Analysis of the MIRIAD Data Shows Sex Differences in Hippocampal Atrophy Progression

被引:105
作者
Ardekani, Babak A. [1 ,2 ]
Convit, Antonio [1 ,2 ,3 ,4 ]
Bachman, Alvin H. [1 ]
机构
[1] Nathan S Kline Inst Psychiat Res, Orangeburg, NY 10962 USA
[2] NYU, Sch Med, Dept Psychiat, New York, NY USA
[3] NYU, Sch Med, Dept Med, New York, NY USA
[4] NYU, Sch Med, Dept Radiol, New York, NY USA
关键词
Alzheimer's disease; atrophy; brain; classification; hippocampus; longitudinal analysis; MRI; sex; support vector machines; MILD COGNITIVE IMPAIRMENT; ALZHEIMERS-DISEASE; AUTOMATIC SEGMENTATION; BASE-LINE; VOLUME; MRI; RISK; AMYGDALA; ASSOCIATION; PREVALENCE;
D O I
10.3233/JAD-150780
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Background: Hippocampus (HC) atrophy is a hallmark of early Alzheimer's disease (AD). Atrophy rates can be measured by high-resolution structural MRI. Longitudinal studies have previously shown sex differences in the progression of functional and cognitive deficits and rates of brain atrophy in early AD dementia. It is important to corroborate these findings on independent datasets. Objective: To study temporal rates of HC atrophy over a one-year period in probable AD patients and cognitively normal (CN) subjects by longitudinal MRI scans obtained from the Minimal Interval Resonance Imaging in AD (MIRIAD) database. Methods: We used a novel algorithm to compute an index of hippocampal (volumetric) integrity (HI) at baseline and one-year follow-up in 43 mild-moderate probable AD patients and 22 CN subjects in MIRIAD. The diagnostic power of longitudinal HI measurement was assessed using a support vector machines (SVM) classifier. Results: The HI was significantly reduced in the AD group (p < 10(-20)). In addition, the annualized percentage rate of reduction in HI was significantly greater in the AD group (p < 10(-13)). Within the AD group, the annual reduction of HI in women was significantly greater than in men (p = 0.008). The accuracy of SVM classification between AD and CN subjects was estimated to be 97% by 10-fold cross-validation. Conclusion: In the MIRIAD patients with probable AD, the HC atrophies at a significantly faster rate in women as compared to men. Female sex is a risk factor for faster descent into AD. The HI measure has potential for AD diagnosis, as a biomarker of AD progression and a therapeutic target in clinical trials.
引用
收藏
页码:847 / 857
页数:11
相关论文
共 51 条
[1]   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
[2]   Sex Modifies the APOE-Related Risk of Developing Alzheimer Disease [J].
Altmann, Andre ;
Tian, Lu ;
Henderson, Victor W. ;
Greicius, Michael D. .
ANNALS OF NEUROLOGY, 2014, 75 (04) :563-573
[3]  
Alzheimers Association, 2015, Alzheimers Dement, V11, P332
[4]   Automatic detection of the mid-sagittal plane in 3-D brain images [J].
Ardekani, BA ;
Kershaw, J ;
Braun, M ;
Kanno, I .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (06) :947-952
[5]   Model-based automatic detection of the anterior and posterior commissures on MRI scans [J].
Ardekani, Babak A. ;
Bachman, Alvin H. .
NEUROIMAGE, 2009, 46 (03) :677-682
[6]   NEUROPATHOLOGICAL STAGING OF ALZHEIMER-RELATED CHANGES [J].
BRAAK, H ;
BRAAK, E .
ACTA NEUROPATHOLOGICA, 1991, 82 (04) :239-259
[7]   National estimates of the prevalence of Alzheimer's disease in the United States [J].
Brookmeyer, Ron ;
Evans, Denis A. ;
Hebert, Liesi ;
Langa, Kenneth M. ;
Heeringa, Steven G. ;
Plassman, Brenda L. ;
Kukull, Walter A. .
ALZHEIMERS & DEMENTIA, 2011, 7 (01) :61-73
[8]   STEPS: Similarity and Truth Estimation for Propagated Segmentations and its application to hippocampal segmentation and brain parcelation [J].
Cardoso, M. Jorge ;
Leung, Kelvin ;
Modat, Marc ;
Keihaninejad, Shiva ;
Cash, David ;
Barnes, Josephine ;
Fox, Nick C. ;
Ourselin, Sebastien .
MEDICAL IMAGE ANALYSIS, 2013, 17 (06) :671-684
[9]   Atlas-based hippocampus segmentation in Alzheimer's disease and mild cognitive impairment [J].
Carmichael, OT ;
Aizenstein, HA ;
Davis, SW ;
Becker, JT ;
Thompson, PM ;
Meltzer, CC ;
Liu, YX .
NEUROIMAGE, 2005, 27 (04) :979-990
[10]   LIBSVM: A Library for Support Vector Machines [J].
Chang, Chih-Chung ;
Lin, Chih-Jen .
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2011, 2 (03)