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The heterogeneity in mammalian cells signaling response is largely a result of pre‐existing cell‐to‐cell variability. It is unknown whether cell‐to‐cell variability rises from biochemical stochastic fluctuations or distinct cellular states. Here, we utilize calcium response to adenosine trisphosphate as a model for investigating the structure of heterogeneity within a population of cells and analyze whether distinct cellular response states coexist. We use a functional definition of cellular state that is based on a mechanistic dynamical systems model of calcium signaling. Using Bayesian parameter inference, we obtain high confidence parameter value distributions for several hundred cells, each fitted individually. Clustering the inferred parameter distributions revealed three major distinct cellular states within the population. The existence of distinct cellular states raises the possibility that the observed variability in response is a result of structured heterogeneity between cells. The inferred parameter distribution predicts, and experiments confirm that variability in IP3R response explains the majority of calcium heterogeneity. Our work shows how mechanistic models and single‐cell parameter fitting can uncover hidden population structure and demonstrate the need for parameter inference at the single‐cell level.  相似文献   

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《Biophysical journal》2022,121(16):3061-3080
Epithelial-mesenchymal transition (EMT) is a biological process that plays a central role in embryonic development, tissue regeneration, and cancer metastasis. Transforming growth factor-β (TGFβ) is a potent inducer of this cellular transition, comprising transitions from an epithelial state to partial or hybrid EMT state(s), to a mesenchymal state. Recent experimental studies have shown that, within a population of epithelial cells, heterogeneous phenotypical profiles arise in response to different time- and TGFβ dose-dependent stimuli. This offers a challenge for computational models, as most model parameters are generally obtained to represent typical cell responses, not necessarily specific responses nor to capture population variability. In this study, we applied a data-assimilation approach that combines limited noisy observations with predictions from a computational model, paired with parameter estimation. Synthetic experiments mimic the biological heterogeneity in cell states that is observed in epithelial cell populations by generating a large population of model parameter sets. Analysis of the parameters for virtual epithelial cells with biologically significant characteristics (e.g., EMT prone or resistant) illustrates that these sub-populations have identifiable critical model parameters. We perform a series of in silico experiments in which a forecasting system reconstructs the EMT dynamics of each virtual cell within a heterogeneous population exposed to time-dependent exogenous TGFβ dose and either an EMT-suppressing or EMT-promoting perturbation. We find that estimating population-specific critical parameters significantly improved the prediction accuracy of cell responses. Thus, with appropriate protocol design, we demonstrate that a data-assimilation approach successfully reconstructs and predicts the dynamics of a heterogeneous virtual epithelial cell population in the presence of physiological model error and parameter uncertainty.  相似文献   

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Polarized gastrointestinal epithelial cells form tight junctions that spatially separate apical and basolateral cell membrane domains. These domains harbor functionally distinct proteins that contribute to cellular homeostasis and morphogenesis. Transforming growth factor β (TGFβ) is a critical regulator of gastrointestinal epithelial cell growth and differentiation. Functional assays of vectorial TGFβ signaling and immunofluorescence techniques were used to determine the localization of TGFβ receptors and ligand secretion in polarizing Caco‐2 cells, a colon cancer cell line. Results were compared to the nontransformed MDCK cell line. In both Caco‐2 and MDCK cells, addition of TGFβ1 to the basolateral medium resulted in phosphorylation of Smad2. No phosphorylation was observed when TGFβ1 was added to the apical chamber, indicating that receptor signaling is localized at the basolateral membrane. In support of this, immunofluorescence and biotinylation assays show receptor localization along the basolateral membrane. Secretion of TGFβ1 from MDCK and Caco‐2 cells into the apical or basolateral medium was measured by ELISA. Interestingly, secretion was exclusively apical in the nontransformed MDCK line and basolateral in transformed Caco‐2 cells. Collectively, these results show basolateral domain specificity in localization of the TGFβ receptor signaling apparatus. These observations have important implications for understanding the biology of TGFβ in polarized epithelia, including elements of communication between epithelial and mesenchymal layers, and will prove useful in the design of therapeutics that target TGFβ function. J. Cell. Physiol. 224: 398–404, 2010. © 2010 Wiley‐Liss, Inc.  相似文献   

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Live cell‐based sensors potentially provide functional information about the cytotoxic effect of reagents on various signaling cascades. Cells transfected with a reporter vector derived from a cytotoxic response promoter can be used as intelligent cytotoxicity sensors (i.e., sensor cells). We have combined sensor cells and a microfluidic cell culture system that can achieve several laminar flows, resulting in a reliable high‐throughput cytotoxicity detection system. These sensor cells can also be applied to single cell arrays. However, it is difficult to detect a cellular response in a single cell array, due to the heterogeneous response of sensor cells. The objective of this study was cell homogenization with cell cycle synchronization to enhance the response of cell‐based biosensors. Our previously established stable sensor cells were brought into cell cycle synchronization under serum‐starved conditions and we then investigated the cadmium chloride‐induced cytotoxic response at the single cell level. The GFP positive rate of synchronized cells was approximately twice as high as that of the control cells, suggesting that cell homogenization is an important step when using cell‐based biosensors with microdevices, such as a single cell array. Biotechnol. Bioeng. 2010;107: 561–565. © 2010 Wiley Periodicals, Inc.  相似文献   

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Background information. TGFβ (transforming growth factor β) is a multifunctional cytokine and a potent regulator of cell growth, migration and differentiation in many cell types. In the vascular system, TGFβ plays crucial roles in vascular remodelling, but the signalling pathways involved remain poorly characterized. Results. Using the model of porcine aortic endothelial cells, we demonstrated that TGFβ stimulates cellular spreading when cells are on collagen I. TGFβ‐stimulated Rac1–GTP accumulation, which was associated with increased MAPK (mitogen‐activated protein kinase) p38 phosphorylation. Furthermore, ectopic expression of a dominant‐negative Rac mutant, or treatment of the cells with the p38 pharmacological inhibitor SB203580, abrogated TGFβ‐induced cell spreading. Our results demonstrate for the first time that prolonged exposure to TGFβ stimulates endothelial cell hypertrophy and flattening. Collectively, these data indicate that TGFβ‐induced cell spreading and increase in cell surface areas occurs via a Rac—p38‐dependent pathway. Conclusions. The Rac—p38 pathway may have conceptual implications in pathophysiological endothelial cell responses to TGFβ, such as wound healing or development of atherosclerotic lesions.  相似文献   

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During palatogenesis, the palatal mesenchyme undergoes increased cell proliferation resulting in palatal growth, elevation and fusion of the two palatal shelves. Interestingly, the palatal mesenchyme expresses all three transforming growth factor (TGF) β isoforms (1, 2, and 3) throughout these steps of palatogenesis. However, the role of TGFβ in promoting proliferation of palatal mesenchymal cells has never been explored. The purpose of this study was to identify the effect of TGFβ on human embryonic palatal mesenchymal (HEPM) cell proliferation. Our results showed that all isoforms of TGFβ, especially TGFβ3, increased HEPM cell proliferation by up‐regulating the expression of cyclins and cyclin‐dependent kinases as well as c‐Myc oncogene. TGFβ activated both Smad‐dependent and Smad‐independent pathways to induce c‐Myc gene expression. Furthermore, TBE1 is the only functional Smad binding element (SBE) in the c‐Myc promoter and Smad4, activated by TGFβ, binds to the TBE1 to induce c‐Myc gene activity. We conclude that HEPM proliferation is manifested by the induction of c‐Myc in response to TGFβ signaling, which is essential for complete palatal confluency. Our data highlights the potential role of TGFβ as a therapeutic molecule to correct cleft palate by promoting growth. J. Cell. Biochem. 113: 3069–3085, 2012. © 2012 Wiley Periodicals, Inc.  相似文献   

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Parathyroid hormone (PTH) exerts an anabolic action on bone but the mechanisms are incompletely understood. We showed previously that PTH interacts with the canonical Wnt‐β‐catenin signaling pathway via the transforming growth factor (TGF)‐β signaling molecule, Smad3, to modulate osteoblast differentiation and apoptosis. Here, we examined which actions of Smad3 are TGF‐β‐independent in stimulating the osteoblast phenotype and PTH‐induced Wnt‐β‐catenin signaling. For this, the TGF‐β receptor type 1 [activin receptor‐like kinase (ALK5)] inhibitor (SB431542), and a Smad3 mutant in which the site normally phosphorylated by ALK5 is mutated from SSVS to AAVA, was used. PTH induced total β‐catenin and reduced phosphorylated β‐catenin levels at 1, 6, and 24 h in mouse osteoblastic MC3T3‐E1 cells. Transient transfection of Smad3AAVA inhibited the PTH induction of total β‐catenin and reduction of phosphorylated β‐catenin levels at 6 and 24 h, but not at 1 h, indicating that the early effects occur independently of TGF‐β receptor signaling. On the other hand, MC3T3‐E1 cell clones in which Smad3AAVA was stably expressed demonstrated elevated β‐catenin levels, although alkaline phosphatase (ALP) activity and mineralization were unaltered. In contrast, MC3T3‐E1 cell clones in which wild‐type Smad3 was stably expressed exhibited increased ALP activity and mineralization that were decreased by the ALK5 inhibitor, SB431542, although the β‐catenin levels induced in these cells were not modulated. In conclusion, the present study indicates that PTH induces osteoblast β‐catenin levels via Smad3 independently of, and dependently on, TGF‐β in the early and later induction phases, respectively. J. Cell. Biochem. 108: 285–294, 2009. © 2009 Wiley‐Liss, Inc.  相似文献   

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Zi Z  Chapnick DA  Liu X 《FEBS letters》2012,586(14):1921-1928
The physiological responses to TGF-β stimulation are diverse and vary amongst different cell types and environmental conditions. Even though the principal molecular components of the canonical and the non-canonical TGF-β signaling pathways have been largely identified, the mechanism that underlies the well-established context dependent physiological responses remains a mystery. Understanding how the components of TGF-β signaling function as a system and how this system functions in the context of the global cellular regulatory network requires a more quantitative and systematic approach. Here, we review the recent progress in understanding TGF-β biology using integration of mathematical modeling and quantitative experimental analysis. These studies reveal many interesting dynamics of TGF-β signaling and how cells quantitatively decode variable doses of TGF-β stimulation.  相似文献   

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When 3T3-L1 preadipose cells are exposed to transforming growth factor β (TGFβ), they synthesize more extracellular matrix (ECM) and resist differentiation-inducing stimuli. The mechanism by which ECM suppresses adipose cell differentiation (adipogenesis) remains unknown. Since adipogenesis is an insulin/insulin-like growth factor-1 (IGF-1)-dependent process, we investigated whether TGFβ-induced ECM inhibits insulin signaling. When preadipose cells were pretreated overnight with TGFβ, we observed a 75% decrease in insulin-stimulated tyrosine phosphorylation of insulin receptor substrate-1 (IRS-1) compared to that in control cells. Culturing 3T3-L1 preadipose cells on fibronectin, a component of the ECM induced by TGFβ, also inhibited insulin-dependent IRS-1 tyrosine phosphorylation and adipogenesis, supporting a role for ECM in mediating TGFβ's inhibitory effect on insulin signaling. Since the insulin-stimulated association of phosphoinositide (PI) 3-kinase with IRS-1 depends on IRS-1 tyrosine phosphorylation, we measured the presence of the PI 3-kinase 85 kDa regulatory subunit in anti-IRS-1 immunoprecipitates. Following insulin stimulation, PI 3-kinase-IRS-1 association was reduced by 70% in TGFβ pretreated vs. control preadipose cells. However, insulin-stimulated cellular production of PI(3,4,5)P3 was unaltered by TGFβ pretreatment. This suggests that IRS-1-associated p85-type PI 3-kinase may represent a particular subset of total cellular PI 3-kinase that is specifically inhibited by TGFβ. Reduction of insulin-stimulated association of IRS-1 with p85-type PI 3-kinase by TGFβ may be one potential mechanism through which TGFβ blocks 3T3-L1 adipose cell differentiation. J. Cell. Physiol. 175:370–378, 1998. © 1998 Wiley-Liss, Inc.  相似文献   

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We have previously characterized a human mammary epithelial cell (HMEC) culture system for the effects of TGFβ1 on cell growth. In the current report, the effects of TGFβ 1 on synthesis and secretion of proteins associated with the extracellular matrix and proteolysis were examined. In particular, we compared the TGFβ responses of normal finite lifespan HMEC, which are growth inhibited by TGFβ, to two immortally transformed cell lines derived from the normal HMEC. One of these lines maintains active growth in the presence of TGFβ and the other shows partial growth inhibition. In contrast to the differing effects of TGFβ on cell growth, we found that all these cell types showed strong induction of most of the mRNA and protein species examined, including fibronectin, collagen IV, laminin, type IV collagenase, urokinase type plasminogen activator (uPA), and plasminogen activator inhibitor 1 (PAI-1). The profile of TGFβ 1 binding proteins was the same in HMEC that were, and were not growth suppressed by TFGβ. Therefore, the effects of TGFβ on cell growth could be dissociated from its effects on specialized responses, indicating that within this one cell type there must be at least two independent pathways for TGFβ activity, one which leads to cessation of proliferation and one which induces a specific set of cellular responses. This cell system may be useful for examining the pathway of TGFβ induced growth inhibition using closely matched cells which vary in their growth-induced response but retain similar specialized responses to TGFβ. © 1993 Wiley-Liss, Inc.  相似文献   

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Natural killer (NK) cells are a powerful weapon against viral infections and tumor growth. Although the actin–myosin (actomyosin) cytoskeleton is crucial for a variety of cellular processes, the role of mechanotransduction, the conversion of actomyosin mechanical forces into signaling cascades, was never explored in NK cells. Here, we demonstrate that actomyosin retrograde flow (ARF) controls the immune response of primary human NK cells through a novel interaction between β‐actin and the SH2‐domain‐containing protein tyrosine phosphatase‐1 (SHP‐1), converting its conformation state, and thereby regulating NK cell cytotoxicity. Our results identify ARF as a master regulator of the NK cell immune response. Since actin dynamics occur in multiple cellular processes, this mechanism might also regulate the activity of SHP‐1 in additional cellular systems.  相似文献   

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During adaptation and developmental processes cells respond through nonlinear calcium‐decoding signaling cascades, the principal components of which have been identified. However, the molecular mechanisms generating specificity of cellular responses remain poorly understood. Calcineurin B‐like (CBL) proteins contribute to decoding calcium signals by specifically interacting with a group of CBL‐interacting protein kinases (CIPKs). Here, we report the subcellular localization of all 10 CBL proteins from Arabidopsis and provide a cellular localization matrix of a plant calcium signaling network. Our findings suggest that individual CBL proteins decode calcium signals not only at the plasma membrane and the tonoplast, but also in the cytoplasm and nucleus. We found that distinct targeting signals located in the N‐terminal domain of CBL proteins determine the spatially discrete localization of CBL/CIPK complexes by COPII‐independent targeting pathways. Our findings establish the CBL/CIPK signaling network as a calcium decoding system that enables the simultaneous specific information processing of calcium signals emanating from different intra‐ and extracellular stores, and thereby provides a mechanism underlying the specificity of cellular responses.  相似文献   

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Functional heterogeneity within stem and progenitor cells has been shown to influence cell fate decisions. Similarly, intracellular signaling activated by external stimuli is highly heterogeneous and its spatiotemporal activity is linked to future cell behavior. To quantify these heterogeneous states and link them to future cell fates, it is important to observe cell populations continuously with single cell resolution. Live cell imaging in combination with fluorescent biosensors for signaling activity serves as a powerful tool to study cellular and molecular heterogeneity and the long-term biological effects of signaling. Here, we describe these methodologies, their advantages over classical approaches, and we illustrate how they could be applied to improve our understanding of the importance of heterogeneous cellular and molecular responses to external signaling cues.  相似文献   

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