首页|单细胞RNA测序和孟德尔随机化分析IgA肾病关键基因的调控作用

单细胞RNA测序和孟德尔随机化分析IgA肾病关键基因的调控作用

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目的 探讨IgA肾病(IgA nephropathy,IgAN)中重点细胞类型的基因表达及关键基因ADI1、BNIP3L、SERPINE2对IgAN发生、发展的调控作用.方法 采用基因表达综合数据库(gene expression omnibus,GEO)和eQTLGen联盟数据库,通过孟德尔随机化(mendelian randomization,MR)和单细胞 RNA 测序(single-cell gene expression,scRNA-seq),探讨IgAN的关键细胞类型及ADI1、BNIP3L、SERPINE2与IgAN间的因果关系.使用Seurat软件包读取表达谱并筛选低表达基因,通过差异基因表达分析筛选TOP100高表达基因,采用敏感性分析和异质性检验选择显著的基因结果.最后,通过重要基因的调控网络分析和微小核糖核酸(microRNA,miRNA)网络构建对MR结果进行验证.结果 ADI1(OR=0.946,95%CI:0.900~0.994,P=0.029)、BNIP3L(OR=0.820,95%CI:0.707~0.950,P=0.008)、SERPINE2(OR=0.958,95%CI:0.919~0.999,P=0.045)可能与 IgAN 风险降低相关.KLF6(OR=1.318,95%CI:1.036~1.678,P=0.025)与 IgAN的风险升高相关.结论 揭示包括近端肾小管细胞在内的18种关键细胞类型的基因特征,确定ADI1、BNIP3L、SERPINE2与IgAN发生、发展的调控作用密切相关.
Single-cell RNA sequencing and Mendelian randomization to analyze regulatory role of key genes in IgA nephropathy
Objective To explore gene expression of key cell types in IgA nephropathy(IgAN)and regulatory role of key genes ADI1,BNIP3L and SERPINE2 in occurrence and development of IgAN.Methods The gene expression omnibus(GEO)and eQTLGen consortium database were used to perform Mendelian randomization(MR)and single-cell RNA sequencing(scRNA-seq).Key cell types of IgAN and causal relationship between ADI1,BNIP3L,SERPINE2 and IgAN were investigated.Expression profiles and screened out low expression genes were read through Seurat package,and used differential gene expression analysis to screen TOP100 highly expressed genes.In addition,were used sensitivity analysis and heterogeneity test were used to select significant results.Results ADI1(OR=0.946,95%CI:0.900-0.994,P=0.029),BNIP3L(OR=0.820,95%CI:0.707-0.950,P=0.008),SERPINE2(OR=0.958,95%CI:0.919-0.999,P=0.045)might be associated with a lower risk of IgAN.However,KLF6(OR=1.318,95%CI:1.036-1.678,P=0.025)was associated with high risk of IgAN.Conclusion Genetic characteristics of 18 key cell types including proximal renal tubule cells were revealed.ADI1,BNIP3L and SERPINE2 are closely related to the regulation of IgAN.

Single-cell RNA sequencingMendelian randomizationIgA nephropathyKey genesChronic kidney disease

邱敏华、蒋鹏、陈继冰、张婷、高宏君

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广西中医药大学研究生院,广西南宁 530001

广西中医药大学附属瑞康医院器官移植科,广西南宁 530011

广西中医药大学附属瑞康医院临床转化医学中心,广西南宁 530011

单细胞RNA测序 孟德尔随机化 IgA肾病 关键基因 慢性肾病

2024

中国现代医生
中国医学科学院

中国现代医生

影响因子:1.571
ISSN:1673-9701
年,卷(期):2024.62(35)