Relationships between organ specific toxicity (specifications of the p
resence or absence of 43 morphological effects in 32 organs) observed
from 13-week subchronic studies and rodent carcinogenicity were invest
igated by manually measuring the concordance of each feature and also
automatically using the RL (Rule Learner) induction program. Of the 32
organs, the presence or absence of any effect in liver or kidney was
found very relevant to rodent carcinogenicity. While the concordance o
f Salmonella genotoxicity with rodent carcinogenicity was only 60%, th
e battery of liver and kidney was 74% accurate with 75% sensitivity an
d 71% specificity. Further, using the RL program, rule sets based on o
rgan specific toxicity together with the default predictions based on
Salmonella mutagenicity were on average 80% accurate with 83% sensitiv
ity and 82% specificity.