Network Modeling Approaches and Applications to Unravelling Non-Alcoholic Fatty Liver Disease

被引:26
|
作者
Blencowe, Montgomery [1 ,2 ]
Karunanayake, Tilan [1 ]
Wier, Julian [1 ]
Hsu, Neil [1 ]
Yang, Xia [1 ,2 ,3 ]
机构
[1] Univ Calif Los Angeles, Dept Integrat Biol & Physiol, 610 Charles E Young Dr East, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, Mol Cellular & Integrat Physiol Interdept Program, 610 Charles E Young Dr East, Los Angeles, CA 90095 USA
[3] Univ Calif Los Angeles, Interdept Program Bioinformat, 610 Charles E Young Dr East, Los Angeles, CA 90095 USA
基金
美国国家卫生研究院;
关键词
network modeling; integrative genomics; NAFLD; NASH; steatosis; systems biology; multi-omics; TYPE-2; DIABETES-MELLITUS; MOUSE DIVERSITY PANEL; INSULIN-RESISTANCE; GENE-EXPRESSION; SYSTEMS BIOLOGY; ADIPOSE-TISSUE; MITOCHONDRIAL DYSFUNCTION; CONFERS SUSCEPTIBILITY; CARDIOVASCULAR-DISEASE; SERIES LIPOTOXICITY;
D O I
10.3390/genes10120966
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Non-alcoholic fatty liver disease (NAFLD) is a progressive condition of the liver encompassing a range of pathologies including steatosis, non-alcoholic steatohepatitis (NASH), cirrhosis, and hepatocellular carcinoma. Research into this disease is imperative due to its rapid growth in prevalence, economic burden, and current lack of FDA approved therapies. NAFLD involves a highly complex etiology that calls for multi-tissue multi-omics network approaches to uncover the pathogenic genes and processes, diagnostic biomarkers, and potential therapeutic strategies. In this review, we first present a basic overview of disease pathogenesis, risk factors, and remaining knowledge gaps, followed by discussions of the need and concepts of multi-tissue multi-omics approaches, various network methodologies and application examples in NAFLD research. We highlight the findings that have been uncovered thus far including novel biomarkers, genes, and biological pathways involved in different stages of NAFLD, molecular connections between NAFLD and its comorbidities, mechanisms underpinning sex differences, and druggable targets. Lastly, we outline the future directions of implementing network approaches to further improve our understanding of NAFLD in order to guide diagnosis and therapeutics.
引用
收藏
页数:32
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