Feasibility of multi-site clinical structural neuroimaging studies of aging using legacy data

被引:87
作者
Fennema-Notestine, Christine
Gamst, Anthony C.
Quinn, Brian T.
Pacheco, Jenni
Jernigan, Terry L.
Thal, Leon
Buckner, Randy
Killiany, Ron
Blacker, Deborah
Dale, Anders M.
Fischl, Bruce
Dickerson, Brad
Gollub, Randy L.
机构
[1] Univ Calif San Diego, Dept Psychiat, La Jolla, CA 92093 USA
[2] Univ Calif San Diego, Dept Radiol, La Jolla, CA 92093 USA
[3] Vet Affairs San Diego Healthcare Syst, San Diego, CA USA
[4] Univ Calif San Diego, Dept Biostat, La Jolla, CA 92093 USA
[5] Univ Calif San Diego, Dept Neurosci, La Jolla, CA 92093 USA
[6] MGH NMR Ctr, Ctr Biomed Imaging, Charlestown, MA USA
[7] Harvard Univ, Dept Psychol, Cambridge, MA 02138 USA
[8] Harvard Med Sch, Dept Radiol, Boston, MA USA
[9] Boston Univ, Sch Med, Dept Anat & Neurobiol, Boston, MA 02118 USA
[10] Massachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
[11] Harvard Med Sch, Boston, MA USA
[12] Harvard Sch Publ Hlth, Dept Epidemiol, Cambridge, MA USA
[13] MIT, Comp Sci Artificial Intelligence Lab, Cambridge, MA 02139 USA
[14] Massachusetts Gen Hosp, Dept Neurol, Boston, MA 02114 USA
[15] HArvard Med Sch, Boston, MA USA
关键词
MRI; hippocampus; asymmetry; image processing; statistical modeling; SKULL STRIPPING PROBLEM; SURFACE-BASED ANALYSIS; ALZHEIMERS-DISEASE; INTENSITY NONUNIFORMITY; QUANTITATIVE-EVALUATION; WHITE-MATTER; MRI; AGE; VOLUME; ASYMMETRY;
D O I
10.1007/s12021-007-9003-9
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The application of advances in biomedical computing to medical imaging research is enabling scientists to conduct quantitative clinical imaging studies using data collected across multiple sites to test new hypotheses on larger cohorts, increasing the power to detect subtle effects. Given that many research groups have valuable existing (legacy) data, one goal of the Morphometry Biomedical Informatics Research Network (BIRN) Testbed is to assess the feasibility of pooled analyses of legacy structural neuroimaging data in normal aging and Alzheimer's disease. The present study examined whether such data could be meaningfully reanalyzed as a larger combined data set by using rigorous data curation, image analysis, and statistical modeling methods; in this case, to test the hypothesis that hippocampal volume decreases with age and to investigate findings of hippocampal asymmetry. This report describes our work with legacy T1-weighted magnetic resonance (MR) and demographic data related to normal aging that have been shared through the BIRN by three research sites. Results suggest that, in the present application, legacy MR data from multiple sites can be pooled to investigate questions of scientific interest. In particular, statistical analyses suggested that a mixed-effects model employing site as a random effect best fits the data, accounting for site-specific effects while taking advantage of expected comparability of age-related effects. In the combined sample from three sites, significant age-related decline of hippocampal volume and right-dominant hippocampal asymmetry were detected in healthy elderly controls. These expected findings support the feasibility of combining legacy data to investigate novel scientific questions.
引用
收藏
页码:235 / 245
页数:11
相关论文
共 48 条
[1]   Normal neuroanatomical variation due to age: The major lobes and a parcellation of the temporal region [J].
Allen, JS ;
Bruss, J ;
Brown, CK ;
Damasio, H .
NEUROBIOLOGY OF AGING, 2005, 26 (09) :1245-1260
[2]   Methods for studying the aging brain: Volumetric analyses versus VBM [J].
Allen, JS ;
Bruss, J ;
Brown, CK ;
Damasio, H .
NEUROBIOLOGY OF AGING, 2005, 26 (09) :1275-1278
[3]   Qualitative and quantitative evaluation of six algorithms for correcting intensity nonuniformity effects [J].
Arnold, JB ;
Liow, JS ;
Schaper, KA ;
Stern, JJ ;
Sled, JG ;
Shattuck, DW ;
Worth, AJ ;
Cohen, MS ;
Leahy, RM ;
Mazziotta, JC ;
Rottenberg, DA .
NEUROIMAGE, 2001, 13 (05) :931-943
[4]   Does Alzheimer's disease affect hippocampal asymmetry? Evidence from a cross-sectional and longitudinal volumetric MRI study [J].
Barnes, J ;
Scahill, RI ;
Schott, JM ;
Frost, C ;
Rossor, MN ;
Fox, NC .
DEMENTIA AND GERIATRIC COGNITIVE DISORDERS, 2005, 19 (5-6) :338-344
[5]   Molecular, structural, and functional characterization of Alzheimer's disease: Evidence for a relationship between default activity, amyloid, and memory [J].
Buckner, RL ;
Snyder, AZ ;
Shannon, BJ ;
LaRossa, G ;
Sachs, R ;
Fotenos, AF ;
Sheline, YI ;
Klunk, WE ;
Mathis, CA ;
Morris, JC ;
Mintun, MA .
JOURNAL OF NEUROSCIENCE, 2005, 25 (34) :7709-7717
[6]   A unified approach for morphometric and functional data analysis in young, old, and demented adults using automated atlas-based head size normalization: reliability and validation against manual measurement of total intracranial volume [J].
Buckner, RL ;
Head, D ;
Parker, J ;
Fotenos, AF ;
Marcus, D ;
Morris, JC ;
Snyder, AZ .
NEUROIMAGE, 2004, 23 (02) :724-738
[7]   Preclinical detection of Alzheimer's disease: hippocampal shape and volume predict dementia onset in the elderly [J].
Csernansky, JG ;
Wang, L ;
Swank, J ;
Miller, JP ;
Gado, M ;
McKeel, D ;
Miller, M ;
Morriss, JC .
NEUROIMAGE, 2005, 25 (03) :783-792
[8]  
CZANNER S, 2006, 12 ANN ORG HUM BRAIN
[9]   Cortical surface-based analysis - I. Segmentation and surface reconstruction [J].
Dale, AM ;
Fischl, B ;
Sereno, MI .
NEUROIMAGE, 1999, 9 (02) :179-194
[10]   IMPROVED LOCALIZATION OF CORTICAL ACTIVITY BY COMBINING EEG AND MEG WITH MRI CORTICAL SURFACE RECONSTRUCTION - A LINEAR-APPROACH [J].
DALE, AM ;
SERENO, MI .
JOURNAL OF COGNITIVE NEUROSCIENCE, 1993, 5 (02) :162-176