PMID- 23936032 OWN - NLM STAT- MEDLINE DCOM- 20140305 LR - 20211021 IS - 1932-6203 (Electronic) IS - 1932-6203 (Linking) VI - 8 IP - 7 DP - 2013 TI - Integrated analysis of drug-induced gene expression profiles predicts novel hERG inhibitors. PG - e69513 LID - 10.1371/journal.pone.0069513 [doi] LID - e69513 AB - Growing evidence suggests that drugs interact with diverse molecular targets mediating both therapeutic and toxic effects. Prediction of these complex interactions from chemical structures alone remains challenging, as compounds with different structures may possess similar toxicity profiles. In contrast, predictions based on systems-level measurements of drug effect may reveal pharmacologic similarities not evident from structure or known therapeutic indications. Here we utilized drug-induced transcriptional responses in the Connectivity Map (CMap) to discover such similarities among diverse antagonists of the human ether-a-go-go related (hERG) potassium channel, a common target of promiscuous inhibition by small molecules. Analysis of transcriptional profiles generated in three independent cell lines revealed clusters enriched for hERG inhibitors annotated using a database of experimental measurements (hERGcentral) and clinical indications. As a validation, we experimentally identified novel hERG inhibitors among the unannotated drugs in these enriched clusters, suggesting transcriptional responses may serve as predictive surrogates of cardiotoxicity complementing existing functional assays. FAU - Babcock, Joseph J AU - Babcock JJ AD - The Solomon H. Snyder Department of Neuroscience and High Throughput Biology Center, The Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America. FAU - Du, Fang AU - Du F FAU - Xu, Kaiping AU - Xu K FAU - Wheelan, Sarah J AU - Wheelan SJ FAU - Li, Min AU - Li M LA - eng GR - R01 GM078579/GM/NIGMS NIH HHS/United States GR - U54 MH084691/MH/NIMH NIH HHS/United States GR - GM078579/GM/NIGMS NIH HHS/United States GR - MH084691/MH/NIMH NIH HHS/United States PT - Journal Article PT - Research Support, N.I.H., Extramural DEP - 20130723 PL - United States TA - PLoS One JT - PloS one JID - 101285081 RN - 0 (Ether-A-Go-Go Potassium Channels) RN - 0 (Pharmaceutical Preparations) RN - 0 (Potassium Channel Blockers) SB - IM MH - Cluster Analysis MH - Ether-A-Go-Go Potassium Channels/*antagonists & inhibitors/metabolism MH - *Gene Expression Profiling MH - Gene Regulatory Networks/genetics MH - Humans MH - Oligonucleotide Array Sequence Analysis MH - Pharmaceutical Preparations/*metabolism MH - Potassium Channel Blockers/*pharmacology MH - Reproducibility of Results MH - Transcription, Genetic/drug effects PMC - PMC3720659 COIS- Competing Interests: The authors have declared that no competing interests exist. EDAT- 2013/08/13 06:00 MHDA- 2014/03/07 06:00 PMCR- 2013/07/23 CRDT- 2013/08/13 06:00 PHST- 2013/01/18 00:00 [received] PHST- 2013/06/07 00:00 [accepted] PHST- 2013/08/13 06:00 [entrez] PHST- 2013/08/13 06:00 [pubmed] PHST- 2014/03/07 06:00 [medline] PHST- 2013/07/23 00:00 [pmc-release] AID - PONE-D-13-03089 [pii] AID - 10.1371/journal.pone.0069513 [doi] PST - epublish SO - PLoS One. 2013 Jul 23;8(7):e69513. doi: 10.1371/journal.pone.0069513. Print 2013.