Automatic Segmentation of the Corpus Callosum Using a Cell-Competition Algorithm: Diffusion Tensor Imaging-Based Evaluation of Callosal Atrophy and Tissue Alterations in Patients With Systemic Lupus Erythematosus

被引:13
作者
Lee, Shiou-Ping [1 ]
Wu, Chien-Sheng [2 ]
Cheng, Jie-Zhi [3 ]
Chen, Chung-Ming [3 ]
Chen, Yu-Chiang [1 ]
Chou, Ming-Chung [4 ,5 ]
机构
[1] Far Eastern Mem Hosp, Dept Radiol, Div Med Imaging, Taipei, Taiwan
[2] Far Eastern Mem Hosp, Dept Internal Med, Div Allergy Immunol & Rheumatol, Taipei, Taiwan
[3] Natl Taiwan Univ, Inst Biomed Engn, Taipei 10764, Taiwan
[4] Kaohsiung Med Univ, Dept Med Imaging & Radiol Sci, Kaohsiung, Taiwan
[5] Kaohsiung Med Univ, Dept Healthcare Adm & Med Informat, Kaohsiung, Taiwan
关键词
cell-competition; corpus callosum; volume; DTI; SLE; INVOLVEMENT; BRAIN; LESIONS; SHAPE;
D O I
10.1097/RCT.0000000000000282
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Objective Patients with neuropsychiatric systemic lupus erythematosus (NPSLE) may exhibit corpus callosal atrophy and tissue alterations. Measuring the callosal volume and tissue integrity using diffusion tensor imaging (DTI) could help to differentiate patients with NPSLE from patients without NPSLE. Hence, this study aimed to use an automatic cell-competition algorithm to segment the corpus callosum and to investigate the effects of central nervous system (CNS) involvement on the callosal volume and tissue integrity in patients with SLE. Methods Twenty-two SLE patients with (N = 10, NPSLE) and without (N = 12, non-NPSLE) CNS involvement and 22 control subjects were enrolled in this study. For volumetric measurement, a cell-competition algorithm was used to automatically delineate corpus callosal boundaries based on a midsagittal fractional anisotropy (FA) map. After obtaining corpus callosal boundaries for all subjects, the volume, FA, and mean diffusivity (MD) of the corpus callosum were calculated. A post hoc Tamhane's T2 analysis was performed to statistically compare differences among NPSLE, non-NPSLE, and control subjects. A receiver operating characteristic curve analysis was also performed to compare the performance of the volume, FA, and MD of the corpus callosum in differentiating NPSLE from other subjects. Results Patients with NPSLE had significant decreases in volume and FA but an increase in MD in the corpus callosum compared with control subjects, whereas no significant difference was noted between patients without NPSLE and control subjects. The FA was found to have better performance in differentiating NPSLE from other subjects. Conclusions A cell-competition algorithm could be used to automatically evaluate callosal atrophy and tissue alterations. Assessments of the corpus callosal volume and tissue integrity helped to demonstrate the effects of CNS involvement in patients with SLE.
引用
收藏
页码:781 / 786
页数:6
相关论文
共 28 条
[1]   FIBER COMPOSITION OF THE HUMAN CORPUS-CALLOSUM [J].
ABOITIZ, F ;
SCHEIBEL, AB ;
FISHER, RS ;
ZAIDEL, E .
BRAIN RESEARCH, 1992, 598 (1-2) :143-153
[2]   Cerebral and corpus callosum atrophy in systemic lupus erythematosus [J].
Appenzeller, S ;
Rondina, JM ;
Li, LM ;
Costallat, LTL ;
Cendes, F .
ARTHRITIS AND RHEUMATISM, 2005, 52 (09) :2783-2789
[3]   Focal transient lesions of the corpus callosum in systemic lupus erythematosus [J].
Appenzeller, Simone ;
Faria, Andreia ;
Marini, Roberto ;
Lavras Costallat, Lilian Tereza ;
Cendes, Fernando .
CLINICAL RHEUMATOLOGY, 2006, 25 (04) :568-571
[4]   EULAR recommendations for the management of systemic lupus erythematosus. Report of a task force of the EULAR standing committee for international clinical studies including therapeutics [J].
Bertsias, G. ;
Ioannidis, J. P. A. ;
Boletis, J. ;
Bombardieri, S. ;
Cervera, R. ;
Dostal, C. ;
Font, J. ;
Gilboe, I. M. ;
Houssiau, F. ;
Huizinga, T. ;
Isenberg, D. ;
Kallenberg, C. G. M. ;
Khamashta, M. ;
Piette, J. C. ;
Schneider, M. ;
Smolen, J. ;
Sturfelt, G. ;
Tincani, A. ;
van Vollenhoven, R. ;
Gordon, C. ;
Boumpas, D. T. .
ANNALS OF THE RHEUMATIC DISEASES, 2008, 67 (02) :195-205
[5]   Cell-competition algorithm: A new segmentation algorithm for multiple objects with irregular boundaries in ultrasound images [J].
Chen, CM ;
Chou, YH ;
Chen, CSK ;
Cheng, JZ ;
Ou, YF ;
Yeh, FC ;
Chen, KW .
ULTRASOUND IN MEDICINE AND BIOLOGY, 2005, 31 (12) :1647-1664
[6]   Computer-aided US Diagnosis of Breast Lesions by Using Cell-based Contour Grouping [J].
Cheng, Jie-Zhi ;
Chou, Yi-Hong ;
Huang, Chiun-Sheng ;
Chang, Yeun-Chung ;
Tiu, Chui-Mei ;
Chen, Kuei-Wu ;
Chen, Chung-Ming .
RADIOLOGY, 2010, 255 (03) :746-754
[7]   Characterization of sexual dimorphism in the human corpus callosum [J].
Dubb, A ;
Gur, R ;
Avants, B ;
Gee, J .
NEUROIMAGE, 2003, 20 (01) :512-519
[8]   Gender and age influence on clinical and laboratory features in Chinese patients with systemic lupus erythematosus: 1,790 cases [J].
Feng, Jin-Bao ;
Ni, Jin-Dong ;
Yao, Xi ;
Pan, Hai-Feng ;
Li, Xiang-Pei ;
Xu, Jian-Hua ;
Pan, Fa-Ming ;
Xu, Sheng-Qian ;
Ye, Dong-Qing .
RHEUMATOLOGY INTERNATIONAL, 2010, 30 (08) :1017-1023
[9]   Watershed segmentation using prior shape and appearance knowledge [J].
Hamarneh, Ghassan ;
Li, Xiaoxing .
IMAGE AND VISION COMPUTING, 2009, 27 (1-2) :59-68
[10]   Diffusion tensor imaging in patients with acute onset of neuropsychiatric systemic lupus erythematosus: A prospective study of apparent diffusion coefficient, fractional anisotropy values, and eigenvalues in different regions of the brain [J].
Hughes, M. ;
Sundgren, P. C. ;
Fan, X. ;
Foerster, B. ;
Nan, B. ;
Welsh, R. C. ;
Williamson, J. A. ;
Attwood, J. ;
Maly, P. V. ;
Chenevert, T. L. ;
McCune, W. ;
Gebarski, S. .
ACTA RADIOLOGICA, 2007, 48 (02) :213-222