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Inferring the effect of therapy on tumors showing stochastic Gompertzian growth
- Source :
- Journal of Theoretical Biology, Journal of Theoretical Biology, Elsevier, 2011, 276 (1), pp.67. ⟨10.1016/j.jtbi.2011.01.040⟩
- Publication Year :
- 2011
- Publisher :
- Elsevier BV, 2011.
-
Abstract
- International audience; The present work deals with a Gompertz-type diffusion process, which includes in the drift term a time-dependent function C(t) representing the effect of a therapy able to modify the dynamics of the underlying process. However, in experimental studies is not immediate to deduce the functional form of C(t) from a treatment protocol. So a statistical approach is proposed in order to estimate this function, when a control group and one or more treated groups are observed. In order to validate the proposed strategy a simulation study for several interesting functional forms of C(t) has been carried out. Finally, an application to infer the net effect of cisplatine and doxorubicin+ cyclophosphamide in actual murine models is presented.
- Subjects :
- Statistics and Probability
Treatment protocol
[SDV]Life Sciences [q-bio]
Biology
Models, Biological
General Biochemistry, Genetics and Molecular Biology
Mice
03 medical and health sciences
0302 clinical medicine
Neoplasms
Econometrics
Animals
Computer Simulation
Tumor growth
Cyclophosphamide
Cell Proliferation
030304 developmental biology
Stochastic Processes
0303 health sciences
General Immunology and Microbiology
Stochastic process
Applied Mathematics
General Medicine
Function (mathematics)
3. Good health
Term (time)
Diffusion process
Doxorubicin
030220 oncology & carcinogenesis
Modeling and Simulation
Gompertz diffusion process
Therapy
Cisplatin
General Agricultural and Biological Sciences
Biological system
Subjects
Details
- ISSN :
- 00225193 and 10958541
- Volume :
- 276
- Database :
- OpenAIRE
- Journal :
- Journal of Theoretical Biology
- Accession number :
- edsair.doi.dedup.....08ea3eb770d0abdff774cafec231fdd7
- Full Text :
- https://doi.org/10.1016/j.jtbi.2011.01.040