Validation of Volumetric and Single-Slice MRI Adipose Analysis Using a Novel Fully Automated Segmentation Method

被引:46
作者
Addeman, Bryan T. [1 ]
Kutty, Shelby [2 ,3 ]
Perkins, Thomas G. [2 ,4 ]
Soliman, Abraam S. [5 ]
Wiens, Curtis N. [6 ]
McCurdy, Colin M. [1 ]
Beaton, Melanie D. [7 ]
Hegele, Robert A. [8 ]
McKenzie, Charles A. [1 ,5 ,6 ,8 ]
机构
[1] Univ Western Ontario, Dept Med Biophys, London, ON N6A 5B7, Canada
[2] Univ Nebraska Med Ctr, Omaha, NE USA
[3] Childrens Hosp & Med Ctr, Omaha, NE USA
[4] Philips Healthcare, Cleveland, OH USA
[5] Univ Western Ontario, London, ON N6A 5B7, Canada
[6] Univ Western Ontario, Dept Phys & Astron, London, ON N6A 5B7, Canada
[7] Univ Western Ontario, Dept Med, Div Gastroenterol, London, ON N6A 5B7, Canada
[8] Univ Western Ontario, Robarts Res Inst, London, ON N6A 5B7, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
abdominal fat; intra-abdominal fat; image processing; subcutaneous fat; visceral adipose tissue; software; VISCERAL FAT; ABDOMINAL FAT; TISSUE; QUANTIFICATION; OBESITY; AREAS; WATER; SOFTWARE; IMPACT;
D O I
10.1002/jmri.24526
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
PurposeTo validate a fully automated adipose segmentation method with magnetic resonance imaging (MRI) fat fraction abdominal imaging. We hypothesized that this method is suitable for segmentation of subcutaneous adipose tissue (SAT) and intra-abdominal adipose tissue (IAAT) in a wide population range, easy to use, works with a variety of hardware setups, and is highly repeatable. Materials and MethodsAnalysis was performed comparing precision and analysis time of manual and automated segmentation of single-slice imaging, and volumetric imaging (78-88 slices). Volumetric and single-slice data were acquired in a variety of cohorts (body mass index [BMI] 15.6-41.76) including healthy adult volunteers, adolescent volunteers, and subjects with nonalcoholic fatty liver disease and lipodystrophies. A subset of healthy volunteers was analyzed for repeatability in the measurements. ResultsThe fully automated segmentation was found to have excellent agreement with manual segmentation with no substantial bias across all study cohorts. Repeatability tests showed a mean coefficient of variation of 1.20.6% for SAT, and 2.7 +/- 2.2% for IAAT. Analysis with automated segmentation was rapid, requiring 2 seconds per slice compared with 8 minutes per slice with manual segmentation. ConclusionWe demonstrate the ability to accurately and rapidly segment regional adipose tissue using fat fraction maps across a wide population range, with varying hardware setups and acquisition methods. J. Magn. Reson. Imaging 2015;41:233-241. (c) 2014 Wiley Periodicals, Inc.
引用
收藏
页码:233 / 241
页数:9
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