Hepatic and serum lipid signatures specific to nonalcoholic steatohepatitis in murine models

被引:41
作者
Chiappini, Franck [1 ,2 ,3 ]
Desterke, Christophe [2 ,4 ]
Bertrand-Michel, Justine [5 ]
Guettier, Catherine [1 ,2 ,3 ,6 ]
Le Naour, Francois [1 ,2 ,3 ,4 ]
机构
[1] INSERM, Unite 1193, F-94800 Villejuif, France
[2] Univ Paris 11, Inst Andre Lwoff, F-94800 Villejuif, France
[3] DHU Hepatinov, F-94800 Villejuif, France
[4] INSERM, US33, F-94800 Villejuif, France
[5] MetaToul Lipid Facil, MetaboHUB, INSERM, UMR1048, F-31432 Toulouse, France
[6] Hop Kremlin Bicetre, AP HP, Serv Anatomopathol, F-94275 Le Kremlin Bicetre, France
关键词
FATTY LIVER-DISEASE; ACID-COMPOSITION; HEPATOCELLULAR-CARCINOMA; SCORING SYSTEM; RANDOM FORESTS; ANIMAL-MODELS; IN-VITRO; STEATOSIS; DIAGNOSIS; CLASSIFICATION;
D O I
10.1038/srep31587
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
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Nonalcoholic fatty liver (NAFL) is a precursor of nonalcoholic steatohepatitis (NASH), a condition that may progress to cirrhosis and hepatocellular carcinoma. Markers for diagnosis of NASH are still lacking. We have investigated lipid markers using mouse models that developed NAFL when fed with high fat diet (HFD) or NASH when fed using methionine choline deficient diet (MCDD). We have performed a comprehensive lipidomic analysis on liver tissues as well as on sera from mice fed HFD (n = 5), MCDD (n = 5) or normal diet as controls (n = 10). Machine learning approach based on prediction analysis of microarrays followed by random forests allowed identifying 21 lipids out of 149 in the liver and 14 lipids out of 155 in the serum discriminating mice fed MCDD from HFD or controls. In conclusion, the global approach implemented allowed characterizing lipid signatures specific to NASH in both liver and serum from animal models. This opens new avenue for investigating early and non-invasive lipid markers for diagnosis of NASH in human.
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页数:9
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