Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, U.K.
Diabetes. 2014 Mar;63(3):1154-65. doi: 10.2337/db13-1301. Epub 2013 Dec 4.
Using an integrative approach in which genetic variation, gene expression, and clinical phenotypes are assessed in relevant tissues may help functionally characterize the contribution of genetics to disease susceptibility. We sought to identify genetic variation influencing skeletal muscle gene expression (expression quantitative trait loci [eQTLs]) as well as expression associated with measures of insulin sensitivity. We investigated associations of 3,799,401 genetic variants in expression of >7,000 genes from three cohorts (n = 104). We identified 287 genes with cis-acting eQTLs (false discovery rate [FDR] <5%; P < 1.96 × 10(-5)) and 49 expression-insulin sensitivity phenotype associations (i.e., fasting insulin, homeostasis model assessment-insulin resistance, and BMI) (FDR <5%; P = 1.34 × 10(-4)). One of these associations, fasting insulin/phosphofructokinase (PFKM), overlaps with an eQTL. Furthermore, the expression of PFKM, a rate-limiting enzyme in glycolysis, was nominally associated with glucose uptake in skeletal muscle (P = 0.026; n = 42) and overexpressed (Bonferroni-corrected P = 0.03) in skeletal muscle of patients with T2D (n = 102) compared with normoglycemic controls (n = 87). The PFKM eQTL (rs4547172; P = 7.69 × 10(-6)) was nominally associated with glucose uptake, glucose oxidation rate, intramuscular triglyceride content, and metabolic flexibility (P = 0.016-0.048; n = 178). We explored eQTL results using published data from genome-wide association studies (DIAGRAM and MAGIC), and a proxy for the PFKM eQTL (rs11168327; r(2) = 0.75) was nominally associated with T2D (DIAGRAM P = 2.7 × 10(-3)). Taken together, our analysis highlights PFKM as a potential regulator of skeletal muscle insulin sensitivity.
采用综合方法评估遗传变异、基因表达和临床表型在相关组织中的作用,可能有助于从功能上阐明遗传因素对疾病易感性的影响。我们试图确定影响骨骼肌基因表达(表达数量性状基因座[eQTLs])以及与胰岛素敏感性测量相关的表达的遗传变异。我们研究了三个队列(n = 104)中超过 7000 个基因的 3799401 个遗传变异与表达的关联。我们鉴定了 287 个具有顺式作用 eQTLs(错误发现率 [FDR] <5%;P < 1.96×10(-5))和 49 个与胰岛素敏感性表型相关的表达(即空腹胰岛素、稳态模型评估胰岛素抵抗和 BMI)(FDR <5%;P = 1.34×10(-4))。其中一个关联,即空腹胰岛素/磷酸果糖激酶(PFKM),与一个 eQTL 重叠。此外,糖酵解限速酶 PFKM 的表达与骨骼肌葡萄糖摄取呈名义相关(P = 0.026;n = 42),并且在 2 型糖尿病(T2D)患者的骨骼肌中过度表达(Bonferroni 校正后 P = 0.03)与正常血糖对照者(n = 87)相比。PFKM eQTL(rs4547172;P = 7.69×10(-6))与葡萄糖摄取、葡萄糖氧化率、肌内甘油三酯含量和代谢灵活性呈名义相关(P = 0.016-0.048;n = 178)。我们使用来自全基因组关联研究(DIAGRAM 和 MAGIC)的已发表数据探索了 eQTL 结果,并且 PFKM eQTL 的一个代理(rs11168327;r(2) = 0.75)与 T2D 呈名义相关(DIAGRAM P = 2.7×10(-3))。总之,我们的分析强调了 PFKM 作为骨骼肌胰岛素敏感性潜在调节因子的作用。