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Role of M1 macrophages in diabetic foot ulcers and related immune regulatory mechanisms
Objectives: Diabetes foot ulcers (DFUs) are characterized by immune infiltration of M1 macrophages observed in foot skin, in which immune-associated genes (IRGs) play a prominent role. The precise expression of IRGs as well as any possible regulatory mechanisms that could be present in DFUs is yet u...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9868553/ https://www.ncbi.nlm.nih.gov/pubmed/36699091 http://dx.doi.org/10.3389/fphar.2022.1098041 |
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author | Li, Yao Li, Xiaoyan Ju, Shuai Li, Wenqiang Zhou, Siyuan Wang, Guili Cai, Yunmin Dong, Zhihui |
author_facet | Li, Yao Li, Xiaoyan Ju, Shuai Li, Wenqiang Zhou, Siyuan Wang, Guili Cai, Yunmin Dong, Zhihui |
author_sort | Li, Yao |
collection | PubMed |
description | Objectives: Diabetes foot ulcers (DFUs) are characterized by immune infiltration of M1 macrophages observed in foot skin, in which immune-associated genes (IRGs) play a prominent role. The precise expression of IRGs as well as any possible regulatory mechanisms that could be present in DFUs is yet unknown. Methods: The sequencing data of single-cell RNA (scRNA) in the foot skin of patients with DFUs were analyzed, screening out the cluster marker genes of foot skin obtained from the ImmPort database. IRG activity was assessed with the AUCell software package. The IRGs of DFUs were explored by analyzing the batch sequencing dataset of DFU skin tissue. HumanTFDB was adopted to identify relevant regulatory transcription factors (TFs). The STRING dataset was used to build the main TF protein–protein interaction networks. WB and immunofluorescence methods were used to verify M1 macrophage-related immune regulators. Results: There were 16 clusters found: SMC1, fibro, t-lympho, he fibro, vasendo, baselkera, diffkera, SMC2, M1 macro, M2 macro, sweet/seba, B-Lympho, Melanio, lymphendo, plasma, and Schwann. M1 and M2 macrophages both had considerably higher AUC ratings than patients with DFUs compared to other sub-populations of cells. The proportion of M1 macrophages was the highest in the non-healing group. According to scRNA analysis and batch sequencing data by GO and KEGG, DEGs were enriched in immune response. Some 106 M1 macro-IRGs were finally identified and 25 transcription factors were revealed as associated with IRG expression. The PPI network indicated NFE2L2, REL, ETV6, MAF, and NF1B as central transcription factors. Conclusion: Based on the bio-informatics analysis of scRNA and high-throughput sequencing data, we concluded that M1 macrophages may serve as the influencing factor of DFUs’ non-union. In addition, NFE2L2 could be involved in the regulation of IRG expression within M1 macrophages. |
format | Online Article Text |
id | pubmed-9868553 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-98685532023-01-24 Role of M1 macrophages in diabetic foot ulcers and related immune regulatory mechanisms Li, Yao Li, Xiaoyan Ju, Shuai Li, Wenqiang Zhou, Siyuan Wang, Guili Cai, Yunmin Dong, Zhihui Front Pharmacol Pharmacology Objectives: Diabetes foot ulcers (DFUs) are characterized by immune infiltration of M1 macrophages observed in foot skin, in which immune-associated genes (IRGs) play a prominent role. The precise expression of IRGs as well as any possible regulatory mechanisms that could be present in DFUs is yet unknown. Methods: The sequencing data of single-cell RNA (scRNA) in the foot skin of patients with DFUs were analyzed, screening out the cluster marker genes of foot skin obtained from the ImmPort database. IRG activity was assessed with the AUCell software package. The IRGs of DFUs were explored by analyzing the batch sequencing dataset of DFU skin tissue. HumanTFDB was adopted to identify relevant regulatory transcription factors (TFs). The STRING dataset was used to build the main TF protein–protein interaction networks. WB and immunofluorescence methods were used to verify M1 macrophage-related immune regulators. Results: There were 16 clusters found: SMC1, fibro, t-lympho, he fibro, vasendo, baselkera, diffkera, SMC2, M1 macro, M2 macro, sweet/seba, B-Lympho, Melanio, lymphendo, plasma, and Schwann. M1 and M2 macrophages both had considerably higher AUC ratings than patients with DFUs compared to other sub-populations of cells. The proportion of M1 macrophages was the highest in the non-healing group. According to scRNA analysis and batch sequencing data by GO and KEGG, DEGs were enriched in immune response. Some 106 M1 macro-IRGs were finally identified and 25 transcription factors were revealed as associated with IRG expression. The PPI network indicated NFE2L2, REL, ETV6, MAF, and NF1B as central transcription factors. Conclusion: Based on the bio-informatics analysis of scRNA and high-throughput sequencing data, we concluded that M1 macrophages may serve as the influencing factor of DFUs’ non-union. In addition, NFE2L2 could be involved in the regulation of IRG expression within M1 macrophages. Frontiers Media S.A. 2023-01-09 /pmc/articles/PMC9868553/ /pubmed/36699091 http://dx.doi.org/10.3389/fphar.2022.1098041 Text en Copyright © 2023 Li, Li, Ju, Li, Zhou, Wang, Cai and Dong. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Pharmacology Li, Yao Li, Xiaoyan Ju, Shuai Li, Wenqiang Zhou, Siyuan Wang, Guili Cai, Yunmin Dong, Zhihui Role of M1 macrophages in diabetic foot ulcers and related immune regulatory mechanisms |
title | Role of M1 macrophages in diabetic foot ulcers and related immune regulatory mechanisms |
title_full | Role of M1 macrophages in diabetic foot ulcers and related immune regulatory mechanisms |
title_fullStr | Role of M1 macrophages in diabetic foot ulcers and related immune regulatory mechanisms |
title_full_unstemmed | Role of M1 macrophages in diabetic foot ulcers and related immune regulatory mechanisms |
title_short | Role of M1 macrophages in diabetic foot ulcers and related immune regulatory mechanisms |
title_sort | role of m1 macrophages in diabetic foot ulcers and related immune regulatory mechanisms |
topic | Pharmacology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9868553/ https://www.ncbi.nlm.nih.gov/pubmed/36699091 http://dx.doi.org/10.3389/fphar.2022.1098041 |
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