TY - JOUR
T1 - Integration of Multi-omics Data from Mouse Diversity Panel Highlights Mitochondrial Dysfunction in Non-alcoholic Fatty Liver Disease
AU - Chella Krishnan, Karthickeyan
AU - Kurt, Zeyneb
AU - Barrere-Cain, Rio
AU - Sabir, Simon
AU - Das, Aditi
AU - Floyd, Raquel
AU - Vergnes, Laurent
AU - Zhao, Yuqi
AU - Che, Nam
AU - Charugundla, Sarada
AU - Qi, Hannah
AU - Zhou, Zhiqiang
AU - Meng, Yonghong
AU - Pan, Calvin
AU - Seldin, Marcus M.
AU - Norheim, Frode
AU - Hui, Simon
AU - Reue, Karen
AU - Lusis, Aldons J.
AU - Yang, Xia
PY - 2018/1/24
Y1 - 2018/1/24
N2 - The etiology of non-alcoholic fatty liver disease (NAFLD), the most common form of chronic liver disease, is poorly understood. To understand the causal mechanisms underlying NAFLD, we conducted a multi-omics, multi-tissue integrative study using the Hybrid Mouse Diversity Panel, consisting of ∼100 strains of mice with various degrees of NAFLD. We identified both tissue-specific biological processes and processes that were shared between adipose and liver tissues. We then used gene network modeling to predict candidate regulatory genes of these NAFLD processes, including Fasn, Thrsp, Pklr, and Chchd6. In vivo knockdown experiments of the candidate genes improved both steatosis and insulin resistance. Further in vitro testing demonstrated that downregulation of both Pklr and Chchd6 lowered mitochondrial respiration and led to a shift toward glycolytic metabolism, thus highlighting mitochondria dysfunction as a key mechanistic driver of NAFLD. Chella Krishnan et al. apply integrative genetics approaches to delineate “key driver” genes regulating NAFLD using multi-omics data from ∼100 mouse strains. In vivo modulation of these genes rescued animals from steatosis and insulin resistance. Follow-up bioenergetics studies highlight mitochondrial dysfunction as a key mechanistic driver of NAFLD.
AB - The etiology of non-alcoholic fatty liver disease (NAFLD), the most common form of chronic liver disease, is poorly understood. To understand the causal mechanisms underlying NAFLD, we conducted a multi-omics, multi-tissue integrative study using the Hybrid Mouse Diversity Panel, consisting of ∼100 strains of mice with various degrees of NAFLD. We identified both tissue-specific biological processes and processes that were shared between adipose and liver tissues. We then used gene network modeling to predict candidate regulatory genes of these NAFLD processes, including Fasn, Thrsp, Pklr, and Chchd6. In vivo knockdown experiments of the candidate genes improved both steatosis and insulin resistance. Further in vitro testing demonstrated that downregulation of both Pklr and Chchd6 lowered mitochondrial respiration and led to a shift toward glycolytic metabolism, thus highlighting mitochondria dysfunction as a key mechanistic driver of NAFLD. Chella Krishnan et al. apply integrative genetics approaches to delineate “key driver” genes regulating NAFLD using multi-omics data from ∼100 mouse strains. In vivo modulation of these genes rescued animals from steatosis and insulin resistance. Follow-up bioenergetics studies highlight mitochondrial dysfunction as a key mechanistic driver of NAFLD.
KW - glycolysis
KW - integrative genomics
KW - key driver genes
KW - mitochondrial dysfunction
KW - mouse diversity panel
KW - multi-omics integration
KW - network modeling
KW - non-alcoholic fatty liver disease
KW - oxidative phosphorylation
KW - systems biology
UR - https://www.scopus.com/pages/publications/85040555995
U2 - 10.1016/j.cels.2017.12.006
DO - 10.1016/j.cels.2017.12.006
M3 - Article
C2 - 29361464
AN - SCOPUS:85040555995
SN - 2405-4712
VL - 6
SP - 103-115.e7
JO - Cell Systems
JF - Cell Systems
IS - 1
ER -