Trajectory analysis quantifies transcriptional plasticity during macrophage polarization
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ABSTRACT:
PROVIDER: PRJNA663924 | ENA |
REPOSITORIES: ENA
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Computational Modeling of the Crosstalk Between Macrophage Polarization and Tumor Cell Plasticity in the Tumor Microenvironment.
Abstract:
Tumor microenvironments contain multiple cell types interacting among one another via different signaling pathways. Furthermore, both cancer cells and different immune cells can display phenotypic plasticity in response to these communicating signals, thereby leading to complex spatiotemporal patterns that can impact therapeutic response. Here, we investigate the crosstalk between cancer cells and macrophages in a tumor microenvironment through in silico (computational) co-culture models. In particular, we investigate how macrophages of different polarization (M1 vs. M2) can interact with epithelial-mesenchymal plasticity of cancer cells, and conversely, how cancer cells exhibiting different phenotypes (epithelial vs. mesenchymal) can influence the polarization of macrophages. Based on interactions documented in the literature, an interaction network of cancer cells and macrophages is constructed. The steady states of the network are then analyzed. Various interactions were removed or added into the constructed-network to test the functions of those interactions. Also, parameters in the mathematical models were varied to explore their effects on the steady states of the network. In general, the interactions between cancer cells and macrophages can give rise to multiple stable steady-states for a given set of parameters and each steady state is stable against perturbations. Importantly, we show that the system can often reach one type of stable steady states where cancer cells go extinct. Our results may help inform efficient therapeutic strategies.
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Project description:The molecular basis of signal-dependent transcriptional activation has been extensively studied in macrophage polarization, however our understanding remains limited regarding the molecular determinants of repression. Here we showed that IL-4-activated STAT6 transcription factor is required for the direct transcriptional repression of a large number of genes during mouse alternative macrophage polarization. Repression results in decreased lineage-determining transcription factor, p300 coactivator and RNA polymerase II binding followed by reduced enhancer RNA expression, H3K27 acetylation and chromatin accessibility. In addition, STAT6-repressed enhancers showed extensive overlap with the NF-κB p65 transcription factor cistrome and exhibited decreased responsiveness to lipopolysaccharide after IL-4 stimulus on a subset of genes.
2017-11-10 | GSE106703 | GEO
Project description:The molecular basis of signal-dependent transcriptional activation has been extensively studied in macrophage polarization, however our understanding remains limited regarding the molecular determinants of repression. Here we showed that IL-4-activated STAT6 transcription factor is required for the direct transcriptional repression of a large number of genes during mouse alternative macrophage polarization. Repression results in decreased lineage-determining transcription factor, p300 coactivator and RNA polymerase II binding followed by reduced enhancer RNA expression, H3K27 acetylation and chromatin accessibility. In addition, STAT6-repressed enhancers showed extensive overlap with the NF-κB p65 transcription factor cistrome and exhibited decreased responsiveness to lipopolysaccharide after IL-4 stimulus on a subset of genes.
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Project description:Macrophages are innate immune cells characterized by their plasticity and their ability to react to various environmental stimuli. These cells are involved in a multiple number of tissular functions in homeostasis and pathological contexts. According to their environment these cells could be polarized toward different states of activation which determine their functional orientation. A large part of the macrophage biology field is devoted to better define what polarizations are, from a molecular point of view. It is now accepted that a multidimensional model of polarization is needed to grasp the broad phenotype repertoire depending on various environmental signals. Oxygen tension is one of these tissular environmental parameters. We designed this study to obtain a proteomic signature of various polarizations in human monocytes derived macrophages. We also seek to explore how environmental oxygen tension varying from an atmospheric composition (18.6% O2) to a “tissular normoxia” (3% O2) could modify our classification of macrophages’ polarization. We have obtained various polarization specific proteins and oxygen sensors for human macrophages. One example is arachidonate 15-lipoxygenase (ALOX15) which is a IL4/IL13 polarization specific proteins up regulated under low oxygen exposure associated to an increase of the phagocytosis rate of apoptotic cells. These results illustrate the necessity to take into account physicochemical parameters like oxygen when macrophage polarization is studied to correctly assess their functions in tissues.
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Project description:In response to microenvironmental signals macrophages undergo different activation, indicated as classic/M1 and alternative/M2 polarization. C-Myc transcription factor could be an essential player in M2 polarization. Functional relevance of c-Myc in M2 macrophage biology is investigated by evaluating the effect of 100-58F4, on the transcriptional profile induced on human macrophages by IL-4. Human monocytes were obtained from normal donor buffy coats by two-step gradient centrifugation using Ficoll (Biochrom) and Percoll (Amersham). Non-adherent cells were discarded, and the purified monocytes were incubated for 7 days in RPMI 1640 (Biochom) supplemented with 10% FCS (HyClone) and 100 ng/mL M-CSF to obtain resting macrophages. Macrophage polarization was obtained by removing the culture medium and culturing cells in RPMI 1640 supplemented with 10% FCS and 100 ng/mL LPS plus 20 ng/mL IFN-gamma (M1 polarization) or 20 ng/mL IL-4 (M2 polarization) for 24 h. When needed, chemical inhibitors were added with IL-4.
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Project description:The molecular basis of signal-dependent transcriptional activation has been extensively studied in macrophage polarization, however our understanding remains limited regarding the molecular determinants of repression. Here we showed that IL-4-activated STAT6 transcription factor is required for the direct transcriptional repression of a large number of genes during mouse alternative macrophage polarization. Repression results in decreased lineage-determining transcription factor, p300 coactivator and RNA polymerase II binding followed by reduced enhancer RNA expression, H3K27 acetylation and chromatin accessibility. In addition, STAT6-repressed enhancers showed extensive overlap with the NF-κB p65 transcription factor cistrome and exhibited decreased responsiveness to lipopolysaccharide after IL-4 stimulus on a subset of genes.
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