Jongen C, van der Grond J, Kappelle L J, Biessels G J, Viergever M A, Pluim J P W
Image Sciences Institute, University Medical Center Utrecht, Q0S.459, P.O. Box 85500, 3508 GA, Utrecht, the Netherlands.
Diabetologia. 2007 Jul;50(7):1509-16. doi: 10.1007/s00125-007-0688-y. Epub 2007 May 11.
AIMS/HYPOTHESIS: Type 2 diabetes mellitus has been associated with brain atrophy and cognitive decline, but the association with ischaemic white matter lesions is unclear. Previous neuroimaging studies have mainly used semiquantitative rating scales to measure atrophy and white matter lesions (WMLs). In this study we used an automated segmentation technique to investigate the association of type 2 diabetes, several diabetes-related risk factors and cognition with cerebral tissue and WML volumes.
Magnetic resonance images of 99 patients with type 2 diabetes and 46 control participants from a population-based sample were segmented using a k-nearest neighbour classifier trained on ten manually segmented data sets. White matter, grey matter, lateral ventricles, cerebrospinal fluid not including lateral ventricles, and WML volumes were assessed. Analyses were adjusted for age, sex, level of education and intracranial volume.
Type 2 diabetes was associated with a smaller volume of grey matter (-21.8 ml; 95% CI -34.2, -9.4) and with larger lateral ventricle volume (7.1 ml; 95% CI 2.3, 12.0) and with larger white matter lesion volume (56.5%; 95% CI 4.0, 135.8), whereas white matter volume was not affected. In separate analyses for men and women, the effects of diabetes were only significant in women.
CONCLUSIONS/INTERPRETATION: The combination of atrophy with larger WML volume indicates that type 2 diabetes is associated with mixed pathology in the brain. The observed sex differences were unexpected and need to be addressed in further studies.
目的/假设:2型糖尿病与脑萎缩和认知功能下降有关,但与缺血性白质病变的关系尚不清楚。以往的神经影像学研究主要使用半定量评分量表来测量萎缩和白质病变(WMLs)。在本研究中,我们使用自动分割技术来研究2型糖尿病、几种糖尿病相关危险因素和认知与脑组织及WML体积之间的关系。
使用在十个手动分割数据集上训练的k近邻分类器,对来自基于人群样本的99例2型糖尿病患者和46名对照参与者的磁共振图像进行分割。评估白质、灰质、侧脑室、不包括侧脑室的脑脊液以及WML体积。分析针对年龄、性别、教育水平和颅内体积进行了调整。
2型糖尿病与灰质体积较小(-21.8 ml;95%可信区间-34.2,-9.4)、侧脑室体积较大(7.1 ml;95%可信区间2.3,12.0)和白质病变体积较大(56.5%;95%可信区间4.0,135.8)相关,而白质体积未受影响。在对男性和女性的单独分析中,糖尿病的影响仅在女性中显著。
结论/解读:萎缩与较大的WML体积相结合表明,2型糖尿病与大脑中的混合病理状态有关。观察到的性别差异出乎意料,需要在进一步研究中加以探讨。