: Feb 1, 2026

How to Stabilize Protein: Stability Screens for Thermal Shift Assays and Nano Differential Scanning Fluorimetry in the Virus-X Project
Published on: February 11, 2019
Insights on protein thermal stability: a graph representation of molecular interactions
Mattia Miotto1,2,3, Pier Paolo Olimpieri1, Lorenzo Di Rienzo1
1Department of Physics, Sapienza University, Piazzale Aldo Moro 5, Rome, Italy.
Motivation:
Understanding 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.
Results:
Here, we present a novel graph-theoretical framework to assess thermal stability based on the structure without any a priori information. In this 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 receiver operating characteristic curve of 78%.
Availability And Implementation:
Code is available upon request to edoardo.milanetti@uniroma1.it.
Supplementary Information:
Supplementary data are available at Bioinformatics online.
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