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
Link To Document