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1.
Bull Math Biol ; 73(9): 2231-47, 2011 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-21210242

RESUMO

In many biochemical reactions occurring in living cells, number of various molecules might be low which results in significant stochastic fluctuations. In addition, most reactions are not instantaneous, there exist natural time delays in the evolution of cell states. It is a challenge to develop a systematic and rigorous treatment of stochastic dynamics with time delays and to investigate combined effects of stochasticity and delays in concrete models.We propose a new methodology to deal with time delays in biological systems and apply it to simple models of gene expression with delayed degradation. We show that time delay of protein degradation does not cause oscillations as it was recently argued. It follows from our rigorous analysis that one should look for different mechanisms responsible for oscillations observed in biological experiments.We develop a systematic analytical treatment of stochastic models of time delays. Specifically we take into account that some reactions, for example degradation, are consuming, that is: once molecules start to degrade they cannot be part in other degradation processes.We introduce an auxiliary stochastic process and calculate analytically the variance and the autocorrelation function of the number of protein molecules in stationary states in basic models of delayed protein degradation.


Assuntos
Regulação da Expressão Gênica , Modelos Genéticos , Proteínas/metabolismo , Proteólise , Algoritmos , Simulação por Computador , Biossíntese de Proteínas/genética , Proteínas/genética , Processos Estocásticos
2.
Phys Rev E ; 103(1-1): 012414, 2021 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-33601581

RESUMO

We study the effects of strategy-dependent time delays on the equilibria of evolving populations. It is well known that time delays may cause oscillations in dynamical systems. Here we report a novel behavior. We show that microscopic models of evolutionary games with strategy-dependent time delays lead to a new type of replicator dynamics. It describes the time evolution of fractions of the population playing given strategies and the size of the population. Unlike in all previous models, the stationary states of such dynamics depend continuously on time delays. We show that in games with an interior stationary state (a globally asymptotically stable equilibrium in the standard replicator dynamics), at certain time delays it may disappear or there may appear another interior stationary state. In the Prisoner's Dilemma game, for time delays of cooperation smaller than time delays of defection, there appears an unstable interior equilibrium, and therefore for some initial conditions the population converges to the homogeneous state with just cooperators.

3.
Math Biosci ; 285: 14-24, 2017 03.
Artigo em Inglês | MEDLINE | ID: mdl-27979678

RESUMO

Several models have been proposed to describe the behavior of ants when moving from nest to food sources. Most of these studies where based on numerical simulations with no mathematical justification. In this paper, we propose a mechanism for the formation of paths of minimal length between two points by a collection of individuals undergoing reinforced random walks taking into account not only the lengths of the paths but also the angles (connected to the preference of ants to move along straight lines). Our model involves reinforcement (pheromone accumulation), persistence (tendency to preferably follow straight directions in absence of any external effect) and takes into account the bifurcation angles of each edge (represented by a probability of willingness of choosing the path with the smallest angle). We describe analytically the results for 2 ants and different path lengths and numerical simulations for several ants.


Assuntos
Formigas/fisiologia , Comportamento Animal/fisiologia , Modelos Teóricos , Animais
4.
Math Biosci Eng ; 14(1): 1-15, 2017 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-27879116

RESUMO

We consider the model of angiogenesis process proposed by Bodnar and Forys (2009) with time delays included into the vessels formation and tumour growth processes. Originally, discrete delays were considered, while in the present paper we focus on distributed delays and discuss specific results for the Erlang distributions. Analytical results concerning stability of positive steady states are illustrated by numerical results in which we also compare these results with those for discrete delays.


Assuntos
Modelos Biológicos , Neoplasias/irrigação sanguínea , Neovascularização Patológica , Humanos
5.
PLoS One ; 12(8): e0179999, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-28763450

RESUMO

Gliomas are the most frequent type of primary brain tumours. Low grade gliomas (LGGs, WHO grade II gliomas) may grow very slowly for the long periods of time, however they inevitably cause death due to the phenomenon known as the malignant transformation. This refers to the transition of LGGs to more aggressive forms of high grade gliomas (HGGs, WHO grade III and IV gliomas). In this paper we propose a mathematical model describing the spatio-temporal transition of LGGs into HGGs. Our modelling approach is based on two cellular populations with transitions between them being driven by the tumour microenvironment transformation occurring when the tumour cell density grows beyond a critical level. We show that the proposed model describes real patient data well. We discuss the relationship between patient prognosis and model parameters. We approximate tumour radius and velocity before malignant transformation as well as estimate the onset of this process.


Assuntos
Neoplasias Encefálicas/patologia , Transformação Celular Neoplásica/patologia , Glioma/patologia , Modelos Teóricos , Proliferação de Células , Simulação por Computador , Progressão da Doença , Humanos , Imageamento por Ressonância Magnética , Modelos Biológicos , Prognóstico
6.
PLoS One ; 11(5): e0155553, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27182891

RESUMO

Angiogenesis modelling is an important tool to understand the underlying mechanisms yielding tumour growth. Nevertheless, there is usually a gap between models and experimental data. We propose a model based on the intrinsic microscopic reactions defining the angiogenesis process to link experimental data with previous macroscopic models. The microscopic characterisation can describe the macroscopic behaviour of the tumour, which stability analysis reveals a set of predicted tumour states involving different morphologies. Additionally, the microscopic description also gives a framework to study the intrinsic stochasticity of the reactive system through the resulting Langevin equation. To follow the goal of the paper, we use available experimental information on the Lewis lung carcinoma to infer meaningful parameters for the model that are able to describe the different stages of the tumour growth. Finally we explore the predictive capabilities of the fitted model by showing that fluctuations are determinant for the survival of the tumour during the first week and that available treatments can give raise to new stable tumour dormant states with a reduced vascular network.


Assuntos
Carcinoma Pulmonar de Lewis/patologia , Microscopia , Modelos Biológicos , Neovascularização Patológica/patologia , Processos Estocásticos , Algoritmos , Animais , Simulação por Computador , Humanos , Microscopia/métodos , Neovascularização Patológica/metabolismo , Fator A de Crescimento do Endotélio Vascular/metabolismo
7.
Math Biosci Eng ; 10(3): 551-63, 2013 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-23906135

RESUMO

In this paper we study the delayed Gompertz model, as a typical model of tumor growth, with a term describing external interference that can reflect a treatment, e.g. chemotherapy. We mainly consider two types of delayed models, the one with the delay introduced in the per capita growth rate (we call it the single delayed model) and the other with the delay introduced in the net growth rate (the double delayed model). We focus on stability and possible stability switches with increasing delay for the positive steady state. Moreover, we study a Hopf bifurcation, including stability of arising periodic solutions for a constant treatment. The analytical results are extended by numerical simulations for a pharmacokinetic treatment function.


Assuntos
Modelos Biológicos , Neoplasias/tratamento farmacológico , Neoplasias/patologia , Antineoplásicos/farmacocinética , Antineoplásicos/uso terapêutico , Humanos , Conceitos Matemáticos , Neoplasias/metabolismo , Dinâmica Populacional , Biologia de Sistemas
8.
Math Biosci Eng ; 10(1): 19-35, 2013 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-23311360

RESUMO

In the paper we consider the model of tumour angiogenesis process proposed by Bodnar and Fory (2009). The model combines ideas of Hahnfeldt et al. (1999) and Agur et al. (2004) describing the dynamics of tumour, angiogenic proteins and effective vessels density. Presented analysis is focused on the dependance of the model dynamics on delays introduced to the system. These delays reflect time lags in the proliferation/death term and the vessel formation/regression response to stimuli. It occurs that the dynamics strongly depends on the model parameters and the behaviour independent of the delays magnitude as well as multiple stability switches with increasing delay can be obtained.


Assuntos
Modelos Biológicos , Neoplasias/metabolismo , Neoplasias/patologia , Neovascularização Patológica/tratamento farmacológico , Algoritmos , Inibidores da Angiogênese/uso terapêutico , Morte Celular , Proliferação de Células , Humanos , Modelos Estatísticos , Fatores de Tempo
9.
Math Biosci Eng ; 10(3): 861-72, 2013 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-23906153

RESUMO

In the paper we consider a system of delay differential equations (DDEs) of Lotka-Volterra type with diffusion reflecting mutations from normal to malignant cells. The model essentially follows the idea of Ahangar and Lin (2003) where mutations in three different environmental conditions, namely favorable, competitive and unfavorable, were considered. We focus on the unfavorable conditions that can result from a given treatment, e.g. chemotherapy. Included delay stands for the interactions between benign and other cells. We compare the dynamics of ODEs system, the system with delay and the system with delay and diffusion. We mainly focus on the dynamics when a positive steady state exists. The system which is globally stable in the case without the delay and diffusion is destabilized by increasing delay, and therefore the underlying kinetic dynamics becomes oscillatory due to a Hopf bifurcation for appropriate values of the delay. This suggests the occurrence of spatially non-homogeneous periodic solutions for the system with the delay and diffusion.


Assuntos
Carcinogênese/genética , Modelos Genéticos , Mutação , Carcinogênese/patologia , Humanos , Conceitos Matemáticos , Neoplasias/genética , Neoplasias/patologia , Dinâmica Populacional , Biologia de Sistemas , Fatores de Tempo
10.
Math Biosci Eng ; 8(2): 591-603, 2011 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-21631148

RESUMO

In the paper we propose a new methodology in modeling of antiangiogenic treatment on the basis of well recognized model formulated by Hahnfeldt et al. in 1999. On the basis of the Hahnfeldt et al. model, with the usage of the optimal control theory, some protocols of antiangiogenic treatment were proposed. However, in our opinion the formulation of that model is valid only for the antivascular treatment, that is treatment that is focused on destroying endothelial cells. Therefore, we propose a modification of the original model which is valid in the case of the antiangiogenic treatment, that is treatment which is focused on blocking angiogenic signaling. We analyze basic mathematical properties of the proposed model and present some numerical simulations.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/administração & dosagem , Quimioterapia Assistida por Computador/métodos , Modelos Biológicos , Neoplasias/tratamento farmacológico , Neoplasias/fisiopatologia , Neovascularização Patológica/tratamento farmacológico , Neovascularização Patológica/fisiopatologia , Inibidores da Angiogênese/administração & dosagem , Animais , Antineoplásicos/administração & dosagem , Proliferação de Células/efeitos dos fármacos , Simulação por Computador , Relação Dose-Resposta a Droga , Humanos , Neoplasias/complicações , Neovascularização Patológica/complicações , Resultado do Tratamento
11.
Math Biosci Eng ; 2(3): 461-72, 2005 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-20369933

RESUMO

A simple model of avascular solid tumor dynamics is studied in the paper. The model is derived on the basis of reaction-diffusion dynamics and mass conservation law. We introduce time delay in a cell proliferation process. In the case studied in this paper, the model reduces to one ordinary functional-differential equation of the form that depends on the existence of necrotic core. We focus on the process of this necrotic core formation and the possible influence of delay on it. Basic mathematical properties of the model are studied. The existence, uniqueness and stability of steady state are discussed. Results of numerical simulations are presented.

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