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1.
J Theor Biol ; 453: 125-135, 2018 09 14.
Artículo en Inglés | MEDLINE | ID: mdl-29778649

RESUMEN

A combined experimental/theoretical approach is presented, for improving the predictability of Saccharomyces cerevisiae fermentations. In particular, a mathematical model was developed explicitly taking into account the main mechanisms of the fermentation process, allowing for continuous computation of key process variables, including the biomass concentration and the respiratory quotient (RQ). For model calibration and experimental validation, batch and fed-batch fermentations were carried out. Comparison of the model-predicted biomass concentrations and RQ developments with the corresponding experimentally recorded values shows a remarkably good agreement for both batch and fed-batch processes, confirming the adequacy of the model. Furthermore, sensitivity studies were performed, in order to identify model parameters whose variations have significant effects on the model predictions: our model responds with significant sensitivity to the variations of only six parameters. These studies provide a valuable basis for model reduction, as also demonstrated in this paper. Finally, optimization-based parametric studies demonstrate how our model can be utilized for improving the efficiency of Saccharomyces cerevisiae fermentations.


Asunto(s)
Etanol/metabolismo , Fermentación , Modelos Biológicos , Saccharomyces cerevisiae/metabolismo , Biomasa , Calibración , Cinética , Modelos Teóricos , Consumo de Oxígeno/fisiología , Proyectos de Investigación , Biología de Sistemas
2.
Analyst ; 139(20): 5271-82, 2014 Oct 21.
Artículo en Inglés | MEDLINE | ID: mdl-25137192

RESUMEN

We have developed a lab-on-a-chip system for continuous and non-invasive monitoring of microfluidic cell cultures using integrated high-frequency contactless impedance spectroscopy. Electrically insulated microfabricated interdigitated electrode structures were embedded into four individually addressable microchambers to reliably and reproducibly detect cell-substrate interactions, cell viability and metabolic activity. While silicon nitride passivated sensor substrates provided a homogeneous cell culture surface that minimized cell orientation along interdigitated electrode structures, the application of high-frequency AC fields reduced the impact of the 300 nm thick passivation layer on sensor sensitivity. The additional implementation of multivariate data analysis methods such as partial least square (PLS) for high-frequency impedance spectra provided unambiguous information on intracellular pathway activation, up and down-regulation of protein synthesis as well as global cellular stress responses. A comparative cell analysis using connective tissue fibroblasts showed that high-frequency contactless impedance spectroscopy and time-resolved quantification of IL-6 secretion using ELISA provided similar results following stimulation with circulating pro-inflammatory cytokines IL-1ß and TNFα. The combination of microfluidics with contactless impedance sensing and time-resolved quantification of stress factor release will provide biologist with a new tool to (a) establish a variety of uniform cell culture surfaces that feature complex biochemistries, micro- and nanopatterns; and (b) to simultaneously characterize cell responses under physiologically relevant conditions using a complementary non-invasive cell analysis method.


Asunto(s)
Espectroscopía Dieléctrica , Ensayo de Inmunoadsorción Enzimática , Interleucina-6/análisis , Estrés Fisiológico , Puntos de Control del Ciclo Celular , Línea Celular , Supervivencia Celular , Citocinas/metabolismo , Fibroblastos/citología , Fibroblastos/metabolismo , Humanos , Dispositivos Laboratorio en un Chip , Análisis de los Mínimos Cuadrados , Técnicas Analíticas Microfluídicas/instrumentación , Análisis de Componente Principal
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