Systematic Analysis of the Gene Expression in the Livers of Nonalcoholic Steatohepatitis: Implications on Potential Biomarkers and Molecular Pathological Mechanism

被引:13
作者
Zhang, Yida [1 ]
Baker, Susan S. [2 ]
Baker, Robert D. [2 ]
Zhu, Ruixin [1 ]
Zhu, Lixin [2 ]
机构
[1] Tongji Univ, Dept Bioinformat, Shanghai 200092, Peoples R China
[2] SUNY Buffalo, Digest Dis & Nutr Ctr, Dept Pediat, Buffalo, NY 14260 USA
基金
中国国家自然科学基金; 高等学校博士学科点专项科研基金;
关键词
ALCOHOL-DEHYDROGENASE; ETHANOL-PRODUCTION; ACID-METABOLISM; FOLLOW-UP; DISEASE; ASSOCIATION; VALIDATION; SIMILARITY; DIFFERENCE; DIAGNOSIS;
D O I
10.1371/journal.pone.0051131
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
Non-alcoholic steatohepatitis (NASH) is a severe form of non-alcoholic fatty liver disease (NAFLD). The molecular pathological mechanism of NASH is poorly understood. Recently, high throughput data such as microarray data together with bioinformatics methods have become a powerful way to identify biomarkers and to investigate pathogenesis of diseases. Taking advantage of well characterized microarray datasets of NASH livers, we performed a systematic analysis of potential biomarkers and possible pathological mechanism of NASH from a bioinformatics perspective. CodeLink Human Whole Genome Bioarrays were analyzed to find differentially expressed genes (DEGs) between controls and NASH patients. Four methods were used to identify DEGs and the intersection of DEGs identified by these methods was subsequently used for both biomarker prediction and molecular pathological mechanism analysis. For biomarker prediction, rank aggregation was used to rank DEGs identified by all these methods according to their significance of different expression. Alcohol dehydrogenase 4 (ADH4) exhibited the highest rank suggesting the most significant differential expression between normal and disease condition. Together with the previous report demonstrating the association between ADH4 and the pathogenesis of NASH, our data suggest that ADH4 could be a potential biomarker for NASH. For molecular pathological mechanism analysis, two clusters of highly correlated annotation terms and genes in these terms were identified based on the intersection of DEGs. Then, pathways enriched with these genes were identified to construct the network. Using this network, both for the first time, amino acid catabolism is implicated to play a pivotal role and urea cycle is implicated to be involved in the development of NASH. The results of our study identified potential biomarkers and suggested possible molecular pathological mechanism of NASH. These findings provide a comprehensive and systematic understanding of the pathogenesis of NASH and may facilitate the diagnosis, prevention and treatment of NASH.
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页数:15
相关论文
共 70 条
[1]   The natural history of nonalcoholic fatty liver disease: A population-based cohort study [J].
Adams, LA ;
Lymp, JF ;
St Sauver, J ;
Sanderson, SO ;
Lindor, KD ;
Feldstein, A ;
Angulo, P .
GASTROENTEROLOGY, 2005, 129 (01) :113-121
[2]   Role of Alcohol Metabolism in Non-Alcoholic Steatohepatitis [J].
Baker, Susan S. ;
Baker, Robert D. ;
Liu, Wensheng ;
Nowak, Norma J. ;
Zhu, Lixin .
PLOS ONE, 2010, 5 (03) :A82-A92
[3]   THE NON-INVASIVE 13C-METHIONINE BREATH TEST DETECTS HEPATIC MITOCHONDRIAL DYSFUNCTION AS A MARKER OF DISEASE ACTIVITY IN NON-ALCOHOLIC STEATOHEPATITIS [J].
Banasch, M. ;
Ellrichmann, M. ;
Tannapfel, A. ;
Schmidt, W. E. ;
Goetze, O. .
EUROPEAN JOURNAL OF MEDICAL RESEARCH, 2011, 16 (06) :258-264
[4]   The future is around the corner: Noninvasive diagnosis of progressive nonalcoholic steatohepatitis [J].
Baranova, Ancha ;
Younoss, Zobair M. .
HEPATOLOGY, 2008, 47 (02) :373-375
[5]   ROLE OF INTESTINAL BACTERIAL OVERGROWTH IN ETHANOL-PRODUCTION AND METABOLISM IN RATS [J].
BARAONA, E ;
JULKUNEN, R ;
TANNENBAUM, L ;
LIEBER, CS .
GASTROENTEROLOGY, 1986, 90 (01) :103-110
[6]   Hepatic Expression Patterns of Inflammatory and Immune Response Genes Associated with Obesity and NASH in Morbidly Obese Patients [J].
Bertola, Adeline ;
Bonnafous, Stephanie ;
Anty, Rodolphe ;
Patouraux, Stephanie ;
Saint-Paul, Marie-Christine ;
Iannelli, Antonio ;
Gugenheim, Jean ;
Barr, Jonathan ;
Mato, Jose M. ;
Le Marchand-Brustel, Yannick ;
Tran, Albert ;
Gual, Philippe .
PLOS ONE, 2010, 5 (10)
[7]   A PGC1-α-dependent myokine that drives brown-fat-like development of white fat and thermogenesis [J].
Bostroem, Pontus ;
Wu, Jun ;
Jedrychowski, Mark P. ;
Korde, Anisha ;
Ye, Li ;
Lo, James C. ;
Rasbach, Kyle A. ;
Bostroem, Elisabeth Almer ;
Choi, Jang Hyun ;
Long, Jonathan Z. ;
Kajimura, Shingo ;
Zingaretti, Maria Cristina ;
Vind, Birgitte F. ;
Tu, Hua ;
Cinti, Saverio ;
Hojlund, Kurt ;
Gygi, Steven P. ;
Spiegelman, Bruce M. .
NATURE, 2012, 481 (7382) :463-U72
[8]   Mitochondrial abnormalities in non-alcoholic steatohepatitis [J].
Caldwell, SH ;
Swerdlow, RH ;
Khan, EM ;
Iezzoni, JC ;
Hespenheide, EE ;
Parks, JK ;
Parker, WD .
JOURNAL OF HEPATOLOGY, 1999, 31 (03) :430-434
[9]  
Chitturi S, 2001, ETIOPATHOGENESIS NON, P23
[10]  
Chu G., 2002, SAM SIGNIFICANCE ANA