Dt. Manallack et Dj. Livingstone, STRUCTURE-PROPERTY CORRELATIONS OF A SERIES OF ANTIMALARIAL CHLOROQUINE DERIVATIVES, Monatshefte fuer Chemie, 125(11), 1994, pp. 1259-1266
As part of the development of our in-house molecular modelling package
, COSMIC, the structure-property relationships of a series of 13 antim
alarial chloroquine derivatives have been investigated using physicoch
emical properties calculated from molecular models. This has involved
the use of various statistical techniques. The compounds were analysed
using three different modelling approximations concerning assumptions
about the invariant amino alkyl side chain. The first two sets of dat
a were obtained from models with and without the side shain using a fo
rmal charge of 0.0. Analysis of these data using principal components
resulted in plots of principal component scores in which activity cate
gories were separated. In the third data set, the side chain was model
led with a charge of +1 and an examination of the molecular properties
showed poorer clustering of activity categories. We have also investi
gated relationships between biological activity and physicochemical pr
operties using multiple linear regression. Although significant equati
ons were developed, the correlation coefficients were low and it was n
ot felt that they would be useful for quantitative prediction. The ide
ntification of important variables, however, may give some clues to th
e mechanism of action of these compounds.