等位基因频率影响淋巴母细胞系基因表达预测的跨种可移植性。

IF 8.1 1区 生物学 Q1 GENETICS & HEREDITY
Marie Saitou, Andy Dahl, Qingbo Wang, Xuanyao Liu
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引用次数: 0

摘要

人口层面的基因研究绝大多数偏重于欧洲血统。将欧洲血统的遗传预测转移到其他血统会导致准确性大幅下降。然而,各种遗传因素(如因果效应差异、连锁不平衡(LD)差异或等位基因频率差异)在多大程度上导致了跨血统预测准确性的损失,目前仍不清楚。在这项研究中,我们利用淋巴母细胞样细胞系的基因表达水平来了解每种遗传因素对降低从欧洲血统到非洲血统的基因表达预测可移植性的贡献程度。我们发现,顺式遗传对基因表达的影响在欧洲人和非洲人之间非常相似。然而,我们发现因果变异的等位基因频率差异对预测的可移植性有显著影响。例如,当因果顺式变异体在欧洲样本(训练人群)中常见(小等位基因频率,MAF >5%),而在非洲样本(训练人群)中较少见(MAF >5%)时,可移植性会降低 32% 以上。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Allele frequency impacts the cross-ancestry portability of gene expression prediction in lymphoblastoid cell lines.

Population-level genetic studies are overwhelmingly biased toward European ancestries. Transferring genetic predictions from European ancestries to other ancestries results in a substantial loss of accuracy. Yet, it remains unclear how much various genetic factors, such as causal effect differences, linkage disequilibrium (LD) differences, or allele frequency differences, contribute to the loss of prediction accuracy across ancestries. In this study, we used gene expression levels in lymphoblastoid cell lines to understand how much each genetic factor contributes to lowered portability of gene expression prediction from European to African ancestries. We found that cis-genetic effects on gene expression are highly similar between European and African individuals. However, we found that allele frequency differences of causal variants have a striking impact on prediction portability. For example, portability is reduced by more than 32% when the causal cis-variant is common (minor allele frequency, MAF >5%) in European samples (training population) but is rarer (MAF <5%) in African samples (prediction population). While large allele frequency differences can decrease portability through increasing LD differences, we also determined that causal allele frequency can significantly impact portability when the impact from LD is substantially controlled. This observation suggests that improving statistical fine-mapping alone does not overcome the loss of portability resulting from differences in causal allele frequency. We conclude that causal cis-eQTL effects are highly similar in European and African individuals, and allele frequency differences have a large impact on the accuracy of gene expression prediction.

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来源期刊
CiteScore
14.70
自引率
4.10%
发文量
185
审稿时长
1 months
期刊介绍: The American Journal of Human Genetics (AJHG) is a monthly journal published by Cell Press, chosen by The American Society of Human Genetics (ASHG) as its premier publication starting from January 2008. AJHG represents Cell Press's first society-owned journal, and both ASHG and Cell Press anticipate significant synergies between AJHG content and that of other Cell Press titles.
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