Rs. Chen et al., MODELING OF THE 3-DIMENSIONAL STRUCTURE OF LUFFIN-ALPHA AND ITS SIMULATED REACTION WITH THE SUBSTRATE OLIGORIBONUCLEOTIDE GAGA, Journal of protein chemistry, 15(7), 1996, pp. 649-657
A fundamental problem in biochemistry and molecular biology is underst
anding the spatial structure of macromolecules and then analyzing thei
r functions. In this study, the three-dimensional structure of a ribos
ome-inactivating protein luffin-alpha was predicted using a neural net
work method and molecular dynamics simulation. A feedforward neural ne
twork with the backpropagation learning algorithm were trained on mode
l class of homologous proteins including trichosanthin and alpha-momor
charin. The distance constraints for the C alpha atoms in the protein
backbone were utilized to generate a folded crude conformation of luff
in-alpha by model building and the steepest descent minimization appro
ach. The crude conformation was refined by molecular dynamics techniqu
es and a simulated annealing procedure. The interaction between luffin
-alpha and its analogous substrate GAGA was also simulated to understa
nd its action mechanism.