Automated detection and volume measurement of plexiform neurofibromas in neurofibromatosis 1 using magnetic resonance imaging

被引:73
作者
Solomon, J
Warren, K
Dombi, E
Patronas, N
Widemann, B
机构
[1] Sensor Syst Inc, Sterling, VA 20164 USA
[2] NCI, Pediat Oncol Branch, NIH, Bethesda, MD 20892 USA
[3] NCI, Neuro Oncol Branch, NIH, Bethesda, MD 20892 USA
[4] NIH, Dept Diagnost Radiol, CC, Bethesda, MD 20892 USA
关键词
image processing; volumetric analysis; edge detection; histogram; neurofibromatosis; 1; plexiform neurofibromas;
D O I
10.1016/j.compmedimag.2004.03.002
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
An automated technique for segmentation and volumetric measurement of plexiform neurofibromas (PN) in neurofibromatosis I using short T1-inversion recovery magnetic resonance images is presented. The algorithm described implements heuristics derived from human-based recognition of lesions. This technique combines region-based with boundary-based segmentation. Two observers, who performed semi-automated volume calculations and manual tracings to estimate tumor volume, validated this method on 9 PNs of different size and location. This automated method was reproducible (coefficient of variation 0.6-5.6%), yielded similar results to manual tumor tracings (R = 0.999), and will likely improve the ability to measure PNs in ongoing clinical trials. (C) 2004 Elsevier Ltd. All rights reserved.
引用
收藏
页码:257 / 265
页数:9
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