Department of Psychiatry, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region; Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
Department of Psychiatry, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region; Guangzhou Women and Children's Medical Center, Guangdong Provincial Clinical Research Centre for Child Health, Guangzhou, China.
Brain Behav Immun. 2024 May;118:22-30. doi: 10.1016/j.bbi.2024.02.015. Epub 2024 Feb 13.
Schizophrenia and white blood cell counts (WBC) are both complex and polygenic traits. Previous evidence suggests that increased WBC are associated with higher all-cause mortality, and other studies have found elevated WBC in first-episode psychosis and chronic schizophrenia. However, these observational findings may be confounded by antipsychotic exposures and their effects on WBC. Mendelian randomization (MR) is a useful method for examining the directions of genetically-predicted relationships between schizophrenia and WBC.
We performed a two-sample MR using summary statistics from genome-wide association studies (GWAS) conducted by the Psychiatric Genomics Consortium Schizophrenia Workgroup (N = 130,644) and the Blood Cell Consortium (N = 563,946). The MR methods included inverse variance weighted (IVW), MR Egger, weighted median, MR-PRESSO, contamination mixture, and a novel approach called mixture model reciprocal causal inference (MRCI). False discovery rate was employed to correct for multiple testing.
Multiple MR methods supported bidirectional genetically-predicted relationships between lymphocyte count and schizophrenia: IVW (b = 0.026; FDR p-value = 0.008), MR Egger (b = 0.026; FDR p-value = 0.008), weighted median (b = 0.013; FDR p-value = 0.049), and MR-PRESSO (b = 0.014; FDR p-value = 0.010) in the forward direction, and IVW (OR = 1.100; FDR p-value = 0.021), MR Egger (OR = 1.231; FDR p-value < 0.001), weighted median (OR = 1.136; FDR p-value = 0.006) and MRCI (OR = 1.260; FDR p-value = 0.026) in the reverse direction. MR Egger (OR = 1.171; FDR p-value < 0.001) and MRCI (OR = 1.154; FDR p-value = 0.026) both suggested genetically-predicted eosinophil count is associated with schizophrenia, but MR Egger (b = 0.060; FDR p-value = 0.010) and contamination mixture (b = -0.013; FDR p-value = 0.045) gave ambiguous results on whether genetically predicted liability to schizophrenia would be associated with eosinophil count. MR Egger (b = 0.044; FDR p-value = 0.010) and MR-PRESSO (b = 0.009; FDR p-value = 0.045) supported genetically predicted liability to schizophrenia is associated with elevated monocyte count, and the opposite direction was also indicated by MR Egger (OR = 1.231; FDR p-value = 0.045). Lastly, unidirectional genetic liability from schizophrenia to neutrophil count were proposed by MR-PRESSO (b = 0.011; FDR p-value = 0.028) and contamination mixture (b = 0.011; FDR p-value = 0.045) method.
This MR study utilised multiple MR methods to obtain results suggesting bidirectional genetic genetically-predicted relationships for elevated lymphocyte counts and schizophrenia risk. In addition, moderate evidence also showed bidirectional genetically-predicted relationships between schizophrenia and monocyte counts, and unidirectional effect from genetic liability for eosinophil count to schizophrenia and from genetic liability for schizophrenia to neutrophil count. The influence of schizophrenia to eosinophil count is less certain. Our findings support the role of WBC in schizophrenia and concur with the hypothesis of neuroinflammation in schizophrenia.
精神分裂症和白细胞计数(WBC)都是复杂的多基因特征。先前的证据表明,白细胞计数增加与全因死亡率升高有关,其他研究也发现首发精神病和慢性精神分裂症中白细胞计数升高。然而,这些观察性发现可能受到抗精神病药物暴露及其对 WBC 的影响的混杂。孟德尔随机化(MR)是一种用于检查精神分裂症和 WBC 之间遗传预测关系方向的有用方法。
我们使用精神分裂症工作组的精神基因组学联盟(N=130644)和血液细胞联盟(N=563946)的全基因组关联研究(GWAS)的汇总统计数据进行了两样本 MR。MR 方法包括逆方差加权(IVW)、MR Egger、加权中位数、MR-PRESSO、污染混合物和一种新的称为混合模型相互因果推理(MRCI)的方法。采用错误发现率(FDR)校正多重检验。
多种 MR 方法支持淋巴细胞计数与精神分裂症之间存在双向遗传预测关系:IVW(b=0.026;FDR p 值=0.008)、MR Egger(b=0.026;FDR p 值=0.008)、加权中位数(b=0.013;FDR p 值=0.049)和 MR-PRESSO(b=0.014;FDR p 值=0.010)在正向方向,而 IVW(OR=1.100;FDR p 值=0.021)、MR Egger(OR=1.231;FDR p 值<0.001)、加权中位数(OR=1.136;FDR p 值=0.006)和 MRCI(OR=1.260;FDR p 值=0.026)在反向方向。MR Egger(OR=1.171;FDR p 值<0.001)和 MRCI(OR=1.154;FDR p 值=0.026)均表明遗传预测的嗜酸性粒细胞计数与精神分裂症有关,但 MR Egger(b=0.060;FDR p 值=0.010)和污染混合物(b=-0.013;FDR p 值=0.045)对遗传预测的精神分裂症易感性是否与嗜酸性粒细胞计数有关给出了模糊的结果。MR Egger(b=0.044;FDR p 值=0.010)和 MR-PRESSO(b=0.009;FDR p 值=0.045)支持遗传预测的精神分裂症易感性与单核细胞计数升高有关,MR Egger(OR=1.231;FDR p 值=0.045)也表明相反的方向。最后,MR-PRESSO(b=0.011;FDR p 值=0.028)和污染混合物(b=0.011;FDR p 值=0.045)方法提出了从精神分裂症到中性粒细胞计数的单向遗传易感性。
本 MR 研究利用多种 MR 方法得出的结果表明,升高的淋巴细胞计数与精神分裂症风险之间存在双向遗传预测关系。此外,还发现中度证据表明精神分裂症与单核细胞计数之间存在双向遗传预测关系,以及从嗜酸性粒细胞计数的遗传易感性到精神分裂症和从精神分裂症的遗传易感性到中性粒细胞计数的单向效应。嗜酸性粒细胞计数的影响不太确定。我们的研究结果支持白细胞计数在精神分裂症中的作用,并与精神分裂症中的神经炎症假说一致。