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A Constraint Solver for Flexible Protein Models

CAMPEOTTO, Federico
•
DOVIER, Agostino
•
FIORETTO, Ferdinando
altro
Pontelli, E.
2013
  • journal article

Periodico
THE JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH
Abstract
This paper proposes the formalization and implementation of a novel class of constraints aimed at modeling problems related to placement of multi-body systems in the 3-dimensional space. Each multi-body is a system composed of body elements, connected by joint relationships and constrained by geometric properties. The emphasis of this investigation is the use of multi-body systems to model native conformations of protein structures---where each body represents an entity of the protein (e.g., an amino acid, a small peptide) and the geometric constraints are related to the spatial properties of the composing atoms. The paper explores the use of the proposed class of constraints to support a variety of different structural analysis of proteins, such as loop modeling and structure prediction. The declarative nature of a constraint-based encoding provides elaboration tolerance and the ability to make use of any additional knowledge in the analysis studies. The filtering capabilities of the proposed constraints also allow to control the number of representative solutions that are withdrawn from the conformational space of the protein, by means of criteria driven by uniform distribution sampling principles. In this scenario it is possible to select the desired degree of precision and/or number of solutions. The filtering component automatically excludes configurations that violate the spatial and geometric properties of the composing multi-body system. The paper illustrates the implementation of a constraint solver based on the multi-body perspective and its empirical evaluation on protein structure analysis problems.
DOI
10.1613/jair.4193
WOS
WOS:000329185400001
Archivio
http://hdl.handle.net/11390/892151
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-84893088410
http://www.jair.org/papers/paper4193.html
Diritti
closed access
Soggetti
  • Constraint Programmin...

  • Bioinformatic

  • Protein structure pre...

Scopus© citazioni
6
Data di acquisizione
Jun 14, 2022
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Web of Science© citazioni
6
Data di acquisizione
Mar 7, 2024
Visualizzazioni
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Data di acquisizione
Apr 19, 2024
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