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A phenotypic and genomics approach in a multi-ethnic cohort to subtype systemic lupus erythematosus

机译:在多族群中对系统性红斑狼疮亚型的表型和基因组学方法

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摘要

Systemic lupus erythematous (SLE) is a heterogeneous autoimmune disease in which outcomes vary among different racial groups. Here, we aim to identify SLE subgroups within a multiethnic cohort using an unsupervised clustering approach based on the American College of Rheumatology (ACR) classification criteria. We identify three patient clusters that vary according to disease severity. Methylation association analysis identifies a set of 256 differentially methylated CpGs across clusters, including 101 CpGs in genes in the Type I Interferon pathway, and we validate these associations in an external cohort. A cis-methylation quantitative trait loci analysis identifies 744 significant CpG-SNP pairs. The methylation signature is enriched for ethnic-associated CpGs suggesting that genetic and non-genetic factors may drive outcomes and ethnic-associated methylation differences. Our computational approach highlights molecular differences associated with clusters rather than single outcome measures. This work demonstrates the utility of applying integrative methods to address clinical heterogeneity in multifactorial multi-ethnic disease settings.
机译:系统性红斑狼疮(SLE)是一种异质性自身免疫疾病,其结果在不同种族群体之间有所不同。在这里,我们旨在基于美国风湿病学会(ACR)分类标准,使用无监督的聚类方法来识别多种族队列中的SLE子群。我们确定了三个根据疾病严重程度而变化的患者群。甲基化关联分析可识别出整个集群中的一组256个差异甲基化的CpG,包括I型干扰素途径中基因中的101个CpG,我们在外部队列中验证了这些关联。顺式甲基化定量性状基因座分析鉴定了744个重要的CpG-SNP对。甲基化标记丰富了与种族相关的CpG,这表明遗传因素和非遗传因素可能会驱动结果和种族相关的甲基化差异。我们的计算方法强调了与簇相关的分子差异,而不是单一结果的度量。这项工作证明了应用综合方法解决多因素多民族疾病环境中临床异质性的实用性。

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