英国生物数据库非洲裔参与者重度抑郁障碍及相关特征的多基因预测

IF 9.6 1区 医学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Molecular Psychiatry Pub Date : 2024-07-16 DOI:10.1038/s41380-024-02662-x
S. C. Kanjira, M. J. Adams, Y. Jiang, C. Tian, C. M. Lewis, K. Kuchenbaecker, A. M. McIntosh
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引用次数: 0

摘要

全基因组关联研究(GWAS)过度代表欧洲血统,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)能比非洲血统群体更准确地预测欧洲人的复杂性状。很少有研究关注欧洲人的多基因风险评分对非洲人行为和心理健康表型的可转移性。我们评估了根据欧洲和非洲血统 GWAS 研究训练的抑郁 PRS 预测英国生物库中非洲血统参与者的重度抑郁障碍(MDD)和相关特征的准确性比较。英国生物库参与者是根据主成分分析与非洲遗传相似性参考人群聚类选出的,MDD 是通过国际综合诊断访谈 (CIDI) 评估的。PRSice2 软件使用欧洲或非洲血统 GWAS 统计摘要计算 PRS。在欧洲血统样本(246363 个病例)上训练的 PRS 预测英国生物库中非洲人的病例控制状态的准确度(R2 = 2%,β = 0.32,经验 p 值 = 0.002)与在 23andMe 公司的非洲血统参与者样本(5045 个病例,R² = 1.8%,β = 0.28,经验 p 值 = 0.008)上训练的 PRS 相似。这表明,相对于发现样本量,从非洲人向非洲人预测 MDD 状态的效率要高于从欧洲人向非洲人预测 MDD 状态的效率。利用欧洲血统的可能致病风险因素的 GWAS 发现预测英国生物库非洲参与者的 MDD 状态并不显著。欧洲血统中 MDD 的 GWAS 对于改善非洲样本中的多基因预测效果不佳;急需在非洲开展 MDD 研究。
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Polygenic prediction of major depressive disorder and related traits in African ancestries UK Biobank participants

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.

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来源期刊
Molecular Psychiatry
Molecular Psychiatry 医学-精神病学
CiteScore
20.50
自引率
4.50%
发文量
459
审稿时长
4-8 weeks
期刊介绍: Molecular Psychiatry focuses on publishing research that aims to uncover the biological mechanisms behind psychiatric disorders and their treatment. The journal emphasizes studies that bridge pre-clinical and clinical research, covering cellular, molecular, integrative, clinical, imaging, and psychopharmacology levels.
期刊最新文献
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