Quantitative relationship between chemical structure and oral bioavail
ability of 188 non-congeneric organic medicinals were studied to const
ruct an expert system for predicting pharmacokinetic properties of org
anic chemicals. The compounds studied were classified into three group
s: non-aromatics, aromatics, and heteroaromatics. Their oral bioavaila
bility data observed in human adults were allotted into three ratings,
and the relationships with chemical structure were analyzed using fuz
zy adaptive least-squares. Quantitative relationship models formulated
for the three structure groups gave significant information about fac
tors influencing bioavailability, and were statistically reliable in b
oth recognition and leave-one-out prediction despite the diversity and
complexity of the structures of the compounds investigated.