ArticleInflammation2024
Single-Cell RNA Sequencing Reveals RAC1 Involvement in Macrophages Efferocytosis in Diabetic Kidney Disease.
Article in Inflammation, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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Who cites it
14 citing papers in PubMed, 13 citations in OpenAlex.
- Myeloid myeloid PRDM16 restrains macrophage inflammatory remodeling and renal fibrosis in diabetic kidney disease by limiting PI3K/AKT activation.Acta diabetologica · 2026Article
- Human adipose-derived mesenchymal stem cells ameliorate Diabetic Kidney Disease by restoring macrophage efferocytosis.Stem cell research & therapy · 2026Article
- Efferocytosis: unifying pathogenic hub in metabolic disorders-mechanistic landscapes, targeted therapies and translational bottlenecks.Frontiers in immunology · 2026Review
- The crucial role of metabolic reprogramming in driving macrophage conversion in kidney disease.Cellular & molecular biology letters · 2025Review
- Macrophages in Focus: Key Drivers and Therapeutic Opportunities in Diabetic Kidney Disease.International journal of biological sciences · 2025Review
- Single-cell RNA sequencing in studies of type 1 diabetes mellitus: modern state-of-the-art and technical peculiarities.Frontiers in endocrinology · 2025Review
- Efferocytosis: a therapeutic strategy for diabetes and its vascular complications.Frontiers in cell and developmental biology · 2025Review
- The effect of Zuogui-Jiangtang-Yishen decoction on the intestinal flora's response to L-α-phosphatidylcholine and L-tyrosine in patients with diabetic kidney disease: anFrontiers in pharmacology · 2025Article
- Depletion of intrinsic renal macrophages with moderate-to-high expression ofTranslational andrology and urology · 2024Article
- RAC1 serves as a prognostic factor and correlated with immune infiltration in liver hepatocellular carcinoma.Journal of cancer research and clinical oncology · 2024Article
- Cross-Domain Text Mining of Pathophysiological Processes Associated with Diabetic Kidney Disease.International journal of molecular sciences · 2024Article
- Targeting Macrophages: Therapeutic Approaches in Diabetic Kidney Disease.International journal of molecular sciences · 2024Review
- The role of metabolic memory in diabetic kidney disease: identification of key genes and therapeutic targets.Frontiers in pharmacology · 2024Article
- The role of intercellular communication in diabetic nephropathy.Frontiers in immunology · 2024Review
Corrections and comments
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Authors and funding
5 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Macrophage-mediated inflammation plays a significant role in the development and progression of diabetic kidney disease (DKD). Studies have suggested that impaired macrophage efferocytosis aggravates the inflammatory response. However, its contribution to DKD progression remains unknown. Using single-cell RNA sequencing (scRNA-seq) data obtained from the GSE131882, GSE195460, GSE151302, GSE195460, and GSE131685 datasets, we successfully clustered 13 cell types. Through analysis of the ligand-receptor network, it was discovered that macrophages interact with other cells. Additionally, Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses revealed that macrophages exhibit a heightened presence of phagocytosis signaling. We discovered that RAC1 was closely related to macrophage efferocytosis through a Venn diagram and protein-protein interaction (PPI) analysis, which predicted the correlation with the clinical features of DKD using the NephroseqV5 tool. Furthermore, we verified that RAC1 exhibited decreased expression in macrophages cultured with lipopolysaccharide (LPS) and high glucose. Nevertheless, the overexpression of RAC1 promoted macrophage efferocytosis and inhibited the inflammatory response. In summary, our study focused on examining the presence and importance of efferocytosis-related molecules in DKD macrophages. Through a comprehensive analysis using scRNA-seq, we discovered that RAC1 plays a crucial role as an efferocytosis molecule in DKD. These findings enhance our current knowledge of the molecular mechanisms involved in the development of DKD and aid the exploration of new treatments.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.