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一项跨组织转录组全基因组关联研究揭示 GRK4 是 COPD 的一个新的易感基因。

A cross-tissue transcriptome-wide association study reveals GRK4 as a novel susceptibility gene for COPD.

机构信息

Guizhou University of Traditional Chinese Medicine, Guiyang, 550025, Guizhou, China.

The First Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, 550000, Guizhou, China.

出版信息

Sci Rep. 2024 Nov 18;14(1):28438. doi: 10.1038/s41598-024-80122-w.

Abstract

Chronic obstructive pulmonary disease (COPD) is a prevalent respiratory disorder with environmental factors being the primary risk determinants. However, genetic factors also substantially contribute to the susceptibility and progression of COPD. Although genome-wide association studies (GWAS) have identified several loci associated with COPD susceptibility, the specific pathogenic genes underlying these loci, along with their biological functions and roles within regulatory networks, remain unclear. This lack of clarity constrains our ability to achieve a deeper understanding of the genetic basis of COPD. This study leveraged the FinnGen R11 genetic dataset, comprising 21,617 cases and 372,627 controls, along with GTEx V8 eQTLs data to conduct a cross-tissue transcriptome-wide association study (TWAS). Initially, we performed a cross-tissue TWAS analysis using the Unified Test for Molecular Signatures (UTMOST), followed by validation of the UTMOST findings in single tissues using the Functional Summary-based Imputation (FUSION) method and conditional and joint (COJO) analyses of the identified genes. Subsequently, candidate susceptibility genes were screened using Multi-marker Analysis of Genomic Annotation (MAGMA). The causal relationship between these candidate genes and COPD was further evaluated through summary data-based Mendelian randomization (SMR), colocalization analysis, and Mendelian randomization (MR). Additionally, the identified results were validated against the COPD dataset in the GWAS Catalog (GCST90399694). GeneMANIA was employed to further explore the functional significance of these susceptibility genes. In the cross-tissue TWAS analysis (UTMOST), we identified 17 susceptibility genes associated with COPD. Among these, a novel susceptibility gene, G protein-coupled receptor kinase 4 (GRK4), was validated through single-tissue TWAS (FUSION) and MAGMA analyses, with further confirmation via SMR, MR, and colocalization analyses. Moreover, GRK4 was validated in an independent dataset. This study identifies GRK4 as a potential novel susceptibility gene for COPD, which may influence disease risk by exacerbating inflammatory responses. The findings address gaps in previous single-tissue GWAS studies, revealing consistent expression and potential function of GRK4 across different tissues. However, considering the study's limitations, further investigation and validation of GRK4's role in COPD are warranted.

摘要

慢性阻塞性肺疾病(COPD)是一种常见的呼吸系统疾病,环境因素是主要的风险决定因素。然而,遗传因素也在很大程度上导致了 COPD 的易感性和进展。尽管全基因组关联研究(GWAS)已经确定了几个与 COPD 易感性相关的位点,但这些位点背后的具体致病基因,以及它们在调控网络中的生物学功能和作用,仍然不清楚。这种不明确性限制了我们对 COPD 遗传基础的深入理解。

本研究利用 FinnGen R11 基因数据集,包含 21617 例病例和 372627 例对照,以及 GTEx V8 eQTLs 数据,进行了跨组织转录组全基因组关联研究(TWAS)。首先,我们使用统一分子特征测试(UTMOST)进行了跨组织 TWAS 分析,然后使用功能汇总的基于 imputation(FUSION)方法和识别基因的条件和联合(COJO)分析在单个组织中验证了 UTMOST 结果。随后,使用多标记分析基因组注释(MAGMA)筛选候选易感性基因。通过基于汇总数据的孟德尔随机化(SMR)、colocalization 分析和孟德尔随机化(MR)进一步评估这些候选基因与 COPD 的因果关系。此外,还针对 GWAS 目录(GCST90399694)中的 COPD 数据集对鉴定结果进行了验证。使用 GeneMANIA 进一步探讨了这些易感性基因的功能意义。

在跨组织 TWAS 分析(UTMOST)中,我们确定了 17 个与 COPD 相关的易感性基因。其中,一个新的易感性基因 G 蛋白偶联受体激酶 4(GRK4)通过单组织 TWAS(FUSION)和 MAGMA 分析得到验证,进一步通过 SMR、MR 和 colocalization 分析得到确认。此外,GRK4 在一个独立的数据集中得到了验证。

本研究确定 GRK4 是 COPD 的一个潜在新的易感性基因,它可能通过加剧炎症反应来影响疾病风险。这些发现填补了之前单组织 GWAS 研究的空白,揭示了 GRK4 在不同组织中的一致表达和潜在功能。然而,考虑到研究的局限性,需要进一步研究和验证 GRK4 在 COPD 中的作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/60a1/11574126/723353c84a43/41598_2024_80122_Fig1_HTML.jpg

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