The problem of the relationship between the structure of a molecule and its
physical, chemical, and biological properties is one of the most fundament
al in chemistry. Three molecular structure-properly studies are discussed a
s illustrations of different approaches to this problem. In the first study
the carcinogenic activities of polycyclic aromatic hydrocarbons and their
derivatives are examined. Molecular orbital calculations of the presumptive
activation steps and species for these compounds (based on the "bay region
" theory of activation) are seen to yield a surprisingly good guide to the
observed carcinogenic activities. Both activation and deactivation steps ar
e considered. The second study reviews structure-properly work on the tissu
e solubilities of halogenated hydrocarbons. Relatively simple structural de
scriptors give a good account of the solubilities of these compounds in blo
od, muscle, fat, and liver tissue. With the aid of principal components ana
lysis it is shown that there are two dominant dimensions to this problem, w
hich can be interpreted in terms of solubilities of the compounds in lipid
and saline environments. The final study, which examines the boiling points
of aliphatic alcohols, illustrates the value of using more than one descri
ptor set. The (perhaps surprising) conclusion is that a theoretical model c
an sometimes be more accurate than the data upon which it is based. Moreove
r, two models are better than one.