A multipathway phosphoproteomic signaling network model of idiosyncratic drug- and inflammatory cytokine-induced toxicity in human hepatocytes

被引:4
作者
Cosgrove, Benjamin D. [1 ]
Alexopoulos, Leonidas G. [2 ,3 ]
Saez-Rodriguez, Julio [2 ]
Griffith, Linda G. [4 ]
Lauffenburger, Douglas A. [4 ]
机构
[1] Stanford Univ, Sch Med, Mol Imaging Program, Stanford, CA 94305 USA
[2] Harward Med Sch, Dept Syst Biol, Boston, MA 02115 USA
[3] Natl Tech Univ Athens, Dept Mech Engn, Athens, Greece
[4] MIT, Dept Biol Engn, Cambridge, MA 02139 USA
来源
2009 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-20 | 2009年
关键词
LIVER-INJURY; HEPATOTOXICITY; MECHANISMS; PATHWAY;
D O I
10.1109/IEMBS.2009.5334019
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Idiosyncratic drug hepatotoxicity is a hepatotoxicity subset that occurs in a very small fraction of human patients, is poorly predicted by standard preclinical models and in clinical trials, and frequently leads to post-approval drug failure. Animal models utilizing bacterial LPS co-administration to induce an inflammatory background and hepatocyte cell culture models utilizing cytokine mix co-treatment have successfully reproduced idiosyncratic hepatotoxicity signatures for certain drugs, but the hepatocyte signaling mechanisms governing these drug-cytokine toxicity synergizes are largely unclear. Here, we summarize our efforts to computationally model the signaling mechanisms regulating inflammatory cytokine-associated idiosyncratic drug hepatotoxicity. We collected a "cue-signal-response" (CSR) data compendium in cultured primary human hepatocytes treated with many combinations of idiosyncratic hepatotoxic drugs and inflammatory cytokine mixes ("cues") and subjected this compendium to orthogonal partial-least squares regression (OPLSR) to computationally relate the measured intracellular phosphoprotein signals and hepatocellular death responses. This OPLSR model suggested that hepatocytes specify their cell death responses to toxic drug/cytokine conditions by integrating signals from four key pathways - Akt, p70 S6K, ERIC, and p38. An OPLSR model focused on data from these four signaling pathways demonstrated accurate predictions of idiosyncratic drug- and cytokine-induced hepatotoxicities in a second human hepatocyte donor, suggesting that hepatocytes from different individuals have shared network control mechanisms governing toxicity responses to diverse combinations of idiosyncratic hepatotoxicants and inflammatory cytokines.
引用
收藏
页码:5452 / +
页数:2
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