Assessment of hepatotoxic liabilities by transcript profiling
Creators
- 1. F. Hoffmann-La Roche Ltd., PRBN-S (90/5.18), CH-4070 Basel (Switzerland)
- 2. Bioinformatics, 4 CH-4070 Basel (Switzerland)
- 3. Non-Clinical Drug Safety, Nutley, NJ (United States)
Description
Male Wistar rats were treated with various model compounds or the appropriate vehicle controls in order to create a reference database for toxicogenomics assessment of novel compounds. Hepatotoxic compounds in the database were either known hepatotoxicants or showed hepatotoxicity during preclinical testing. Histopathology and clinical chemistry data were used to anchor the transcript profiles to an established endpoint (steatosis, cholestasis, direct acting, peroxisomal proliferation or nontoxic/control). These reference data were analyzed using a supervised learning method (support vector machines, SVM) to generate classification rules. This predictive model was subsequently used to assess compounds with regard to a potential hepatotoxic liability. A steatotic and a non-hepatotoxic 5HT6 receptor antagonist compound from the same series were successfully discriminated by this toxicogenomics model. Additionally, an example is shown where a hepatotoxic liability was correctly recognized in the absence of pathological findings. In vitro experiments and a dog study confirmed the correctness of the toxicogenomics alert. Another interesting observation was that transcript profiles indicate toxicologically relevant changes at an earlier timepoint than routinely used methods. Together, these results support the useful application of toxicogenomics in raising alerts for adverse effects and generating mechanistic hypotheses that can be followed up by confirmatory experiments
Additional details
Identifiers
- DOI
- 10.1016/j.taap.2005.05.008;
- PII
- S0041-008X(05)00295-4;
Publishing Information
- Journal Title
- Toxicology and Applied Pharmacology
- Journal Volume
- 207
- Journal Issue
- 2,suppl.1
- Journal Page Range
- p. 161-170
- ISSN
- 0041-008X
- CODEN
- TXAPA9
Conference
- Title
- 10. international congress of toxicology: Living in a safe chemical world
- Acronym
- ICT X 2004
- Dates
- 11-15 Jul 2004
- Place
- Tampere (Finland)
INIS
- Country of Publication
- United States
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 37034405
- Subject category
- S60: APPLIED LIFE SCIENCES;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- DOGS; IN VITRO; LIABILITIES; LIVER; RATS; RECEPTORS
- Descriptors DEC
- ANIMALS; BODY; DIGESTIVE SYSTEM; GLANDS; MAMMALS; MEMBRANE PROTEINS; ORGANIC COMPOUNDS; ORGANS; PROTEINS; RODENTS; VERTEBRATES
Optional Information
- Copyright
- Copyright (c) 2005 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.