Integration of bioinformatics and imaging informatics for identifying rare PSEN1 variants in Alzheimer's disease

被引:20
作者
Nho, Kwangsik [1 ,3 ,17 ]
Horgusluoglu, Emrin [2 ,17 ]
Kim, Sungeun [1 ,3 ,17 ]
Risacher, Shannon L. [1 ,17 ]
Kim, Dokyoon [4 ]
Foroud, Tatiana [1 ,2 ,3 ,17 ]
Aisen, Paul S. [6 ]
Petersen, Ronald C. [7 ]
Jack, Clifford R., Jr. [8 ]
Shaw, Leslie M. [5 ]
Trojanowski, John Q. [5 ]
Weiner, Michael W. [9 ,10 ,11 ,12 ]
Green, Robert C. [13 ,14 ]
Toga, Arthur W. [15 ,16 ]
Saykin, Andrew J. [1 ,2 ,3 ,17 ]
机构
[1] Indiana Univ Sch Med, Dept Radiol & Imaging Sci, Ctr Neuroimaging, Indianapolis, IN 46202 USA
[2] Indiana Univ Sch Med, Dept Med & Mol Genet, Indianapolis, IN 46202 USA
[3] Indiana Univ Sch Med, Ctr Computat Biol & Bioinformat, Indianapolis, IN 46202 USA
[4] Penn State Univ, Dept Biochem & Mol Biol, University Pk, PA 16802 USA
[5] Univ Penn, Sch Med, Dept Pathol & Lab Med, Philadelphia, PA 19104 USA
[6] Univ Southern Calif, Keck Sch Med, Los Angeles, CA USA
[7] Mayo Clin Minnesota, Dept Neurol, Rochester, MN USA
[8] Mayo Clin Minnesota, Dept Radiol, Rochester, MN USA
[9] Univ Calif San Francisco, Dept Radiol, San Francisco, CA USA
[10] Univ Calif San Francisco, Dept Med, San Francisco, CA USA
[11] Univ Calif San Francisco, Dept Psychiat, San Francisco, CA USA
[12] Dept Vet Affairs Med Ctr, San Francisco, CA USA
[13] Brigham & Womens Hosp, Dept Med, Div Genet, 75 Francis St, Boston, MA 02115 USA
[14] Harvard Med Sch, Boston, MA USA
[15] Univ Southern Calif, Keck Sch Med, Inst Neuroimaging & Informat, Los Angeles, CA USA
[16] Univ Southern Calif, Keck Sch Med, Lab Neuro Imaging, Los Angeles, CA USA
[17] Indiana Univ Sch Med, Indiana Alzheimer Dis Ctr, Indianapolis, IN 46202 USA
来源
BMC MEDICAL GENOMICS | 2016年 / 9卷
关键词
Whole genome sequencing; Imaging genetics; Gene-based association of rare variants; PSEN1; BIOMARKERS; MUTATIONS; DEMENTIA; ATROPHY; RISK;
D O I
10.1186/s12920-016-0190-9
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background: Pathogenic mutations in PSEN1 are known to cause familial early-onset Alzheimer's disease (EOAD) but common variants in PSEN1 have not been found to strongly influence late-onset AD (LOAD). The association of rare variants in PSEN1 with LOAD-related endophenotypes has received little attention. In this study, we performed a rare variant association analysis of PSEN1 with quantitative biomarkers of LOAD using whole genome sequencing (WGS) by integrating bioinformatics and imaging informatics. Methods: A WGS data set (N = 815) from the Alzheimer's Disease Neuroimaging Initiative (ADNI) cohort was used in this analysis. 757 non-Hispanic Caucasian participants underwent WGS from a blood sample and high resolution T1-weighted structural MRI at baseline. An automated MRI analysis technique (FreeSurfer) was used to measure cortical thickness and volume of neuroanatomical structures. We assessed imaging and cerebrospinal fluid (CSF) biomarkers as LOAD-related quantitative endophenotypes. Single variant analyses were performed using PLINK and gene-based analyses of rare variants were performed using the optimal Sequence Kernel Association Test (SKAT-O). Results: A total of 839 rare variants (MAF < 1/root(2 N) = 0.0257) were found within a region of +/- 10 kb from PSEN1. Among them, six exonic (three non-synonymous) variants were observed. A single variant association analysis showed that the PSEN1 p.E318G variant increases the risk of LOAD only in participants carrying APOE epsilon 4 allele where individuals carrying the minor allele of this PSEN1 risk variant have lower CSF A beta(1-42) and higher CSF tau. A gene-based analysis resulted in a significant association of rare but not common (MAF = 0.0257) PSEN1 variants with bilateral entorhinal cortical thickness. Conclusions: This is the first study to show that PSEN1 rare variants collectively show a significant association with the brain atrophy in regions preferentially affected by LOAD, providing further support for a role of PSEN1 in LOAD. The PSEN1 p.E318G variant increases the risk of LOAD only in APOE epsilon 4 carriers. Integrating bioinformatics with imaging informatics for identification of rare variants could help explain the missing heritability in LOAD.
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页数:8
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