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全基因组关联研究(GWAS)与表达数量性状基因座的整合分析,以鉴定氯氮平相关中性粒细胞减少症的候选基因和通路。

Integration analysis of GWAS and expression quantitative trait loci to identify candidate genes and pathways for clozapine-related neutropaenia.

作者信息

Li Jiqing, Tang Fang, Si Shucheng, Wang Bojie, Xue Fuzhong

机构信息

Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, 250012, China.

Healthcare Big Data Research Institute, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, 250012, China.

出版信息

Br J Clin Pharmacol. 2022 Feb;88(4):1904-1912. doi: 10.1111/bcp.15043. Epub 2021 Oct 21.

Abstract

AIMS

Little is known about the genetic basis of clozapine-related neutropaenia. This study aims to explore candidate genes and pathways involved in clozapine-related neutropaenia.

METHODS

This study conducted a two-stage integrative analysis of the summary statistics from the genome-wide association study (GWAS, n = 552) of the lowest absolute neutrophil count (ANC) during clozapine treatment and the summary data of the expressed quantitative trait locus (eQTL). First, we use the probabilistic Mendelian randomization (PMR-Egger) to identify genes whose expression is causally related to ANC, and then use Bayesian co-localization analysis to investigate whether there are shared causal variants between them [posterior probability for hypotheses 4 (PP.H4) > 0.80]. Finally, gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis were conducted to explore the pathways that may be associated with ANC during clozapine treatment.

RESULTS

PMR-Egger analysis identified 146 genes that may be causally associated with ANC after Bonferroni correction (P-value < 3.25e-6). Bayesian co-localization analysis identified six further genes whose gene expression shared common variants with ANC, including NT5E (PP.H4 = 0.96), GLDC (PP.H4 = 0.82), NUDT17 (PP.H4 = 0.88), MSH4 (PP.H4 = 0.88), PTER (PP.H4 = 0.89) and SERPINB6 (PP.H4 = 0.83). Enrichment analysis identified 52 GO terms and seven pathways associated with ANC, such as NAD metabolic process, drug catabolic process and glyoxylate and dicarboxylate metabolism.

CONCLUSION

This study identified multiple candidate genes and pathways that may be involved in clozapine-related neutropaenia, providing novel clues for the mechanism of clozapine-related neutropaenia.

摘要

目的

关于氯氮平相关中性粒细胞减少症的遗传基础,人们了解甚少。本研究旨在探索参与氯氮平相关中性粒细胞减少症的候选基因和通路。

方法

本研究对氯氮平治疗期间最低绝对中性粒细胞计数(ANC)的全基因组关联研究(GWAS,n = 552)的汇总统计数据和表达数量性状位点(eQTL)的汇总数据进行了两阶段整合分析。首先,我们使用概率孟德尔随机化(PMR-Egger)来识别其表达与ANC有因果关系的基因,然后使用贝叶斯共定位分析来研究它们之间是否存在共同的因果变异[假设4的后验概率(PP.H4)> 0.80]。最后,进行基因本体(GO)和京都基因与基因组百科全书(KEGG)富集分析,以探索氯氮平治疗期间可能与ANC相关的通路。

结果

PMR-Egger分析在Bonferroni校正后(P值< 3.25e-6)确定了146个可能与ANC有因果关系的基因。贝叶斯共定位分析又确定了六个基因,其基因表达与ANC共享常见变异,包括NT5E(PP.H4 = 0.96)、GLDC(PP.H4 = 0.82)、NUDT17(PP.H4 = 0.88)、MSH4(PP.H4 = 0.88)、PTER(PP.H4 = 0.89)和SERPINB6(PP.H4 = 0.83)。富集分析确定了52个GO术语和七个与ANC相关的通路,如NAD代谢过程、药物分解代谢过程以及乙醛酸和二羧酸代谢。

结论

本研究确定了多个可能参与氯氮平相关中性粒细胞减少症的候选基因和通路,为氯氮平相关中性粒细胞减少症的机制提供了新线索。

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