RECURRENCE QUANTIFICATION ANALYSIS IN STRUCTURE-FUNCTION-RELATIONSHIPS OF PROTEINS - AN OVERVIEW OF A GENERAL METHODOLOGY APPLIED TO THE CASE OF TEM-1 BETA-LACTAMASE
Jp. Zbilut et al., RECURRENCE QUANTIFICATION ANALYSIS IN STRUCTURE-FUNCTION-RELATIONSHIPS OF PROTEINS - AN OVERVIEW OF A GENERAL METHODOLOGY APPLIED TO THE CASE OF TEM-1 BETA-LACTAMASE, Protein engineering, 11(2), 1998, pp. 87-93
Protein structure-function relationships have been increasingly scruti
nized by a variety of correlational and information theoretic measures
. In an effort to extend this methodology, a technique originally deve
loped in nonlinear science, recurrence quantification analysis, was co
mbined with traditional principal components analysis to study a large
number (56) of TEM-1 beta-lactamase mutants. The hydrophobicity profi
les corresponding to the primary structure of 13 naturally occurring m
utations partially impairing function, together with 43 artificial non
-tolerated mutations were subjected to discriminant analysis, derived
from the results of recurrence quantification analysis, coupled to a p
rincipal exponents extraction. Eleven (85%) of the naturally occurring
mutants and 36 (84%) of the artificial mutants were correctly classif
ied (p < 0.0001). We conclude that this technique may be useful in pro
tein engineering and, in general, in structure-function studies of bio
polymers.