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.
机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USA
MIT, Cell Decis Proc Ctr, Cambridge, MA 02139 USA
MIT, Ctr Biotechnol Proc Engn, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Cosgrove, Benjamin D.
;
King, Bracken M.
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机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
King, Bracken M.
;
Hasan, Maya A.
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h-index: 0
机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Hasan, Maya A.
;
Alexopoulos, Leonidas G.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Cell Decis Proc Ctr, Cambridge, MA 02139 USA
Harvard Univ, Sch Med, Dept Syst Biol, Boston, MA USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Alexopoulos, Leonidas G.
;
Farazi, Paraskevi A.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USA
MIT, Cell Decis Proc Ctr, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Farazi, Paraskevi A.
;
Hendriks, Bart S.
论文数: 0引用数: 0
h-index: 0
机构:
Pfizer Res Technol Ctr, Cambridge, MA USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Hendriks, Bart S.
;
Griffith, Linda G.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USA
MIT, Cell Decis Proc Ctr, Cambridge, MA 02139 USA
MIT, Ctr Biotechnol Proc Engn, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Griffith, Linda G.
;
Sorger, Peter K.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Cell Decis Proc Ctr, Cambridge, MA 02139 USA
Harvard Univ, Sch Med, Dept Syst Biol, Boston, MA USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Sorger, Peter K.
;
Tidor, Bruce
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USA
MIT, Dept Elect Engn & Comp Sci, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Tidor, Bruce
;
Xu, Jinghai J.
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h-index: 0
机构:
Pfizer Res Technol Ctr, Cambridge, MA USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Xu, Jinghai J.
;
Lauffenburger, Douglas A.
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h-index: 0
机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USA
MIT, Cell Decis Proc Ctr, Cambridge, MA 02139 USA
MIT, Ctr Biotechnol Proc Engn, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
机构:
Michigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USAMichigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USA
Ganey, PE
;
Luyendyk, JP
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h-index: 0
机构:
Michigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USAMichigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USA
Luyendyk, JP
;
Maddox, JF
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h-index: 0
机构:
Michigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USAMichigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USA
Maddox, JF
;
Roth, RA
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USAMichigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USA
机构:
Univ So Calif, Keck Sch Med, Res Ctr Liver Dis, GI Liver Div, Los Angeles, CA 90033 USAUniv So Calif, Keck Sch Med, Res Ctr Liver Dis, GI Liver Div, Los Angeles, CA 90033 USA
机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USA
MIT, Cell Decis Proc Ctr, Cambridge, MA 02139 USA
MIT, Ctr Biotechnol Proc Engn, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Cosgrove, Benjamin D.
;
King, Bracken M.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
King, Bracken M.
;
Hasan, Maya A.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Hasan, Maya A.
;
Alexopoulos, Leonidas G.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Cell Decis Proc Ctr, Cambridge, MA 02139 USA
Harvard Univ, Sch Med, Dept Syst Biol, Boston, MA USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Alexopoulos, Leonidas G.
;
Farazi, Paraskevi A.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USA
MIT, Cell Decis Proc Ctr, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Farazi, Paraskevi A.
;
Hendriks, Bart S.
论文数: 0引用数: 0
h-index: 0
机构:
Pfizer Res Technol Ctr, Cambridge, MA USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Hendriks, Bart S.
;
Griffith, Linda G.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USA
MIT, Cell Decis Proc Ctr, Cambridge, MA 02139 USA
MIT, Ctr Biotechnol Proc Engn, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Griffith, Linda G.
;
Sorger, Peter K.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Cell Decis Proc Ctr, Cambridge, MA 02139 USA
Harvard Univ, Sch Med, Dept Syst Biol, Boston, MA USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Sorger, Peter K.
;
Tidor, Bruce
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USA
MIT, Dept Elect Engn & Comp Sci, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Tidor, Bruce
;
Xu, Jinghai J.
论文数: 0引用数: 0
h-index: 0
机构:
Pfizer Res Technol Ctr, Cambridge, MA USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
Xu, Jinghai J.
;
Lauffenburger, Douglas A.
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Biol Engn, Cambridge, MA 02139 USA
MIT, Cell Decis Proc Ctr, Cambridge, MA 02139 USA
MIT, Ctr Biotechnol Proc Engn, Cambridge, MA 02139 USAMIT, Dept Biol Engn, Cambridge, MA 02139 USA
机构:
Michigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USAMichigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USA
Ganey, PE
;
Luyendyk, JP
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USAMichigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USA
Luyendyk, JP
;
Maddox, JF
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USAMichigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USA
Maddox, JF
;
Roth, RA
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USAMichigan State Univ, Dept Pharmacol & Toxicol, Ctr Integrat Toxicol, E Lansing, MI 48824 USA
机构:
Univ So Calif, Keck Sch Med, Res Ctr Liver Dis, GI Liver Div, Los Angeles, CA 90033 USAUniv So Calif, Keck Sch Med, Res Ctr Liver Dis, GI Liver Div, Los Angeles, CA 90033 USA