Aging Institute, University of Pittsburgh, Pittsburgh, PA 15219, USA.
Department of Pharmacology, Nanjing Medical University, Nanjing 211166, China.
Hum Mol Genet. 2021 May 28;30(9):823-835. doi: 10.1093/hmg/ddab032.
Currently, it remains difficult to identify which single nucleotide polymorphisms (SNPs) identified by genome-wide association studies (GWAS) are functional and how various functional SNPs (fSNPs) interact and contribute to disease susceptibility. GWAS have identified a CD40 locus that is associated with rheumatoid arthritis (RA). We previously used two techniques developed in our laboratory, single nucleotide polymorphism-next-generation sequencing (SNP-seq) and flanking restriction enhanced DNA pulldown-mass spectrometry (FREP-MS), to determine that the RA risk gene RBPJ regulates CD40 expression via a fSNP at the RA-associated CD40 locus. In the present work, by applying the same approach, we report the identification of six proteins that regulate RBPJ expression via binding to two fSNPs on the RA-associated RBPJ locus. Using these findings, together with the published data, we constructed an RA-associated signal transduction and transcriptional regulation network (STTRN) that functionally connects multiple RA-associated risk genes via transcriptional regulation networks (TRNs) linked by CD40-induced nuclear factor kappa B (NF-kB) signaling. Remarkably, this STTRN provides insight into the potential mechanism of action for the histone deacetylase inhibitor givinostat, an approved therapy for systemic juvenile idiopathic arthritis. Thus, the generation of disease-associated STTRNs based on post-GWAS functional studies is demonstrated as a novel and effective approach to apply GWAS for mechanistic studies and target identification.
目前,仍难以确定全基因组关联研究 (GWAS) 鉴定的哪些单核苷酸多态性 (SNPs) 是功能性的,以及各种功能 SNPs (fSNPs) 如何相互作用并导致疾病易感性。GWAS 已经确定了一个与类风湿关节炎 (RA) 相关的 CD40 基因座。我们之前使用我们实验室开发的两种技术,即单核苷酸多态性-下一代测序 (SNP-seq) 和侧翼限制增强 DNA 下拉-质谱 (FREP-MS),确定 RA 风险基因 RBPJ 通过 RA 相关 CD40 基因座中的一个 fSNP 调节 CD40 表达。在本工作中,通过应用相同的方法,我们报告了鉴定出六种通过结合 RA 相关 RBPJ 基因座上的两个 fSNP 来调节 RBPJ 表达的蛋白质。利用这些发现以及已发表的数据,我们构建了一个 RA 相关的信号转导和转录调控网络 (STTRN),该网络通过 CD40 诱导的核因子 kappa B (NF-kB) 信号连接多个 RA 相关风险基因的转录调控网络 (TRNs),从而在功能上连接起来。值得注意的是,该 STTRN 为组蛋白去乙酰化酶抑制剂 givinostat 的潜在作用机制提供了深入了解,givinostat 是一种已批准用于治疗全身幼年特发性关节炎的疗法。因此,基于 GWAS 后功能研究生成疾病相关的 STTRN 被证明是一种将 GWAS 应用于机制研究和靶点鉴定的新的有效方法。