Oedema-based model for diffuse low-grade gliomas: application to clinical cases under radiotherapy

被引:24
作者
Badoual, M. [1 ,2 ]
Gerin, C. [1 ,3 ]
Deroulers, C. [1 ,2 ]
Grammaticos, B. [1 ,3 ]
Llitjos, J. -F. [4 ,5 ]
Oppenheim, C. [5 ,6 ]
Varlet, P. [5 ,7 ]
Pallud, J. [4 ,5 ]
机构
[1] Univ Paris 11, CNRS, UMR 8165, Lab IMNC, F-91405 Orsay, France
[2] Univ Paris Diderot, F-75013 Paris, France
[3] CNRS, F-75794 Paris, France
[4] St Anne Hosp, Dept Neurosurg, F-75006 Paris, France
[5] Univ Paris 05, F-75006 Paris, France
[6] St Anne Hosp, Dept Neuroradiol, F-75006 Paris, France
[7] St Anne Hosp, Dept Neuropathol, F-75006 Paris, France
关键词
TUMOR-GROWTH; MATHEMATICAL-MODEL; CEREBRAL GLIOMAS; HISTOPATHOLOGY; CHEMOTHERAPY; MIGRATION; LIMITS;
D O I
10.1111/cpr.12114
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Objectives: Diffuse low-grade gliomas are characterized by slow growth. Despite appropriate treatment, they change inexorably into more aggressive forms, jeopardizing the patient's life. Optimizing treatments, for example with the use of mathematical modelling, could help to prevent tumour regrowth and anaplastic transformation. Here, we present a model of the effect of radiotherapy on such tumours. Our objective is to explain observed delay of tumour regrowth following radiotherapy and to predict its duration. Materials and methods: We have used a migration- proliferation model complemented by an equation describing appearance and draining of oedema. The model has been applied to clinical data of tumour radius over time, for a population of 28 patients. Results: We were able to show that draining of oedema accounts for regrowth delay after radiotherapy and have been able to fit the clinical data in a robust way. The model predicts strong correlation between high proliferation coefficient and low progression-free gain of lifetime, due to radiotherapy among the patients, in agreement with clinical studies. We argue that, with reasonable assumptions, it is possible to predict (precision similar to 20%) regrowth delay after radiotherapy and the gain of lifetime due to radiotherapy. Conclusions: Our oedema-based model provides an early estimation of individual duration of tumour response to radiotherapy and thus, opens the door to the possibility of personalized medicine.
引用
收藏
页码:369 / 380
页数:12
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