Identification of novel type 1 and type 2 diabetes genes by co-localization of human islet eQTL and GWAS variants with colocRedRibbon.

IF 11.1 Q1 CELL BIOLOGY
Anthony Piron, Florian Szymczak, Lise Folon, Daniel J M Crouch, Theodora Papadopoulou, Maria Lytrivi, Yue Tong, Maria Inês Alvelos, Maikel L Colli, Xiaoyan Yi, Marcin L Pekalski, Konstantinos Hatzikotoulas, Alicia Huerta-Chagoya, Henry J Taylor, Matthieu Defrance, John A Todd, Décio L Eizirik, Josep M Mercader, Miriam Cnop
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Abstract

Over 1,000 genetic variants have been associated with diabetes by genome-wide association studies (GWASs), but for most, their functional impact is unknown; only 7% alter gene expression in pancreatic islets in expression quantitative trait locus (eQTL) studies. To fill this gap, we developed a co-localization pipeline, colocRedRibbon, that prefilters eQTLs by the direction of effect on gene expression and shortlists overlapping eQTL and GWAS variants prior to co-localization. Applying colocRedRibbon to recent diabetes and glycemic trait GWASs, we identified 292 co-localizing gene regions, including 24 co-localizations for type 1 diabetes and 268 for type 2 diabetes and glycemic traits, representing a 4-fold increase. A low-frequency type 2 diabetes protective variant increases islet MYO5C expression, and a type 1 diabetes protective variant increases FUT2 expression. These novel co-localizations advance the understanding of diabetes genetics and its impact on human islet biology. colocRedRibbon has broad applicability to co-localize GWASs and various QTLs.

人类胰岛eQTL和GWAS变异与colcredribbon共定位鉴定新型1型和2型糖尿病基因
通过全基因组关联研究(GWASs),超过1000种遗传变异与糖尿病相关,但对大多数遗传变异的功能影响尚不清楚;在表达数量性状位点(eQTL)研究中,只有7%的胰岛基因表达发生改变。为了填补这一空白,我们开发了一个共定位管道,colcredribbon,它根据对基因表达的影响方向预过滤eQTL,并在共定位之前列出重叠的eQTL和GWAS变体。将colcredribbon应用于最近的糖尿病和血糖性状GWASs,我们确定了292个共定位基因区域,其中24个共定位于1型糖尿病,268个共定位于2型糖尿病和血糖性状,增加了4倍。一个低频的2型糖尿病保护变异体增加胰岛MYO5C的表达,一个1型糖尿病保护变异体增加FUT2的表达。这些新的共定位促进了对糖尿病遗传学及其对人类胰岛生物学的影响的理解。colcredribbon在共定位GWASs和各种qtl方面具有广泛的适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
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