加权基因共表达网络分析解释血浆总类胡萝卜素与血脂之间的关系。

Genes & Nutrition Pub Date : 2019-05-08 eCollection Date: 2019-01-01 DOI:10.1186/s12263-019-0639-5
Bénédicte L Tremblay, Frédéric Guénard, Benoît Lamarche, Louis Pérusse, Marie-Claude Vohl
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引用次数: 9

摘要

背景:循环类胡萝卜素的变异性可能归因于几个因素,其中包括遗传变异和脂质谱。然而,相对较少的研究考虑了基因表达在循环类胡萝卜素的个体间变异性中的影响。大多数研究只考虑单个基因的表达,而忽略了它们之间的高度互联。加权基因共表达网络分析(WGCNA)是一种系统生物学方法,用于发现表达水平高度相关的基因簇,并将其与表型性状联系起来。本观察性研究的目的是利用WGCNA检测血浆总类胡萝卜素浓度与血脂之间的关系。结果:533探针全血表达水平与血浆总类胡萝卜素相关。在四种不同的WGCNA模块中,绿松石色、蓝色和棕色模块与血浆高密度脂蛋白胆固醇(HDL-C)和总胆固醇相关。显示与HDL-C和总胆固醇密切相关的探针也是棕色和蓝色模块中最重要的元素。总共有4个和29个与总类胡萝卜素相关的枢纽基因分别可能与HDL-C和总胆固醇相关。结论:533探针的表达水平与血浆总类胡萝卜素浓度相关。利用WGCNA,鉴定了脂质和类胡萝卜素代谢相关的4个模块和几个枢纽基因。这一综合分析为基因共表达在类胡萝卜素和脂质浓度之间的关系中的潜在作用提供了证据。中心基因需要进一步的研究和验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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

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

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

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

Background: Variability 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.

Results: Whole 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.

Conclusions: Expression 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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