• DocumentCode
    3199682
  • Title

    Application of fuzzy skeletonization ot quantitatively assess trabecular bone micro-architecture

  • Author

    Dakai Jin ; Yinxiao Liu ; Saha, Prabir K.

  • Author_Institution
    Univ. of Iowa, Iowa City, IA, USA
  • fYear
    2013
  • fDate
    3-7 July 2013
  • Firstpage
    3682
  • Lastpage
    3685
  • Abstract
    Adult bone diseases, especially osteoporosis, lead to increased risk of fracture associated with substantial morbidity, mortality, and financial costs. Clinically, osteoporosis is defined by low bone mineral density; however, increasing evidence suggests that the micro-architectural quality of trabecular bone (TB) is an important determinant of bone strength and fracture risk. Skeletonization plays an important role providing a compact representation of TB network that allows computation of several quantitative parameters relating to TB micro-architecture. Literature of three-dimensional skeletonization is quite matured for binary digital objects. However, the challenges of skeletonization for fuzzy objects are mostly unanswered. Here, an algorithm for fuzzy skeletonization is presented using fuzzy grassfire propagation and a branch-level noise pruning strategy and, finally, its application to TB micro-architectural assessment is investigated. Specifically, the fuzzy skeletonization algorithm is applied to compute TB plateness, plate/rod ratio, thickness, and spacing. Finally, the effectiveness of these measures to predict experimental bone strength is investigated on twelve cadaveric specimens and the results are encouraging with the R2 value of linear correlation with bone strength being as high as 0.93, 0.88, 0.85 and 0.86, respectively.
  • Keywords
    bone; diseases; TB plateness; adult bone diseases; binary digital objects; bone fracture; bone mineral density; bone strength; branch-level noise pruning strategy; cadaveric specimens; fuzzy grassfire propagation; fuzzy skeletonization algorithm; osteoporosis; three-dimensional skeletonization; trabecular bone microarchitecture; Bones; Fires; Imaging; Stress; Three-dimensional displays; Topology; Transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
  • Conference_Location
    Osaka
  • ISSN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/EMBC.2013.6610342
  • Filename
    6610342