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1.
Mol Syst Biol ; 19(6): e11490, 2023 06 12.
Artículo en Inglés | MEDLINE | ID: mdl-37063090

RESUMEN

High-content image-based cell phenotyping provides fundamental insights into a broad variety of life science disciplines. Striving for accurate conclusions and meaningful impact demands high reproducibility standards, with particular relevance for high-quality open-access data sharing and meta-analysis. However, the sources and degree of biological and technical variability, and thus the reproducibility and usefulness of meta-analysis of results from live-cell microscopy, have not been systematically investigated. Here, using high-content data describing features of cell migration and morphology, we determine the sources of variability across different scales, including between laboratories, persons, experiments, technical repeats, cells, and time points. Significant technical variability occurred between laboratories and, to lesser extent, between persons, providing low value to direct meta-analysis on the data from different laboratories. However, batch effect removal markedly improved the possibility to combine image-based datasets of perturbation experiments. Thus, reproducible quantitative high-content cell image analysis of perturbation effects and meta-analysis depend on standardized procedures combined with batch correction.


Asunto(s)
Reproducibilidad de los Resultados , Movimiento Celular
2.
Mol Cell Proteomics ; 11(8): 255-71, 2012 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-22448045

RESUMEN

Vertebrate nonmuscle cells express two actin isoforms: cytoplasmic ß- and γ-actin. Because of the presence and localized translation of ß-actin at the leading edge, this isoform is generally accepted to specifically generate protrusive forces for cell migration. Recent evidence also implicates ß-actin in gene regulation. Cell migration without ß-actin has remained unstudied until recently and it is unclear whether other actin isoforms can compensate for this cytoplasmic function and/or for its nuclear role. Primary mouse embryonic fibroblasts lacking ß-actin display compensatory expression of other actin isoforms. Consistent with this preservation of polymerization capacity, ß-actin knockout cells have unchanged lamellipodial protrusion rates despite a severe migration defect. To solve this paradox we applied quantitative proteomics revealing a broad genetic reprogramming of ß-actin knockout cells. This also explains why reintroducing ß-actin in knockout cells does not restore the affected cell migration. Pathway analysis suggested increased Rho-ROCK signaling, consistent with observed phenotypic changes. We therefore developed and tested a model explaining the phenotypes in ß-actin knockout cells based on increased Rho-ROCK signaling and increased TGFß production resulting in increased adhesion and contractility in the knockout cells. Inhibiting ROCK or myosin restores migration of ß-actin knockout cells indicating that other actins compensate for ß-actin in this process. Consequently, isoactins act redundantly in providing propulsive forces for cell migration, but ß-actin has a unique nuclear function, regulating expression on transcriptional and post-translational levels, thereby preventing myogenic differentiation.


Asunto(s)
Actinas/metabolismo , Movimiento Celular/fisiología , Fibroblastos/metabolismo , Proteómica/métodos , Actinas/genética , Amidas/farmacología , Animales , Western Blotting , Adhesión Celular/efectos de los fármacos , Adhesión Celular/genética , Adhesión Celular/fisiología , Movimiento Celular/efectos de los fármacos , Movimiento Celular/genética , Células Cultivadas , Embrión de Mamíferos/citología , Embrión de Mamíferos/embriología , Embrión de Mamíferos/metabolismo , Fibroblastos/citología , Regulación del Desarrollo de la Expresión Génica , Ratones , Ratones Noqueados , Isoformas de Proteínas/genética , Isoformas de Proteínas/metabolismo , Seudópodos/genética , Seudópodos/metabolismo , Seudópodos/fisiología , Piridinas/farmacología , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Transducción de Señal/efectos de los fármacos , Transducción de Señal/genética , Transducción de Señal/fisiología , Factor de Crecimiento Transformador beta/genética , Factor de Crecimiento Transformador beta/metabolismo , Quinasas Asociadas a rho/antagonistas & inhibidores , Quinasas Asociadas a rho/genética , Quinasas Asociadas a rho/metabolismo
3.
Methods Mol Biol ; 1749: 79-117, 2018.
Artículo en Inglés | MEDLINE | ID: mdl-29525993

RESUMEN

In vitro tests of cancer cell invasion are the "first line" tools of preclinical researchers for screening the multitude of chemical compounds or cell perturbations that may aid in halting or treating cancer malignancy. In order to have predictive value or to contribute to designing personalized treatment regimes, these tests need to take into account the cancer cell environment and measure effects on invasion in sufficient detail. The in vitro invasion assays presented here are a trade-off between feasibility in a multisample format and mimicking the complexity of the tumor microenvironment. They allow testing multiple samples and conditions in parallel using 3D-matrix-embedded cells and deal with the heterogeneous behavior of an invading cell population in time. We describe the steps to take, the technical problems to tackle and useful software tools for the entire workflow: from the experimental setup to the quantification of the invasive capacity of the cells. The protocol is intended to guide researchers to standardize experimental set-ups and to annotate their invasion experiments in sufficient detail. In addition, it provides options for image processing and a solution for storage, visualization, quantitative analysis, and multisample comparison of acquired cell invasion data.


Asunto(s)
Procesamiento de Imagen Asistido por Computador/métodos , Esferoides Celulares/citología , Línea Celular Tumoral , Proteínas de la Matriz Extracelular/metabolismo , Humanos , Células MCF-7 , Microscopía de Contraste de Fase , Esferoides Celulares/metabolismo
4.
PLoS One ; 9(1): e85608, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-24409333

RESUMEN

The mouse genome consists of six functional actin genes of which the expression patterns are temporally and spatially regulated during development and in the adult organism. Deletion of beta-actin in mouse is lethal during embryonic development, although there is compensatory expression of other actin isoforms. This suggests different isoform specific functions and, more in particular, an important function for beta-actin during early mammalian development. We here report a role for beta-actin during neural crest ontogeny. Although beta-actin null neural crest cells show expression of neural crest markers, less cells delaminate and their migration arrests shortly after. These phenotypes were associated with elevated apoptosis levels in neural crest cells, whereas proliferation levels were unchanged. Specifically the pre-migratory neural crest cells displayed higher levels of apoptosis, suggesting increased apoptosis in the neural tube accounts for the decreased amount of migrating neural crest cells seen in the beta-actin null embryos. These cells additionally displayed a lack of membrane bound N-cadherin and dramatic decrease in cadherin-11 expression which was more pronounced in the pre-migratory neural crest population, potentially indicating linkage between the cadherin-11 expression and apoptosis. By inhibiting ROCK ex vivo, the knockout neural crest cells regained migratory capacity and cadherin-11 expression was upregulated. We conclude that the presence of beta-actin is vital for survival, specifically of pre-migratory neural crest cells, their proper emigration from the neural tube and their subsequent migration. Furthermore, the absence of beta-actin affects cadherin-11 and N-cadherin function, which could partly be alleviated by ROCK inhibition, situating the Rho-ROCK signaling in a feedback loop with cadherin-11.


Asunto(s)
Actinas/genética , Cresta Neural/embriología , Cresta Neural/metabolismo , Actinas/metabolismo , Animales , Apoptosis/genética , Biomarcadores , Cadherinas/genética , Movimiento Celular/genética , Regulación del Desarrollo de la Expresión Génica , Ratones , Ratones Noqueados , Modelos Biológicos , Cresta Neural/citología , Cresta Neural/patología , Neurogénesis/genética , Transducción de Señal , Vimentina/genética , Vimentina/metabolismo , Proteínas de Unión al GTP rho/metabolismo , Quinasas Asociadas a rho/antagonistas & inhibidores , Quinasas Asociadas a rho/metabolismo
5.
PLoS One ; 8(6): e67855, 2013.
Artículo en Inglés | MEDLINE | ID: mdl-23840778

RESUMEN

The functions of actin family members during development are poorly understood. To investigate the role of beta-actin in mammalian development, a beta-actin knockout mouse model was used. Homozygous beta-actin knockout mice are lethal at embryonic day (E)10.5. At E10.25 beta-actin knockout embryos are growth retarded and display a pale yolk sac and embryo proper that is suggestive of altered erythropoiesis. Here we report that lack of beta-actin resulted in a block of primitive and definitive hematopoietic development. Reduced levels of Gata2, were associated to this phenotype. Consistently, ChIP analysis revealed multiple binding sites for beta-actin in the Gata2 promoter. Gata2 mRNA levels were almost completely rescued by expression of an erythroid lineage restricted ROSA26-promotor based GATA2 transgene. As a result, erythroid differentiation was restored and the knockout embryos showed significant improvement in yolk sac and embryo vascularization. These results provide new molecular insights for a novel function of beta-actin in erythropoiesis by modulating the expression levels of Gata2 in vivo.


Asunto(s)
Actinas/fisiología , Desarrollo Embrionario , Células Precursoras Eritroides/citología , Eritropoyesis/fisiología , Factor de Transcripción GATA2/metabolismo , Células Madre Hematopoyéticas/citología , Animales , Circulación Sanguínea , Células Cultivadas , Células Precursoras Eritroides/metabolismo , Femenino , Factor de Transcripción GATA2/genética , Células Madre Hematopoyéticas/metabolismo , Masculino , Ratones , Ratones Noqueados
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