Reconciled rat and human metabolic networks for comparative toxicogenomics and biomarker predictions

被引:138
作者
Blais, Edik M. [1 ]
Rawls, Kristopher D. [1 ]
Dougherty, Bonnie V. [1 ]
Li, Zhuo I. [1 ]
Kolling, Glynis L. [2 ]
Ye, Ping [3 ,4 ]
Wallqvist, Anders [3 ]
Papin, Jason A. [1 ]
机构
[1] Univ Virginia, Dept Biomed Engn, Box 800759,Hlth Syst, Charlottesville, VA 22908 USA
[2] Univ Virginia, Dept Med, Div Infect Dis & Int Hlth, Charlottesville, VA 22908 USA
[3] US Army, Telemed & Adv Technol Res Ctr, High Performance Comp Software Applicat Inst, Dept Def Biotechnol,Med Res & Mat Command, Ft Detrick, MD 21702 USA
[4] Avera Canc Inst, Dept Mol & Expt Med, Sioux Falls, SD 57105 USA
关键词
GLOBAL RECONSTRUCTION; ESCHERICHIA-COLI; LITHOCHOLIC ACID; CLINICAL-DATA; AMINO-ACID; LIVER; HEPATOCYTES; MODELS; GENES; INFLAMMATION;
D O I
10.1038/ncomms14250
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The laboratory rat has been used as a surrogate to study human biology for more than a century. Here we present the first genome-scale network reconstruction of Rattus norvegicus metabolism, iRno, and a significantly improved reconstruction of human metabolism, iHsa. These curated models comprehensively capture metabolic features known to distinguish rats from humans including vitamin C and bile acid synthesis pathways. After reconciling network differences between iRno and iHsa, we integrate toxicogenomics data from rat and human hepatocytes, to generate biomarker predictions in response to 76 drugs. We validate comparative predictions for xanthine derivatives with new experimental data and literature-based evidence delineating metabolite biomarkers unique to humans. Our results provide mechanistic insights into species-specific metabolism and facilitate the selection of biomarkers consistent with rat and human biology. These models can serve as powerful computational platforms for contextualizing experimental data and making functional predictions for clinical and basic science applications.
引用
收藏
页数:15
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