Principal-Component Analysis for Assessment of Population Stratification in Mitochondrial Medical Genetics

被引:37
作者
Biffi, Alessandro [1 ,2 ,3 ]
Anderson, Christopher D. [1 ,2 ,3 ]
Nalls, Michael A. [4 ]
Rahman, Rosanna [1 ,2 ,3 ]
Sonni, Akshata [1 ,2 ,3 ]
Cortellini, Lynelle [1 ,2 ,3 ]
Rost, Natalia S. [1 ,2 ,3 ]
Matarin, Mar [4 ,5 ]
Hernandez, Dena G. [4 ,6 ,7 ]
Plourde, Anna [1 ,2 ,3 ]
de Bakker, Paul I. W. [3 ,8 ]
Ross, Owen A. [9 ]
Greenberg, Steven M. [2 ]
Furie, Karen L. [2 ]
Meschia, James F. [9 ]
Singleton, Andrew B. [4 ]
Saxena, Richa [1 ,3 ]
Rosand, Jonathan [1 ,2 ,3 ]
机构
[1] Massachusetts Gen Hosp, Ctr Human Genet Res, Boston, MA 02114 USA
[2] Massachusetts Gen Hosp, Dept Neurol, Boston, MA 02114 USA
[3] 7 Cambridge Ctr, Broad Inst, Program Med & Populat Genet, Cambridge, MA 02139 USA
[4] NIA, Neurogenet Lab, Intramural Res Program, Bethesda, MD 20892 USA
[5] UCL Inst Neurol, Dept Clin & Expt Epilepsy, London WC1N 3BG, England
[6] UCL, Inst Neurol, Dept Mol Neurosci, London WC1E 6BT, England
[7] UCL, Inst Neurol, Reta Lila Weston Labs, London WC1E 6BT, England
[8] Harvard Univ, Sch Med, Brigham & Womens Hosp, Dept Med,Div Genet, Boston, MA 02115 USA
[9] Mayo Clin Jacksonville, Dept Neurol, Jacksonville, FL 32224 USA
关键词
DNA; ASSOCIATION; RISK;
D O I
10.1016/j.ajhg.2010.05.005
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Although inherited mitochondrial genetic variation can cause human disease, no validated methods exist for control of confounding due to mitochondrial population stratification (PS). We sought to identify a reliable method for PS assessment in mitochondrial medical genetics. We analyzed mitochondria' SNP data from 1513 European American individuals concomitantly genotyped with the use of a previously validated panel of 144 mitochondrial markers as well as the Affymetrix 6.0 (n = 432), Illumina 610-Quad (n = 458), or Illumina 660 (n = 623) platforms. Additional analyses were performed in 938 participants in the Human Genome Diversity Panel (HGDP) (Illumina 650). We compared the following methods for controlling for PS: haplogroup-stratified analyses, mitochondrial principal-component analysis (PCA), and combined autosomal-mitochondrial PCA. We computed mitochondria' genomic inflation factors (mtGIFs) and test statistics for simulated case-control and continuous phenotypes (10,000 simulations each) with varying degrees of correlation with mitochondria' ancestry. Results were then compared across adjustment methods. We also calculated power for discovery of true associations under each method, using a simulation approach. Mitochondria! PCA recapitulated haplogroup information, but haplogroup-stratified analyses were inferior to mitochondria' PCA in controlling for PS. Correlation between nuclear and mitochondria' principal components (PCs) was very limited. Adjustment for nuclear PCs had no effect on mitochondria' analysis of simulated phenotypes. Mitochondria! PCA performed with the use of data from commercially available genome-wide arrays correlated strongly with PCA performed with the use of an exhaustive mitochondria' marker panel. Finally, we demonstrate, through simulation, no loss in power for detection of true associations with the use of mitochondria' PCA.
引用
收藏
页码:904 / 917
页数:14
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