School of Biomedical Sciences, The Chinese University of Hong Kong, Shatin, Hong Kong.
Faculty of Medicine, The Chinese University of Hong Kong, Shatin, Hong Kong.
Depress Anxiety. 2019 Apr;36(4):330-344. doi: 10.1002/da.22861. Epub 2018 Dec 6.
Numerous studies have suggested associations between depression and cardiometabolic (CM) diseases. However, little is known about the mechanism underlying this comorbidity, and whether the relationship differs by depression subtypes.
Using polygenic risk scores (PRS) and linkage disequilibrium (LD) score regression, we investigated the genetic overlap of various depression-related phenotypes with a comprehensive panel of 20 CM traits. GWAS results for major depressive disorder (MDD) were taken from the PGC and CONVERGE studies, with the latter focusing on severe melancholic depression. GWAS results on general depressive symptoms (DS) and neuroticism were also included. We identified the shared genetic variants and inferred enriched pathways. We also looked for drugs over-represented among the top-shared genes, with an aim to finding repositioning opportunities for comorbidities.
We found significant genetic overlap between MDD, DS, and neuroticism with cardiometabolic traits. In general, positive polygenic associations with CM abnormalities were observed except for MDD-CONVERGE. Counterintuitively, PRS representing severe melancholic depression was associated with reduced CM risks. Enrichment analyses of shared SNPs revealed many interesting pathways such as those related to inflammation that underlie the comorbidity of depressive and CM traits. Using a gene-set analysis approach, we also revealed several repositioning candidates with literature support (e.g., bupropion).
Our study highlights shared genetic bases of depression with CM traits, and suggests the associations vary by depression subtypes, which may have implications in targeted prevention of cardiovascular events for patients. Identification of shared genetic factors may also guide drug discovery for the comorbidities.
许多研究表明抑郁与心脏代谢(CM)疾病之间存在关联。然而,对于这种合并症的潜在机制知之甚少,也不清楚这种关联是否因抑郁亚型而异。
我们使用多基因风险评分(PRS)和连锁不平衡(LD)得分回归,研究了各种与抑郁相关的表型与 20 种 CM 特征综合面板之间的遗传重叠。重度忧郁性抑郁症(MDD)的全基因组关联研究(GWAS)结果来自 PGC 和 CONVERGE 研究,后者侧重于严重忧郁性抑郁症。还包括了一般抑郁症状(DS)和神经质的 GWAS 结果。我们确定了共享的遗传变异体,并推断了富集的途径。我们还寻找了在顶级共享基因中过度代表的药物,以期为合并症寻找重新定位的机会。
我们发现 MDD、DS 和神经质与 CM 特征之间存在显著的遗传重叠。一般来说,除了 MDD-CONVERGE 之外,CM 异常的阳性多基因关联是观察到的。反直觉的是,代表严重忧郁性抑郁症的 PRS 与降低的 CM 风险相关。共享 SNP 的富集分析揭示了许多有趣的途径,如与炎症有关的途径,这些途径是抑郁和 CM 特征合并症的基础。使用基因集分析方法,我们还揭示了一些具有文献支持的重新定位候选物(例如,安非他酮)。
我们的研究强调了抑郁与 CM 特征的共同遗传基础,并表明关联因抑郁亚型而异,这可能对患者心血管事件的靶向预防具有重要意义。共享遗传因素的鉴定也可能指导合并症的药物发现。