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1.
PLoS Comput Biol ; 16(12): e1008475, 2020 12.
Artigo em Inglês | MEDLINE | ID: mdl-33351800

RESUMO

Biological measurements frequently involve measuring parameters as a function of time, space, or frequency. Later, during the analysis phase of the study, the researcher splits the recorded data trace into smaller sections, analyzes each section separately by finding a mean or fitting against a specified function, and uses the analysis results in the study. Here, we present the software that allows to analyze these data traces in a manner that ensures repeatability of the analysis and simplifies the application of FAIR (findability, accessibility, interoperability, and reusability) principles in such studies. At the same time, it simplifies the routine data analysis pipeline and gives access to a fast overview of the analysis results. For that, the software supports reading the raw data, processing the data as specified in the protocol, and storing all intermediate results in the laboratory database. The software can be extended by study- or hardware-specific modules to provide the required data import and analysis facilities. To simplify the development of the data entry web interfaces, that can be used to enter data describing the experiments, we released a web framework with an example implementation of such a site. The software is covered by open-source license and is available through several online channels.


Assuntos
Software , Animais , Pesquisa Biomédica , Interpretação Estatística de Dados , Bases de Dados Factuais , Humanos , Internet , Cinética , Interface Usuário-Computador
2.
Sci Rep ; 10(1): 5530, 2020 03 26.
Artigo em Inglês | MEDLINE | ID: mdl-32218497

RESUMO

Strong interactions between cross-bridges (XB) and regulatory units (RU) lead to a steep response of cardiac muscle to an increase in intracellular calcium. We developed a model to quantitatively assess the influence of different types of interactions within the sarcomere on the properties of cardiac muscle. In the model, the ensembles consisting of cross-bridge groups connected by elastic tropomyosin are introduced, and their dynamics is described by a set of partial differential equations. Through large scans in the free energy landscape, we demonstrate the different influence of RU-RU, XB-XB, and XB-RU interactions on the cooperativity coefficient of calcium binding, developed maximal force, and calcium sensitivity. The model solution was fitted to reproduce experimental data on force development during isometric contraction, shortening in physiological contraction, and ATP consumption by acto-myosin. On the basis of the fits, we quantified the free energy change introduced through RU-RU and XB-XB interactions and showed that RU-RU interaction leads to ~ 5 times larger change in the free energy profile of the reaction than XB-XB interaction. Due to the deterministic description of muscle contraction and its thermodynamic consistency, we envision that the developed model can be used to study heart muscle biophysics on tissue and organ levels.


Assuntos
Actomiosina/metabolismo , Cálcio/metabolismo , Miocárdio/metabolismo , Animais , Humanos , Contração Isométrica , Modelos Biológicos , Sarcômeros/metabolismo , Termodinâmica
3.
PLoS One ; 10(9): e0137438, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26361396

RESUMO

The aim of this work is to incorporate cooperativity into Huxley-type cross-bridge model in thermodynamically consistent way. While the Huxley-type models assume that cross-bridges act independently from each other, we take into account that each cross-bridge is influenced by its neighbors and cooperativity is induced by tropomyosin movement. For that, we introduce ensembles of cross-bridge groups connected by elastic tropomyosin. By taking into account that the mechanical displacement of tropomyosin induces free energy change of the cross-bridge group ensemble, we develop the formalism for thermodynamically consistent description of the cooperativity in muscle contraction. An example model was composed to test the approach. The model parameters were found by optimization from the linear relation between oxygen consumption and stress-strain area as well as experimentally measured stress dynamics of rat trabecula. We have found a good agreement between the optimized model solution and experimental data. Simulations also showed that it is possible to study cooperativity with the approach developed in this work.


Assuntos
Cálcio/metabolismo , Miocárdio/metabolismo , Tropomiosina/metabolismo , Algoritmos , Animais , Simulação por Computador , Modelos Biológicos , Contração Miocárdica , Consumo de Oxigênio , Estresse Mecânico , Termodinâmica
4.
Am J Physiol Cell Physiol ; 304(6): C519-31, 2013 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-23255581

RESUMO

Sarcomere length of a cardiomyocyte is an important control parameter for physiology studies on a single cell level; for instance, its accurate determination in real time is essential for performing single cardiomyocyte contraction experiments. The aim of this work is to develop an efficient and accurate method for estimating a mean sarcomere length of a contracting cardiomyocyte using microscopy images as an input. The novelty in developed method lies in 1) using unbiased measure of similarities to eliminate systematic errors from conventional autocorrelation function (ACF)-based methods when applied to region of interest of an image, 2) using a semianalytical, seminumerical approach for evaluating the similarity measure to take into account spatial dependence of neighboring image pixels, and 3) using a detrend algorithm to extract the sarcomere striation pattern content from the microscopy images. The developed sarcomere length estimation procedure has superior computational efficiency and estimation accuracy compared with the conventional ACF and spectral analysis-based methods using fast Fourier transform. As shown by analyzing synthetic images with the known periodicity, the estimates obtained by the developed method are more accurate at the subpixel level than ones obtained using ACF analysis. When applied in practice on rat cardiomyocytes, our method was found to be robust to the choice of the region of interest that may 1) include projections of carbon fibers and nucleus, 2) have uneven background, and 3) be slightly disoriented with respect to average direction of sarcomere striation pattern. The developed method is implemented in open-source software.


Assuntos
Processamento de Imagem Assistida por Computador , Contração Miocárdica/fisiologia , Miócitos Cardíacos/fisiologia , Sarcômeros/fisiologia , Algoritmos , Animais , Células Cultivadas , Feminino , Análise de Fourier , Coração/fisiologia , Masculino , Microscopia , Ratos , Ratos Wistar , Sarcômeros/ultraestrutura , Software
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