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| Status |
Public on Apr 12, 2017 |
| Title |
Toxicogenomic module associations with pathogenesis: A network based approach to understanding drug toxicity |
| Organism |
Rattus norvegicus |
| Experiment type |
Expression profiling by array
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| Summary |
Despite investment in toxicogenomics, nonclinical safety studies are still used to predict clinical liabilities for new drug candidates. Network-based approaches for genomic analysis help overcome challenges with whole-genome transcriptional profiling using limited numbers of treatments for phenotypes of interest. Herein, we apply co-expression network analysis to safety assessment using rat liver gene expression data to define 415 modules, exhibiting unique transcriptional control, organized in a visual representation of the transcriptome (the ‘TXG-MAP’). Accounting for the overall transcriptional activity resulting from treatment, we explain mechanisms of toxicity and predict distinct toxicity phenotypes using module associations. We demonstrate that early network responses compliment traditional histology-based assessment in predicting outcomes for longer studies and identify a novel mechanism of hepatotoxicity involving endoplasmic reticulum stress and Nrf2 activation. Module-based molecular subtypes of cholestatic injury derived using rat translate to human. Moreover, compared to gene-level analysis alone, combining module and gene-level analysis performed in sequence identifies significantly more phenotype-gene associations, including established and novel biomarkers of liver injury.
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| Overall design |
Male CD/IGS (Sprague-Dawley) rats were assigned to 16 experimental groups consisting of three (3) animals/group and fed ad libitum. Half of the experimental groups (8) consisted of sham-operated animals, and the other half (8) of the experimental groups had their common bile duct surgically ligated. Three (3) sham and three (3) ligated animals were necropsied at 3, 6, 12, and 24 hours, and 3, 5, 10 and 14 days after surgery. (51 total samples).
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| Contributor(s) |
Sutherland JJ, Webster YW, Willy JA, Searfoss GH, Goldstein KM, Irizarry AR, Hall DG, Stevens JL |
| Citation(s) |
28440344 |
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| Submission date |
Oct 06, 2016 |
| Last update date |
Jul 31, 2017 |
| Contact name |
Keith M Goldstein |
| E-mail(s) |
goldsteinkm@lilly.com
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| Organization name |
Eli Lilly & Co.
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| Department |
Investigative Toxicology
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| Lab |
Keith Goldstein
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| Street address |
Lilly Corporate Center
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| City |
Indianapolis |
| State/province |
IN |
| ZIP/Postal code |
46285 |
| Country |
USA |
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| Platforms (1) |
| GPL1355 |
[Rat230_2] Affymetrix Rat Genome 230 2.0 Array |
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| Samples (51)
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| Relations |
| BioProject |
PRJNA345586 |
| Supplementary file |
Size |
Download |
File type/resource |
| GSE87696_RAW.tar |
135.9 Mb |
(http)(custom) |
TAR (of CEL) |
| Processed data included within Sample table |
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