Association analysis of mitochondrial DNA heteroplasmic variants: Methods and application

IF 3.9 3区 生物学 Q2 CELL BIOLOGY Mitochondrion Pub Date : 2024-09-07 DOI:10.1016/j.mito.2024.101954
Xianbang Sun , Katia Bulekova , Jian Yang , Meng Lai , Achilleas N. Pitsillides , Xue Liu , Yuankai Zhang , Xiuqing Guo , Qian Yong , Laura M. Raffield , Jerome I. Rotter , Stephen S. Rich , Goncalo Abecasis , April P. Carson , Ramachandran S. Vasan , Joshua C. Bis , Bruce M. Psaty , Eric Boerwinkle , Annette L. Fitzpatrick , Claudia L. Satizabal , Chunyu Liu
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Abstract

We rigorously assessed a comprehensive association testing framework for heteroplasmy, employing both simulated and real-world data. This framework employed a variant allele fraction (VAF) threshold and harnessed multiple gene-based tests for robust identification and association testing of heteroplasmy. Our simulation studies demonstrated that gene-based tests maintained an appropriate type I error rate at α = 0.001. Notably, when 5 % or more heteroplasmic variants within a target region were linked to an outcome, burden-extension tests (including the adaptive burden test, variable threshold burden test, and z-score weighting burden test) outperformed the sequence kernel association test (SKAT) and the original burden test. Applying this framework, we conducted association analyses on whole-blood derived heteroplasmy in 17,507 individuals of African and European ancestries (31 % of African Ancestry, mean age of 62, with 58 % women) with whole genome sequencing data. We performed both cohort- and ancestry-specific association analyses, followed by meta-analysis on both pooled samples and within each ancestry group. Our results suggest that mtDNA-encoded genes/regions are likely to exhibit varying rates in somatic aging, with the notably strong associations observed between heteroplasmy in the RNR1 and RNR2 genes (p < 0.001) and advance aging by the Original Burden test. In contrast, SKAT identified significant associations (p < 0.001) between diabetes and the aggregated effects of heteroplasmy in several protein-coding genes. Further research is warranted to validate these findings. In summary, our proposed statistical framework represents a valuable tool for facilitating association testing of heteroplasmy with disease traits in large human populations.

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线粒体 DNA 异质变体的关联分析:方法与应用。
我们利用模拟数据和真实世界数据,对异质性的综合关联测试框架进行了严格评估。该框架采用了变异等位基因分数(VAF)阈值,并利用多种基于基因的检验方法对异质性进行稳健识别和关联检验。我们的模拟研究表明,基于基因的测试在 α = 0.001 时保持了适当的 I 型错误率。值得注意的是,当目标区域内5%或更多的异质变异与结果相关联时,负荷扩展检验(包括自适应负荷检验、可变阈值负荷检验和z-分数加权负荷检验)的结果优于序列核关联检验(SKAT)和原始负荷检验。应用这一框架,我们对 17507 名具有全基因组测序数据的非洲和欧洲血统的个体(非洲血统占 31%,平均年龄 62 岁,女性占 58%)进行了全血异质性关联分析。我们进行了队列和特定祖先的关联分析,然后对集合样本和每个祖先组内的样本进行了荟萃分析。我们的结果表明,mtDNA编码的基因/区域在体质衰老中可能表现出不同的速率,在RNR1和RNR2基因的异质性之间观察到明显的强关联(p
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来源期刊
Mitochondrion
Mitochondrion 生物-细胞生物学
CiteScore
9.40
自引率
4.50%
发文量
86
审稿时长
13.6 weeks
期刊介绍: Mitochondrion is a definitive, high profile, peer-reviewed international research journal. The scope of Mitochondrion is broad, reporting on basic science of mitochondria from all organisms and from basic research to pathology and clinical aspects of mitochondrial diseases. The journal welcomes original contributions from investigators working in diverse sub-disciplines such as evolution, biophysics, biochemistry, molecular and cell biology, genetics, pharmacology, toxicology, forensic science, programmed cell death, aging, cancer and clinical features of mitochondrial diseases.
期刊最新文献
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