An automated procedure for the assessment of white matter hyperintensities by multispectral (T1, T2, PD) MRI and an evaluation of its between-centre reproducibility based on two large community databases

被引:82
作者
Maillard, Pauline [1 ]
Delcroix, Nicolas [1 ]
Crivello, Fabrice [1 ]
Dufouil, Carole [2 ]
Gicquel, Sebastien [1 ]
Joliot, Marc [1 ]
Tzourio-Mazoyer, Nathalie [1 ]
Alperovitch, Annick [2 ]
Tzourio, Christophe [2 ]
Mazoyer, Bernard [1 ,3 ,4 ]
机构
[1] Univ Caen, Univ Paris, CNRS, CI NAPS, F-14074 Caen, France
[2] Univ Paris 06, INSERM, Paris, France
[3] Inst Univ France, Paris, France
[4] CHU Caen, Unite IRM, Caen, France
关键词
aging; hypertension; reproducibility; T2; MRI; white matter hyperintensities;
D O I
10.1007/s00234-007-0312-3
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Introduction An automated procedure for the detection, quantification, localization and statistical mapping of white matter hyperintensities (WMH) on T2-weighted magnetic resonance (MR) images is presented and validated based on the results of a between-centre reproducibility study. Methods The first step is the identification of white matter (WM) tissue using a multispectral (T1, T2, PD) segmentation. In a second step, WMH are identified within the WM tissue by segmenting T2 images, isolating two different classes of WMH voxels-low- and high-contrast WMH voxels, respectively. The reliability of the whole procedure was assessed by applying it to the analysis of two large MR imaging databases (n = 650 and n = 710, respectively) of healthy elderly subjects matched for demographic characteristics. Results Average overall WMH load and spatial distribution were found to be similar in the two samples, (1.81 and 1.79% of the WM volume, respectively). White matter hyperintensity load was found to be significantly associated with both age and high blood pressure, with similar effects in both samples. With specific reference to the 650 subject cohort, we also found that WMH load provided by this automated procedure was significantly associated with visual grading of the severity of WMH, as assessed by a trained neurologist. Conclusion The results show that this method is sensitive, well correlated with semi-quantitative visual rating and highly reproducible.
引用
收藏
页码:31 / 42
页数:12
相关论文
共 59 条
[31]   Variable agreement between visual rating scales for white matter hyperintensities on MRI - Comparison of 13 rating scales in a poststroke cohort [J].
Mantyla, R ;
Erkinjuntti, T ;
Salonen, O ;
Aronen, HJ ;
Peltonen, T ;
Pohjasvaara, T ;
StandertskjoldNordenstam, CG .
STROKE, 1997, 28 (08) :1614-1623
[32]  
Mueller Susanne G, 2005, Alzheimers Dement, V1, P55, DOI 10.1016/j.jalz.2005.06.003
[33]   Relationship of deep white matter hyperintensities and apolipoprotein E genotype to depressive symptoms in older adults without clinical depression [J].
Nebes, RD ;
Vora, IJ ;
Meltzer, CC ;
Fukui, MB ;
Williams, RL ;
Kamboh, MI ;
Saxton, J ;
Houck, PR ;
DeKosky, ST ;
Reynolds, CF .
AMERICAN JOURNAL OF PSYCHIATRY, 2001, 158 (06) :878-884
[34]   Role of white matter lesions in cognitive impairment of vascular origin [J].
Pantoni, L ;
Leys, D ;
Fazekas, F ;
Longstreth, WT ;
Inzitari, D ;
Wallin, A ;
Filippi, M ;
Scheltens, P ;
Erkinjuntti, T ;
Hachinski, V .
ALZHEIMER DISEASE & ASSOCIATED DISORDERS, 1999, 13 :S49-S54
[35]   THE SIGNIFICANCE OF CEREBRAL WHITE-MATTER ABNORMALITIES 100 YEARS AFTER BINSWANGERS REPORT - A REVIEW [J].
PANTONI, L ;
GARCIA, JH .
STROKE, 1995, 26 (07) :1293-1301
[36]   Cerebral white matter lesions and hypertension status in the elderly Korean: the Ansan Study [J].
Park, MK ;
Jo, I ;
Park, MH ;
Kim, TK ;
Jo, SA ;
Shin, C .
ARCHIVES OF GERONTOLOGY AND GERIATRICS, 2005, 40 (03) :265-273
[37]  
PIETRZYK U, 1994, J NUCL MED, V35, P2011
[38]   Cerebral magnetic resonance image segmentation using data fusion [J].
Rajapakse, JC ;
DeCarli, C ;
McLaughlin, A ;
Giedd, JN ;
Krain, AL ;
Hamburger, SD ;
Rapoport, JL .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1996, 20 (02) :206-218
[39]   Differential aging of the brain: Patterns, cognitive correlates and modifiers [J].
Raz, Naftali ;
Rodrigue, Karen M. .
NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS, 2006, 30 (06) :730-748
[40]  
ROSENBERG GA, 1997, PRIMER CEREBROVASCUL, P371