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1.
Sci Rep ; 12(1): 12372, 2022 07 20.
Artigo em Inglês | MEDLINE | ID: mdl-35859100

RESUMO

Many COVID-19 vaccines are proving to be highly effective to prevent severe disease and to diminish infections. Their uneven geographical distribution favors the appearance of new variants of concern, as the highly transmissible Delta variant, affecting particularly non-vaccinated people. It is important to device reliable models to analyze the spread of the different variants. A key factor is to consider the effects of vaccination as well as other measures used to contain the pandemic like social behaviour. The stochastic geographical model presented here, fulfills these requirements. It is based on an extended compartmental model that includes various strains and vaccination strategies, allowing to study the emergence and dynamics of the new COVID-19 variants. The model conveniently separates the parameters related to the disease from the ones related to social behavior and mobility restrictions. We applied the model to the United Kingdom by using available data to fit the recurrence of the currently prevalent variants. Our computer simulations allow to describe the appearance of periodic waves and the features that determine the prevalence of certain variants. They also provide useful predictions to help planning future vaccination boosters. We stress that the model could be applied to any other country of interest.


Assuntos
COVID-19 , SARS-CoV-2 , COVID-19/epidemiologia , Vacinas contra COVID-19 , Humanos , SARS-CoV-2/genética , Vacinação
2.
Sci Rep ; 12(1): 1603, 2022 01 31.
Artigo em Inglês | MEDLINE | ID: mdl-35102216

RESUMO

In a world being hit by waves of COVID-19, vaccination is a light on the horizon. However, the roll-out of vaccination strategies and their influence on the pandemic are still open questions. In order to compare the effect of various strategies proposed by the World Health Organization and other authorities, a previously developed SEIRS stochastic model of geographical spreading of the virus is extended by adding a compartment for vaccinated people. The parameters of the model were fitted to describe the pandemic evolution in Argentina, Mexico and Spain to analyze the effect of the proposed vaccination strategies. The mobility parameters allow to simulate different social behaviors (e.g. lock-down interventions). Schemes in which vaccines are applied homogeneously in all the country, or limited to the most densely-populated areas, are simulated and compared. The second strategy is found to be more effective. Moreover, under the current global shortage of vaccines, it should be remarked that immunization is enhanced when mobility is reduced. Additionally, repetition of vaccination campaigns should be timed considering the immunity lapse of the vaccinated (and recovered) people. Finally, the model is extended to include the effect of isolation of detected positive cases, shown to be important to reduce infections.


Assuntos
Vacinas contra COVID-19/uso terapêutico , COVID-19/prevenção & controle , Acessibilidade aos Serviços de Saúde , Programas de Imunização/métodos , Modelos Estatísticos , Pandemias/prevenção & controle , SARS-CoV-2/imunologia , Vacinação/métodos , Argentina/epidemiologia , COVID-19/epidemiologia , COVID-19/transmissão , COVID-19/virologia , Humanos , México , Comportamento Social , Espanha , Processos Estocásticos , Viagem
3.
Sci Rep ; 11(1): 10024, 2021 05 11.
Artigo em Inglês | MEDLINE | ID: mdl-33976342

RESUMO

We have studied the dynamic evolution of the Covid-19 pandemic in Argentina. The marked heterogeneity in population density and the very extensive geography of the country becomes a challenge itself. Standard compartment models fail when they are implemented in the Argentina case. We extended a previous successful model to describe the geographical spread of the AH1N1 influenza epidemic of 2009 in two essential ways: we added a stochastic local mobility mechanism, and we introduced a new compartment in order to take into account the isolation of infected asymptomatic detected people. Two fundamental parameters drive the dynamics: the time elapsed between contagious and isolation of infected individuals ([Formula: see text]) and the ratio of people isolated over the total infected ones (p). The evolution is more sensitive to the [Formula: see text]parameter. The model not only reproduces the real data but also predicts the second wave before the former vanishes. This effect is intrinsic of extensive countries with heterogeneous population density and interconnection.The model presented has proven to be a reliable predictor of the effects of public policies as, for instance, the unavoidable vaccination campaigns starting at present in the world an particularly in Argentina.


Assuntos
Doenças Assintomáticas/epidemiologia , COVID-19/epidemiologia , Modelos Teóricos , Argentina/epidemiologia , COVID-19/virologia , Humanos , Pandemias , SARS-CoV-2/isolamento & purificação
4.
Phys Biol ; 18(2): 026003, 2021 02 25.
Artigo em Inglês | MEDLINE | ID: mdl-33296887

RESUMO

The improved in vitro regulation of human embryonic stem cell (hESC) pluripotency and differentiation trajectories is required for their promising clinical applications. The temporal and spatial quantification of the molecular interactions controlling pluripotency is also necessary for the development of successful mathematical and computational models. Here we use time-lapse experimental data of OCT4-mCherry fluorescence intensity to quantify the temporal and spatial dynamics of the pluripotency transcription factor OCT4 in a growing hESC colony in the presence and absence of BMP4. We characterise the internal self-regulation of OCT4 using the Hurst exponent and autocorrelation analysis, quantify the intra-cellular fluctuations and consider the diffusive nature of OCT4 evolution for individual cells and pairs of their descendants. We find that OCT4 abundance in the daughter cells fluctuates sub-diffusively, showing anti-persistent self-regulation. We obtain the stationary probability distributions governing hESC transitions amongst the different cell states and establish the times at which pro-fate cells (which later give rise to pluripotent or differentiated cells) cluster in the colony. By quantifying the similarities between the OCT4 expression amongst neighbouring cells, we show that hESCs express similar OCT4 to cells within their local neighbourhood within the first two days of the experiment and before BMP4 treatment. Our framework allows us to quantify the relevant properties of proliferating hESC colonies and the procedure is widely applicable to other transcription factors and cell populations.


Assuntos
Expressão Gênica , Células-Tronco Embrionárias Humanas/metabolismo , Fator 3 de Transcrição de Octâmero/genética , Diferenciação Celular/genética , Humanos , Fator 3 de Transcrição de Octâmero/metabolismo
5.
PLoS One ; 15(1): e0227562, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-31935248

RESUMO

We study the time evolution of the shape of a vesicle membrane under time-dependent spontaneous curvature by means of phase-field model. We introduce the variation in time of the spontaneous curvature via a second field which represents the concentration of a substance that anchors with the lipid bilayer thus changing the local curvature and producing constriction. This constriction is mediated by the action on the membrane of an structure resembling the role of a Z ring. Our phase-field model is able to reproduce a number of different shapes that have been experimentally observed. Different shapes are associated with different constraints imposed upon the model regarding conservation of membrane area. In particular, we show that if area is conserved our model reproduces the so-called L-form shape. By contrast, if the area of the membrane is allowed to grow, our model reproduces the formation of a septum in the vicinity of the constriction. Furthermore, we propose a new term in the free energy which allows the membrane to evolve towards eventual pinching.


Assuntos
Lipossomos/química , Modelos Biológicos , Bicamadas Lipídicas/química , Tensão Superficial , Termodinâmica
6.
Sci Rep ; 9(1): 19000, 2019 12 12.
Artigo em Inglês | MEDLINE | ID: mdl-31831864

RESUMO

We propose a model to generate electrocardiogram signals based on a discretized reaction-diffusion system to produce a set of three nonlinear oscillators that simulate the main pacemakers in the heart. The model reproduces electrocardiograms from healthy hearts and from patients suffering various well-known rhythm disorders. In particular, it is shown that under ventricular fibrillation, the electrocardiogram signal is chaotic and the transition from sinus rhythm to chaos is consistent with the Ruelle-Takens-Newhouse route to chaos, as experimental studies indicate. The proposed model constitutes a useful tool for research, medical education, and clinical testing purposes. An electronic device based on the model was built for these purposes.


Assuntos
Eletrocardiografia , Modelos Cardiovasculares , Processamento de Sinais Assistido por Computador , Arritmias Cardíacas/diagnóstico por imagem , Simulação por Computador , Difusão , Dinâmica não Linear , Análise Numérica Assistida por Computador , Fatores de Tempo , Fibrilação Ventricular/diagnóstico por imagem
7.
Eur Phys J E Soft Matter ; 38(6): 61, 2015 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-26105960

RESUMO

We propose a model for the dynamics of the formation of rings of FtsZ on tubular liposomes which produce constriction on the corresponding membrane. Our phase-field model is based on a simple bending energy that captures the dynamics of the interplay between the protein and the membrane. The short-time regime is analyzed by a linear dispersion relation, with which we are able to predict the number of rings per unit length on a tubular liposome. We study numerically the long-time dynamics of the system in the non-linear regime where we observe coarsening of Z-rings on tubular liposomes. In particular, our numerical results show that, during the coarsening process, the number of Z-rings decreases as the radius of tubular liposome increases. This is consistent with the experimental observation that the separation between rings is proportional to the radius of the liposome. Our model predicts that the mechanism for the increased rate of coarsening in liposomes of larger radius is a consequence of the increased interface energy.


Assuntos
Lipossomos/química , Modelos Teóricos , Proteínas de Bactérias/química , Proteínas do Citoesqueleto/química
8.
Clin Oral Implants Res ; 24(4): 428-33, 2013 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-22092825

RESUMO

AIM: Clinical data are scarce on flapless-guided surgery in the mandible using the all-on-four concept. In addition, limited documentation exists on the latter under immediate loading conditions with a pre-fabricated implant bridge. The aim was to provide detailed documentation focusing on clinical and radiographic outcome and complications. MATERIAL AND METHODS: Sixteen systemically healthy non-smoking patients (10 women, 6 men, average age 59 years) with sufficient bone volume in the mandible were operated via flapless-guided surgery using the all-on-four concept. Clinical and radiographic data and complications were registered at 3, 6 and 12 months. RESULTS: The overall implant survival rate was 90% with a trend for higher failure of short implants (P = 0.098). The mean bone level after 12 months of function was 0.83 mm with a maximum of 1.07 mm. Technical complications were common (15/16 patients). These mainly related to a misfit between the pre-fabricated prosthesis and abutment(s) (13/16 patients). CONCLUSION: If immediate loading of implants is pursued fabrication of the implant bridge should be based on actual impression of the implants at the time of surgery and not on their virtual position.


Assuntos
Implantes Dentários , Carga Imediata em Implante Dentário/métodos , Mandíbula/cirurgia , Idoso , Dente Suporte , Falha de Restauração Dentária , Feminino , Humanos , Masculino , Mandíbula/diagnóstico por imagem , Pessoa de Meia-Idade , Complicações Pós-Operatórias , Estudos Prospectivos , Radiografia , Resultado do Tratamento
9.
Phys Rev E Stat Nonlin Soft Matter Phys ; 86(2 Pt 2): 026201, 2012 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-23005839

RESUMO

We show that a model reaction-diffusion system with two species in a monostable regime and over a large region of parameter space produces Turing patterns coexisting with a limit cycle which cannot be discerned from the linear analysis. As a consequence, the patterns oscillate in time. When varying a single parameter, a series of bifurcations leads to period doubling, quasiperiodic, and chaotic oscillations without modifying the underlying Turing pattern. A Ruelle-Takens-Newhouse route to chaos is identified. We also examine the Turing conditions for obtaining a diffusion-driven instability and show that the patterns obtained are not necessarily stationary for certain values of the diffusion coefficients. These results demonstrate the limitations of the linear analysis for reaction-diffusion systems.


Assuntos
Oscilometria/métodos , Algoritmos , Simulação por Computador , Difusão , Modelos Lineares , Modelos Teóricos , Dinâmica não Linear , Física/métodos
10.
Phys Rev E Stat Nonlin Soft Matter Phys ; 83(1 Pt 2): 016111, 2011 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-21405748

RESUMO

We define an opinion formation model of agents in a one-dimensional ring, where the opinion of an agent evolves due to its interactions with close neighbors and due to its either positive or negative attitude toward the overall mood of all the other agents. While the dynamics of the agent's opinion is described with an appropriate differential equation, from time to time pairs of agents are allowed to change their locations to improve the homogeneity of opinion (or comfort feeling) with respect to their short-range environment. In this way the timescale of transaction dynamics and that of environment update are well separated and controlled by a single parameter. By varying this parameter we discovered a phase change in the number of undecided individuals. This phenomenon arises from the fact that too frequent location exchanges among agents result in frustration in their opinion formation. Our mean field analysis supports this picture.

11.
Phys Rev E Stat Nonlin Soft Matter Phys ; 84(6 Pt 1): 061922, 2011 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-22304131

RESUMO

We propose a model to describe the physical mechanisms by which chemical substances separate in the vicinity of a membrane. We assume that the adsorption of the different components of a complex liquid on a membrane is governed by interactions that couple them to the spontaneous curvature of the membrane. This problem is relevant to many fields in science, as cell constriction and division, micelles with cosurfactants, holometamorphosis, and morphogenesis in general.


Assuntos
Membrana Celular/química , Modelos Moleculares
12.
Phys Rev E Stat Nonlin Soft Matter Phys ; 79(2 Pt 2): 026109, 2009 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-19391808

RESUMO

In this paper, we examine the dynamics of reaction-diffusion systems with fractional time derivatives. It is shown that in these conditions diffusion is anomalous, in the sense that the mean-square displacement r2 approximately tgamma, where gamma<1, a situation known as subdiffusion. We study the conditions for the appearance of a diffusion-driven instability and show that the restrictive conditions for a Turing instability are relaxed. This implies that systems whose kinetics are not of the activator-inhibitor kind can have a Turing instability and a modulated final state. We demonstrate our results with numerical calculations in two dimensions using a generic Turing model.

13.
Phys Rev E Stat Nonlin Soft Matter Phys ; 80(6 Pt 2): 066119, 2009 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-20365243

RESUMO

In human societies, opinion formation is mediated by social interactions, consequently taking place on a network of relationships and at the same time influencing the structure of the network and its evolution. To investigate this coevolution of opinions and social interaction structure, we develop a dynamic agent-based network model by taking into account short range interactions like discussions between individuals, long range interactions like a sense for overall mood modulated by the attitudes of individuals, and external field corresponding to outside influence. Moreover, individual biases can be naturally taken into account. In addition, the model includes the opinion-dependent link-rewiring scheme to describe network topology coevolution with a slower time scale than that of the opinion formation. With this model, comprehensive numerical simulations and mean field calculations have been carried out and they show the importance of the separation between fast and slow time scales resulting in the network to organize as well-connected small communities of agents with the same opinion.


Assuntos
Redes Comunitárias , Opinião Pública , Algoritmos , Biofísica/métodos , Comunicação , Simulação por Computador , Humanos , Modelos Estatísticos , Modelos Teóricos , Dinâmica não Linear , Apoio Social
14.
J Math Biol ; 54(6): 797-813, 2007 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-17530255

RESUMO

We analyze a generic reaction-diffusion model that contains the important features of Turing systems and that has been extensively used in the past to model biological interesting patterns. This model presents various fixed points. Analysis of this model has been made in the past only in the case when there is only a single fixed point, and a phase diagram of all the possible instabilities shows that there is a place where a Turing-Hopf bifurcation occurs producing oscillating Turing patterns. In here we focus on the interesting situation of having several fixed points, particularly when one unstable point is in between two equally stable points. We show that the solutions of this bistable system are traveling front waves, or solitons. The predictions and results are tested by performing extensive numerical calculations in one and two dimensions. The dynamics of these solitons is governed by a well defined spatial scale, and collisions and interactions between solitons depend on this scale. In certain regions of parameter space the wave fronts can be stationary, forming a pattern resembling spatial chaos. The patterns in two dimensions are particularly interesting because they can present a coherent dynamics with pseudo spiral rotations that simulate the myocardial beat quite closely. We show that our simple model can produce complicated spatial patterns with many different properties, and could be used in applications in many different fields.


Assuntos
Modelos Biológicos , Difusão , Humanos , Cinética , Dinâmica não Linear , Análise Numérica Assistida por Computador
15.
Phys Rev E Stat Nonlin Soft Matter Phys ; 70(6 Pt 2): 066202, 2004 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-15697479

RESUMO

It is well known that in two dimensions Turing systems produce spots, stripes and labyrinthine patterns, and in three dimensions lamellar and spherical structures, or their combinations, are observed. In this paper we study transitions between these states in both two and three dimensions. First, we derive the regions of stability for different patterns using nonlinear bifurcation analysis. Then, we apply large scale computer simulations to analyze the pattern selection in a bistable system by studying the effect of parameter selection on morphological clustering and the appearance of topological defects. The method elaborated in this paper presents a probabilistic approach for studying pattern selection in a bistable reaction-diffusion system.

16.
Phys Rev E Stat Nonlin Soft Matter Phys ; 65(5 Pt 1): 051913, 2002 May.
Artigo em Inglês | MEDLINE | ID: mdl-12059599

RESUMO

We explore numerically the formation of Turing patterns in a confined circular domain with small aspect ratio. Our results show that stable fivefold patterns are formed over a well defined range of disk sizes, offering a possible mechanism for inducing the fivefold symmetry observed in early development of regular echinoids. Using this pattern as a seed, more complex biological structures can be mimicked, such as the pigmentation pattern of sea urchins and the plate arrangements of the calyxes of primitive camerate crinoids.

17.
Bull Math Biol ; 61(3): 483-505, 1999 May.
Artigo em Inglês | MEDLINE | ID: mdl-17883228

RESUMO

For many years Turing systems have been proposed to account for spatial and spatiotemporal pattern formation in chemistry and biology. We extend the study of Turing systems to investigate the rô1e of boundary conditions, domain shape, non-linearities, and coupling of such systems. We show that such modifications lead to a wide variety of patterns that bear a striking resemblance to pigmentation patterns in fish, particularly those involving stripes, spots and transitions between them. Using the Turing system as a metaphor for activator-inhibitor models we conclude that such a mechanism, with the aforementioned modifications, may play a rô1e in fish patterning.


Assuntos
Padronização Corporal , Modelos Biológicos , Animais , Biologia do Desenvolvimento , Peixes , Dinâmica não Linear , Análise Numérica Assistida por Computador
18.
Artigo em Inglês | MEDLINE | ID: mdl-11970318

RESUMO

We address the problem of pattern formation on the surface of a sphere using Turing equations. By considering a generic reaction-diffusion model, we numerically investigate the patterns formed under different conditions on the parameter values. Our results show that a closed surface with curvature, as a sphere, imposes geometrical restrictions on the shape of the pattern. This is important in some biological systems where curvature plays an important role in guiding chemical, biochemical, and embryological processes.


Assuntos
Biofísica , Fenômenos Biofísicos , Difusão , Modelos Biológicos , Modelos Teóricos , Software
19.
Bull Math Biol ; 59(3): 517-32, 1997 May.
Artigo em Inglês | MEDLINE | ID: mdl-9136278

RESUMO

Ensembles of mutually coupled ultradian cellular oscillators have been proposed by a number of authors to explain the generation of circadian rhythms in mammals. Most mathematical models using many coupled oscillators predict that the output period should vary as the square root of the number of participating units, thus being inconsistent with the well-established experimental result that ablation of substantial parts of the suprachiasmatic nuclei (SCN), the main circadian pacemaker in mammals, does not eliminate the overt circadian functions, which show no changes in the phases or periods of the rhythms. From these observations, we have developed a theoretical model that exhibits the robustness of the circadian clock to changes in the number of cells in the SCN, and that is readily adaptable to include the successful features of other known models of circadian regulation, such as the phase response curves and light resetting of the phase.


Assuntos
Ciclos de Atividade , Ritmo Circadiano , Modelos Biológicos , Modelos Teóricos , Animais , Mamíferos , Oscilometria , Núcleo Supraquiasmático/fisiologia
20.
Int J Biomed Comput ; 38(1): 23-31, 1995 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-7705910

RESUMO

The suprachiasmatic nucleus (SCN) is believed to contain the main generator of circadian rhythmicity in mammals. In order to obtain further functional details of this, electrophysiological extracellular measurements in vitro were made. By means of an interspike interval distribution analysis, it is shown that there is a novel kind of neuronal firing pattern: the harmonic pattern. From these observations, we have developed a theoretical model based on possible filtering processes occurring during synaptic transmission. The model suffices to infer that regular ultradian oscillators could be an emergent property of circuit interactions of cells in the suprachiasmatic nucleus.


Assuntos
Neurônios/fisiologia , Núcleo Supraquiasmático/fisiologia , Potenciais de Ação/fisiologia , Algoritmos , Animais , Ritmo Circadiano/fisiologia , Eletrofisiologia , Masculino , Modelos Neurológicos , Rede Nervosa/fisiologia , Oscilometria , Ratos , Ratos Wistar , Processamento de Sinais Assistido por Computador , Transmissão Sináptica/fisiologia , Fatores de Tempo
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