Data quality in predictive toxicology: Reproducibility of rodent carcinogenicity experiments

被引:78
作者
Gottmann, E
Kramer, S
Pfahringer, B
Helma, C
机构
[1] Univ Vienna, Inst Canc Res, Vienna, Austria
[2] Univ Vienna, Inst Environm Hlth, Vienna, Austria
[3] Austrian Res Inst Artificial Intelligence, Vienna, Austria
[4] Univ Freiburg, Inst Comp Sci, Machine Learning Lab, Freiburg, Germany
关键词
carcinogenicity; machine learning; predictive toxicology; quality assurance; structure-activity relationships;
D O I
10.2307/3454710
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We compared 121 replicate rodent carcinogenicity assays from the two parts (National Cancer Institute/National Toxicology Program and literature) of the Carcinogenic Potency Database (CPDB) to estimate the reliability of these experiments. We estimated a concordance of 57% between the overall rodent carcinogenicity classifications from both sources. This value did not improve substantially when additional biologic information (species, sex, strain, target organs) was considered. These results indicate that rodent carcinogenicity assays are much less reproducible than previously expected, an effect that should be considered in the development of structure-activity relationship models and the risk assessment process.
引用
收藏
页码:509 / 514
页数:6
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