Published September 1, 2005 | Version v1
Journal article

Assessment of hepatotoxic liabilities by transcript profiling

  • 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.