Literature DB >> 16916081

A spatiotemporal, patient individualized simulation model of solid tumor response to chemotherapy in vivo: the paradigm of glioblastoma multiforme treated by temozolomide.

Georgios S Stamatakos1, Vassilis P Antipas, Nikolaos K Uzunoglu.   

Abstract

A novel four-dimensional, patient-specific Monte Carlo simulation model of solid tumor response to chemotherapeutic treatment in vivo is presented. The special case of glioblastoma multiforme treated by temozolomide is addressed as a simulation paradigm. Nevertheless, a considerable number of the involved algorithms are generally applicable. The model is based on the patient's imaging, histopathologic and genetic data. For a given drug administration schedule lying within acceptable toxicity boundaries, the concentration of the prodrug and its metabolites within the tumor is calculated as a function of time based on the drug pharamacokinetics. A discretization mesh is superimposed upon the anatomical region of interest and within each geometrical cell of the mesh the most prominent biological "laws" (cell cycling, necrosis, apoptosis, mechanical restictions, etc.) are applied. The biological cell fates are predicted based on the drug pharmacodynamics. The outcome of the simulation is a prediction of the spatiotemporal activity of the entire tumor and is virtual reality visualized. A good qualitative agreement of the model's predictions with clinical experience supports the applicability of the approach. The proposed model primarily aims at providing a platform for performing patient individualized in silico experiments as a means of chemotherapeutic treatment optimization.

Entities:  

Mesh:

Substances:

Year:  2006        PMID: 16916081     DOI: 10.1109/TBME.2006.873761

Source DB:  PubMed          Journal:  IEEE Trans Biomed Eng        ISSN: 0018-9294            Impact factor:   4.538


  15 in total

1.  Spatially adaptive active contours: a semi-automatic tumor segmentation framework.

Authors:  Cristina Farmaki; Konstantinos Marias; Vangelis Sakkalis; Norbert Graf
Journal:  Int J Comput Assist Radiol Surg       Date:  2010-05-17       Impact factor: 2.924

2.  A SPATIOTEMPORAL MODEL TO SIMULATE CHEMOTHERAPY REGIMENS FOR HETEROGENEOUS BLADDER CANCER METASTASES TO THE LUNG.

Authors:  Kimberly R Kanigel Winner; James C Costello
Journal:  Pac Symp Biocomput       Date:  2017

3.  An imaging-based stochastic model for simulation of tumour vasculature.

Authors:  Vikram Adhikarla; Robert Jeraj
Journal:  Phys Med Biol       Date:  2012-09-13       Impact factor: 3.609

4.  Glioblastoma Recurrence and the Role of O6-Methylguanine-DNA Methyltransferase Promoter Methylation.

Authors:  Katie Storey; Kevin Leder; Andrea Hawkins-Daarud; Kristin Swanson; Atique U Ahmed; Russell C Rockne; Jasmine Foo
Journal:  JCO Clin Cancer Inform       Date:  2019-02

Review 5.  An imaging-based tumour growth and treatment response model: investigating the effect of tumour oxygenation on radiation therapy response.

Authors:  Benjamin Titz; Robert Jeraj
Journal:  Phys Med Biol       Date:  2008-08-01       Impact factor: 3.609

6.  Determining and interpreting correlations in lipidomic networks found in glioblastoma cells.

Authors:  Robert Görke; Anke Meyer-Bäse; Dorothea Wagner; Huan He; Mark R Emmett; Charles A Conrad
Journal:  BMC Syst Biol       Date:  2010-09-07

Review 7.  Computational oncology--mathematical modelling of drug regimens for precision medicine.

Authors:  Dominique Barbolosi; Joseph Ciccolini; Bruno Lacarelle; Fabrice Barlési; Nicolas André
Journal:  Nat Rev Clin Oncol       Date:  2015-11-24       Impact factor: 66.675

8.  Exploiting clinical trial data drastically narrows the window of possible solutions to the problem of clinical adaptation of a multiscale cancer model.

Authors:  Georgios S Stamatakos; Eleni C Georgiadi; Norbert Graf; Eleni A Kolokotroni; Dimitra D Dionysiou
Journal:  PLoS One       Date:  2011-03-03       Impact factor: 3.240

9.  Introduction of hypermatrix and operator notation into a discrete mathematics simulation model of malignant tumour response to therapeutic schemes in vivo. Some operator properties.

Authors:  Georgios S Stamatakos; Dimitra D Dionysiou
Journal:  Cancer Inform       Date:  2009-10-21

10.  Dealing with diversity in computational cancer modeling.

Authors:  David Johnson; Steve McKeever; Georgios Stamatakos; Dimitra Dionysiou; Norbert Graf; Vangelis Sakkalis; Konstantinos Marias; Zhihui Wang; Thomas S Deisboeck
Journal:  Cancer Inform       Date:  2013-05-07
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.