Kumar Vinod, Gutierrez-Achury Javier, Kanduri Kartiek, Almeida Rodrigo, Hrdlickova Barbara, Zhernakova Daria V, Westra Harm-Jan, Karjalainen Juha, Ricaño-Ponce Isis, Li Yang, Stachurska Anna, Tigchelaar Ettje F, Abdulahad Wayel H, Lähdesmäki Harri, Hofker Marten H, Zhernakova Alexandra, Franke Lude, Lahesmaa Riitta, Wijmenga Cisca, Withoff Sebo
Department of Genetics
Department of Genetics.
Hum Mol Genet. 2015 Jan 15;24(2):397-409. doi: 10.1093/hmg/ddu453. Epub 2014 Sep 4.
Although genome-wide association studies and fine mapping have identified 39 non-HLA loci associated with celiac disease (CD), it is difficult to pinpoint the functional variants and susceptibility genes in these loci. We applied integrative approaches to annotate and prioritize functional single nucleotide polymorphisms (SNPs), genes and pathways affected in CD. CD-associated SNPs were intersected with regulatory elements categorized by the ENCODE project to prioritize functional variants, while results from cis-expression quantitative trait loci (eQTL) mapping in 1469 blood samples were combined with co-expression analyses to prioritize causative genes. To identify the key cell types involved in CD, we performed pathway analysis on RNA-sequencing data from different immune cell populations and on publicly available expression data on non-immune tissues. We discovered that CD SNPs are significantly enriched in B-cell-specific enhancer regions, suggesting that, besides T-cell processes, B-cell responses play a major role in CD. By combining eQTL and co-expression analyses, we prioritized 43 susceptibility genes in 36 loci. Pathway and tissue-specific expression analyses on these genes suggested enrichment of CD genes in the Th1, Th2 and Th17 pathways, but also predicted a role for four genes in the intestinal barrier function. We also discovered an intricate transcriptional connectivity between CD susceptibility genes and interferon-γ, a key effector in CD, despite the absence of CD-associated SNPs in the IFNG locus. Using systems biology, we prioritized the CD-associated functional SNPs and genes. By highlighting a role for B cells in CD, which classically has been described as a T-cell-driven disease, we offer new insights into the mechanisms and pathways underlying CD.
尽管全基因组关联研究和精细定位已经确定了39个与乳糜泻(CD)相关的非HLA基因座,但很难在这些基因座中确定功能变异和易感基因。我们应用综合方法来注释和优先考虑在CD中受影响的功能性单核苷酸多态性(SNP)、基因和通路。将与CD相关的SNP与由ENCODE项目分类的调控元件进行交叉分析,以优先考虑功能变异,同时将1469份血液样本中的顺式表达定量性状基因座(eQTL)定位结果与共表达分析相结合,以优先考虑致病基因。为了确定参与CD的关键细胞类型,我们对来自不同免疫细胞群体的RNA测序数据以及非免疫组织的公开可用表达数据进行了通路分析。我们发现,CD SNP在B细胞特异性增强子区域显著富集,这表明除了T细胞过程外,B细胞反应在CD中也起主要作用。通过结合eQTL和共表达分析,我们在36个基因座中优先考虑了43个易感基因。对这些基因的通路和组织特异性表达分析表明,CD基因在Th1、Th2和Th17通路中富集,但也预测了四个基因在肠道屏障功能中的作用。我们还发现,尽管IFNG基因座中没有与CD相关的SNP,但CD易感基因与干扰素-γ(CD中的关键效应因子)之间存在复杂转录连接。利用系统生物学,我们对与CD相关的功能性SNP和基因进行了优先排序。通过强调B细胞在CD中的作用(传统上CD被描述为一种由T细胞驱动的疾病),我们为CD潜在的机制和通路提供了新的见解。