title: In vitro transcriptomic prediction of hepatotoxicity for early drug discovery.
abstract: Liver toxicity (hepatotoxicity) is a critical issue in drug discovery and development. Standard preclinical evaluation of drug hepatotoxicity is generally performed using in vivo animal systems. However, only a small number of preselected compounds can be examined in vivo due to high experimental costs. A more efficient yet accurate screening technique that can identify potentially hepatotoxic compounds in the early stages of drug development would thus be valuable. Here, we develop and apply a novel genomic prediction technique for screening hepatotoxic compounds based on in vitro human liver cell tests. Using a training set of in vivo rodent experiments for drug hepatotoxicity evaluation, we discovered common biomarkers of drug-induced liver toxicity among six heterogeneous compounds. This gene set was further triaged to a subset of 32 genes that can be used as a multi-gene expression signature to predict hepatotoxicity. This multi-gene predictor was independently validated and showed consistently high prediction performance on five test sets of in vitro human liver cell and in vivo animal toxicity experiments. The predictor also demonstrated utility in evaluating different degrees of toxicity in response to drug concentrations, which may be useful not only for discerning a compound's general hepatotoxicity but also for determining its toxic concentration.
authors: Department of Biophysics, University of Virginia, Charlottesville, VA, USA. fc8b@virginia.edu
authors: Feng
authors: F
authors: Cheng
authors: Dan
authors: D
authors: Theodorescu
authors: Ira G
authors: IG
authors: Schulman
authors: Jae K
authors: JK
authors: Lee
mesh_terms: D000465:Algorithms; D000818:Animals; D015415:Biomarkers / Q000378:metabolism; D056486:Chemical and Drug Induced Liver Injury / Q000235:genetics* / Q000378:metabolism; D004195:Disease Models, Animal; D004353:Drug Evaluation, Preclinical / Q000379:methods*; D020869:Gene Expression Profiling / Q000379:methods*; D005786:Gene Expression Regulation / Q000187:drug effects; D022781:Hepatocytes / Q000187:drug effects; D006801:Humans; D008099:Liver / Q000187:drug effects* / Q000378:metabolism / Q000473:pathology; D020411:Oligonucleotide Array Sequence Analysis / Q000379:methods; D011237:Predictive Value of Tests; D051381:Rats; D018675:Toxicity Tests / Q000379:methods; D043922:Toxicogenetics / Q000379:methods
chemical_list: D015415:Biomarkers