• DocumentCode
    3685124
  • Title

    Texture analysis to assess structural modifications induced by radiotherapy

  • Author

    E. Scalco;S. Moriconi;G. Rizzo

  • Author_Institution
    Institute of Molecular Bioimaging and Physiology of the National Research Council (IBFMCNR), Segrate (MI), Italy
  • fYear
    2015
  • Firstpage
    5219
  • Lastpage
    5222
  • Abstract
    Texture analysis is an emerging tool employed in Radiotherapy (RT) to improve tumor characterization for planning and to evaluate treatment effects. In the treatment of Head and Neck Cancer, parotid glands can receive high dose that may compromise gland functionality and structure. Texture analysis was here applied on CT images of Head and Neck to evaluate changes in parotid gland structure during RT. CT images at the beginning, at the intermediate stage and at the end of RT were considered and in each time point different features (i.e. mean intensity, variance, entropy, homogeneity, local entropy, fractal dimension and volume) were extracted within parotid volume. A general decrease in tissue complexity and heterogeneity was found, with different time trend for textural features. This is explainable by different biological mechanisms associated to the variation of each index. Volume and mean intensity variation are also correlated with some pre-treatment dosimetric parameters, indicating a relationship between the dose plan and the structural variation estimated after RT.
  • Keywords
    "Computed tomography","Glands","Correlation","Tumors","Neck","Feature extraction","Entropy"
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2015 37th Annual International Conference of the IEEE
  • ISSN
    1094-687X
  • Electronic_ISBN
    1558-4615
  • Type

    conf

  • DOI
    10.1109/EMBC.2015.7319568
  • Filename
    7319568