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Zhang D, Xie J. Semi-Supervised Burn Depth Segmentation Network with Contrast Learning and Uncertainty Correction. SENSORS (BASEL, SWITZERLAND) 2025; 25:1059. [PMID: 40006288 PMCID: PMC11858918 DOI: 10.3390/s25041059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/23/2024] [Revised: 02/07/2025] [Accepted: 02/09/2025] [Indexed: 02/27/2025]
Abstract
Burn injuries are a common traumatic condition, and the early diagnosis of burn depth is crucial for reducing treatment costs and improving survival rates. In recent years, image-based deep learning techniques have been utilized to realize the automation and standardization of burn depth segmentation. However, the scarcity and difficulty in labeling burn data limit the performance of traditional deep learning-based segmentation methods. Mainstream semi-supervised methods face challenges in burn depth segmentation due to single-level perturbations, lack of explicit edge modeling, and ineffective handling of inaccurate predictions in unlabeled data. To address these issues, we propose SBCU-Net, a semi-supervised burn depth segmentation network with contrastive learning and uncertainty correction. Building on the LTB-Net from our previous work, SBCU-Net introduces two additional decoder branches to enhance the consistency between the probability map and soft pseudo-labels under multi-level perturbations. To improve segmentation in complex regions like burn edges, contrastive learning refines the outputs of the three-branch decoder, enabling more discriminative feature representation learning. In addition, an uncertainty correction mechanism weights the consistency loss based on prediction uncertainty, reducing the impact of inaccurate pseudo-labels. Extensive experiments on burn datasets demonstrate that SBCU-Net effectively leverages unlabeled data and achieves superior performance compared to state-of-the-art semi-supervised methods.
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Affiliation(s)
- Dongxue Zhang
- Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China;
| | - Jingmeng Xie
- College of Electronic Information, Xi’an Jiaotong University, Xi’an 710049, China
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Rahimpour A, Saurborn E, Fox N, Giangrosso GV, Denning D, Harrison CW, Bown P, Barry R. Predictors of Prolonged Hospitalization in Pediatric Burn Patients: Insights From a Rural Burn Intensive Care Unit (BICU) in Appalachia. Cureus 2025; 17:e77589. [PMID: 39963648 PMCID: PMC11830500 DOI: 10.7759/cureus.77589] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/17/2025] [Indexed: 02/20/2025] Open
Abstract
INTRODUCTION Burn injuries are the fifth most common cause of non-fatal injuries among children worldwide. Pediatric burn patients require complex management due to their distinct physiology compared to adults. The purpose of this study is to investigate demographic and clinical factors contributing to a prolonged total hospital duration among pediatric burn patients in a rural, Level 2 Trauma Center and Burn Intensive Care Unit (BICU) located in the Appalachian region. METHODS Data were collected from 2017 to 2023 and included all patients 18 years and younger who were admitted to the Cabell Huntington Hospital BICU. Patient demographics were analyzed using descriptive statistics. One-way ANOVA assessed the differences between gender and length of stay (LOS) and source of burn and LOS. A chi-square test analyzed the effect of an inhalation injury on LOS. Pearson correlation was used to assess the relationship between BMI and LOS and between total ventilation days (TVD) and LOS. RESULTS A total of 232 patients were included in this study, consisting of 102 (44%) females and 130 (56%) males. The average patient age was 6.9 years (SD ± 6.2). The mean LOS was 3.1 (SD ± 4.4) among this cohort. The most common sources of burn injuries within this cohort were flame (43%), scald (35%), and other (chemical/electric/radiation) comprising 22%. Flame burns were found to have a significant impact on LOS (p = 0.039), requiring longer hospital stays compared to other burn sources. Age was a significant predictor, with each additional year of age associated with an increase of 0.15 days in LOS (95% CI: 0.05 to 0.25, p < 0.001). Similarly, the total body surface area (TBSA) showed a significant positive association, with larger burn areas strongly predicting longer hospital stays (p < 0.001). The median TBSA was 5.5% (SD ± 6.7). For every 1% increase in TBSA burns, the hospital stay increased by approximately 0.13 days (95% CI: 0.05 to 0.22, p < 0.05). However, variables such as inhalation injury (p = 0.748) and BMI (p = 0.058) did not significantly predict hospital duration. CONCLUSION The results of this study demonstrated that age, burn severity, and the source of the burn are significant predictors of prolonged hospital stay in pediatric burn patients. Recognizing these key predictors of LOS will allow providers to identify high-risk patients early and initiate prompt stabilization, management, and timely referral to tertiary centers when necessary. Further, the results of this study may serve as the framework for the development of preventative efforts and regional care guidelines for rural, underserved healthcare providers.
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Affiliation(s)
- Armein Rahimpour
- General Surgery, Marshall University Joan C. Edwards School of Medicine, Huntington, USA
| | - Emily Saurborn
- Dermatology, Marshall University Joan C. Edwards School of Medicine, Huntington, USA
| | - Nathan Fox
- General Surgery, Marshall University Joan C. Edwards School of Medicine, Huntington, USA
| | - Gerard V Giangrosso
- General Surgery, Marshall University Joan C. Edwards School of Medicine, Huntington, USA
| | - David Denning
- General Surgery, Marshall University Joan C. Edwards School of Medicine, Huntington, USA
| | - Curtis W Harrison
- General Surgery, Marshall University Joan C. Edwards School of Medicine, Huntington, USA
| | - Paul Bown
- General Surgery, Marshall University Joan C. Edwards School of Medicine, Huntington, USA
| | - Rahman Barry
- Plastic and Reconstructive Surgery, Marshall University Joan C. Edwards School of Medicine, Huntington, USA
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Ahmadi MM, Ahmadi MM. An insight into the body mass index and physical function in burn survivors. Burns 2024; 50:107209. [PMID: 39317555 DOI: 10.1016/j.burns.2024.07.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2024] [Accepted: 07/10/2024] [Indexed: 09/26/2024]
Affiliation(s)
- Mahta Moghaddam Ahmadi
- Clinical Research Development Unit, Poursina Hospital, Guilan University of Medical Sciences, Rasht, Iran
| | - Moein Moghaddam Ahmadi
- Department of Surgery, School of Medicine, Poursina Hospital, Guilan University of Medical Sciences, Rasht, Iran.
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Zabihi MR, Akhoondian M, Tohidian M, Karkhah S, Ghorbani Vajargah P, Mazhari SA, Farhadi B, Farzan R. Chemical burn wounds as a risk factor for gastric cancer: in-silico analyses-experimental research. Ann Med Surg (Lond) 2024; 86:5162-5169. [PMID: 39239032 PMCID: PMC11374194 DOI: 10.1097/ms9.0000000000002240] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2024] [Accepted: 05/24/2024] [Indexed: 09/07/2024] Open
Abstract
Introduction The present study employs bioinformatics tools to identify shared upregulated genes between chemical burns and gastric cancer. Methods Gene Expression Omnibus (GEO) retrieved gene sets for this investigation. GSEs with P value less than 0.05 and LOG fold change (FC) greater than 1 were valid and upregulated. Gastric cancer and chemical burn common elevated genes were found using Venn diagram online tools. In the second stage, the "string" visualized gastric cancer elevated genes network, and non-coding RNAs were deleted, and "interaction" greater than 1 was examined to choose important gene nodes. Next, they explored the String gene-interaction network for common genes. To determine the most interacting genes, Gephi (V 0.9.7) used "betweenness centrality" greater than "0" to evaluate the twenty-gene network. TISIDB and drug banks provide gene-related medications. Results In the present study, two genes, including ALOX5AP and SERPINB2, were obtained, with the highest centrality among chemical burns and gastric cancer shared genes. Additionally, the current study presented five drugs, including Urokinase, Tenecteplase, DG031, AM103, and Fiboflapon, which can have predicted effects on gastric cancer following chemical burns. Conclusion According to current in-silicon analyses, ALOX5AP and SERPINB2 are linked genetic keys between gastric chemical burn and cancer. Considering that burn is an environmental factor that leads to the upregulation of the two genes thus, the chemical burn can be related to the incidence of gastric cancer.
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Affiliation(s)
- Mohammad Reza Zabihi
- Department of Immunology, School of Medicine, Tehran University of Medical Sciences, Tehran
| | - Mohammad Akhoondian
- Department of Physiology, Faculty of Medical Sciences, Tarbiat Modares University
| | - Mobina Tohidian
- Department of Anatomy and Cell Biology, Shahi Beheshti University of Medical Sciences, Tehran
| | - Samad Karkhah
- Department of Medical-Surgical Nursing, School of Nursing and Midwifery
| | | | | | - Bahar Farhadi
- School of Medicine, Islamic Azad University, Mashhad Branch, Mashhad, Iran
| | - Ramyar Farzan
- Department of Plastic & Reconstructive Surgery, School of Medicine, Guilan University of Medical Sciences, Rasht
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Zabihi MR, Akhoondian M, Tamimi P, Ghaderi A, Mazhari SA, Farhadi B, Karkhah S, Ghorbani Vajargah P, Mobayen M, Norouzkhani N, Farzan R. Prediction of immune molecules activity during burn wound healing among elderly patients: in-silico analyses: experimental research. Ann Med Surg (Lond) 2024; 86:3972-3983. [PMID: 38989182 PMCID: PMC11230785 DOI: 10.1097/ms9.0000000000002055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2023] [Accepted: 03/28/2024] [Indexed: 07/12/2024] Open
Abstract
Introduction Burn injuries lead to dysregulation of immune molecules, impacting cellular and humoral immune pathways. This study aims to determine the prediction of immune molecule activity during burn wound healing among elderly patients. Methods The current study utilized the Gene Expression Omnibus (GEO) database to extract the proper gene set. Also, the literature review was conducted in the present study to find immune signatures. The study used the "enrich r" website to identify the biological functions of extracted genes. The critical gene modules related to mortality were identified using the weighted gene co-expression network analysis (WGCNA) R package. Results The appreciated GSE was extracted. According to the data, the most upregulated signatures were related to natural killer (NK) cells, and the most downregulated signatures were associated with M1 macrophages. Also, the results of WGCNA have shown that the most related gene modules (P<107 and score 0.17) to mortality were investigated, and the modules 100 first genes were extracted. Additionally, the enrich r analysis has demonstrated related pathways, including the immune process, including regulation of histamine secreted from mast cell (P<0.05), T helper 17 cell differentiation (P<0.05), and autophagy (P<0.05) were obtained. Finally, by network analysis, the critical gene "B3GNT5" were obtained (degree>ten and "betweenness and centrality">30 were considered). Conclusion The study identified significant changes in macrophage and NK cell expression patterns post-burn injury, linking them to potential improvements in clinical outcomes and wound healing. The gene B3GNT5, associated with mortality, was highlighted as a key marker for prognostic evaluation.
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Affiliation(s)
- Mohammad Reza Zabihi
- Department of Immunology, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Mohammad Akhoondian
- Department of Physiology, Faculty of Medical Sciences, Tarbiat Modares University, Tehran, Iran
| | - Pegah Tamimi
- Center for Research and Training in Skin Diseases and Leprosy, Tehran University of Medical Sciences, Tehran, Iran
| | - Aliasghar Ghaderi
- Center for Research and Training in Skin Diseases and Leprosy, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Bahar Farhadi
- School of Medicine, Islamic Azad University, Mashhad Branch, Mashhad, Iran
| | - Samad Karkhah
- Burn and Regenerative Medicine Research Center, Guilan University of Medical Sciences, Rasht, Iran
- Department of Medical-Surgical Nursing, School of Nursing and Midwifery, Guilan University of Medical Sciences, Rasht, Iran
| | - Pooyan Ghorbani Vajargah
- Burn and Regenerative Medicine Research Center, Guilan University of Medical Sciences, Rasht, Iran
- Department of Medical-Surgical Nursing, School of Nursing and Midwifery, Guilan University of Medical Sciences, Rasht, Iran
| | - Mohammadreza Mobayen
- Burn and Regenerative Medicine Research Center, Guilan University of Medical Sciences, Rasht, Iran
| | - Narges Norouzkhani
- Department of Medical Informatics, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Ramyar Farzan
- Department of Plastic & Reconstructive Surgery, School of Medicine, Guilan University of Medical Sciences, Rasht, Iran
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Niumanlan, Jingming Y, Hao Q, Farzan R, Alizadeh Otaghvar H. A systematic review of the exercise effects on burn wound healing. Int Wound J 2024; 21:e14482. [PMID: 37957133 PMCID: PMC10898404 DOI: 10.1111/iwj.14482] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 10/18/2023] [Accepted: 10/22/2023] [Indexed: 11/15/2023] Open
Abstract
The emerging evidence has indicated the role of microRNAs (miRNA) in various physiological or pathological processes. Also, documents have suggested that exercise, by affecting miRNA regulation, may enhance burn wound healing. The current study aims to systematically review the role of exercise in regulating miRNAs related to burn wound healing to provide potential therapeutic targets. A comprehensive, systematic search was performed in different international electronic databases, such as Embase, PubMed and Google Scholar search engine, Science Direct, ProQuest and Ovid using keywords extracted from Medical Subject Headings from 2010 to September 2023. The keywords, including 'exercise' AND 'burn wound' AND 'microRNA' and finally, six cases were achieved. Evidence has indicated that exercise may promote the healing of burn wounds by regulating certain miRNAs. Studies have found that exercise regulates the expression of miRNAs such as mir-155, miR-21, let-7a, miR-146a, miR-122 and mir-210 in burn wound tissue, which regulate inflammation and angiogenesis. These findings suggest that miRNAs may play a role in the positive effect of exercise on burn wound healing. However, further research is needed to understand the mechanisms involved fully.
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Affiliation(s)
| | | | - Qin Hao
- Taiji Martial Arts Institute of Jiaozuo UniversityJiaozuoChina
| | - Ramyar Farzan
- Department of Plastic and Reconstructive Surgery, School of MedicineGuilan University of Medical SciencesRashtIran
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Zaboli Mahdiabadi M, Farhadi B, Shahroudi P, Shahroudi P, Hekmati Pour N, Hojjati H, Najafi M, Farzan R, Salehi R. Prevalence of anxiety and its risk factors in burn patients: A systematic review and meta-analysis. Int Wound J 2024; 21:e14705. [PMID: 38353163 PMCID: PMC10865278 DOI: 10.1111/iwj.14705] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2023] [Revised: 01/04/2024] [Accepted: 01/05/2024] [Indexed: 02/16/2024] Open
Abstract
The primary objective of this systematic review and meta-analysis was to ascertain the prevalence of anxiety and identify associated risk factors among individuals who have suffered burn injuries. We conducted a thorough and systematic search across various international electronic databases, including Scopus, PubMed and Web of Science, as well as Persian electronic databases like Iranmedex and the scientific information database (SID). Our search encompassed the period from the earliest available records up to 8 August 2023. We employed keywords derived from Medical Subject Headings (MeSH) such as "Prevalence", "Anxiety" and "Burns". In total, 2586 burn patients participated in 13 cross-sectional studies. The mean age of the participants was 32.88 (SD = 2.51). In a compilation of 13 studies, the documented overall occurrence rate of anxiety among burn patients stood at 16.1% (95% CI: 10.0% to 24.7%; I2 = 93.138%; p < 0.001). The outcomes of a meta-regression analysis, which examined the association between anxiety in burn patients and the year of publication, did not uncover any significant correlation (p = 0.442). Furthermore, there was a notable association between anxiety in burn patients and factors such as gender, TBSA affected, educational level and the types of burn injuries. Therefore, healthcare providers need to recognize the substantial prevalence of anxiety in burn patients as a fundamental consideration. This recognition should prompt a proactive approach toward early detection and timely intervention. Developing personalized intervention strategies tailored to each patient's unique risk factors and needs is paramount. These strategies may encompass a range of therapeutic options such as counselling, psychotherapy or consultations with mental health specialists.
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Affiliation(s)
| | - Bahar Farhadi
- School of MedicineIslamic Azad University, Mashhad BranchMashhadIran
| | - Parichehr Shahroudi
- Department of Pediatric NursingZeinab School of Nursing and Midwifery, Guilan University of Medical SciencesRashtIran
| | - Parinaz Shahroudi
- Department of Surgical TechnologyGuilan University of Medical SciencesRashtIran
| | - Nafiseh Hekmati Pour
- Department of NursingAliabad Katoul Branch, Islamic Azad UniversityAliabad KatoulIran
| | - Hamid Hojjati
- Nursing Research CenterGolestan University of Medical SciencesGorganIran
| | - Masoomeh Najafi
- Student Research CommitteeSchool of Nursing and Midwifery, Shahid Beheshti University of Medical SciencesTehranIran
| | - Ramyar Farzan
- Department of Plastic & Reconstructive SurgerySchool of Medicine, Guilan University of Medical SciencesRashtIran
| | - Reza Salehi
- Department of AnesthesiologySchool of Medicine, Iran University of Medical SciencesTehranIran
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