Related Experiment Video
Updated: Oct 3, 2026

A Protocol for Computer-Based Protein Structure and Function Prediction
Published on: November 3, 2011
Assessing sequence reversal effects on coiled-coil stability using AI-based structure prediction and enhanced
Maria Arnittali1, Elena Markopoulou2, Vagelis Harmandaris3,4,5
1Department of Computer Science School of Sciences and Engineering, University of Nicosia, 46 Makedonitissas Avenue, 2417, Nicosia, Cyprus.
Abstract:
This study investigates the impact of sequence inversion on the structural integrity and thermodynamic stability of the wtRop protein, a prototypical coiled-coil motif. We utilized AI-driven structure prediction (ColabFold) to generate initial models for the unknown rRop sequence, which yielded both parallel and antiparallel monomeric orientations. These models were subjected to classical molecular dynamics simulations and well-tempered metadynamics. The combination of atomistic simulations and enhanced sampling techniques allowed for the calculation of the free energy surface across four collective variables: (i) angle between the monomers, (ii) distance between the monomer's center of mass, (iii) helicity and (iv) torsion angle similarity, characterizing the energetic barriers and conformational transitions of the parallel rRop, the antiparallel rRop, and the parent wtRop systems. Free energy analysis reveals that both rRop models deviate from the native antiparallel orientation to stabilize at an intermediate angle. Notably, the antiparallel variant exhibits the most significant instability, characterized by increased monomer separation and a more pronounced loss of secondary structure relative to the wild-type and the parallel model. While both reversed sequences show a reduction in α-helicity compared to wtRop, the antiparallel model demonstrates a more pronounced loss of structural integrity, characterized by a disrupted hydrogen bond network, increased solvent-accessible surface area, and the failure to maintain a robust hydrophobic core. Free energy calculations further confirmed that the parallel variant shares greater conformational similarity with the parent protein.
Related Concept Videos
Conserved Binding Sites
Binding sites are often located in large pockets, and if their location on a protein’s surface is unknown, it can be predicted using various approaches. The energetic method computationally analyses the...
Protein Organization
The primary structure of a protein is its amino acid sequence.
Protein Folding
Protein Structure Is Critical to Its Biological Function
Proteins perform a wide range of biological functions such as catalyzing chemical reactions, providing...
Protein Folding

