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Gao H, Chen S, Li J, Liu Y. Elaboration and verification of immune-based diagnostic biomarker panel for diabetic foot ulcer. J Diabetes Complications 2025; 39:108957. [PMID: 40349610 DOI: 10.1016/j.jdiacomp.2025.108957] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/26/2024] [Revised: 01/16/2025] [Accepted: 01/26/2025] [Indexed: 05/14/2025]
Abstract
BACKGROUND Diabetic foot ulcer (DFU) constitutes a major complication in diabetes management. This study aimed to develop and validate an immune-related diagnostic model for DFU by identifying key genes and analyzing their functional enrichment. METHODS We utilized the datasets GSE199939, GSE134431, and GSE80178 from the Gene Expression Omnibus (GEO) database. Weighted Gene Co-Expression Network Analysis (WGCNA) was employed to identify gene modules associated with DFU. Differentially expressed genes (DEGs) were pinpointed using the "limma" package, and functional enrichment was executed using "clusterProfiler". A risk score for diagnosing DFU was developed using the Least Absolute Shrinkage and Selection Operator (LASSO) model. The CIBERSORT algorithm was utilized to assess immune cell infiltration. The diagnostic effectiveness of the risk score was gauged through the receiver operating characteristic (ROC) curve, and drug target prediction was performed using the DGIdb database. RESULTS WGCNA identified a DFU-related gene module containing 2184 genes. Functional enrichment analysis revealed important pathways, including proteasome and cell cycle. Nine DEGs were recognized as immune-related candidates for DFU, predominantly involved in signaling cascades like cytokine-cytokine receptor interaction. The LASSO model selected four key genes (APOD, ULBP2, TGFBR3, TNFRSF12A) to construct a risk score, which showed high diagnostic accuracy in datasets GSE134431, GSE199939 and GSE80178 (AUC = 0.990, 1.000, and 0.926, respectively). Pronounced disparities in infiltrating immune cells were observed among DFU patient groups with disparate risk factors. Drug prediction analyses identified potential therapeutic targets for the key genes. CONCLUSION This study developed a powerful immune-related diagnostic model for DFU, highlighting the key genes and pathways involved in its pathogenesis. The risk score provides a valuable tool for DFU diagnosis, while the identified drug targets provide avenues for potential therapeutic intervention.
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Affiliation(s)
- Hengkun Gao
- Department of Wound Repair, Plastic and Reconstructive Surgery, China-Japan Union Hospital of Jilin University, No.126 Xiantai Street, Changchun 130033, Jilin, China.
| | - Sibing Chen
- Department of Wound Repair, Plastic and Reconstructive Surgery, China-Japan Union Hospital of Jilin University, No.126 Xiantai Street, Changchun 130033, Jilin, China.
| | - Jiannan Li
- Department of Wound Repair, Plastic and Reconstructive Surgery, China-Japan Union Hospital of Jilin University, No.126 Xiantai Street, Changchun 130033, Jilin, China.
| | - Yanxi Liu
- Department of Wound Repair, Plastic and Reconstructive Surgery, China-Japan Union Hospital of Jilin University, No.126 Xiantai Street, Changchun 130033, Jilin, China.
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Villa F, Marchandin H, Lavigne JP, Schuldiner S, Cellier N, Sotto A, Loubet P. Anaerobes in diabetic foot infections: pathophysiology, epidemiology, virulence, and management. Clin Microbiol Rev 2024; 37:e0014323. [PMID: 38819166 PMCID: PMC11391693 DOI: 10.1128/cmr.00143-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/01/2024] Open
Abstract
SUMMARYDiabetic foot infections (DFI) are a public health problem worldwide. DFI are polymicrobial, biofilm-associated infections involving complex bacterial communities organized in functional equivalent pathogroups, all including anaerobes. Indeed, multiple pathophysiological factors favor the growth of anaerobes in this context. However, the prevalence, role, and contribution of anaerobes in wound evolution remain poorly characterized due to their challenging detection. Studies based on culture reviewed herein showed a weighted average of 17% of patients with anaerobes. Comparatively, the weighted average of patients with anaerobes identified by 16S rRNA gene sequencing was 83.8%. Culture largely underestimated not only the presence but also the diversity of anaerobes compared with cultivation-independent approaches but both methods showed that anaerobic Gram-negative bacilli and Gram-positive cocci were the most commonly identified in DFI. Anaerobes were more present in deeper lesions, and their detection was associated with fever, malodorous lesions, and ulcer depth and duration. More specifically, initial abundance of Peptoniphilus spp. was associated with ulcer-impaired healing, Fusobacterium spp. detection was significantly correlated with the duration of DFI, and the presence of Bacteroides spp. was significantly associated with amputation. Antimicrobial resistance of anaerobes in DFI remains slightly studied and warrants more consideration in the context of increasing resistance of the most frequently identified anaerobes in DFI. The high rate of patients with DFI-involving anaerobes, the increased knowledge on the species identified, their virulence factors, and their potential role in wound evolution support recommendations combining debridement and antibiotic therapy effective on anaerobes in moderate and severe DFI.
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Affiliation(s)
- Fanny Villa
- VBIC, INSERM U1047, Univ Montpellier, Service des Maladies Infectieuses et Tropicales, CHU Nîmes, Nîmes, France
| | - Hélène Marchandin
- HydroSciences Montpellier, Univ Montpellier, CNRS, IRD, Service de Microbiologie et Hygiène, Hospitalière, CHU Nîmes, Nîmes, France
| | - Jean-Philippe Lavigne
- VBIC, INSERM U1047, Univ Montpellier, Service de Microbiologie et Hygiène Hospitalière, CHU Nîmes, Nîmes, France
| | - Sophie Schuldiner
- VBIC, INSERM U1047, Univ Montpellier, Service des Maladies Métaboliques et Endocriniennes, CHU Nîmes, Nîmes, France
| | | | - Albert Sotto
- VBIC, INSERM U1047, Univ Montpellier, Service des Maladies Infectieuses et Tropicales, CHU Nîmes, Nîmes, France
| | - Paul Loubet
- VBIC, INSERM U1047, Univ Montpellier, Service des Maladies Infectieuses et Tropicales, CHU Nîmes, Nîmes, France
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Karakousis ND, Pyrgioti EE, Georgakopoulos PN, Apergi K, Popovic DS, Papanas N. Zinc Levels and Diabetic Foot Ulcers: A Mini Review. INT J LOW EXTR WOUND 2023:15347346231214209. [PMID: 37941343 DOI: 10.1177/15347346231214209] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2023]
Abstract
The aim of this nonsystematic mini review was to discuss serum levels of zinc in subjects with diabetic foot ulcers (DFUs). Most studies have reported low zinc levels in subjects with DFUs. Furthermore, there is some evidence that oral zinc supplementation may have a positive and beneficial impact on DFUs healing. Nonetheless, findings have so far not provided definitive answers. More studies are needed to clarify the role of zinc and its supplementation in this setting.
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Affiliation(s)
- Nikolaos D Karakousis
- Second Department of Internal Medicine, Diabetes Centre-Diabetic Foot Clinic, Democritus University of Thrace, Thrace, Greece
| | | | | | - Kyriaki Apergi
- Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Djordje S Popovic
- Clinic for Endocrinology, Diabetes and Metabolic Disorders, Clinical Centre of Vojvodina, Novi Sad, Serbia
- Medical Faculty, University of Novi Sad, Novi Sad, Serbia
| | - Nikolaos Papanas
- Second Department of Internal Medicine, Diabetes Centre-Diabetic Foot Clinic, Democritus University of Thrace, Thrace, Greece
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Transcriptional heterogeneity in human diabetic foot wounds. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.16.528839. [PMID: 36824808 PMCID: PMC9949055 DOI: 10.1101/2023.02.16.528839] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/20/2023]
Abstract
Wound repair requires the coordination of multiple cell types including immune cells and tissue resident cells to coordinate healing and return of tissue function. Diabetic foot ulceration is a type of chronic wound that impacts over 4 million patients in the US and over 7 million worldwide (Edmonds et al., 2021). Yet, the cellular and molecular mechanisms that go awry in these wounds are not fully understood. Here, by profiling chronic foot ulcers from non-diabetic (NDFUs) and diabetic (DFUs) patients using single-cell RNA sequencing, we find that DFUs display transcription changes that implicate reduced keratinocyte differentiation, altered fibroblast function and lineages, and defects in macrophage metabolism, inflammation, and ECM production compared to NDFUs. Furthermore, analysis of cellular interactions reveals major alterations in several signaling pathways that are altered in DFUs. These data provide a view of the mechanisms by which diabetes alters healing of foot ulcers and may provide therapeutic avenues for DFU treatments.
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Cutaneous innervation in impaired diabetic wound healing. Transl Res 2021; 236:87-108. [PMID: 34029747 PMCID: PMC8380642 DOI: 10.1016/j.trsl.2021.05.003] [Citation(s) in RCA: 72] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Revised: 05/09/2021] [Accepted: 05/11/2021] [Indexed: 12/11/2022]
Abstract
Type 2 diabetes is associated with several potential comorbidities, among them impaired wound healing, chronic ulcerations, and the requirement for lower extremity amputation. Disease-associated abnormal cellular responses, infection, immunological and microvascular dysfunction, and peripheral neuropathy are implicated in the pathogenesis of the wound healing impairment and the diabetic foot ulcer. The skin houses a dense network of sensory nerve afferents and nerve-derived modulators, which communicate with epidermal keratinocytes and dermal fibroblasts bidirectionally to effect normal wound healing after trauma. However, the mechanisms through which cutaneous innervation modulates wound healing are poorly understood, especially in humans. Better understanding of these mechanisms may provide the basis for targeted treatments for chronic diabetic wounds. This review provides an overview of wound healing pathophysiology with a focus on neural involvement in normal and diabetic wound healing, as well as future therapeutic perspectives to address the unmet needs of diabetic patients with chronic wounds.
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The Dynamics of the Skin's Immune System. Int J Mol Sci 2019; 20:ijms20081811. [PMID: 31013709 PMCID: PMC6515324 DOI: 10.3390/ijms20081811] [Citation(s) in RCA: 372] [Impact Index Per Article: 62.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2019] [Revised: 04/09/2019] [Accepted: 04/09/2019] [Indexed: 12/12/2022] Open
Abstract
The skin is a complex organ that has devised numerous strategies, such as physical, chemical, and microbiological barriers, to protect the host from external insults. In addition, the skin contains an intricate network of immune cells resident to the tissue, crucial for host defense as well as tissue homeostasis. In the event of an insult, the skin-resident immune cells are crucial not only for prevention of infection but also for tissue reconstruction. Deregulation of immune responses often leads to impaired healing and poor tissue restoration and function. In this review, we will discuss the defensive components of the skin and focus on the function of skin-resident immune cells in homeostasis and their role in wound healing.
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Momen-Heravi M, Barahimi E, Razzaghi R, Bahmani F, Gilasi HR, Asemi Z. The effects of zinc supplementation on wound healing and metabolic status in patients with diabetic foot ulcer: A randomized, double-blind, placebo-controlled trial. Wound Repair Regen 2017; 25:512-520. [PMID: 28395131 DOI: 10.1111/wrr.12537] [Citation(s) in RCA: 61] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2016] [Accepted: 02/21/2017] [Indexed: 12/29/2022]
Abstract
This study was performed to determine the effects of zinc supplementation on wound healing and metabolic status in patients with diabetic foot ulcer. The current randomized, double-blind, placebo-controlled trial was conducted among 60 patients (aged 40-85 years old) with grade 3 diabetic foot ulcer. Participants were randomly divided into two groups (30 participants in each group) to take either 220 mg zinc sulfate supplements containing 50 mg elemental zinc or placebo daily for 12 weeks. After the 12-week intervention, compared with the placebo, zinc supplementation was associated with significant reductions in ulcer length (-1.5 ± 0.7 vs. -0.9 ± 1.2 cm, p = 0.02) and width (-1.4 ± 0.8 vs. -0.8 ± 1.0 cm, p = 0.02). In addition, changes in fasting plasma glucose (-40.5 ± 71.0 vs. -3.9 ± 48.5 mg/dl, p = 0.02), serum insulin concentration (-8.0 ± 15.4 vs. +1.1 ± 10.3 µIU/ml, p = 0.009), homeostasis model of assessment-estimated insulin resistance (-3.9 ± 7.1 vs. +0.8 ± 5.9, p = 0.007), the quantitative insulin sensitivity check index (+0.01 ± 0.03 vs. -0.002 ± 0.02, p = 0.04) and HbA1c (-0.5 ± 0.8 vs. -0.1 ± 0.5%, p = 0.01) in the supplemented group were significantly different from the changes in these indicators in the placebo group. Additionally, significant increases in serum HDL-cholesterol (+4.1 ± 4.3 vs. +1.1 ± 5.1 mg/dl, p = 0.01), plasma total antioxidant capacity (+91.7 ± 213.9 vs. -111.9 ± 188.7 mmol/L, p < 0.01) and total glutathione (+68.1 ± 140.8 vs. -35.0 ± 136.1 µmol/L, p = 0.006), and significant decreases in high sensitivity C-reactive protein (-20.4 ± 24.6 vs. -6.8 ± 21.3 µg/ml, p = 0.02) and plasma malondialdehyde concentrations (-0.6 ± 0.9 vs. -0.2 ± 0.7 µmol/L, p = 0.03) were seen following supplementation with zinc compared with the placebo. Zinc supplementation for 12 weeks among diabetic foot ulcer patients had beneficial effects on parameters of ulcer size and metabolic profiles.
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Affiliation(s)
- Mansooreh Momen-Heravi
- Department of Infectious Disease, School of Medicine, Kashan University of Medical Sciences, Kashan, Iran
- Social Determinants of Health Research Center, Kashan University of Medical Sciences, Kashan, Iran
| | - Elham Barahimi
- Department of Infectious Disease, School of Medicine, Kashan University of Medical Sciences, Kashan, Iran
| | - Reza Razzaghi
- Department of Infectious Disease, School of Medicine, Kashan University of Medical Sciences, Kashan, Iran
| | - Fereshteh Bahmani
- Research Center for Biochemistry and Nutrition in Metabolic Diseases, Kashan University of Medical Sciences, Kashan, Iran
| | - Hamid Reza Gilasi
- Department of Epidemiology and Biostatistics, Faculty of Health, Kashan University of Medical Sciences, Kashan, Iran
| | - Zatollah Asemi
- Research Center for Biochemistry and Nutrition in Metabolic Diseases, Kashan University of Medical Sciences, Kashan, Iran
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