ArticleJournal of immunology (Baltimore, Md. : 1950)2024
Transcription Factor Activity Regulating Macrophage Heterogeneity during Skin Wound Healing.
Article in Journal of immunology (Baltimore, Md. : 1950), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- A novel monocyte-derived antigen presenting cell-T regulatory cell axis contributes to skin wound healing and is impaired in diabetic mice.Journal of immunology (Baltimore, Md. : 1950) · 2026Article
- Inflammation and wound healing: a comprehensive overview of mechanisms, therapeutic strategies, and translational perspectives.Biomarker research · 2026Review
- Transcriptional regulators predicted to drive macrophage dysregulation during impaired wound healing in diabetic mice.bioRxiv : the preprint server for biology · 2026Article
- Enhancing KLF15 activity in cardiomyocytes: a novel approach to prevent pathological reprogramming and fibrosis via nuclease-deficient dCas9VPR.Signal transduction and targeted therapy · 2026Article
- Microbial allies in skin trauma recovery: from immune modulation to engineered probiotic therapeutics.Burns & trauma · 2026Review
- scRegulate: single-cell regulatory-embedded variational inference of transcription factor activity from gene expression.Bioinformatics (Oxford, England) · 2025Article
- Regulation of macrophage transcriptional dynamics during acute and chronic wound repair.Inflammation research : official journal of the European Histamine Research Society ... [et al.] · 2025Review
- Transcriptomics Revealed Differentially Expressed Transcription Factors and MicroRNAs in Human Diabetic Foot Ulcers.Proteomes · 2024Article
Corrections and comments
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Authors and funding
6 authors.
Funding
Abstract
Monocytes and macrophages (Mos/Mϕs) play diverse roles in wound healing by adopting a spectrum of functional phenotypes; however, the regulation of such heterogeneity remains poorly defined. We enhanced our previously published Bayesian inference TF activity model, incorporating both single-cell RNA sequencing and single-cell ATAC sequencing data to infer transcription factor (TF) activity in Mos/Mϕs during skin wound healing. We found that wound Mos/Mϕs clustered into early-stage Mos/Mϕs, late-stage Mϕs, and APCs, and that each cluster showed differential chromatin accessibility and differential predicted TF activity that did not always correlate with mRNA or protein expression. Network analysis revealed two highly connected large communities involving a total of 19 TFs, highlighting TF cooperation in regulating wound Mos/Mϕs. This analysis also revealed a small community populated by NR4A1 and NFKB1, supporting a proinflammatory link between these TFs. Importantly, we validated a proinflammatory role for NR4A1 activity during wound healing, showing that Nr4a1 knockout mice exhibit decreased inflammatory gene expression in early-stage wound Mos/Mϕs, along with delayed wound re-epithelialization and impaired granulation tissue formation. In summary, our study provides insight into TF activity that regulates Mo/Mϕ heterogeneity during wound healing and provides a rational basis for targeting Mo/Mϕ TF networks to alter phenotypes and improve healing.
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Registered trials
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