Topography Mapping of Whole Body Adipose Tissue Using A Fully Automated and Standardized Procedure

被引:79
作者
Wuerslin, Christian [1 ,2 ]
Machann, Juergen [1 ]
Rempp, Hansjoerg [1 ]
Claussen, Claus
Yang, Bin [2 ]
Schick, Fritz [1 ]
机构
[1] Univ Tubingen, Sect Expt Radiol, Dept Diagnost & Intervent Radiol, D-72076 Tubingen, Germany
[2] Univ Stuttgart, Chair Syst Theory & Signal Proc, Stuttgart, Germany
关键词
adipose tissue profiling; visceral adipose tissue; automatic image segmentation; metabolism; whole body MRI; FAT DISTRIBUTION; MEN BORN; OBESITY; SEGMENTATION; WOMEN; MASS;
D O I
10.1002/jmri.22036
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
Purpose: To obtain quantitative measures of human body fat compartments from whole body MR datasets for the risk estimation in subjects prone to metabolic diseases without the need of any user interaction or expert knowledge. Materials and Methods: Sets of axial T1-weighted spin-echo images of the whole body were acquired. The images were segmented using a modified fuzzy c-means algorithm. A separation of the body into anatomic regions along the body axis was performed to define regions with visceral adipose tissue present, and to standardize the results. In abdominal image slices, the adipose tissue compartments were divided into subcutaneous and visceral compartments using an extended snake algorithm. The slice-wise areas of different tissues were plotted along the slice position to obtain topographic fat tissue distributions. Results: Results from automatic segmentation were compared with manual segmentation. Relatively low mean deviations were obtained for the class of total tissue (4.48%) and visceral adipose tissue (3.26%). The deviation of total adipose tissue was slightly higher (8.71%). Conclusion: The proposed algorithm enables the reliable and completely automatic creation of adipose tissue distribution profiles of the whole body from multislice MR datasets, reducing whole examination and analysis time to less than half an hour.
引用
收藏
页码:430 / 439
页数:10
相关论文
共 23 条
  • [1] ABATE N, 1994, J LIPID RES, V35, P1490
  • [2] [Anonymous], 2000, WHO TECHN REP SER
  • [3] REVIEW OF MR IMAGE SEGMENTATION TECHNIQUES USING PATTERN-RECOGNITION
    BEZDEK, JC
    HALL, LO
    CLARKE, LP
    [J]. MEDICAL PHYSICS, 1993, 20 (04) : 1033 - 1048
  • [4] Brodie DA, 1999, J PEDIATR ENDOCR MET, V12, P801
  • [5] Abdominal obesity and dyslipidemia in the metabolic syndrome: Importance of type 2 diabetes and familial combined hyperlipidemia in coronary artery disease risk
    Carr, MC
    Brunzell, JD
    [J]. JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2004, 89 (06) : 2601 - 2607
  • [6] Waist circumference, waist-to-hip ratio and body mass index as predictors of adipose tissue compartments in men
    Chan, DC
    Watts, GF
    Barrett, PHR
    Burke, V
    [J]. QJM-AN INTERNATIONAL JOURNAL OF MEDICINE, 2003, 96 (06) : 441 - 447
  • [7] ON ACTIVE CONTOUR MODELS AND BALLOONS
    COHEN, LD
    [J]. CVGIP-IMAGE UNDERSTANDING, 1991, 53 (02): : 211 - 218
  • [8] A COMPARISON OF NEURAL NETWORK AND FUZZY CLUSTERING-TECHNIQUES IN SEGMENTING MAGNETIC-RESONANCE IMAGES OF THE BRAIN
    HALL, LO
    BENSAID, AM
    CLARKE, LP
    VELTHUIZEN, RP
    SILBIGER, MS
    BEZDEK, JC
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1992, 3 (05): : 672 - 682
  • [9] Prevalence of overweight and obesity among US children, adolescents, and adults, 1999-2002
    Hedley, AA
    Ogden, CL
    Johnson, CL
    Carroll, MD
    Curtin, LR
    Flegal, KM
    [J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2004, 291 (23): : 2847 - 2850
  • [10] Obesity and insulin resistance
    Kahn, BB
    Flier, JS
    [J]. JOURNAL OF CLINICAL INVESTIGATION, 2000, 106 (04) : 473 - 481