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1.
Mol Syst Biol ; 19(6): e11490, 2023 06 12.
Artigo em Inglês | MEDLINE | ID: mdl-37063090

RESUMO

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.


Assuntos
Reprodutibilidade dos Testes , Movimento Celular
2.
Mol Cell Proteomics ; 11(8): 255-71, 2012 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-22448045

RESUMO

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.


Assuntos
Actinas/metabolismo , Movimento Celular/fisiologia , Fibroblastos/metabolismo , Proteômica/métodos , Actinas/genética , Amidas/farmacologia , Animais , Western Blotting , Adesão Celular/efeitos dos fármacos , Adesão Celular/genética , Adesão Celular/fisiologia , Movimento Celular/efeitos dos fármacos , Movimento Celular/genética , Células Cultivadas , Embrião de Mamíferos/citologia , Embrião de Mamíferos/embriologia , Embrião de Mamíferos/metabolismo , Fibroblastos/citologia , Regulação da Expressão Gênica no Desenvolvimento , Camundongos , Camundongos Knockout , Isoformas de Proteínas/genética , Isoformas de Proteínas/metabolismo , Pseudópodes/genética , Pseudópodes/metabolismo , Pseudópodes/fisiologia , Piridinas/farmacologia , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Transdução de Sinais/efeitos dos fármacos , Transdução de Sinais/genética , Transdução de Sinais/fisiologia , Fator de Crescimento Transformador beta/genética , Fator de Crescimento Transformador beta/metabolismo , Quinases Associadas a rho/antagonistas & inibidores , Quinases Associadas a rho/genética , Quinases Associadas a rho/metabolismo
3.
Methods Mol Biol ; 1749: 79-117, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29525993

RESUMO

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.


Assuntos
Processamento de Imagem Assistida por Computador/métodos , Esferoides Celulares/citologia , Linhagem Celular Tumoral , Proteínas da Matriz Extracelular/metabolismo , Humanos , Células MCF-7 , Microscopia de Contraste de Fase , Esferoides Celulares/metabolismo
4.
PLoS One ; 9(1): e85608, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-24409333

RESUMO

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.


Assuntos
Actinas/genética , Crista Neural/embriologia , Crista Neural/metabolismo , Actinas/metabolismo , Animais , Apoptose/genética , Biomarcadores , Caderinas/genética , Movimento Celular/genética , Regulação da Expressão Gênica no Desenvolvimento , Camundongos , Camundongos Knockout , Modelos Biológicos , Crista Neural/citologia , Crista Neural/patologia , Neurogênese/genética , Transdução de Sinais , Vimentina/genética , Vimentina/metabolismo , Proteínas rho de Ligação ao GTP/metabolismo , Quinases Associadas a rho/antagonistas & inibidores , Quinases Associadas a rho/metabolismo
5.
PLoS One ; 8(6): e67855, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23840778

RESUMO

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.


Assuntos
Actinas/fisiologia , Desenvolvimento Embrionário , Células Precursoras Eritroides/citologia , Eritropoese/fisiologia , Fator de Transcrição GATA2/metabolismo , Células-Tronco Hematopoéticas/citologia , Animais , Circulação Sanguínea , Células Cultivadas , Células Precursoras Eritroides/metabolismo , Feminino , Fator de Transcrição GATA2/genética , Células-Tronco Hematopoéticas/metabolismo , Masculino , Camundongos , Camundongos Knockout
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