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Updated: Jul 7, 2026

Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues
Published on: July 14, 2015
Mining residue contacts in proteins using local structure predictions
M J Zaki1, Shan Jin, C Bystroff
1Comput. Sci. Dept., Rensselaer Polytech. Inst., Troy, NY, USA.
Abstract:
In this paper we develop data mining techniques to predict 3D contact potentials among protein residues (or amino acids) based on the hierarchical nucleation-propagation model of protein folding. We apply a hybrid approach, using a hidden Markov model to extract folding initiation sites, and then apply association mining to discover contact potentials. The new hybrid approach achieves accuracy results better than those reported previously.
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