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Identification of schizophrenia-associated loci by combining DNA methylation and gene expression data from whole blood

机译:结合DNA甲基化和全血基因表达数据鉴定精神分裂症相关基因座

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Emerging evidence suggests that schizophrenia (SZ) susceptibility involves variation at genetic, epigenetic and transcriptome levels. We describe an integrated approach that leverages DNA methylation and gene expression data to prioritize genetic variation involved in disease. DNA methylation levels were obtained from whole blood of 260 SZ patients and 250 unaffected controls of which a subset with gene expression data was available. By assessing DNA methylation and gene expression in cases and controls, we identified 432 CpG sites with differential methylation levels that are associated with differential gene expression. We hypothesized that genetic factors involved in these methylation levels may be associated with the genetic risk of SZ susceptibility. To test this hypothesis, we used results from the Psychiatric Genomics Consortium SZ genome-wide association study (GWAS). We observe an enrichment of SZ-associated SNPs in the mQTLs of which the associated CpG site is also correlated with differential gene expression in SZ. While this enrichment was already apparent when using nominal significant thresholds, enrichment was even more pronounced when applying more stringent significance levels. One locus, previously identified as susceptibility locus in a SZ GWAS, involves SNP rs11191514: C4T, which regulates DNA methylation of calcium homeostasis modulator 1 that is also associated with differential gene expression in patients. Overall, our results suggest that epigenetic variation plays an important role in SZ susceptibility and that the integration of analyses of genetic, epigenetic and gene expression profiles may be a biologically meaningful approach for identifying disease susceptibility loci, even when using whole blood data in studies of brain-related disorders.
机译:新兴证据表明,精神分裂症(SZ)易感性涉及遗传,表观遗传和转录组水平的变异。我们描述了一种综合的方法,该方法利用DNA甲基化和基因表达数据来确定涉及疾病的遗传变异的优先级。从260名SZ患者和250名未受影响的对照组的全血中获得DNA甲基化水平,其中有一部分具有基因表达数据。通过评估病例和对照中的DNA甲基化和基因表达,我们确定了432个CpG位点,甲基化水平与差异基因表达相关。我们假设涉及这些甲基化水平的遗传因素可能与SZ易感性的遗传风险有关。为了验证这一假设,我们使用了Psychiatric Genomics Consortium SZ全基因组关联研究(GWAS)的结果。我们观察到mZTL中与SZ相关的SNP的富集,其中的相关CpG位点也与SZ中的差异基因表达相关。尽管使用名义显着性阈值时这种富集已经很明显,但是当应用更严格的显着性水平时,富集甚至更加明显。一个基因座先前被确定为SZ GWAS中的易感基因座,涉及SNP rs11191514:C4T,它调节体内稳态钙调节剂1的DNA甲基化,这也与患者体内的差异基因表达有关。总体而言,我们的结果表明,表观遗传变异在SZ易感性中起着重要作用,并且遗传,表观遗传和基因表达谱分析的整合可能是鉴定疾病易感基因座的生物学上有意义的方法,即使在全血研究中脑相关疾病。

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