It is estimated that only a few marketed drugs are able to directly induce liver steatosis. However, many other drugs may exacerbate or precipitate fatty liver in the presence of other risk factors or in patients prone to non-alcoholic fatty liver disease. On the other hand, current in vitro tests for drug-induced steatosis in preclinical research are scarce and not very sensitive or reproducible. In the present study, we have investigated the effect of well-characterized steatotic drugs on the expression profile of 47 transcription factors (TFs) in human hepatoma HepG2 cells and found that these drugs are able to up- and down-regulate a substantial number of these factors. Multivariate data analysis revealed a common TF signature for steatotic drugs, which consistently and significantly repressed FOXA1, HEX and SREBP1C in cultured cells. This signature was also observed in the livers of rats and in cultured human hepatocytes. Therefore, we selected these three TFs as predictive biomarkers for iatrogenic steatosis. With these biomarkers, a logistic regression analysis yielded a predictive model, which was able to correctly classify 92 % of drugs. The developed algorithm also predicted that ibuprofen, nifedipine and irinotecan are potential steatotic drugs, whereas troglitazone is not. In summary, this is a sensitive, specific and simple RT-PCR test that can be easily implemented in preclinical drug development to predict drug-induced steatosis. Our results also indicate that steatotic drugs affect expression of both common and specific subsets of TF and lipid metabolism genes, thus generating complex transcriptomic responses that cause or contribute to steatosis in hepatocytes.
机构:
Icahn Sch Med Mt Sinai, LINCS Data Coordinat & Integrat Ctr BD2K, Dept Pharmacol Sci, New York, NY 10029 USAIcahn Sch Med Mt Sinai, LINCS Data Coordinat & Integrat Ctr BD2K, Dept Pharmacol Sci, New York, NY 10029 USA
Wang, Zichen
Lachmann, Alexander
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机构:
Icahn Sch Med Mt Sinai, LINCS Data Coordinat & Integrat Ctr BD2K, Dept Pharmacol Sci, New York, NY 10029 USAIcahn Sch Med Mt Sinai, LINCS Data Coordinat & Integrat Ctr BD2K, Dept Pharmacol Sci, New York, NY 10029 USA
Lachmann, Alexander
Keenan, Alexandra B.
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机构:
Icahn Sch Med Mt Sinai, LINCS Data Coordinat & Integrat Ctr BD2K, Dept Pharmacol Sci, New York, NY 10029 USAIcahn Sch Med Mt Sinai, LINCS Data Coordinat & Integrat Ctr BD2K, Dept Pharmacol Sci, New York, NY 10029 USA
Keenan, Alexandra B.
Ma'ayan, Avi
论文数: 0引用数: 0
h-index: 0
机构:
Icahn Sch Med Mt Sinai, LINCS Data Coordinat & Integrat Ctr BD2K, Dept Pharmacol Sci, New York, NY 10029 USAIcahn Sch Med Mt Sinai, LINCS Data Coordinat & Integrat Ctr BD2K, Dept Pharmacol Sci, New York, NY 10029 USA
机构:
Merck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Kang, Wen
Podtelezhnikov, Alexei A.
论文数: 0引用数: 0
h-index: 0
机构:
Merck & Co Inc, Human Genet & Pharmacogen, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Podtelezhnikov, Alexei A.
Tanis, Keith Q.
论文数: 0引用数: 0
h-index: 0
机构:
Merck & Co Inc, Human Genet & Pharmacogen, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Tanis, Keith Q.
Pacchione, Stephen
论文数: 0引用数: 0
h-index: 0
机构:
Merck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Pacchione, Stephen
Su, Ming
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h-index: 0
机构:
Merck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Su, Ming
Bleicher, Kimberly B.
论文数: 0引用数: 0
h-index: 0
机构:
Merck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Bleicher, Kimberly B.
Wang, Zhibin
论文数: 0引用数: 0
h-index: 0
机构:
Merck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Wang, Zhibin
Laws, George M.
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h-index: 0
机构:
Merck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Laws, George M.
Griffiths, Thomas G.
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h-index: 0
机构:
Merck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Griffiths, Thomas G.
Kuhls, Matthew C.
论文数: 0引用数: 0
h-index: 0
机构:
Merck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Kuhls, Matthew C.
Chen, Qing
论文数: 0引用数: 0
h-index: 0
机构:
Merck & Co Inc, Pharmacokinet Pharmacodynam & Drug Metab, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Chen, Qing
Knemeyer, Ian
论文数: 0引用数: 0
h-index: 0
机构:
Merck & Co Inc, Pharmacokinet Pharmacodynam & Drug Metab, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Knemeyer, Ian
Marsh, Donald J.
论文数: 0引用数: 0
h-index: 0
机构:
Merck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Marsh, Donald J.
Mitra, Kaushik
论文数: 0引用数: 0
h-index: 0
机构:
Merck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Mitra, Kaushik
Lebron, Jose
论文数: 0引用数: 0
h-index: 0
机构:
Merck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
Lebron, Jose
Sistare, Frank D.
论文数: 0引用数: 0
h-index: 0
机构:
Merck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USAMerck & Co Inc, Safety Assessment & Lab Anim Resources, West Point, PA 19486 USA
机构:
Natl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, JapanNatl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, Japan
Saito, Kosuke
Maekawa, Keiko
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, JapanNatl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, Japan
Maekawa, Keiko
Ishikawa, Masaki
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, JapanNatl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, Japan
Ishikawa, Masaki
Senoo, Yuya
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, JapanNatl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, Japan
Senoo, Yuya
Urata, Masayo
论文数: 0引用数: 0
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机构:
Natl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, JapanNatl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, Japan
Urata, Masayo
Murayama, Mayumi
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机构:
Natl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, JapanNatl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, Japan
Murayama, Mayumi
Nakatsu, Noriyuki
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Biomed Innovat, Toxicogen Informat Project, Osaka 5670085, JapanNatl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, Japan
Nakatsu, Noriyuki
Yamada, Hiroshi
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Biomed Innovat, Toxicogen Informat Project, Osaka 5670085, JapanNatl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, Japan
Yamada, Hiroshi
Saito, Yoshiro
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, JapanNatl Inst Hlth Sci, Div Med Safety Sci, Setagaya Ku, Tokyo 1588501, Japan
机构:
Univ N Carolina, Inst Drug Safety Sci, Eshelman Sch Pharm, 6 Davis Dr,POB 12137, Res Triangle Pk, NC 27709 USAUniv N Carolina, Inst Drug Safety Sci, Eshelman Sch Pharm, 6 Davis Dr,POB 12137, Res Triangle Pk, NC 27709 USA