Purpose. The purpose of this study was to identify the key physicochem
ical molecular properties of polymeric materials responsible for gaseo
us diffusion in the polymers. Methods. Quantitative structure-property
relationships, QSPRs were constructed using a genetic algorithm on a
training set of 16 polymers for which CO2, N-2, O-2 diffusion constant
s were measured. Nine physicochemical properties of each of the polyme
rs were used in the trial basis set for QSPR model construction. The l
inear cross-correlation matrices were constructed and investigated for
colinearity among the members of the training sets. Common water diff
usion measures for a limited training set of six polymers was used to
construct a ''semi-QSPR'' model. Results. The bulk modulus of the poly
mer was overwhelmingly found to be the dominant physicochemical polyme
r property that governs CO2, N-2 and O-2 diffusion. Some secondary phy
sicochemical properties controlling diffusion,including conformational
entropy, were also identified as correlation descriptors. Very signif
icant QSPR diffusion models were constructed for all three gases. Cohe
sive energy was identified as the main correlation physicochemical pro
perty with aqueous diffusion measures. Conclusions. The dominant role
of polymer bulk modulus on gaseous diffusion makes it difficult to dev
elop criteria for selective transport of gases through polymers. Moreo
ver,high bulk moduli are predicted to be necessary for effective gas b
arrier materials. This property requirement may limit the processing a
nd packaging features of the material. Aqueous diffusion in polymers m
ay occur by a different mechanism than gaseous diffusion since bulk mo
dulus does not correlate with aqueous diffusion, but rather cohesive e
nergy of the polymer.