The Effect of the APOE Genotype on Individual BrainAGE in Normal Aging, Mild Cognitive Impairment, and Alzheimer's Disease

被引:98
作者
Loewe, Luise Christine [1 ]
Gaser, Christian [2 ,3 ]
Franke, Katja [2 ]
机构
[1] Univ Jena, Fac Med, Jena, Germany
[2] Univ Hosp Jena, Dept Neurol, Struct Brain Mapping Grp, Jena, Germany
[3] Univ Hosp Jena, Dept Psychiat, Jena, Germany
来源
PLOS ONE | 2016年 / 11卷 / 07期
关键词
APOLIPOPROTEIN-E GENOTYPE; EPSILON; 4; ALLELE; E TYPE-4 ALLELE; ASSOCIATION WORKGROUPS; DIAGNOSTIC GUIDELINES; HIPPOCAMPAL ATROPHY; NATIONAL INSTITUTE; DECLINE; ONSET; MRI;
D O I
10.1371/journal.pone.0157514
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In our aging society, diseases in the elderly come more and more into focus. An important issue in research is Mild Cognitive Impairment (MCI) and Alzheimer's Disease (AD) with their causes, diagnosis, treatment, and disease prediction. We applied the Brain Age Gap Estimation (BrainAGE) method to examine the impact of the Apolipoprotein E (APOE) genotype on structural brain aging, utilizing longitudinal magnetic resonance image (MRI) data of 405 subjects from the Alzheimer's Disease Neuroimaging Initiative (ADNI) database. We tested for differences in neuroanatomical aging between carrier and non-carrier of APOE epsilon 4 within the diagnostic groups and for longitudinal changes in individual brain aging during about three years follow-up. We further examined whether a combination of BrainAGE and APOE status could improve prediction accuracy of conversion to AD in MCI patients. The influence of the APOE status on conversion from MCI to AD was analyzed within all allelic subgroups as well as for e4 carriers and non-carriers. The BrainAGE scores differed significantly between normal controls, stable MCI (sMCI) and progressive MCI (pMCI) as well as AD patients. Differences in BrainAGE changing rates over time were observed for APOE e4 carrier status as well as in the pMCI and AD groups. At baseline and during follow-up, BrainAGE scores correlated significantly with neuropsychological test scores in APOE e4 carriers and non-carriers, especially in pMCI and AD patients. Prediction of conversion was most accurate using the BrainAGE score as compared to neuropsychological test scores, even when the patient's APOE status was unknown. For assessing the individual risk of coming down with AD as well as predicting conversion from MCI to AD, the BrainAGE method proves to be a useful and accurate tool even if the information of the patient's APOE status is missing.
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页数:25
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共 84 条
[1]  
Aguilar Carlos, 2014, Front Aging Neurosci, V6, P145, DOI 10.3389/fnagi.2014.00145
[2]   The diagnosis of mild cognitive impairment due to Alzheimer's disease: Recommendations from the National Institute on Aging-Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease [J].
Albert, Marilyn S. ;
DeKosky, Steven T. ;
Dickson, Dennis ;
Dubois, Bruno ;
Feldman, Howard H. ;
Fox, Nick C. ;
Gamst, Anthony ;
Holtzman, David M. ;
Jagust, William J. ;
Petersen, Ronald C. ;
Snyder, Peter J. ;
Carrillo, Maria C. ;
Thies, Bill ;
Phelps, Creighton H. .
ALZHEIMERS & DEMENTIA, 2011, 7 (03) :270-279
[3]   Gray matter atrophy rate as a marker of disease progression in AD [J].
Anderson, Valerie M. ;
Schott, Jonathan M. ;
Bartlett, Jonathan W. ;
Leung, Kelvin K. ;
Miller, David H. ;
Fox, Nick C. .
NEUROBIOLOGY OF AGING, 2012, 33 (07) :1194-1202
[4]  
[Anonymous], 1996, Lancet, V347, P1091
[5]  
[Anonymous], 2002, Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond
[6]   ApoE4 effects on automated diagnostic classifiers for mild cognitive impairment and Alzheimer's disease [J].
Apostolova, Liana G. ;
Hwang, Kristy S. ;
Kohannim, Omid ;
Avila, David ;
Elashoff, David ;
Jack, Clifford R., Jr. ;
Shaw, Leslie ;
Trojanowski, John Q. ;
Weiner, Michael W. ;
Thompson, Paul M. .
NEUROIMAGE-CLINICAL, 2014, 4 :461-472
[7]   Unified segmentation [J].
Ashburner, J ;
Friston, KJ .
NEUROIMAGE, 2005, 26 (03) :839-851
[8]   Apolipoprotein E epsilon4 is associated with atrophy of the amygdala in Alzheimer's disease [J].
Basso, Michael ;
Gelernter, Joel ;
Yang, John ;
MacAvoy, Martha G. ;
Varma, Pradeep ;
Bronen, Richard A. ;
van Dyck, Christopher H. .
NEUROBIOLOGY OF AGING, 2006, 27 (10) :1416-1424
[9]   APOE ε2 is associated with intact cognition but increased Alzheimer pathology in the oldest old [J].
Berlau, Daniel J. ;
Corrada, Maria M. ;
Head, Elizabeth ;
Kawas, Claudia H. .
NEUROLOGY, 2009, 72 (09) :829-834
[10]   The current status of Alzheimer's disease genetics: what do we tell the patients? [J].
Bertram, L ;
Tanzi, RE .
PHARMACOLOGICAL RESEARCH, 2004, 50 (04) :385-396