Purpose: It has been reported that increased white matter lesions (WML) is one of the risk factors for stroke. To quantify WML objectively with the presence of acute infarcts, we proposed an automated segmentation scheme to locate WMLs in combined T1-weighted MM, fluid attenuation inversion recovery (FLAIR) and diffusion weighted imaging (DWI). Materials and methods: The proposed method detects WMLs by a coarse-to-fine mathematical morphology method. It has been evaluated quantitatively and qualitatively using voxel-based, volume-based, score-based, and atlas-based approaches on MM data of 91 subjects with acute infarction. Result: The proposed WML detection algorithm yields average sensitivity, positive predictive value and similarity index of 0.803, 0.818, and 0.836, respectively. Experimental results demonstrated that the segmentation from the proposed method is in high agreement with that from manual segmentation (intraclass correlation coefficient=0.9892), and with a good correlation with visual scores (R=0.8442, p<0.0001). (C) 2012 Elsevier B.V. All rights reserved.
基金:
Research Grants Council of the Hong Kong Special Administrative Region, ChinaHong Kong Research Grants Council [CUHK 475711, 411910, 411811]; National Natural Science Foundation of ChinaNational Natural Science Foundation of China [81101111]; Science, Industry, Trade and Information Commission of Shenzhen Municipality [JC201005250030A]
第一作者机构:[1]Chinese Univ Hong Kong, Dept Imaging & Intervent Radiol, Shatin, Hong Kong, Peoples R China;[2]Chinese Acad Sci, Shenzhen Inst Adv Technol, Shenzhen, Peoples R China;
通讯作者:
通讯机构:[1]Chinese Univ Hong Kong, Dept Imaging & Intervent Radiol, Shatin, Hong Kong, Peoples R China;[3]CUHK Shenzhen Res Inst, Shenzhen, Peoples R China;
推荐引用方式(GB/T 7714):
Shi Lin,Wang Defeng,Liu Shangping,et al.Automated quantification of white matter lesion in magnetic resonance imaging of patients with acute infarction[J].JOURNAL OF NEUROSCIENCE METHODS.2013,213(1):138-146.doi:10.1016/j.jneumeth.2012.12.014.
APA:
Shi, Lin,Wang, Defeng,Liu, Shangping,Pu, Yuehua,Wang, Yilong...&Wang, Yongjun.(2013).Automated quantification of white matter lesion in magnetic resonance imaging of patients with acute infarction.JOURNAL OF NEUROSCIENCE METHODS,213,(1)
MLA:
Shi, Lin,et al."Automated quantification of white matter lesion in magnetic resonance imaging of patients with acute infarction".JOURNAL OF NEUROSCIENCE METHODS 213..1(2013):138-146