Inferring genetic associations of programmed cell death genes with retinitis pigmentosa through multimodal Mendelian randomization.

IF 8.3 2区 医学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY
Nan Guo, Guang-Hua Peng
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引用次数: 0

Abstract

Background: Retinitis pigmentosa (RP), a leading cause of inherited blindness, lacks effective treatment, necessitating the elucidation of its pathogenesis and identification of novel therapeutic targets. This study aimed to identify the genetic role of programmed cell death (PCD)-related genes in RP pathogenesis via an integrative multimodal framework.

Methods: We integrated summary-level data from genome-wide association studies (GWAS), expression/protein quantitative trait loci (eQTL/pQTL), and processed transcriptomic datasets. The workflow encompassed causal inference mainly using two-sample Mendelian randomization (MR), with complementary validation by summary-data-based MR (SMR); specificity validation via Bayesian colocalization, multivariable MR (MVMR), phenome-wide association study (PheWAS), and MR examining tissue specificity using GTEx eQTL data; and functional annotation through bulk and single-cell RNA-seq analyses. The study used publicly available genetic and transcriptomic databases. Primary analyses used GWAS summary statistics for RP (ebi-a-GCST90018912, ebi-a-GCST90013904, and ebi-a-GCST90013954). Validation was performed in bulk (GSE62020) and single-cell (GSE183206) retinal transcriptomic datasets. Exposures were genetically instrumented expression (cis-eQTL) or protein abundance (cis-pQTL) of PCD-related genes. Primary outcome was RP. Secondary outcomes included gene expression dysregulation, functional enrichment, immune cell infiltration, and cell-type-specific expression.

Results: Integrative two-sample and SMR analyses identified eight core PCD-related genes with robust genetic evidence linking to RP (e.g., AIM2, odds ratio = 2.90, 95% confidence interval: 1.81-4.63), which showed consistent effects across multiple tissues and remained nominally significant in MVMR models adjusting for proxy phenotypes of smoking and physical activity (nominal P < 0.05). PheWAS showed no evidence of pleiotropy for these associations (all P > 5 × 10⁻⁸). In retinal transcriptomes, these genes were dysregulated and enriched in immune pathways; CIBERSORT analysis revealed correlated immune cell infiltration, including a strong negative correlation between H13 and M1 macrophages (r = -0.625, P < 0.05). Single‑cell RNA‑seq further pinpointed Müller glia as the most reprogrammed population (area under the curve score: 0.07).

Conclusions: This multimodal study provides genetic evidence linking a core set of PCD-related genes to RP pathogenesis. The findings suggest a mechanistic model wherein dysregulation of these genes may contribute to immune dyshomeostasis and Müller glia dysfunction, emphasizing a network of promising therapeutic targets for this blinding disorder.

通过多模态孟德尔随机化推断程序性细胞死亡基因与视网膜色素变性的遗传关联。
背景:色素性视网膜炎(RP)是遗传性失明的主要原因之一,目前缺乏有效的治疗方法,有必要阐明其发病机制和寻找新的治疗靶点。本研究旨在通过综合多模态框架确定程序性细胞死亡(PCD)相关基因在RP发病机制中的遗传作用。方法:我们整合了来自全基因组关联研究(GWAS)、表达/蛋白质数量性状位点(eQTL/pQTL)和转录组学数据集的汇总数据。工作流程包括主要使用双样本孟德尔随机化(MR)进行因果推理,并通过基于汇总数据的MR (SMR)进行补充验证;通过贝叶斯共定位、多变量MR (MVMR)、全现象关联研究(PheWAS)和使用GTEx eQTL数据检测组织特异性的MR进行特异性验证;并通过大量和单细胞RNA-seq分析进行功能注释。这项研究使用了公开的遗传和转录数据库。主要分析使用GWAS的RP汇总统计(ebi-a-GCST90018912、ebi-a-GCST90013904和ebi-a-GCST90013954)。在批量(GSE62020)和单细胞(GSE183206)视网膜转录组数据集中进行验证。暴露的遗传仪器表达(顺式- eqtl)或蛋白质丰度(顺式- pqtl)的pcd相关基因。主要终点为RP。次要结局包括基因表达失调、功能富集、免疫细胞浸润和细胞类型特异性表达。结果:综合双样本和SMR分析确定了8个核心pcd相关基因,具有与RP相关的强大遗传证据(例如AIM2,优势比= 2.90,95%置信区间:1.81-4.63),这些基因在多个组织中显示出一致的效应,并且在调整吸烟和体育活动的代理表型的MVMR模型中仍然具有名义上的显著性(名义P < 0.05)。PheWAS没有显示出这些关联的多效性(所有的P - 5 × 10⁻⁸)。在视网膜转录组中,这些基因在免疫通路中失调和富集;CIBERSORT分析显示免疫细胞浸润相关,其中H13与M1巨噬细胞呈强负相关(r = -0.625, P < 0.05)。单细胞RNA - seq进一步确定了 ller神经胶质细胞是最重编程的群体(曲线下面积得分:0.07)。结论:这项多模态研究提供了将一组核心pcd相关基因与RP发病机制联系起来的遗传证据。这些发现提示了一种机制模型,其中这些基因的失调可能导致免疫平衡失调和突触神经胶质功能障碍,强调了这种致盲疾病的有希望的治疗靶点网络。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Molecular Medicine
Molecular Medicine 医学-生化与分子生物学
CiteScore
8.60
自引率
0.00%
发文量
137
审稿时长
1 months
期刊介绍: Molecular Medicine is an open access journal that focuses on publishing recent findings related to disease pathogenesis at the molecular or physiological level. These insights can potentially contribute to the development of specific tools for disease diagnosis, treatment, or prevention. The journal considers manuscripts that present material pertinent to the genetic, molecular, or cellular underpinnings of critical physiological or disease processes. Submissions to Molecular Medicine are expected to elucidate the broader implications of the research findings for human disease and medicine in a manner that is accessible to a wide audience.
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