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
[1]   Fully automatic segmentation of white matter hyperintensities in MR images of the elderly [J].
Admiraal-Behloul, F ;
van den Heuvel, DMJ ;
Olofsen, H ;
van Osch, MJP ;
van der Grond, J ;
van Buchem, MA ;
Relber, JHC .
NEUROIMAGE, 2005, 28 (03) :607-617
[2]   Epidemiological studies on ageing in France:: from PAQUID to the Three-City study. [J].
Alpérovitch, A ;
Amouyel, P ;
Dartigues, JF ;
Ducimetière, P ;
Mazoyer, B ;
Ritchie, K ;
Tzourio, C .
COMPTES RENDUS BIOLOGIES, 2002, 325 (06) :665-672
[3]   Voxel-based morphometry - The methods [J].
Ashburner, J ;
Friston, KJ .
NEUROIMAGE, 2000, 11 (06) :805-821
[4]   Increased white matter hyperintensities in male methamphetamine abusers [J].
Bae, SC ;
Lyoo, IK ;
Sung, YH ;
Yoo, J ;
Chung, A ;
Yoon, SJ ;
Kim, DJ ;
Hwang, J ;
Kim, SJ ;
Renshaw, PF .
DRUG AND ALCOHOL DEPENDENCE, 2006, 81 (01) :83-88
[5]  
Bakshi R, 2000, AM J NEURORADIOL, V21, P503
[6]   Fluid-attenuated inversion recovery magnetic resonance imaging detects cortical and juxtacortical multiple sclerosis lesions [J].
Bakshi, R ;
Ariyaratana, S ;
Benedict, RHB ;
Jacobs, L .
ARCHIVES OF NEUROLOGY, 2001, 58 (05) :742-748
[7]   Incidental white-matter foci on MRI in ''healthy'' subjects: Evidence of subtle cognitive dysfunction [J].
Baum, KA ;
Schulte, C ;
Girke, W ;
Reischies, FM ;
Felix, R .
NEURORADIOLOGY, 1996, 38 (08) :755-760
[8]   CEREBRAL WHITE MATTER LESIONS AND ATHEROSCLEROSIS IN THE ROTTERDAM STUDY [J].
BOTS, ML ;
VANSWIETEN, JC ;
BRETELER, MMB ;
DEJONG, PTVM ;
VANGIJN, J ;
HOFMAN, A ;
GROBBEE, DE .
LANCET, 1993, 341 (8855) :1232-1237
[9]   Does leukoaraiosis predict morbidity and mortality? [J].
Briley, DP ;
Haroon, S ;
Sergent, SM ;
Thomas, S .
NEUROLOGY, 2000, 54 (01) :90-94
[10]  
de Groot JC, 2000, ANN NEUROL, V47, P145