GM-CSF differentiation of human monocytes stabilizes macrophage state via oxidative signaling
Bryson, B. D.; Itoh, C. Y.; Gunnarson, C.; Babunovic, G. H.; Nibasumba, A.; Akilimali, N. A.; Wadsworth, M. H.; Hughes, T. H.; Solomon, S. L.; Hie, B.; Berger, B.; Shalek, A. K.; Fortune, S. M.
Show abstract
Macrophages are central mediators of immunity that integrate diverse signals derived from differentiation cues, tissue location, and disease. Controlling macrophage state and function is an appealing therapeutic objective across many diseases including cancer, atherosclerosis, and tuberculosis. Despite the growing appreciation for the in vivo complexity of macrophage state, existing in vitro models of human monocyte-derived macrophages have used a limited number of individual perturbations to explore the complex phenotypic space that macrophages can occupy. Here, we leverage a tiered differentiation, activation, and stimulation strategy to generate libraries of in vitro monocyte-derived macrophages and examine the in vitro state space of macrophage function using high-dimensional technologies. Our tiered experimental approach further revealed a striking relationship between GM-CSF differentiation and IL-10 production. Cells that were differentiated with GM-CSF produced very low or undetectable levels of IL-10 independent of activation or stimulation condition. To nominate candidate regulators of this IL-10 response, we leverage unbiased single-cell mRNA sequencing to identify transcriptional networks associated with GM-CSF-derived cells. Using these data, we identify oxidative signaling pathways as upregulated in GM-CSF derived cells and demonstrate that scavenging of oxidative radicals can enhance IL-10 production in these cells. Collectively, these data underscore the complexity of monocyte-derived macrophage state over time and highlight a dominant role for GM-CSF in tuning macrophage inflammatory phenotype, metabolic state, and plasticity.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- NF-κB-Inducing Kinase (NIK) Governs the Mitochondrial Respiratory Capacity, Differentiation, and Inflammatory Status of Innate Immune Cells 96%
- Lipin-1 restrains macrophage lipid synthesis to promote inflammation resolution. 95%
- Human CCR6+ Th cells show both an extended stable gradient of Th17 activity and imprinted plasticity 94%
Similar papers in this journal
Similar papers in this journal
- MyD88-Dependent Signaling Drives Toll-Like Receptor-Induced Trained Immunity in Macrophages 96%
- CXCL4 links inflammation and fibrosis through transcriptional and epigenetic reprogramming of monocyte-derived cells 95%
- The macrophage reprogramming ability of antifolates reveals soluble CD14 as a potential biomarker for methotrexate response in rheumatoid arthritis 95%
Similar papers in this journal
- Human airway macrophages are metabolically reprogrammed by IFN-γ resulting in glycolysis dependent functional plasticity. 95%
- TLR7 activation at epithelial barriers promotes emergency myelopoiesis and lung anti-viral immunity 95%
- Macrophage Innate Training Induced by IL-4 and IL-13 Activation Enhances OXPHOS Driven Anti-Mycobacterial Responses 95%
Similar papers in this journal
- Mouse Memory CD8 T cell subsets defined by Tissue Resident Memory (TRM) Integrin Expression Exhibit Distinct Metabolic Profiles 95%
- Transcriptomic profiling of human effector and regulatory T cell subsets identifies predictive population signatures 94%
- Tumor cells upregulate CCL22 in a STING-dependent manner in response to paracrine factors released by STING-activated myeloid cells and type I interferons 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.