• DocumentCode
    2196516
  • Title

    Intelligent Modelling for Benign Tumour Growth with Cell-Cell and Cell-Matrix Adhesion and Movement

  • Author

    Kazmi, N. ; Hossain, M.A. ; Phillips, R.

  • Author_Institution
    Sch. of Comput., Inf. & Media, Univ. of Bradford, Bradford, UK
  • fYear
    2010
  • fDate
    June 29 2010-July 1 2010
  • Firstpage
    480
  • Lastpage
    486
  • Abstract
    Tumours can be benign or malignant based upon their behavior, growth and invasion capability. Various mathematical models have been developed to capture different dynamics of tumours. Our aim was to model the growth dynamics of the benign tumour at cellular level with and without the extracellular matrix (ECM), cell-cell and cell-matrix adhesion and finally the movement of the cells. We developed an artificial Neural Network based intelligent model to demonstrate the tumour growth dynamics and cell movement and compression based upon its adhesion capabilities. In our model, we considered the heterogeneity in cell proliferation, death, degradation of the matrix and cell movement. We counted the total number of tumour cells at the end of every phase and presented it in the form of tumour growth curve. Then we compared the invasive distance tumour covered in these three phases. Finally, we compared the proposed growth curve model with the growth curve of DLD1 colorectal cancer cell line and achieved almost similar results. It is worth mentioning that the approach is new and so far there is no reported work of the similar form.
  • Keywords
    adhesion; biology computing; cancer; cellular biophysics; matrix algebra; neural nets; tumours; Benign tumour growth curve; DLD1 colorectal cancer cell line; artificial neural network; cell movement; cell proliferation; cell-cell adhesion; cell-matrix adhesion; extracellular matrix; growth curve model; intelligent modelling; matrix movement; tumour cells; Adhesives; Cancer; Degradation; Electronic countermeasures; Equations; Mathematical model; Tumors; Artificial intelligence; Benign tumour growth; Cell adhesion; Cell movement and Epithelial mesenchymal transition; Extracellular matrix;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer and Information Technology (CIT), 2010 IEEE 10th International Conference on
  • Conference_Location
    Bradford
  • Print_ISBN
    978-1-4244-7547-6
  • Type

    conf

  • DOI
    10.1109/CIT.2010.107
  • Filename
    5578141