A Constraint Reasoning System for Automating Sequence-Specific Resonance Assignments from Multidimensional Protein NMR Spectra

Research output: Chapter in Book/Report/Conference proceedingConference contribution

13 Scopus citations

Abstract

AUTOASSIGN is a prototype expert system designed to aid in the determination of protein structure from nuclear magnetic resonance (NMR) measurements. In this paper we focus on one of the key steps of this process, the assignment of the observed NMR signals to specific atomic nuclei in the protein; i.e. the determination of sequencespecific resonance assignments. Recently developed triple-resonance (1H, 15N, and 13C) NMR experiments [Montelione et al., 1992] have provided an important breakthrough in this field, as the resulting data are more amenable to automated analysis than data sets generated using conventional strategies [Wuethrich, 1986]. The "assignment problem"can be stated as a constraint satisfaction problem (CSP) with some added complexities. There is very little internal structure to the problem, making it difficult to apply subgoaling and problem decomposition. Moreover, the data used to generate the constraints are incomplete, non-unique, and noisy, and constraints emerge dynamically as analysis progresses. The traditional inference engine is replaced by a set of very tightly-coupled modules which enforce extensive constraint propagation, with state information distributed over the objects whose relationships are being constrained. AUTOASSIGN provides correct and nearly complete resonance assignments with both simulated and real 3D tripleresonance data for a 72 amino acid protein.

Original languageEnglish (US)
Title of host publicationProceedings of the 1st International Conference on Intelligent Systems for Molecular Biology, ISMB 1993
PublisherAAAI press
Pages447-455
Number of pages9
ISBN (Electronic)0929280474, 9780929280479
StatePublished - 1993
Event1st International Conference on Intelligent Systems for Molecular Biology, ISMB 1993 - Bethesda, United States
Duration: Jul 6 1993Jul 9 1993

Publication series

NameProceedings of the 1st International Conference on Intelligent Systems for Molecular Biology, ISMB 1993

Conference

Conference1st International Conference on Intelligent Systems for Molecular Biology, ISMB 1993
Country/TerritoryUnited States
CityBethesda
Period7/6/937/9/93

All Science Journal Classification (ASJC) codes

  • Biochemistry, Genetics and Molecular Biology(all)
  • Artificial Intelligence
  • Information Systems

Fingerprint

Dive into the research topics of 'A Constraint Reasoning System for Automating Sequence-Specific Resonance Assignments from Multidimensional Protein NMR Spectra'. Together they form a unique fingerprint.

Cite this