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1.
IEEE/ACM Trans Comput Biol Bioinform ; 14(6): 1339-1349, 2017.
Artículo en Inglés | MEDLINE | ID: mdl-27514063

RESUMEN

Spatio-temporal dynamics of cellular processes can be simulated at different levels of detail, from (deterministic) partial differential equations via the spatial Stochastic Simulation algorithm to tracking Brownian trajectories of individual particles. We present a spatial simulation approach for multi-level rule-based models, which includes dynamically hierarchically nested cellular compartments and entities. Our approach ML-Space combines discrete compartmental dynamics, stochastic spatial approaches in discrete space, and particles moving in continuous space. The rule-based specification language of ML-Space supports concise and compact descriptions of models and to adapt the spatial resolution of models easily.


Asunto(s)
Biología Computacional/métodos , Simulación por Computador , Técnicas Citológicas/métodos , Modelos Biológicos , Algoritmos , Fenómenos Fisiológicos Celulares , Método de Montecarlo , Programas Informáticos
2.
IEEE Trans Biomed Eng ; 63(10): 2007-14, 2016 10.
Artículo en Inglés | MEDLINE | ID: mdl-27305665

RESUMEN

OBJECTIVE: Whole-cell (WC) modeling is a promising tool for biological research, bioengineering, and medicine. However, substantial work remains to create accurate comprehensive models of complex cells. METHODS: We organized the 2015 Whole-Cell Modeling Summer School to teach WC modeling and evaluate the need for new WC modeling standards and software by recoding a recently published WC model in the Systems Biology Markup Language. RESULTS: Our analysis revealed several challenges to representing WC models using the current standards. CONCLUSION: We, therefore, propose several new WC modeling standards, software, and databases. SIGNIFICANCE: We anticipate that these new standards and software will enable more comprehensive models.


Asunto(s)
Simulación por Computador , Modelos Biológicos , Programas Informáticos , Biología de Sistemas/normas , Biología Computacional , Técnicas Citológicas , Femenino , Humanos , Masculino , Biología de Sistemas/educación , Biología de Sistemas/organización & administración
3.
BMC Syst Biol ; 8: 106, 2014 Sep 09.
Artículo en Inglés | MEDLINE | ID: mdl-25200251

RESUMEN

BACKGROUND: Intra-cellular processes of cells at the interface to an implant surface are influenced significantly by their extra-cellular surrounding. Specifically, when growing osteoblasts on titanium surfaces with regular micro-ranged geometry, filaments are shorter, less aligned and they concentrate at the top of the geometric structures. Changes to the cytoskeleton network, i. e., its localization, alignment, orientation, and lengths of the filaments, as well as the overall concentration and distribution of key-actors are induced. For example, integrin is distributed homogeneously, whereas integrin in activated state and vinculin, both components of focal adhesions, have been found clustered on the micro-ranged geometries. Also, the concentration of Rho, an intracellular signaling protein related to focal adhesion regulation, was significantly lower. RESULTS: To explore whether regulations associated with the focal adhesion complex can be responsible for the changed actin filament patterns, a spatial computational model has been developed using ML-Space, a rule-based model description language, and its associated Brownian-motion-based simulator. The focus has been on the deactivation of cofilin in the vicinity of the focal adhesion complex. The results underline the importance of sensing mechanisms to support a clustering of actin filament nucleations on the micro-ranged geometries, and of intracellular diffusion processes, which lead to spatially heterogeneous distributions of active (dephosphorylated) cofilin, which in turn influences the organization of the actin network. We find, for example, that the spatial heterogeneity of key molecular actors can explain the difference in filament lengths in cells on different micro-geometries partly, but to explain the full extent, further model assumptions need to be added and experimentally validated. In particular, our findings and hypothesis referring to the role, distribution, and amount of active cofilin have still to be verified in wet-lab experiments. CONCLUSION: Letting cells grow on surface structures is a possibility to shed new light on the intricate mechanisms that relate membrane and actin related dynamics in the cell. Our results demonstrate the need for declarative expressive spatial modeling approaches that allow probing different hypotheses, and the central role of the focal adhesion complex not only for nucleating actin filaments, but also for regulating possible severing agents locally.


Asunto(s)
Actinas/biosíntesis , Membrana Celular/fisiología , Citoesqueleto/fisiología , Integrinas/metabolismo , Modelos Biológicos , Osteoblastos/citología , Titanio/química , Línea Celular , Biología Computacional , Humanos , Análisis Espacial
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