Suppr超能文献

非洲裔英国生物银行参与者中重度抑郁症及相关性状的多基因预测

Polygenic prediction of major depressive disorder and related traits in African ancestries UK Biobank participants.

作者信息

Kanjira S C, Adams M J, Jiang Y, Tian C, Lewis C M, Kuchenbaecker K, McIntosh A M

机构信息

Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK.

Malawi Epidemiology and Intervention Research Unit, Lilongwe, Malawi.

出版信息

Mol Psychiatry. 2025 Jan;30(1):151-157. doi: 10.1038/s41380-024-02662-x. Epub 2024 Jul 16.

Abstract

Genome-Wide Association Studies (GWAS) over-represent European ancestries, neglecting all other ancestry groups and low-income nations. Consequently, polygenic risk scores (PRS) more accurately predict complex traits in Europeans than African Ancestries groups. Very few studies have looked at the transferability of European-derived PRS for behavioural and mental health phenotypes to Africans. We assessed the comparative accuracy of depression PRS trained on European and African Ancestries GWAS studies to predict major depressive disorder (MDD) and related traits in African ancestry participants from the UK Biobank. UK Biobank participants were selected based on Principal component analysis clustering with an African genetic similarity reference population, MDD was assessed with the Composite International Diagnostic Interview (CIDI). PRS were computed using PRSice2 software using either European or African Ancestries GWAS summary statistics. PRS trained on European ancestry samples (246,363 cases) predicted case control status in Africans of the UK Biobank with similar accuracies (R2 = 2%, β = 0.32, empirical p-value = 0.002) to PRS trained on far much smaller samples of African Ancestries participants from 23andMe, Inc. (5045 cases, R² = 1.8%, β = 0.28, empirical p-value = 0.008). This suggests that prediction of MDD status from Africans to Africans had greater efficiency relative to discovery sample size than prediction of MDD from Europeans to Africans. Prediction of MDD status in African UK Biobank participants using GWAS findings of likely causal risk factors from European ancestries was non-significant. GWAS of MDD in European ancestries are inefficient for improving polygenic prediction in African samples; urgent MDD studies in Africa are needed.

摘要

全基因组关联研究(GWAS)过度代表了欧洲血统人群,而忽视了所有其他血统群体和低收入国家。因此,多基因风险评分(PRS)在预测欧洲人的复杂性状方面比非洲血统群体更准确。很少有研究探讨源自欧洲的PRS对行为和心理健康表型在非洲人身上的可转移性。我们评估了在欧洲和非洲血统GWAS研究中训练的抑郁症PRS预测英国生物银行中非洲血统参与者的重度抑郁症(MDD)及相关性状的比较准确性。英国生物银行的参与者是根据主成分分析聚类并以非洲遗传相似性参考人群为基础选择的,使用综合国际诊断访谈(CIDI)评估MDD。使用PRSice2软件,根据欧洲或非洲血统GWAS汇总统计数据计算PRS。在欧洲血统样本(246,363例)上训练的PRS预测英国生物银行中非洲人的病例对照状态的准确性,与在23andMe公司的非洲血统参与者小得多的样本(5045例)上训练的PRS相似(R² = 2%,β = 0.32,经验p值 = 0.002)。这表明,相对于从欧洲人到非洲人的MDD预测,从非洲人到非洲人的MDD状态预测相对于发现样本量具有更高的效率。使用欧洲血统可能的因果风险因素的GWAS结果预测非洲英国生物银行参与者的MDD状态并不显著。欧洲血统MDD的GWAS在改善非洲样本的多基因预测方面效率低下;迫切需要在非洲开展MDD研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de47/11649553/6cd61ea81433/41380_2024_2662_Fig1_HTML.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验