Weighted gene co-expression network analysis to explain the relationship between plasma total carotenoids and lipid profile

被引:8
作者
Tremblay, Benedicte L. [1 ,2 ]
Guenard, Frederic [1 ,2 ]
Lamarche, Benoit [1 ,2 ]
Perusse, Louis [1 ,3 ]
Vohl, Marie-Claude [1 ,2 ]
机构
[1] Laval Univ, Inst Nutr & Funct Foods INAF, 2440 Hochelaga Blvd, Quebec City, PQ G1V 0A6, Canada
[2] Laval Univ, Sch Nutr, 2425 Rue Agr, Quebec City, PQ G1V 0A6, Canada
[3] Laval Univ, Dept Kinesiol, 2300 Rue Terrasse, Quebec City, PQ G1V 0A6, Canada
基金
加拿大健康研究院;
关键词
Carotenoids; French Canadians; Hub genes; Lipid profile; WGCNA; INTERINDIVIDUAL VARIABILITY; FAMILIAL RESEMBLANCES; VEGETABLE INTAKE; BETA-CAROTENE; WEB SERVER; BIOAVAILABILITY; CHOLESTEROL; METABOLISM; BIOMARKERS; LYCOPENE;
D O I
10.1186/s12263-019-0639-5
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
BackgroundVariability in circulating carotenoids may be attributable to several factors including, among others, genetic variants and lipid profile. However, relatively few studies have considered the impact of gene expression in the inter-individual variability in circulating carotenoids. Most studies considered expression of genes individually and ignored their high degree of interconnection. Weighted gene co-expression network analysis (WGCNA) is a systems biology method used for finding gene clusters with highly correlated expression levels and for relating them to phenotypic traits. The objective of the present observational study is to examine the relationship between plasma total carotenoid concentrations and lipid profile using WGCNA.ResultsWhole blood expression levels of 533 probes were associated with plasma total carotenoids. Among the four WGCNA distinct modules identified, turquoise, blue, and brown modules correlated with plasma high-density lipoprotein cholesterol (HDL-C) and total cholesterol. Probes showing a strong association with HDL-C and total cholesterol were also the most important elements of the brown and blue modules. A total of four and 29 hub genes associated with total carotenoids were potentially related to HDL-C and total cholesterol, respectively.ConclusionsExpression levels of 533 probes were associated with plasma total carotenoid concentrations. Using WGCNA, four modules and several hub genes related to lipid and carotenoid metabolism were identified. This integrative analysis provides evidence for the potential role of gene co-expression in the relationship between carotenoids and lipid concentrations. Further studies and validation of the hub genes are needed.
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页数:12
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