Title :
Protein tertiary structure recognition using optimized associative memory Hamiltonians
Author :
Goldstein, Richard A. ; Luthey-Schulten, Zaida A. ; Wolynes, Peter G.
Author_Institution :
Sch. of Chem. Sci., Illinois Univ., Urbana, IL, USA
Abstract :
Protein folding codes can be optimized using spin-glass theory. Simple optimal codes are deduced for associative memory Hamiltonians based on aligned sequences. The authors demonstrate the use of associate memory Hamiltonians and show how, with the use of spin-glass theory to provide optimization, and standard alignment methods, it is possible to generate an algorithm that correctly identifies structurally similar proteins in the vast majority of cases.
Keywords :
content-addressable storage; macromolecular configurations; optimisation; pattern recognition; proteins; spin glasses; aligned sequences; folding codes; optimized associative memory Hamiltonians; spin-glass theory; standard alignment methods; structurally similar proteins; tertiary structure recognition; Associative memory; Biochemistry; DNA; Drugs; Glass; Optimization methods; Proteins; Sequences;
Conference_Titel :
System Sciences, 1993, Proceeding of the Twenty-Sixth Hawaii International Conference on
Print_ISBN :
0-8186-3230-5
DOI :
10.1109/HICSS.1993.270671