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Pandya S, Alessandri Bonetti M, Liu HY, Jeong T, Ziembicki JA, Egro FM. Concordance of ChatGPT With American Burn Association Guidelines on Acute Burns. Ann Plast Surg 2024; 93:564-574. [PMID: 39445876 DOI: 10.1097/sap.0000000000004128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2024]
Abstract
ABSTRACT Burn injuries often require immediate assistance and specialized care for optimal management and outcomes. The emergence of accessible artificial intelligence technology has just recently started being applied to healthcare decision making and patient education. However, its role in clinical recommendations is still under scrutiny. This study aims to evaluate ChatGPT's outputs and the appropriateness of its responses to commonly asked questions regarding acute burn care when compared to the American Burn Association Guidelines. Twelve commonly asked questions were formulated by a fellowship-trained burn surgeon to address the American Burn Association's recommendations on burn injuries, management, and patient referral. These questions were prompted into ChatGPT, and each response was compared with the aforementioned guidelines, the gold standard for accurate and evidence-based burn care recommendations. Three burn surgeons independently evaluated the appropriateness and comprehensiveness of each ChatGPT response based on the guidelines according to the modified Global Quality Score scale. The average score for ChatGPT-generated responses was 4.56 ± 0.65, indicating the responses were exceptional quality with the most important topics covered and in high concordance with the guidelines. This initial comparison of ChatGPT-generated responses and the American Burn Association guidelines demonstrates that ChatGPT can accurately and comprehensibly describe appropriate treatment and management plans for acute burn injuries. We foresee that ChatGPT may play a role as a complementary tool in medical decision making and patient education, having a profound impact on clinical practice, research, and education.
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Affiliation(s)
- Sumaarg Pandya
- From the Department of Plastic Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA
| | | | - Hilary Y Liu
- From the Department of Plastic Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA
| | - Tiffany Jeong
- From the Department of Plastic Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA
| | - Jenny A Ziembicki
- Department of Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA
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2
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Chouhan D, Akhilesh, Tiwari V. Focal Adhesion Kinase Inhibition Ameliorates Burn Injury-Induced Chronic Pain in Rats. Mol Neurobiol 2024:10.1007/s12035-024-04548-z. [PMID: 39460902 DOI: 10.1007/s12035-024-04548-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2024] [Accepted: 10/11/2024] [Indexed: 10/28/2024]
Abstract
Burn injury-induced pain (BIP) is a significant global health concern, affecting diverse populations including children, military veterans, and accident victims. Current pharmacotherapeutics for the management of BIP are associated with severe side effects including drug addiction, respiratory depression, sedation, and constipation posing significant barrier to their clinical utility. In the present study, we have investigated the potential role of focal adhesion kinase (p-FAK) for the very first time in BIP and elucidated the associated underlying mechanisms. Defactinib (DFT), a potent p-FAK inhibitor, administered at doses of 5, 10, and 20 mg/kg via intraperitoneal injection, demonstrates significant efficacy in reducing both evoked and spontaneous pain without causing addiction or other central nervous system toxicities. Burn injury triggers p-FAK-mediated phosphorylation of Erk1/2 and NR2B signaling in the DRG, resulting in heightened hypersensitivity through microglial activation, neuropeptide release, and elevated proinflammatory cytokines. Defactinib (DFT) counteracts these effects by reducing NR2B upregulation, lowering substance P levels, inhibiting microglial activation, and restoring IL-10 levels while leaving CGRP levels unchanged. These findings provide valuable insights into the pivotal role of p-FAK in regulating BIP and highlight the potential for developing novel therapeutics for burn injury-induced pain with minimal side effects.
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Affiliation(s)
- Deepak Chouhan
- Neuroscience and Pain Research Laboratory, Department of Pharmaceutical Engineering and Technology, Indian Institute of Technology (Banaras Hindu University), Varanasi, 221005, Uttar Pradesh, India
| | - Akhilesh
- Neuroscience and Pain Research Laboratory, Department of Pharmaceutical Engineering and Technology, Indian Institute of Technology (Banaras Hindu University), Varanasi, 221005, Uttar Pradesh, India
| | - Vinod Tiwari
- Neuroscience and Pain Research Laboratory, Department of Pharmaceutical Engineering and Technology, Indian Institute of Technology (Banaras Hindu University), Varanasi, 221005, Uttar Pradesh, India.
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3
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Ozel M, Yilmaz S, Tatliparmak AC, Ak R. Comparative Analysis of Burn Injuries in Toddler and Preschool Children: Implications for Triage and Outcome Assessment. Disaster Med Public Health Prep 2024; 18:e143. [PMID: 39444210 DOI: 10.1017/dmp.2024.146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2024]
Abstract
OBJECTIVE This study aims to compare the demographic, clinical characteristics, and outcomes of burn injuries in toddler and preschool children, and to validate the American Burn Association (ABA) Burn Triage Decision Matrix in the Turkish pediatric population. METHODS A retrospective analysis was conducted on 684 pediatric burn patients (494 toddlers, 190 preschoolers) admitted to our burn center over a 5-year period. Variables including gender, burn etiology, burn area, depth, treatment modalities, complications, length of hospital stay, and mortality were analyzed. The performance of the ABA Burn Triage Decision Matrix was evaluated in both groups. RESULTS Scalding was the predominant cause of burns in both groups, with a significant difference in the involvement of anterior trunk (p = 0.027). The mean Total Body Surface Area (TBSA) was comparable between the groups (p = 0.286). There was no significant difference in mortality rates (p = 0.385), treatment modalities, and complications. The ABA Burn Triage Decision Matrix demonstrated consistency in triaging the severity of burn injuries, with a notable discrepancy observed in the moderate risk category of toddler group. CONCLUSIONS This study highlights the distinct characteristics and outcomes of burn injuries in different pediatric age groups. The ABA Burn Triage Decision Matrix's validation suggests its utility in enhancing triage accuracy and resource allocation in pediatric populations, especially in disaster-prone regions.
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Affiliation(s)
- Mehmet Ozel
- University of Health Sciences, Department of Emergency Medicine, Diyarbakır Gazi Yasargil Training and Research Hospital, Diyarbakır, Turkey
| | - Sarper Yilmaz
- University of Health Sciences, Department of Emergency Medicine, Kartal Dr. Lutfi Kirdar City Hospital, Istanbul, Turkey
| | - Ali Cankut Tatliparmak
- Uskudar University Faculty of Medicine, Department of Emergency Medicine, Istanbul, Turkey
| | - Rohat Ak
- University of Health Sciences, Department of Emergency Medicine, Kartal Dr. Lutfi Kirdar City Hospital, Istanbul, Turkey
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Gu H, Liu Y, Yang L, Cui Z, Jiang W, Gu Q, Shen T, Luo P, Xiao S, Xia Z. A novel model of post-burn hypertrophic scarring in rat tail with a high success rate and simple methodology. Burns 2024; 50:107272. [PMID: 39413466 DOI: 10.1016/j.burns.2024.09.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2024] [Revised: 08/22/2024] [Accepted: 09/19/2024] [Indexed: 10/18/2024]
Abstract
BACKGROUND Hypertrophic scars present a serious concern after surgeries and trauma, particularly with the highest risk following burn injury. The current modeling methods usually involve relatively complicated surgical operations and special equipment, and have unstable reproducibility and reliability. This study aimed to establish a simple and reliable model of post-burn hypertrophic scarring in the rat tail. METHODS Wet gauze saturated with hot water (94-98 °C) was applied to the dorsal side of the rat tail for varying durations to induce burn injury. Wounds were left exposed until completely healed, and the optimal duration for scalding treatment was determined based on gross examination. Thereafter, the optimal scalding duration was used again to evaluate scar formation over time, which was tracked through hematoxylin-eosin (HE) and Masson staining, immunohistochemistry of scar-related proteins and number/distribution of vascular endothelial cells, and picrosirius red staining to measure the quantities and proportion of type I and III collagen. RESULTS The scalding duration which led to optimal post-burn scarring was 15 s, with an overall success rate of 87.5 %. Complete healing of the wound occurred after roughly 30 days, leading to the formation of scars grossly red in appearance, tough to the touch and raised compared to the surrounding skin. Microscopically, the epidermis and dermis of the scar were significantly thicker than normal rat tail skin, and the dermis of scar contained a large number of disorganized bundles of fine filamentous collagen. We also observed a significant increase in the number of TGF-β1-positive cells and capillaries in the dermis (p < 0.05). Picrosirius red staining showed that compared to type III collagen, the expression of type I collagen was more dominant in scar tissue, and was more finely distributed than in normal rat tail skin. CONCLUSION We successfully established a model for post-burn hypertrophic scarring, utilizing reliable and simple techniques and materials, which could simulate the biological characteristics of post-burn scarring. Our innovative model has the potential to facilitate the study of post-burn wound healing and scar formation.
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Affiliation(s)
- Haoyu Gu
- Department of Burn Surgery, The First Affiliated Hospital of Naval Medical University, Shanghai, PR China; Research Unit of Key Techniques for Treatment of Burns and Combined Burns and Trauma Injury, Chinese Academy of Medical Sciences, PR China
| | - Yingying Liu
- Department of Burn Surgery, The First Affiliated Hospital of Naval Medical University, Shanghai, PR China; Research Unit of Key Techniques for Treatment of Burns and Combined Burns and Trauma Injury, Chinese Academy of Medical Sciences, PR China
| | - Lu Yang
- Department of Burn Surgery, The First Affiliated Hospital of Naval Medical University, Shanghai, PR China; Research Unit of Key Techniques for Treatment of Burns and Combined Burns and Trauma Injury, Chinese Academy of Medical Sciences, PR China
| | - Zhenci Cui
- Department of Burn Surgery, The First Affiliated Hospital of Naval Medical University, Shanghai, PR China; Research Unit of Key Techniques for Treatment of Burns and Combined Burns and Trauma Injury, Chinese Academy of Medical Sciences, PR China
| | - Wen Jiang
- Department of Burn Surgery, The First Affiliated Hospital of Naval Medical University, Shanghai, PR China; Research Unit of Key Techniques for Treatment of Burns and Combined Burns and Trauma Injury, Chinese Academy of Medical Sciences, PR China
| | - Qiuyun Gu
- Department of Burn Surgery, The First Affiliated Hospital of Naval Medical University, Shanghai, PR China; Research Unit of Key Techniques for Treatment of Burns and Combined Burns and Trauma Injury, Chinese Academy of Medical Sciences, PR China
| | - Tingting Shen
- Department of Burn Surgery, The First Affiliated Hospital of Naval Medical University, Shanghai, PR China; Research Unit of Key Techniques for Treatment of Burns and Combined Burns and Trauma Injury, Chinese Academy of Medical Sciences, PR China
| | - Pengfei Luo
- Department of Burn Surgery, The First Affiliated Hospital of Naval Medical University, Shanghai, PR China; Research Unit of Key Techniques for Treatment of Burns and Combined Burns and Trauma Injury, Chinese Academy of Medical Sciences, PR China.
| | - Shichu Xiao
- Department of Burn Surgery, The First Affiliated Hospital of Naval Medical University, Shanghai, PR China; Research Unit of Key Techniques for Treatment of Burns and Combined Burns and Trauma Injury, Chinese Academy of Medical Sciences, PR China.
| | - Zhaofan Xia
- Department of Burn Surgery, The First Affiliated Hospital of Naval Medical University, Shanghai, PR China; Research Unit of Key Techniques for Treatment of Burns and Combined Burns and Trauma Injury, Chinese Academy of Medical Sciences, PR China.
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Tapking C, Endlein J, Warszawski J, Kotsougiani-Fischer D, Gazyakan E, Hundeshagen G, Hirche C, Trofimenko D, Burkard T, Kneser U, Fischer S. Negative pressure wound therapy in burns: a prospective, randomized-controlled trial. Burns 2024; 50:1840-1847. [PMID: 38724347 DOI: 10.1016/j.burns.2024.04.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Revised: 02/28/2024] [Accepted: 04/08/2024] [Indexed: 08/30/2024]
Abstract
BACKGROUND Negative-pressure-wound-therapy (NPWT) has become a widely used tool for the coverage and active treatment of complex wounds, including burns. This study aimed to evaluate the effectiveness of NPWT in acute burns of upper and lower extremities and to compare results to the standard-of-care (SOC) at our institution. METHODS Patients that were admitted to our institution between May 2019 and November 2021 with burns on extremities between 0.5 % and 10 % of the total body surface area (%TBSA) were included and randomized to either NPWT or SOC (polyhexanide gel, fatty gauze, and cotton wool). Treatment was performed until complete wound healing. Patients that required skin grafts, received additional NPWT after grafting independent on the initial group allocation. RESULTS Sixty-five patients suffering from burn injury between May 2019 and November 2021 were randomized into treatment with NPWT (n = 33) or SOC (n = 32); of these, 33 patients (NPWT) and 28 patients (SOC) had complete data sets and were included in the analysis. Both groups were similar regarding age (39.8 ± 13.7 vs. 44.8 ± 16.2 years,p = 0.192), total burn size (3.1 ± 2.3 vs. 3.4 ± 2.8 %TBSA,p = 0.721) and treated wound size (1.9 ± 1.2 vs. 1.5 ± 0.8 %TBSA,p = 0.138). We found no differences regarding healing time (11.0 ± 4.9 vs. 8.6 ± 3.8,p = 0.074, and significant differences in a number of dressing changes throughout the study (2.4 ± 1.5 vs 4.2 ± 1.9,p < 0.001). The Kaplan-Meier time-to-event analysis exhibited no statistically significant difference in the time to healing or skin grafting (p = 0.085) in NPWT group compared with SOC group. The median time to healing or skin grafting was 10(8-11) days for NPWT and 9(7-11) days for SOC. The hazard ratio for healing or skin graft was HR= 0.64(0.38-1.08). The results of the time-to-event analysis as well as the Kaplan-Meier curve on the PPS confirmed this result. We found no differences in secondary surgical operations 15.2 vs 21.4 % pain or functional outcomes. CONCLUSIONS In this study, we found no significant difference between the two groups in terms of time to detect wound healing. We also found no difference regarding further operations for wound closure, pain and/or scarring. However, dressing changes were significantly less frequent for patients that were treated with NPWT, which may be a psychological and logistical advantage.
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Affiliation(s)
- C Tapking
- Department of Hand, Plastic and Reconstructive Surgery, Microsurgery, Burn Center, BG Unfallklinik Ludwigshafen, Heidelberg University, Ludwigshafen, Germany
| | - J Endlein
- Department of Hand, Plastic and Reconstructive Surgery, Microsurgery, Burn Center, BG Unfallklinik Ludwigshafen, Heidelberg University, Ludwigshafen, Germany
| | - J Warszawski
- Department of Plastic, Hand and Reconstructive Microsurgery, Handtrauma, and Replantation Center, BG Unfallklinik Frankfurtam Main GmbH, Main, Frankfurt, Germany
| | - D Kotsougiani-Fischer
- Department of Hand, Plastic and Reconstructive Surgery, Microsurgery, Burn Center, BG Unfallklinik Ludwigshafen, Heidelberg University, Ludwigshafen, Germany; AESTHETIKON, private practice for plastic and aesthetic surgery, Mannheim, Heidelberg, Germany
| | - E Gazyakan
- Department of Hand, Plastic and Reconstructive Surgery, Microsurgery, Burn Center, BG Unfallklinik Ludwigshafen, Heidelberg University, Ludwigshafen, Germany
| | - G Hundeshagen
- Department of Hand, Plastic and Reconstructive Surgery, Microsurgery, Burn Center, BG Unfallklinik Ludwigshafen, Heidelberg University, Ludwigshafen, Germany
| | - C Hirche
- Department of Plastic, Hand and Reconstructive Microsurgery, Handtrauma, and Replantation Center, BG Unfallklinik Frankfurtam Main GmbH, Main, Frankfurt, Germany
| | - D Trofimenko
- Department Clinical Regulatory Affairs (QRA-RA-C), Lohmann & Rauscher GmbH & Co. KG, Neuwied, Germany
| | | | - U Kneser
- Department of Hand, Plastic and Reconstructive Surgery, Microsurgery, Burn Center, BG Unfallklinik Ludwigshafen, Heidelberg University, Ludwigshafen, Germany
| | - S Fischer
- Department of Hand, Plastic and Reconstructive Surgery, Microsurgery, Burn Center, BG Unfallklinik Ludwigshafen, Heidelberg University, Ludwigshafen, Germany; AESTHETIKON, private practice for plastic and aesthetic surgery, Mannheim, Heidelberg, Germany.
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6
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Dijkshoorn JN, van Baar ME, Pijpe A, Nieuwenhuis M, Goei H, van der Vlies CH, Spronk I. Patient-reported scar quality in paediatric and adult burn patients: A long-term multicentre follow-up study. Burns 2024:S0305-4179(24)00203-1. [PMID: 39317531 DOI: 10.1016/j.burns.2024.07.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 04/28/2024] [Accepted: 07/04/2024] [Indexed: 09/26/2024]
Abstract
BACKGROUND Burn scar maturation can take several years but is generally studied shortly after injury. Therefore, we investigated patient-reported scar quality up to 5-7 years post-burn. METHODS Patients with ≤ 20 % total body surface area burned completed the Patient Scale of the Patient and Observer Scar Assessment Scale (POSAS 2.0) on the same scar at 3, > 18 months (median 28 months) and 5-7 years (median 63 months) post-burn. RESULTS Fifty-eight patients (21 children; 37 adults) with a median total body surface area burned (TBSA) of 6.3 % participated. Average patient-reported scar quality (POSAS score) was generally worst at 3 months (median score: 4.2), best at 28 months (median score: 2.2) and intermediate at 63 months post-burn (median score: 3.4) (p < 0.001). Many patients (66 %) reported a median 1.8 point higher (worse) POSAS score at 63 months compared to 28 months post-burn, whereas 14 % reported an identical, and 21 % a lower (better) score. At any assessment, largest differences with normal skin were reported for scar colour. Univariate predictive factors of long-term patient-reported scar quality were scar quality at 3 months (p = 0.002) and 28 months post-burn (p < 0.001), full-thickness burn size (p = 0.033), length of hospital stay (p = 0.003), and number of surgeries (p < 0.001). CONCLUSION Two-thirds of patients with burns up to 20 % TBSA scored the quality of their scars worse at 63 months compared to 28 months post-burn. Whether this corresponds to increased dissatisfaction with scars in the long term should be further investigated. These new insights add to the body of knowledge on scar maturation and underscores the importance of discussing patients' expectations.
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Affiliation(s)
| | - Margriet E van Baar
- Association of Dutch Burn Centres, Maasstad Hospital, Rotterdam, the Netherlands; Erasmus MC, University Medical Centre Rotterdam, Department of Public Health, Rotterdam, the Netherlands
| | - Anouk Pijpe
- Burn Centre, Red Cross Hospital, Beverwijk, the Netherlands; Amsterdam UMC location Vrije Universiteit Amsterdam, Plastic, Reconstructive and Hand Surgery, Amsterdam, the Netherlands; Association of Dutch Burn Centres, Red Cross Hospital, Beverwijk, the Netherlands; Amsterdam Movement Sciences, Tissue Function and Regeneration, Amsterdam, the Netherlands
| | - Marianne Nieuwenhuis
- Association of Dutch Burn Centres, Martini Hospital, Groningen, the Netherlands; University of Groningen, University Medical Centre Groningen, Centre for Human Movement Sciences, Groningen, the Netherlands; Hanze University of Applied Sciences Groningen, Research group Healthy Ageing, Allied Health Care and Nursing, Groningen, the Netherlands
| | - Harold Goei
- Department of Surgery, Amsterdam UMC, Vrije Univeristeit Amsterdam, the Netherlands
| | - Cornelis H van der Vlies
- Burn Centre, Maasstad Hospital, Rotterdam, the Netherlands; Trauma Research Unit Department of Surgery, Erasmus MC, University Medical Centre Rotterdam, Rotterdam, the Netherlands
| | - Inge Spronk
- Association of Dutch Burn Centres, Maasstad Hospital, Rotterdam, the Netherlands; Erasmus MC, University Medical Centre Rotterdam, Department of Public Health, Rotterdam, the Netherlands; Dutch Burns Foundation, Beverwijk, the Netherlands.
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Xu J, Zhu M, Tang P, Li J, Gao K, Qiu H, Zhao S, Lan G, Jia H, Yu B. Visualization enhancement by PCA-based image fusion for skin burns assessment in polarization-sensitive OCT. BIOMEDICAL OPTICS EXPRESS 2024; 15:4190-4205. [PMID: 39022536 PMCID: PMC11249677 DOI: 10.1364/boe.521399] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/09/2024] [Revised: 05/31/2024] [Accepted: 06/01/2024] [Indexed: 07/20/2024]
Abstract
Polarization-sensitive optical coherence tomography (PS-OCT) is a functional imaging tool for measuring tissue birefringence characteristics. It has been proposed as a potentially non-invasive technique for evaluating skin burns. However, the PS-OCT modality usually suffers from high system complexity and relatively low tissue-specific contrast, which makes assessing the extent of burns in skin tissue difficult. In this study, we employ an all-fiber-based PS-OCT system with single-state input, which is simple and efficient for skin burn assessment. Multiple parameters, such as phase retardation (PR), degree of polarization uniformity (DOPU), and optical axis orientation, are obtained to extract birefringent features, which are sensitive to subtle changes in structural arrangement and tissue composition. Experiments on ex vivo porcine skins burned at different temperatures were conducted for skin burn investigation. The burned depths estimated by PR and DOPU increase linearly with the burn temperature to a certain extent, which is helpful in classifying skin burn degrees. We also propose an algorithm of image fusion based on principal component analysis (PCA) to enhance tissue contrast for the multi-parameter data of PS-OCT imaging. The results show that the enhanced images generated by the PCA-based image fusion method have higher tissue contrast, compared to the en-face polarization images by traditional mean value projection. The proposed approaches in this study make it possible to assess skin burn severity and distinguish between burned and normal tissues.
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Affiliation(s)
- Jingjiang Xu
- Guangdong-Hong Kong-Macao Intelligent Micro-Nano Optoelectronic Technology Joint Laboratory, Foshan University
, Foshan, Guangdong 528000, China
- Innovation and Entrepreneurship Teams Project of Guangdong Pearl River Talents Program, Guangdong Weiren Meditech Co., Ltd., Foshan, Guangdong 528051, China
| | - Mingtao Zhu
- School of Mechatronic Engineering and Automation, Foshan University, Foshan, Guangdong 528000, China
| | - Peijun Tang
- College of Biophotonics, South China Normal University, Guangzhou 510006, China
| | - Junyun Li
- Department of Radiation Oncology, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou 510060, China
| | - Kai Gao
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou 510060, China
| | - Haixia Qiu
- Department of Laser Medicine, the First Medical Centre, Chinese PLA General Hospital, Beijing 100853, China
| | - Shiyong Zhao
- Tianjin Hengyu Medical Technology Co., Ltd., Tianjin 300000, China
| | - Gongpu Lan
- Guangdong-Hong Kong-Macao Intelligent Micro-Nano Optoelectronic Technology Joint Laboratory, Foshan University
, Foshan, Guangdong 528000, China
- Innovation and Entrepreneurship Teams Project of Guangdong Pearl River Talents Program, Guangdong Weiren Meditech Co., Ltd., Foshan, Guangdong 528051, China
| | - Haibo Jia
- Department of Cardiovascular Medicine, The Second Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang 150001, China
| | - Bo Yu
- Department of Cardiovascular Medicine, The Second Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang 150001, China
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Kuncorojakti S, Pratama AZA, Antujala CA, Harijanto CTB, Arsy RK, Kurniawan PA, Tjahjono Y, Hendriati L, Widodo T, Aswin A, Diyantoro D, Wijaya AY, Rodprasert W, Susilowati H. Acceleration of wound healing using adipose mesenchymal stem cell secretome hydrogel on partial-thickness cutaneous thermal burn wounds: An in vivo study in rats. Vet World 2024; 17:1545-1554. [PMID: 39185045 PMCID: PMC11344119 DOI: 10.14202/vetworld.2024.1545-1554] [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] [Received: 03/05/2024] [Accepted: 06/21/2024] [Indexed: 08/27/2024] Open
Abstract
Background and Aim The intricate healing process involves distinct sequential and overlapping phases in thermal injury. To maintain the zone of stasis in Jackson's burn wound model, proper wound intervention is essential. The extent of research on the histoarchitecture of thermal wound healing and the application of mesenchymal stem cell (MSC)-free-based therapy is limited. This study aimed to assess the efficacy of MSC-secretome-based hydrogel for treating partial-thickness cutaneous thermal burn wounds. Materials and Methods Eighteen male Wistar rats were divided into three groups, namely the hydrogel base (10 mg), hydrogel secretome (10 mg) and Bioplacenton™ (10 mg) treatment groups. All groups were treated twice a day (morning and evening) for 7 days. Skin tissue samples from the animals were processed for histological evaluation using the formalin-fixed paraffin-embedded method on days 3 and 7. Results This study's findings showed that secretome hydrogel expedited thermal burn wound healing, decreasing residual burn area, boosting collagen deposition and angiogenesis, guiding scar formation, and influencing the inflammation response facilitated by polymorphonuclear leukocytes and macrophages. Conclusion The secretome hydrogel significantly improves healing outcomes in partial-thickness cutaneous thermal burn wounds. The administration of secretome hydrogel accelerates the reduction of the residual burn area and promotes fibroblast proliferation and collagen density. The repairment of histo-architecture of the damaged tissue was also observed such as the reduction of burn depth, increased angiogenesis and epidermal scar index while the decreased dermal scar index. Furthermore, the secretome hydrogel can modulate the immunocompetent cells by decreasing the polymorphonuclear and increasing the mononuclear cells. Thus, it effectively and safely substitutes for thermal injury stem cell-free therapeutic approaches. The study focuses on the microscopical evaluation of secretome hydrogel; further research to investigate at the molecular level may be useful in predicting the beneficial effect of secretome hydrogel in accelerating wound healing.
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Affiliation(s)
- Suryo Kuncorojakti
- Division of Veterinary Anatomy, Department of Veterinary Science, Faculty of Veterinary Medicine, Universitas Airlangga, Surabaya, Indonesia
- Research Centre for Vaccine Technology and Development, Institute of Tropical Disease, Universitas Airlangga, Surabaya, Indonesia
| | | | - Cahya Asri Antujala
- Department of Pharmaceutics Faculty of Pharmacy, Widya Mandala Catholic University, Surabaya, Indonesia
| | | | - Rozak Kurnia Arsy
- Department of Pharmaceutics Faculty of Pharmacy, Widya Mandala Catholic University, Surabaya, Indonesia
| | - Putut Andika Kurniawan
- Department of Pharmaceutics Faculty of Pharmacy, Widya Mandala Catholic University, Surabaya, Indonesia
| | - Yudy Tjahjono
- Department of Pharmaceutics Faculty of Pharmacy, Widya Mandala Catholic University, Surabaya, Indonesia
| | - Lucia Hendriati
- Department of Pharmaceutics Faculty of Pharmacy, Widya Mandala Catholic University, Surabaya, Indonesia
| | - Teguh Widodo
- Department of Pharmaceutics Faculty of Pharmacy, Widya Mandala Catholic University, Surabaya, Indonesia
| | - Ahmad Aswin
- Research Centre for Vaccine Technology and Development, Institute of Tropical Disease, Universitas Airlangga, Surabaya, Indonesia
| | - Diyantoro Diyantoro
- Research Centre for Vaccine Technology and Development, Institute of Tropical Disease, Universitas Airlangga, Surabaya, Indonesia
- Department of Health, Faculty of Vocational Studies, Universitas Airlangga, Surabaya, Indonesia
| | - Andi Yasmin Wijaya
- Research Centre for Vaccine Technology and Development, Institute of Tropical Disease, Universitas Airlangga, Surabaya, Indonesia
| | - Watchareewan Rodprasert
- Veterinary Stem Cell and Bioengineering Innovation Center, Faculty of Veterinary Science, Chulalongkorn University, Bangkok, Thailand
| | - Helen Susilowati
- Research Centre for Vaccine Technology and Development, Institute of Tropical Disease, Universitas Airlangga, Surabaya, Indonesia
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Christy S, Carlsson AH, Larson D, Davenport GJ, Glenn JF, Brumfield R, Avina G, Jockheck-Clark A, Christy RJ, Nuutila K. Topical Noneuphoric Phytocannabinoid Elixir 14 Reduces Inflammation and Mitigates Burn Progression. J Surg Res 2024; 296:447-455. [PMID: 38320364 DOI: 10.1016/j.jss.2024.01.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 01/02/2024] [Accepted: 01/04/2024] [Indexed: 02/08/2024]
Abstract
INTRODUCTION Thermal injuries are caused by exposure to a wide variety of agents including heat, electricity, radiation, chemicals, and friction. Early intervention can decrease injury severity by preventing excess inflammation and mitigating burn wound progression for improved healing outcomes. Previous studies have demonstrated that cannabinoids can trigger anti-inflammatory responses and promote wound closure. Therefore, the purpose of this study was to investigate whether a topical application of Noneuphoric Phytocannabinoid Elixir 14 (NEPE14) containing a full complement of phytocannabinoids (< 0.3% delta-9-tetrahydrocannabinol or cannabidiol) and other phytochemicals would mitigate burn wound progression in the treatment of deep partial-thickness burn wounds. METHODS Deep partial-thickness burns were created on the dorsum of four anesthetized pigs and treated with NEPE14, Vehicle control, Silverlon, or gauze. The burns were assessed on postburn days 4, 7, and 14. Assessments consisted of digital photographs, Laser-Speckle imagery (blood perfusion), MolecuLight imagery (qualitative bacterial load), and biopsies for histology and immunohistochemistry (interleukin six and tumor necrosis factor-α). RESULTS Topical treatment with NEPE14 significantly (P < 0.001) decreased inflammation (interleukin six and tumor necrosis factor-α) in comparison to control groups. It was also demonstrated that the reduction in inflammation led to mitigation of burn wound progression. In terms of wound healing and presence of bacteria, no statistically significant differences were observed. CONCLUSIONS Topical treatment of deep partial-thickness burns with NEPE14 decreased wound inflammation and mitigated burn wound progression in comparison to control treatments.
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Affiliation(s)
| | - Anders H Carlsson
- Metis Foundation, San Antonio, Texas; United States Army Institute of Surgical Research, Fort Sam Houston, Texas
| | - David Larson
- Metis Foundation, San Antonio, Texas; United States Army Institute of Surgical Research, Fort Sam Houston, Texas
| | | | | | | | | | | | - Robert J Christy
- United States Army Institute of Surgical Research, Fort Sam Houston, Texas
| | - Kristo Nuutila
- United States Army Institute of Surgical Research, Fort Sam Houston, Texas.
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10
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Shoham Y, Rosenberg L, Hickerson W, Goverman J, Iyer N, Barrera-Oro J, Lipovy B, Monstrey S, Blome-Eberwein S, Wibbenmeyer LA, Scharpenberg M, Singer AJ. Early Enzymatic Burn Debridement: Results of the DETECT Multicenter Randomized Controlled Trial. J Burn Care Res 2024; 45:297-307. [PMID: 37715999 DOI: 10.1093/jbcr/irad142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Indexed: 09/18/2023]
Abstract
Since 1970 surgeons have managed deep burns by surgical debridement and autografting. We tested the hypothesis that enzymatic debridement with NexoBrid would remove the eschar reducing surgery and achieve comparable long-term outcomes as standard of care (SOC). In this Phase 3 trial, we randomly assigned adults with deep burns (covering 3-30% of total body surface area [TBSA]) to NexoBrid, surgical or nonsurgical SOC, or placebo Gel Vehicle (GV) in a 3:3:1 ratio. The primary endpoint was complete eschar removal (ER) at the end of the debridement phase. Secondary outcomes were need for surgery, time to complete ER, and blood loss. Safety endpoints included wound closure and 12 and 24-months cosmesis on the Modified Vancouver Scar Scale. Patients were randomized to NexoBrid (n = 75), SOC (n = 75), and GV (n = 25). Complete ER was higher in the NexoBrid versus the GV group (93% vs 4%; P < .001). Surgical excision was lower in the NexoBrid vs the SOC group (4% vs 72%; P < .001). Median time to ER was 1.0 and 3.8 days for the NexoBrid and SOC respectively (P < .001). ER blood loss was lower in the NexoBrid than the SOC group (14 ± 512 mL vs 814 ± 1020 mL, respectively; P < .0001). MVSS scores at 12 and 24 months were noninferior in the NexoBrid versus SOC groups (3.7 ± 2.1 vs 5.0 ± 3.1 for the 12 months and 3.04 ± 2.2 vs 3.30 ± 2.76 for the 24 months). NexoBrid resulted in early complete ER in >90% of burn patients, reduced surgery and blood loss. NexoBrid was safe and well tolerated without deleterious effects on wound closure and scarring.
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Affiliation(s)
- Yaron Shoham
- Department of Plastic Surgery and Burn Unit, Soroka University Medical Center, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheba 8400711, Israel
| | - Lior Rosenberg
- Department of Plastic Surgery and Burn Unit, Soroka University Medical Center, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheba 8400711, Israel
| | - William Hickerson
- Department of Plastic Surgery, College of Medicine, University of Tennessee Health Science Center, Memphis, TN 38163, USA
- Department of Medicine, Firefighters Regional Burn Center, Regional One Health, Memphis, TN 38163, USA
| | - Jeremy Goverman
- Department of Surgery, Sumner Redstone Burn Center, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Narayan Iyer
- Burn and Blast Medical Countermeasures Program, Division of Chemical, Biological, Radiological/Nuclear Countermeasures (CBRN), Biomedical Advanced Research and Development Authority (BARDA), Administration for Preparedness and Response (ASPR) 20201, HHS
| | - Julio Barrera-Oro
- Burn and Blast Medical Countermeasures Program, Division of Chemical, Biological, Radiological/Nuclear Countermeasures (CBRN), Biomedical Advanced Research and Development Authority (BARDA), Administration for Preparedness and Response (ASPR) 20201, HHS
| | - Bretislav Lipovy
- Department of Burns and Plastic Surgery, University Hospital Brno, Faculty of Medicine, Masaryk University, Brno 60300, Czech Republic
| | - Stan Monstrey
- Department of Plastic and Reconstructive Surgery and Burn Center, University Hospital of Ghent, Ghent 9000, Belgium
| | | | - Lucy A Wibbenmeyer
- Department of Surgery, Carver College of Medicine, University of Iowa Health Care, Iowa City, IA 52242, USA
| | - Martin Scharpenberg
- Universität Bremen, Kompetenzzentrum für Klinische Studien Bremen, Bremen 28359, Germany
| | - Adam J Singer
- Department of Emergency Medicine, Renaissance School of Medicine, Stony Brook University, Stony Brook, NY 11794, USA
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11
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Wang J, Duan X, Zhong D, Zhang M, Li J, Hu Z, Han F. Pharmaceutical applications of chitosan in skin regeneration: A review. Int J Biol Macromol 2024; 261:129064. [PMID: 38161006 DOI: 10.1016/j.ijbiomac.2023.129064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Revised: 12/15/2023] [Accepted: 12/25/2023] [Indexed: 01/03/2024]
Abstract
Skin regeneration is the process that restores damaged tissues. When the body experiences trauma or surgical incisions, the skin and tissues on the wound surface become damaged. The body repairs this damage through complex physiological processes to restore the original structural and functional states of the affected tissues. Chitosan, a degradable natural bioactive polysaccharide, has attracted widespread attention partly owing to its excellent biocompatibility and antimicrobial properties; additionally, a modified form of this compound has been shown to promote skin regeneration. This review evaluates the recent research progress in the application of chitosan to promote skin regeneration. First, we discuss the basic principles of the extraction and preparation processes of chitosan from its source. Subsequently, we describe the functional properties of chitosan and the optimization of these properties through modification. We then focus on the existing chitosan-based biomaterials developed for clinical applications and their corresponding effects on skin regeneration, particularly in cases of diabetic and burn wounds. Finally, we explore the challenges and prospects associated with the use of chitosan in skin regeneration. Overall, this review provides a reference for related research and contributes to the further development of chitosan-based products in cutaneous skin regeneration.
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Affiliation(s)
- Jie Wang
- Clinical Medical College, Affiliated Hospital of Jiujiang University, Jiujiang, Jiangxi 332000, China; Jiujiang Clinical Precision Medicine Research Center, Jiujiang 332000, Jiangxi, China
| | - Xunxin Duan
- Clinical Medical College, Affiliated Hospital of Jiujiang University, Jiujiang, Jiangxi 332000, China; Jiujiang Clinical Precision Medicine Research Center, Jiujiang 332000, Jiangxi, China
| | - Donghuo Zhong
- Medical college of Jiujiang University, Jiujiang, Jiangxi 332000, China
| | - Mengqi Zhang
- Clinical Medical College, Affiliated Hospital of Jiujiang University, Jiujiang, Jiangxi 332000, China; Jiujiang Clinical Precision Medicine Research Center, Jiujiang 332000, Jiangxi, China
| | - Jianying Li
- Clinical Medical College, Affiliated Hospital of Jiujiang University, Jiujiang, Jiangxi 332000, China; Jiujiang Clinical Precision Medicine Research Center, Jiujiang 332000, Jiangxi, China
| | - Zhijian Hu
- Clinical Medical College, Affiliated Hospital of Jiujiang University, Jiujiang, Jiangxi 332000, China; Jiujiang Clinical Precision Medicine Research Center, Jiujiang 332000, Jiangxi, China
| | - Feng Han
- Clinical Medical College, Affiliated Hospital of Jiujiang University, Jiujiang, Jiangxi 332000, China; Jiujiang Clinical Precision Medicine Research Center, Jiujiang 332000, Jiangxi, China.
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12
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Dijkstra A, Guven G, van Baar ME, Trommel N, Hofland HWC, Kuijper TM, Ince C, Van der Vlies CH. Laser speckle contrast imaging, an alternative to laser doppler imaging in clinical practice of burn wound care derivation of a color code. Burns 2023; 49:1907-1915. [PMID: 37863755 DOI: 10.1016/j.burns.2023.04.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Revised: 03/22/2023] [Accepted: 04/28/2023] [Indexed: 10/22/2023]
Abstract
OBJECTIVE To develop a color code and to investigate the validity of Laser Speckle Contrast Imaging (LSCI) for measuring burn wound healing potential (HP) in burn patients as compared to the reference standard Laser Doppler Imaging (LDI). METHOD A prospective, observational, cohort study was conducted in adult patients with acute burn wounds. The relationship between mean flux measured with LDI and mean perfusion units (PU) measured with LSCI was expressed in a regression formula. Measurements were performed between 2 and 5 days after the burn wound. The creation of a LSCI color code was done by mapping the clinically validated color code of the LDI to the corresponding values on the LSCI scale. To assess validity of the LSCI, the ability of the LSCI to discriminate between HP < 14 and ≥ 14 days and HP < 21 and original ≥ 21 days according to the LDI reference standard was evaluated, with calculation of receiver operating characteristics (ROC) curves. RESULTS A total of 50 patients were included with a median age of 40 years and total body surface area burned of 6%. LSCI values of 143 PU and 113 PU were derived as the cut-off values for the need of conservative treatment (HP < 14 and ≥ 14 days) resp. surgical closure (HP < 21 and ≥ 21 days). These LSCI cut off values showed a good discrimination between HP 14 days versus ≥ 14 days (Area Under Curve (AUC)= 0.89; sensitivity 85% and specificity = 82%) and a good discrimination between HP 21 days versus ≥ 21 days (AUC of 0.89, sensitivity 81% and specificity 88%). CONCLUSION This is the first study in which a color code for the LSCI in adult clinical burn patients has been developed. Our study reconfirms the good performance of the LSCI for prediction of burn wound healing potential. This provides additional evidence for the potential value of the LSCI in specialized burn care.
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Affiliation(s)
- Annemieke Dijkstra
- van Weel Bethesda Hospital, Department of Intensive Care, Dirksland, the Netherlands.
| | - Goksel Guven
- Hacettepe University Faculty of Medicine, Department of Intensive Care, Ankara, Turkey
| | | | - Nicole Trommel
- Maasstad Hospital, Burn Centre, Rotterdam, the Netherlands
| | | | - T Martijn Kuijper
- Maasstad Hospital, Department of Rheumatology, Rotterdam, the Netherlands
| | - Can Ince
- Erasmus Medical Center, Department of Translational Intensive Care, Rotterdam, the Netherlands
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13
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Guo X, Yi W, Dong L, Kong L, Liu M, Zhao Y, Hui M, Chu X. Multi-Class Wound Classification via High and Low-Frequency Guidance Network. Bioengineering (Basel) 2023; 10:1385. [PMID: 38135976 PMCID: PMC10740846 DOI: 10.3390/bioengineering10121385] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 11/24/2023] [Accepted: 11/28/2023] [Indexed: 12/24/2023] Open
Abstract
Wound image classification is a crucial preprocessing step to many intelligent medical systems, e.g., online diagnosis and smart medical. Recently, Convolutional Neural Network (CNN) has been widely applied to the classification of wound images and obtained promising performance to some extent. Unfortunately, it is still challenging to classify multiple wound types due to the complexity and variety of wound images. Existing CNNs usually extract high- and low-frequency features at the same convolutional layer, which inevitably causes information loss and further affects the accuracy of classification. To this end, we propose a novel High and Low-frequency Guidance Network (HLG-Net) for multi-class wound classification. To be specific, HLG-Net contains two branches: High-Frequency Network (HF-Net) and Low-Frequency Network (LF-Net). We employ pre-trained models ResNet and Res2Net as the feature backbone of the HF-Net, which makes the network capture the high-frequency details and texture information of wound images. To extract much low-frequency information, we utilize a Multi-Stream Dilation Convolution Residual Block (MSDCRB) as the backbone of the LF-Net. Moreover, a fusion module is proposed to fully explore informative features at the end of these two separate feature extraction branches, and obtain the final classification result. Extensive experiments demonstrate that HLG-Net can achieve maximum accuracy of 98.00%, 92.11%, and 82.61% in two-class, three-class, and four-class wound image classifications, respectively, which outperforms the previous state-of-the-art methods.
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Affiliation(s)
- Xiuwen Guo
- School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, China; (X.G.); (W.Y.); (L.K.); (M.L.); (Y.Z.); (M.H.); (X.C.)
- Beijing Key Laboratory for Precision Optoelectronic Measurement Instrument and Technology, Beijing 100081, China
| | - Weichao Yi
- School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, China; (X.G.); (W.Y.); (L.K.); (M.L.); (Y.Z.); (M.H.); (X.C.)
- Beijing Key Laboratory for Precision Optoelectronic Measurement Instrument and Technology, Beijing 100081, China
| | - Liquan Dong
- School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, China; (X.G.); (W.Y.); (L.K.); (M.L.); (Y.Z.); (M.H.); (X.C.)
- Beijing Key Laboratory for Precision Optoelectronic Measurement Instrument and Technology, Beijing 100081, China
- Yangtze Delta Region Academy of Beijing Institute of Technology, Jiaxing 314019, China
| | - Lingqin Kong
- School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, China; (X.G.); (W.Y.); (L.K.); (M.L.); (Y.Z.); (M.H.); (X.C.)
- Beijing Key Laboratory for Precision Optoelectronic Measurement Instrument and Technology, Beijing 100081, China
- Yangtze Delta Region Academy of Beijing Institute of Technology, Jiaxing 314019, China
| | - Ming Liu
- School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, China; (X.G.); (W.Y.); (L.K.); (M.L.); (Y.Z.); (M.H.); (X.C.)
- Beijing Key Laboratory for Precision Optoelectronic Measurement Instrument and Technology, Beijing 100081, China
- Yangtze Delta Region Academy of Beijing Institute of Technology, Jiaxing 314019, China
| | - Yuejin Zhao
- School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, China; (X.G.); (W.Y.); (L.K.); (M.L.); (Y.Z.); (M.H.); (X.C.)
- Beijing Key Laboratory for Precision Optoelectronic Measurement Instrument and Technology, Beijing 100081, China
- Yangtze Delta Region Academy of Beijing Institute of Technology, Jiaxing 314019, China
| | - Mei Hui
- School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, China; (X.G.); (W.Y.); (L.K.); (M.L.); (Y.Z.); (M.H.); (X.C.)
- Beijing Key Laboratory for Precision Optoelectronic Measurement Instrument and Technology, Beijing 100081, China
| | - Xuhong Chu
- School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, China; (X.G.); (W.Y.); (L.K.); (M.L.); (Y.Z.); (M.H.); (X.C.)
- Beijing Key Laboratory for Precision Optoelectronic Measurement Instrument and Technology, Beijing 100081, China
- Yangtze Delta Region Academy of Beijing Institute of Technology, Jiaxing 314019, China
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14
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Owoso T, Kankam HKN, Abdulsalam A, Lewis D. The Use of Laser Doppler Imaging in Nitric Acid Burns: A Case Report and Literature Review. J Burn Care Res 2023; 44:1440-1444. [PMID: 36987869 PMCID: PMC10628518 DOI: 10.1093/jbcr/irad044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2023] [Indexed: 03/30/2023]
Abstract
Laser Doppler imaging (LDI) technology has been validated to assess thermal burn depth by predicting wound healing potential. However, there is no clear evidence for its use in chemical burns. We present a case of an 8% total burn surface area (TBSA) nitric acid burn following an industrial accident, in an otherwise healthy 36-year-old man. LDI assessment was suggestive of poor healing potential of >21 days, warranting surgical management. However, conservative management was opted for based on clinical assessment as the wound eschar appeared thin and more consistent with epithelial staining. Patient follow-up confirmed a total burn healing time of two months, suggesting that the LDI assessment was accurate. A comprehensive literature review was performed using the MEDLINE (PubMed) database to identify animal or clinical studies evaluating the efficacy of LDI in chemical burns. A qualitative synthesis of our findings is presented. We identified two experimental studies in porcine models with sulfur mustard burns, each confirming the accuracy of LDI assessment when compared to the histopathology findings. Limited experimental animal studies on the use of LDI suggest similar validity in chemical burns, and this correlates with the clinical outcome in this case. However, this alone is insufficient to prove its validity and define its role in the assessment of chemical burns. Clinical trials are required to further assess and define the parameters of LDI use and efficacy in this context.
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Affiliation(s)
- Toluwaniyin Owoso
- Department of Burns and Plastic Surgery, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Hadyn K N Kankam
- Department of Burns and Plastic Surgery, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
- Institute of Inflammation and Ageing, University of Birmingham, Birmingham, UK
| | - Abdulrazak Abdulsalam
- Department of Burns and Plastic Surgery, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Darren Lewis
- Department of Burns and Plastic Surgery, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
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15
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Rozo A, Miskovic V, Rose T, Keersebilck E, Iorio C, Varon C. A Deep Learning Image-to-Image Translation Approach for a More Accessible Estimator of the Healing Time of Burns. IEEE Trans Biomed Eng 2023; 70:2886-2894. [PMID: 37067977 DOI: 10.1109/tbme.2023.3267600] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/18/2023]
Abstract
OBJECTIVE An accurate and timely diagnosis of burn severity is critical to ensure a positive outcome. Laser Doppler imaging (LDI) has become a very useful tool for this task. It measures the perfusion of the burn and estimates its potential healing time. LDIs generate a 6-color palette image, with each color representing a healing time. This technique has very high costs associated. In resource-limited areas, such as low- and middle-income countries or remote locations like space, where access to specialized burn care is inadequate, more affordable and portable tools are required. This study proposes a novel image-to-image translation approach to estimate burn healing times, using a digital image to approximate the LDI. METHODS This approach consists of a U-net architecture with a VGG-based encoder and applies the concept of ordinal classification. Paired digital and LDI images of burns were collected. The performance was evaluated with 10-fold cross-validation, mean absolute error (MAE), and color distribution differences between the ground truth and the estimated LDI. RESULTS Results showed a satisfactory performance in terms of low MAE ( 0.2370 ±0.0086). However, the unbalanced distribution of colors in the data affects this performance. SIGNIFICANCE This novel and unique approach serves as a basis for developing more accessible support tools in the burn care environment in resource-limited areas.
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Zhu G, Gao B, Fan J, Chen J, Su S, Yang X, Li B, Fang C. ICG-mediated fluorescence-assisted debridement to promote wound healing. PLoS One 2023; 18:e0291508. [PMID: 37733658 PMCID: PMC10513195 DOI: 10.1371/journal.pone.0291508] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Accepted: 08/30/2023] [Indexed: 09/23/2023] Open
Abstract
The purpose of this study was to examine the efficacy of ICG-mediated fluorescence molecular imaging (FMI) in debridement of necrotic tissue. 96 wound-infected rats were randomly divided into control group, ICG group, excitation light (EL)group and FMI group for debridement of necrotic tissue (n = 24). (I) Control group: only debridement; (II) ICG group: ICG injection before debridement; (III) EL group: Debridement under EL; (IV) FMI group: Debridement guided by ICG-mediated FMI. On the 3rd, 6th, and 9th days, the wound tissues of the rats in each group were collected for histological examination, and the levels of serum interleukin-4 (IL-4) and interferon-γ (INF-γ) were analyzed. The wound healing rate, wound score and body weight of the rats in each group were followed up until the wound healed. The results showed that the infected wounds of the rats in the FMI group had significant fluorescence development. The level of serum IL-4 in the FMI group was higher than that in the other three groups on the 6th day (p<0.01), while the level of INF-γ was lower than that in the other three groups on the 6th and 9th day (p<0.05). The results of dynamic wound tissue H&E staining indicated that the wound healing in the FMI group was better than the other three groups. The in vivo follow-up results showed that the wound healing rate and wound score of the FMI group were better than the other three groups, and the growth of rats had no difference with the other groups. ICG-mediated FMI can achieve accurate imaging of necrotic tissue for debridement, and so can accelerate wound healing, which has good clinical application prospects.
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Affiliation(s)
- Gang Zhu
- Department of General Surgery (Hepatobiliary Surgery), The Affiliated Hospital of Southwest Medical University, Luzhou, China
- Nuclear Medicine and Molecular Imaging Key Laboratory of Sichuan Province, Luzhou, China
- Department of Hepatobiliary Pancreatic and Splenic Surgery, Luzhou People’s Hospital, Luzhou, China
| | - Benjian Gao
- Department of General Surgery (Hepatobiliary Surgery), The Affiliated Hospital of Southwest Medical University, Luzhou, China
- Nuclear Medicine and Molecular Imaging Key Laboratory of Sichuan Province, Luzhou, China
- Academician (Expert) Workstation of Sichuan Province, Luzhou, China
| | - Jun Fan
- Department of General Surgery (Hepatobiliary Surgery), The Affiliated Hospital of Southwest Medical University, Luzhou, China
- Nuclear Medicine and Molecular Imaging Key Laboratory of Sichuan Province, Luzhou, China
- Academician (Expert) Workstation of Sichuan Province, Luzhou, China
| | - Jianfei Chen
- Department of General Surgery (Hepatobiliary Surgery), The Affiliated Hospital of Southwest Medical University, Luzhou, China
- Nuclear Medicine and Molecular Imaging Key Laboratory of Sichuan Province, Luzhou, China
- Academician (Expert) Workstation of Sichuan Province, Luzhou, China
| | - Song Su
- Department of General Surgery (Hepatobiliary Surgery), The Affiliated Hospital of Southwest Medical University, Luzhou, China
- Nuclear Medicine and Molecular Imaging Key Laboratory of Sichuan Province, Luzhou, China
- Academician (Expert) Workstation of Sichuan Province, Luzhou, China
| | - Xiaoli Yang
- Department of General Surgery (Hepatobiliary Surgery), The Affiliated Hospital of Southwest Medical University, Luzhou, China
- Nuclear Medicine and Molecular Imaging Key Laboratory of Sichuan Province, Luzhou, China
- Academician (Expert) Workstation of Sichuan Province, Luzhou, China
| | - Bo Li
- Department of General Surgery (Hepatobiliary Surgery), The Affiliated Hospital of Southwest Medical University, Luzhou, China
- Nuclear Medicine and Molecular Imaging Key Laboratory of Sichuan Province, Luzhou, China
- Academician (Expert) Workstation of Sichuan Province, Luzhou, China
| | - Cheng Fang
- Department of General Surgery (Hepatobiliary Surgery), The Affiliated Hospital of Southwest Medical University, Luzhou, China
- Nuclear Medicine and Molecular Imaging Key Laboratory of Sichuan Province, Luzhou, China
- Academician (Expert) Workstation of Sichuan Province, Luzhou, China
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Shah NR, Palackic A, Brondeel KC, Walters ET, Wolf SE. The Burn Wound. Surg Clin North Am 2023; 103:453-462. [PMID: 37149381 DOI: 10.1016/j.suc.2023.01.007] [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: 05/08/2023]
Abstract
Skin serves as a protective barrier against infection, prevents excessive fluid and electrolyte losses, performs crucial thermoregulation, and provides tactile feedback of surroundings. The skin also plays an essential role in human perception of body image, personal appearance, and self-confidence. With these many diverse functions, understanding normal anatomic composition of skin is pivotal to evaluating the extent of its disruption from burn injury. This article discusses the pathophysiology, initial evaluation, subsequent progression, and healing of burn wounds. By delineating the various microcellular and macrocellular alterations of burn injury, this review also augments providers' capacity to deliver patient-centered, evidence-based burn care.
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Affiliation(s)
- Nikhil R Shah
- Department of Surgery, University of Texas Medical Branch, 301 University Boulevard, Galveston, TX 77555, USA
| | - Alen Palackic
- Department of Surgery, University of Texas Medical Branch, 301 University Boulevard, Galveston, TX 77555, USA
| | - Kimberley C Brondeel
- John Sealy School of Medicine, University of Texas Medical Branch, 301 University Boulevard, Galveston, TX 77555, USA
| | - Elliot T Walters
- Department of Surgery, University of Texas Medical Branch, 301 University Boulevard, Galveston, TX 77555, USA
| | - Steven E Wolf
- Department of Surgery, University of Texas Medical Branch, 301 University Boulevard, Galveston, TX 77555, USA.
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Brekke RL, Almeland SK, Hufthammer KO, Hansson E. Agreement of clinical assessment of burn size and burn depth between referring hospitals and burn centres: A systematic review. Burns 2023; 49:493-515. [PMID: 35843804 DOI: 10.1016/j.burns.2022.05.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Revised: 04/14/2022] [Accepted: 05/09/2022] [Indexed: 11/02/2022]
Abstract
BACKGROUND The quality of burn care is highly dependent on the initial assessment and care. The aim of this systematic review was to investigate the agreement of clinical assessment of burn depth and %TBSA between the referring units and the receiving burn centres. METHODS Included articles had to meet criteria defined in a PICO (patients, interventions, comparisons, outcomes). Relevant databases were searched using a predetermined search string (November 6th 2021). Data were extracted in a standardised fashion. The Grading of Recommendations Assessment, Development and Evaluation (GRADE) approach for test accuracy was used to assess the certainty of evidence. The QUADAS-2 tool was used to assess the risk of bias of individual studies as 'high', 'low' or 'unclear'. RESULTS A total of 412 abstracts were retrieved and of these 28 studies with a total of 6461 patients were included, all reporting %TBSA and one burn depth. All studies were cross-sectional and most of them comprising retrospectively enrolled consecutive cohort. All studies showed a low agreement between %TBSA calculations made at referring units and at burn centres. Most studies directly comparing estimations of %TBSA at referring institutions and burn centers showed a proportion of overestimations of 50% or higher. The study of burn depth showed that 55% were equal to the estimates from the burn centre. Most studies had severe study limitations and the risk of imprecision was high. The overall certainty of evidence for accuracy of clinical estimations in referring centres is low (GRADE ⊕⊕ОО) for %TBSA and very low (GRADE ⊕ООО) for burn depth and resuscitation. CONCLUSION Overestimation of %TBSA at referring hospitals occurs very frequently. The overall certainty of evidence for accuracy of clinical estimations in referring centres is low for burn size and very low for burn depth. The findings suggest that the burn community has a significant challenge in educating and communicating better with our colleagues at referring institutions and that high-quality studies are needed.
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Affiliation(s)
- Ragnvald Ljones Brekke
- Department of Plastic, Hand and Reconstructive Surgery, Norwegian National Burn Center, Haukeland University Hospital, Haukelandsveien 22, NO-5021 Bergen, Norway; Department of Clinical Medicine, University of Bergen, Jonas Lies vei 87, NO-5021 Bergen, Norway.
| | - Stian Kreken Almeland
- Department of Plastic, Hand and Reconstructive Surgery, Norwegian National Burn Center, Haukeland University Hospital, Haukelandsveien 22, NO-5021 Bergen, Norway; Department of Clinical Medicine, University of Bergen, Jonas Lies vei 87, NO-5021 Bergen, Norway
| | - Karl Ove Hufthammer
- Centre for Clinical Research, Haukeland University Hospital, PO Box 1400, NO-5021 Bergen, Norway
| | - Emma Hansson
- Department of Plastic Surgery, Institute of Clinical Sciences, The Sahlgrenska Academy, University of Gothenburg, Gröna Stråket 8, SE-413 45 Gothenburg, Sweden; Department of Plastic Surgery, Sahlgrenska University Hospital, Gröna Stråket 8, SE-413 45 Gothenburg, Sweden
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19
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Milaire A, Grosset A, Ngo B, Duhoux A, Brachet M, Duhamel P, Bey E, Baus A. Modified Colson flap with subcutaneous liposuction for one-stage donor site removal: A case series. ANN CHIR PLAST ESTH 2023:S0294-1260(23)00015-8. [PMID: 37045656 DOI: 10.1016/j.anplas.2023.03.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2023] [Revised: 03/09/2023] [Accepted: 03/12/2023] [Indexed: 04/14/2023]
Abstract
OBJECTIVES The aim of this study was to evaluate the functional and cosmetic results of an innovative procedure for modified Colson flap-graft consisting of immediate defatting of the flap by a liposuction cannula. METHODS A cross-sectional study was performed among patients with deep hand burns requiring a modified Colson flap between 2018 and 2021. Outcomes included functional and cosmetic assessment of the hand through a quality-of-life questionnaire, a sensitivity scale and a scar assessment scale. RESULTS During this period, 7 patients were operated on using our technique. One patient was lost to follow-up; 7 patients with a median age of 44 years were included, with a total of 10 burned hands. The burns were thermal in 5 out of 7 cases and the coverage concerned the whole hand in 50% of the cases. The flaps all received cannula defatting. The median time to flap weaning was 23 days (20 to 30 days). The median follow-up was 16 months. One case required remote flap weaning. The median POSAS (Patient and Observer Scar Assessment Scale) per patient was 4 and 2 per observer. The median BMRCSS (British Medical Research Council Sensory Scale) was 122. One case had recovered S2 sensitivity, the other cases had S3 or S4 sensitivity. CONCLUSION Immediate defatting is one of the factors in tegumental quality allowing rapid functional recovery of the hand. The cannula defatting technique does not appear to require additional defatting time. The use of the liposuction cannula allows a one-step, homogeneous, and easier defatting, with a lower risk of devascularization.
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Affiliation(s)
- Alexia Milaire
- Department of Orthopedic, Trauma and Reconstructive Surgery, Percy Military teaching hospital, 101, avenue Henri-Barbusse, 92140 Clamart, France
| | - Antoine Grosset
- Department of Orthopedic, Trauma and Reconstructive Surgery, Percy Military teaching hospital, 101, avenue Henri-Barbusse, 92140 Clamart, France
| | - Benjamin Ngo
- Department of Plastic, Reconstructive and Aesthetic Surgery, PERCY Military Teaching Hospital, 101, avenue Henri-Barbusse, 92140 Clamart, France
| | - Alexandre Duhoux
- Department of Plastic, Reconstructive and Aesthetic Surgery, PERCY Military Teaching Hospital, 101, avenue Henri-Barbusse, 92140 Clamart, France
| | - Michel Brachet
- Department of Plastic, Reconstructive and Aesthetic Surgery, PERCY Military Teaching Hospital, 101, avenue Henri-Barbusse, 92140 Clamart, France
| | - Patrick Duhamel
- Department of Plastic, Reconstructive and Aesthetic Surgery, PERCY Military Teaching Hospital, 101, avenue Henri-Barbusse, 92140 Clamart, France; Department of Surgery, French Military Health Service Academy, Val-de-Grâce School, Paris, France
| | - Eric Bey
- Department of Plastic, Reconstructive and Aesthetic Surgery, PERCY Military Teaching Hospital, 101, avenue Henri-Barbusse, 92140 Clamart, France; Department of Surgery, French Military Health Service Academy, Val-de-Grâce School, Paris, France
| | - Arnaud Baus
- Department of Plastic, Reconstructive and Aesthetic Surgery, Sainte-Anne Military Teaching Hospital, 2, boulevard Sainte-Anne, 83000 Toulon, France.
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20
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Mohamad SA, Badwi AM, Elrehany M, Ali S, Helmy AM. Cholecalciferol-load films for the treatment of nasal burns caused by cauterization of the hypertrophied inferior turbinate: formulation, in vivo study, and clinical assessment. Drug Deliv Transl Res 2023; 13:1102-1115. [PMID: 36509965 DOI: 10.1007/s13346-022-01275-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/29/2022] [Indexed: 12/15/2022]
Abstract
Nasal turbinate hypertrophy is among the most common nasal obstruction disorders, affecting the patient's quality of life significantly. Endoscopic submucosal diathermy is a prevalent cauterization procedure for treating turbinate hypertrophy. Regrettably, the nasal burn associated with diathermy typically heals slowly causing facial pain and nasal bleeding and possibly resulting in synechiae formation. In the current study, we have developed, for the first time, a polymeric film loaded with cholecalciferol for local treatment of nasal burns. The casting method was used to prepare films of different compositions of polymers such as chitosan, polyvinyl alcohol (PVA), Carbopol 971p (CP971p), and hydroxypropyl methylcellulose (HPMC) as well as a plasticizer. Several characterizations were performed for the cholecalciferol-loaded films (e.g. weight, thickness, content uniformity, surface pH, folding endurance, disintegration time, and in vitro release) to select the optimal formulation. The optimal formulation (F4) displayed compatibility between the used polymers and the drug. In vivo animal study was carried out to assess the healing efficacy of the formulated cholecalciferol-loaded film. The rabbits treated with the cholecalciferol-loaded film demonstrated significantly higher mRNA expression of the growth factor TGF-β and significantly lower mRNA expression of the proinflammatory cytokine TNF-α and IL-1β compared to the plain film treated group and the untreated control group. A randomized, single-blinded, parallel, controlled clinical trial was conducted on 20 patients scheduled to undergo endoscopic submucous diathermy. The results of the clinical study demonstrated significant reductions in facial pain and nasal bleeding scores for the nostrils treated with cholecalciferol-loaded films in comparison to the nostrils treated with plain films. Furthermore, the endoscopic examination showed good healing for 95% of the cholecalciferol-loaded film-treated nostrils. In conclusion, the optimized film can be considered an opportune approach for enhancing the healing rate of nasal burns and thus reducing the downsides of the diathermy procedure.
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Affiliation(s)
- Soad A Mohamad
- Department of Pharmaceutics and Clinical Pharmacy, Faculty of Pharmacy, Deraya University, Minya, Egypt
| | - Ahmed M Badwi
- Department of Otorhinolaryngology, Faculty of Medicine, Minya University, Minya, Egypt
| | - Mahmoud Elrehany
- Department of Biochemistry, Faculty of Pharmacy, Deraya University, Minya, Egypt
| | - Sherif Ali
- Department of Biochemistry, Faculty of Pharmacy, New Valley University, New Valley, Egypt
| | - Abdelrahman M Helmy
- Department of Pharmaceutics and Pharmaceutical Technology, Faculty of Pharmacy, Deraya University, Minya, Egypt.
- Pharmaceutical Engineering and 3D Printing (PharmE3D) Lab, Division of Molecular Pharmaceutics and Drug Delivery, College of Pharmacy, The University of Texas at Austin, Austin, TX, 78712, USA.
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21
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Li Z, Huang J, Tong X, Zhang C, Lu J, Zhang W, Song A, Ji S. GL-FusionNet: Fusing global and local features to classify deep and superficial partial thickness burn. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2023; 20:10153-10173. [PMID: 37322927 DOI: 10.3934/mbe.2023445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
Burns constitute one of the most common injuries in the world, and they can be very painful for the patient. Especially in the judgment of superficial partial thickness burns and deep partial thickness burns, many inexperienced clinicians are easily confused. Therefore, in order to make burn depth classification automated as well as accurate, we have introduced the deep learning method. This methodology uses a U-Net to segment burn wounds. On this basis, a new thickness burn classification model that fuses global and local features (GL-FusionNet) is proposed. For the thickness burn classification model, we use a ResNet50 to extract local features, use a ResNet101 to extract global features, and finally implement the add method to perform feature fusion and obtain the deep partial or superficial partial thickness burn classification results. Burns images are collected clinically, and they are segmented and labeled by professional physicians. Among the segmentation methods, the U-Net used achieved a Dice score of 85.352 and IoU score of 83.916, which are the best results among all of the comparative experiments. In the classification model, different existing classification networks are mainly used, as well as a fusion strategy and feature extraction method that are adjusted to conduct experiments; the proposed fusion network model also achieved the best results. Our method yielded the following: accuracy of 93.523, recall of 93.67, precision of 93.51, and F1-score of 93.513. In addition, the proposed method can quickly complete the auxiliary diagnosis of the wound in the clinic, which can greatly improve the efficiency of the initial diagnosis of burns and the nursing care of clinical medical staff.
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Affiliation(s)
- Zhiwei Li
- School of Computer Engineering and Science, Shanghai University, Shanghai 200444, China
| | - Jie Huang
- Department of Burn Surgery, the First Affiliated Hospital of Naval Medical University, Shanghai 200444, China
| | - Xirui Tong
- Department of Burn Surgery, the First Affiliated Hospital of Naval Medical University, Shanghai 200444, China
| | - Chenbei Zhang
- School of Computer Engineering and Science, Shanghai University, Shanghai 200444, China
| | - Jianyu Lu
- Department of Burn Surgery, the First Affiliated Hospital of Naval Medical University, Shanghai 200444, China
| | - Wei Zhang
- Department of Burn Surgery, the First Affiliated Hospital of Naval Medical University, Shanghai 200444, China
| | - Anping Song
- School of Computer Engineering and Science, Shanghai University, Shanghai 200444, China
| | - Shizhao Ji
- Department of Burn Surgery, the First Affiliated Hospital of Naval Medical University, Shanghai 200444, China
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22
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Żwierełło W, Piorun K, Skórka-Majewicz M, Maruszewska A, Antoniewski J, Gutowska I. Burns: Classification, Pathophysiology, and Treatment: A Review. Int J Mol Sci 2023; 24:ijms24043749. [PMID: 36835171 PMCID: PMC9959609 DOI: 10.3390/ijms24043749] [Citation(s) in RCA: 30] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 02/05/2023] [Accepted: 02/09/2023] [Indexed: 02/16/2023] Open
Abstract
Burns and their treatment are a significant medical problem. The loss of the physical barrier function of the skin opens the door to microbial invasion and can lead to infection. The repair process of the damage caused by the burn is impaired due to the enhanced loss of fluids and minerals through the burn wound, the onset of hypermetabolism with the concomitant disruption of nutrient supply, and derangements in the endocrine system. In addition, the initiated inflammatory and free radical processes drive the progression of oxidative stress, the inhibition of which largely depends on an adequate supply of antioxidants and minerals. Clinical experience and research provide more and more data to make the treatment of patients with thermal injury increasingly effective. The publication discusses disorders occurring in patients after thermal injury and the methods used at various stages of treatment.
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Affiliation(s)
- Wojciech Żwierełło
- Department of Medical Chemistry, Pomeranian Medical University, 70-204 Szczecin, Poland
| | - Krzysztof Piorun
- West Pomeranian Center for Treating Severe Burns and Plastic Surgery, 72-300 Gryfice, Poland
| | - Marta Skórka-Majewicz
- Department of Medical Chemistry, Pomeranian Medical University, 70-204 Szczecin, Poland
| | - Agnieszka Maruszewska
- Department of Physiology and Biochemistry, Institute of Biology, University of Szczecin, 71-412 Szczecin, Poland
| | - Jacek Antoniewski
- Department of Medical Chemistry, Pomeranian Medical University, 70-204 Szczecin, Poland
| | - Izabela Gutowska
- Department of Medical Chemistry, Pomeranian Medical University, 70-204 Szczecin, Poland
- Correspondence:
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23
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Khani ME, Harris ZB, Osman OB, Singer AJ, Hassan Arbab M. Triage of in vivo burn injuries and prediction of wound healing outcome using neural networks and modeling of the terahertz permittivity based on the double Debye dielectric parameters. BIOMEDICAL OPTICS EXPRESS 2023; 14:918-931. [PMID: 36874480 PMCID: PMC9979665 DOI: 10.1364/boe.479567] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Revised: 12/19/2022] [Accepted: 12/20/2022] [Indexed: 06/18/2023]
Abstract
The initial assessment of the depth of a burn injury during triage forms the basis for determination of the course of the clinical treatment plan. However, severe skin burns are highly dynamic and hard to predict. This results in a low accuracy rate of about 60 - 75% in the diagnosis of partial-thickness burns in the acute post-burn period. Terahertz time-domain spectroscopy (THz-TDS) has demonstrated a significant potential for non-invasive and timely estimation of the burn severity. Here, we describe a methodology for the measurement and numerical modeling of the dielectric permittivity of the in vivo porcine skin burns. We use the double Debye dielectric relaxation theory to model the permittivity of the burned tissue. We further investigate the origins of dielectric contrast between the burns of various severity, as determined histologically based on the percentage of the burned dermis, using the empirical Debye parameters. We demonstrate that the five parameters of the double Debye model can form an artificial neural network classification algorithm capable of automatic diagnosis of the severity of the burn injuries, and predicting its ultimate wound healing outcome by forecasting its re-epithelialization status in 28 days. Our results demonstrate that the Debye dielectric parameters provide a physics-based approach for the extraction of the biomedical diagnostic markers from the broadband THz pulses. This method can significantly boost dimensionality reduction of THz training data in artificial intelligence models and streamline machine learning algorithms.
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Affiliation(s)
- Mahmoud E. Khani
- Department of Biomedical Engineering, Stony Brook University, Stony Brook, NY 11794, USA
| | - Zachery B. Harris
- Department of Biomedical Engineering, Stony Brook University, Stony Brook, NY 11794, USA
| | - Omar B. Osman
- Department of Biomedical Engineering, Stony Brook University, Stony Brook, NY 11794, USA
| | - Adam J. Singer
- Department of Emergency Medicine, Stony Brook University, Stony Brook, NY 11794, USA
| | - M. Hassan Arbab
- Department of Biomedical Engineering, Stony Brook University, Stony Brook, NY 11794, USA
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24
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Jiang S, Qian S, Zhou L, Meng J, Jiang R, Wang C, Fang X, Yang C, Ding Z, Zhuo S, Liu Z. Mapping the 3D remodeling of the extracellular matrix in human hypertrophic scar by multi-parametric multiphoton imaging using endogenous contrast. Heliyon 2023; 9:e13653. [PMID: 36873151 PMCID: PMC9975259 DOI: 10.1016/j.heliyon.2023.e13653] [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] [Received: 10/01/2022] [Revised: 02/06/2023] [Accepted: 02/07/2023] [Indexed: 02/15/2023] Open
Abstract
The hypertrophic scar is an aberrant form of wound healing process, whose clinical efficacy is limited by a lack of understanding of its pathophysiology. Remodeling of collagen and elastin fibers in the extracellular matrix (ECM) is closely associated with scar progression. Herein, we perform label-free multiphoton microscopy (MPM) of both fiber components from human skin specimens and propose a multi-fiber metrics (MFM) analysis model for mapping the structural remodeling of the ECM in hypertrophic scars in a highly-sensitive, three-dimensional (3D) manner. We find that both fiber components become wavier and more disorganized in scar tissues, while content accumulation is observed from elastin fibers only. The 3D MFM analysis can effectively distinguish normal and scar tissues with better than 95% in accuracy and 0.999 in the area under the curve value of the receiver operating characteristic curve. Further, unique organizational features with orderly alignment of both fibers are observed in scar-normal adjacent regions, and an optimized combination of features from 3D MFM analysis enables successful identification of all the boundaries. This imaging and analysis system uncovers the 3D architecture of the ECM in hypertrophic scars and exhibits great translational potential for evaluating scars in vivo and identifying individualized treatment targets.
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Affiliation(s)
- Shenyi Jiang
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, International Research Center for Advanced Photonics, Zhejiang University, Hangzhou, Zhejiang, 310027, China
| | - Shuhao Qian
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, International Research Center for Advanced Photonics, Zhejiang University, Hangzhou, Zhejiang, 310027, China
| | - Lingxi Zhou
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, International Research Center for Advanced Photonics, Zhejiang University, Hangzhou, Zhejiang, 310027, China
| | - Jia Meng
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, International Research Center for Advanced Photonics, Zhejiang University, Hangzhou, Zhejiang, 310027, China
| | - Rushan Jiang
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, International Research Center for Advanced Photonics, Zhejiang University, Hangzhou, Zhejiang, 310027, China
| | - Chuncheng Wang
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, International Research Center for Advanced Photonics, Zhejiang University, Hangzhou, Zhejiang, 310027, China
| | - Xinguo Fang
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, International Research Center for Advanced Photonics, Zhejiang University, Hangzhou, Zhejiang, 310027, China
| | - Chen Yang
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, International Research Center for Advanced Photonics, Zhejiang University, Hangzhou, Zhejiang, 310027, China
| | - Zhihua Ding
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, International Research Center for Advanced Photonics, Zhejiang University, Hangzhou, Zhejiang, 310027, China
| | - Shuangmu Zhuo
- School of Science, Jimei University, Xiamen, Fujian, 361021, China
| | - Zhiyi Liu
- State Key Laboratory of Modern Optical Instrumentation, College of Optical Science and Engineering, International Research Center for Advanced Photonics, Zhejiang University, Hangzhou, Zhejiang, 310027, China.,Jiaxing Key Laboratory of Photonic Sensing & Intelligent Imaging, Jiaxing, 314000, China.,Intelligent Optics & Photonics Research Center, Jiaxing Research Institute, Zhejiang University, Jiaxing, 314000, China
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25
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Nischwitz SP, Fink J, Schellnegger M, Luze H, Bubalo V, Tetyczka C, Roblegg E, Holecek C, Zacharias M, Kamolz LP, Kotzbeck P. The Role of Local Inflammation and Hypoxia in the Formation of Hypertrophic Scars-A New Model in the Duroc Pig. Int J Mol Sci 2022; 24:ijms24010316. [PMID: 36613761 PMCID: PMC9820621 DOI: 10.3390/ijms24010316] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2022] [Revised: 12/20/2022] [Accepted: 12/22/2022] [Indexed: 12/28/2022] Open
Abstract
Hypertrophic scars continue to be a major burden, especially after burns. Persistent inflammation during wound healing appears to be the precipitating aspect in pathologic scarring. The lack of a standardized model hinders research from fully elucidating pathophysiology and therapy, as most therapeutic approaches have sparse evidence. The goal of this project was to investigate the mechanisms of scar formation after prolonged wound inflammation and to introduce a method for generating standardized hypertrophic scars by inducing prolonged inflammation. Four wound types were created in Duroc pigs: full-thickness wounds, burn wounds, and both of them with induced hyperinflammation by resiquimod. Clinical assessment (Vancouver Scar Scale), tissue oxygenation by hyperspectral imaging, histologic assessment, and gene expression analysis were performed at various time points during the following five months. Native burn wounds as well as resiquimod-induced full-thickness and burn wounds resulted in more hypertrophic scars than full-thickness wounds. The scar scale showed significantly higher scores in burn- and resiquimod-induced wounds compared with full-thickness wounds as of day 77. These three wound types also showed relative hypoxia compared with uninduced full-thickness wounds in hyperspectral imaging and increased expression of HIF1a levels. The highest number of inflammatory cells was detected in resiquimod-induced full-thickness wounds with histologic features of hypertrophic scars in burn and resiquimod-induced wounds. Gene expression analysis revealed increased inflammation with only moderately altered fibrosis markers. We successfully created hypertrophic scars in the Duroc pig by using different wound etiologies. Inflammation caused by burns or resiquimod induction led to scars similar to human hypertrophic scars. This model may allow for the further investigation of the exact mechanisms of pathological scars, the role of hypoxia and inflammation, and the testing of therapeutic approaches.
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Affiliation(s)
- Sebastian P. Nischwitz
- Division of Plastic, Aesthetic and Reconstructive Surgery, Department of Surgery, Medical University of Graz, 8036 Graz, Austria
- COREMED—Cooperative Centre for Regenerative Medicine, JOANNEUM RESEARCH Forschungsgesellschaft mbH, 8010 Graz, Austria
- Correspondence:
| | - Julia Fink
- COREMED—Cooperative Centre for Regenerative Medicine, JOANNEUM RESEARCH Forschungsgesellschaft mbH, 8010 Graz, Austria
| | - Marlies Schellnegger
- Division of Plastic, Aesthetic and Reconstructive Surgery, Department of Surgery, Medical University of Graz, 8036 Graz, Austria
- COREMED—Cooperative Centre for Regenerative Medicine, JOANNEUM RESEARCH Forschungsgesellschaft mbH, 8010 Graz, Austria
| | - Hanna Luze
- Division of Plastic, Aesthetic and Reconstructive Surgery, Department of Surgery, Medical University of Graz, 8036 Graz, Austria
- COREMED—Cooperative Centre for Regenerative Medicine, JOANNEUM RESEARCH Forschungsgesellschaft mbH, 8010 Graz, Austria
| | - Vladimir Bubalo
- Biomedical Research Unit, Medical University of Graz, 8036 Graz, Austria
| | - Carolin Tetyczka
- Department of Pharmaceutical Technology and Biopharmacy, Institute of Pharmaceutical Sciences, University of Graz, 8010 Graz, Austria
| | - Eva Roblegg
- Department of Pharmaceutical Technology and Biopharmacy, Institute of Pharmaceutical Sciences, University of Graz, 8010 Graz, Austria
| | - Christian Holecek
- HEALTH—Institute for Biomedicine and Health Sciences, JOANNEUM RESEARCH Forschungsgesellschaft mbH, 8010 Graz, Austria
| | - Martin Zacharias
- Diagnostic and Research Institute of Pathology, Medical University of Graz, 8036 Graz, Austria
| | - Lars-Peter Kamolz
- Division of Plastic, Aesthetic and Reconstructive Surgery, Department of Surgery, Medical University of Graz, 8036 Graz, Austria
- COREMED—Cooperative Centre for Regenerative Medicine, JOANNEUM RESEARCH Forschungsgesellschaft mbH, 8010 Graz, Austria
| | - Petra Kotzbeck
- Division of Plastic, Aesthetic and Reconstructive Surgery, Department of Surgery, Medical University of Graz, 8036 Graz, Austria
- COREMED—Cooperative Centre for Regenerative Medicine, JOANNEUM RESEARCH Forschungsgesellschaft mbH, 8010 Graz, Austria
- Research Unit for Tissue Regeneration, Repair and Reconstruction, Division of Plastic, Aesthetic and Reconstructive Surgery, Department of Surgery, Medical University of Graz, 8036 Graz, Austria
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26
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Risk Models to Predict Mortality in Burn Patients: A Systematic Review and Meta-analysis. Plast Reconstr Surg Glob Open 2022; 10:e4694. [PMID: 36569241 PMCID: PMC9760622 DOI: 10.1097/gox.0000000000004694] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Accepted: 10/06/2022] [Indexed: 12/23/2022]
Abstract
The predictive capability of various risk assessment models (RAMs) in evaluating the risk of mortality in burn patients is not well established. It is also unclear which RAM provides the highest discriminative ability and presents the highest clinical utility. We pooled all available studies to establish this validity and compare the predictive capability of the various RAMs. Methods We reviewed PubMed, MEDLINE, and Embase from their inception up until December 2021 for studies evaluating risk of mortality in burn patients as stratified by RAMs. Data were pooled using random-effect models and presented as area under the receiver operating characteristic (AUROC) curve. Results Thirty-four studies, comprising of a total of 98,610 patients, were included in our analysis. Most studies were found to have a low risk of bias and a good measure of applicability. Nine RAMs were evaluated. We discovered that the classic Baux; the revised Baux; and the Fatality by Longevity, APACHE II score, Measured Extent of burn, and Sex (FLAMES) scores presented with the highest discriminative power with there being no significant difference between the results presented by them [AUROCs (95% CI), 0.92 (0.90-0.95), 0.92 (0.90-0.93), 0.94 (0.91-0.97), respectively, with P < 0.00001 for all]. Conclusions Many RAMs exist with no consensus on the optimal model to utilize and assess risk of mortality for burn patients. This study is the first systematic review and meta-analysis to compare the current RAMs' discriminative ability to predict mortality in patients with burn injuries. This meta-analysis demonstrated that RAMs designed for assessing mortality in individuals with burns have acceptable to great discriminative capacity, with the classic Baux, revised Baux, and FLAMES demonstrating superior discriminative performance in predicting death. FLAMES exhibited the highest discriminative ability among the RAMs studied.
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27
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Khani ME, Osman OB, Harris ZB, Chen A, Zhou JW, Singer AJ, Arbab MH. Accurate and early prediction of the wound healing outcome of burn injuries using the wavelet Shannon entropy of terahertz time-domain waveforms. JOURNAL OF BIOMEDICAL OPTICS 2022; 27:JBO-220119GR. [PMID: 36348509 PMCID: PMC9641274 DOI: 10.1117/1.jbo.27.11.116001] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Accepted: 10/14/2022] [Indexed: 05/06/2023]
Abstract
Significance Severe burn injuries cause significant hypermetabolic alterations that are highly dynamic, hard to predict, and require acute and critical care. The clinical assessments of the severity of burn injuries are highly subjective and have consistently been reported to be inaccurate. Therefore, the utilization of other imaging modalities is crucial to reaching an objective and accurate burn assessment modality. Aim We describe a non-invasive technique using terahertz time-domain spectroscopy (THz-TDS) and the wavelet packet Shannon entropy to automatically estimate the burn depth and predict the wound healing outcome of thermal burn injuries. Approach We created 40 burn injuries of different severity grades in two porcine models using scald and contact methods of infliction. We used our THz portable handheld spectral reflection (PHASR) scanner to obtain the in vivo THz-TDS images. We used the energy to Shannon entropy ratio of the wavelet packet coefficients of the THz-TDS waveforms on day 0 to create supervised support vector machine (SVM) classification models. Histological assessments of the burn biopsies serve as the ground truth. Results We achieved an accuracy rate of 94.7% in predicting the wound healing outcome, as determined by histological measurement of the re-epithelialization rate on day 28 post-burn induction, using the THz-TDS measurements obtained on day 0. Furthermore, we report the accuracy rates of 89%, 87.1%, and 87.6% in automatic diagnosis of the superficial partial-thickness, deep partial-thickness, and full-thickness burns, respectively, using a multiclass SVM model. Conclusions The THz PHASR scanner promises a robust, high-speed, and accurate diagnostic modality to improve the clinical triage of burns and their management.
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Affiliation(s)
- Mahmoud E. Khani
- Stony Brook University, Department of Biomedical Engineering, Stony Brook, New York, United States
| | - Omar B. Osman
- Stony Brook University, Department of Biomedical Engineering, Stony Brook, New York, United States
| | - Zachery B. Harris
- Stony Brook University, Department of Biomedical Engineering, Stony Brook, New York, United States
| | - Andrew Chen
- Stony Brook University, Department of Biomedical Engineering, Stony Brook, New York, United States
| | - Juin W. Zhou
- Stony Brook University, Department of Biomedical Engineering, Stony Brook, New York, United States
| | - Adam J. Singer
- Renaissance School of Medicine at Stony Brook University, Department of Emergency Medicine, Stony Brook, New York, United States
| | - Mohammad Hassan Arbab
- Stony Brook University, Department of Biomedical Engineering, Stony Brook, New York, United States
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Zajac JC, Liu A, Uselmann AJ, Lin C, Hassan SE, Faucher LD, Gibson ALF. Lighting the Way for Necrosis Excision Through Indocyanine Green Fluorescence-Guided Surgery. J Am Coll Surg 2022; 235:743-755. [PMID: 36102554 PMCID: PMC9753148 DOI: 10.1097/xcs.0000000000000329] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
BACKGROUND No objective technique exists to distinguish necrotic from viable tissue, risking over-excision in burns and loss of wound healing potential. Second window indocyanine green (SWIG) is a novel fluorescence-imaging modality being studied to identify residual solid tumors during oncological surgery. SWIG has also been shown to have avidity for necrosis in animal models, but translation of these findings to humans is lacking. The objective of this study was to evaluate SWIG in the identification of burn wound necrosis and compare it with previously published indocyanine green angiography (ICGA) techniques. STUDY DESIGN This study used mouse, human skin xenograft and human patient burn models. Brightfield and SWIG near-infrared imaging were performed on macroscopic tissue samples, which were then cryopreserved, sectioned, and analyzed for microscopic fluorescence. SWIG fluorescence findings were correlated to visual assessment of the burn wound as well as histological markers of necrosis using hematoxylin and eosin and lactate dehydrogenase stains. RESULTS We found that SWIG identified burn necrosis in a manner dependent on the dose and timing of indocyanine green (ICG) administration and had an inverse fluorescence signal compared with ICGA. Furthermore, SWIG fluorescence identified the interface of viable and nonviable tissue. CONCLUSION Our study confirmed that ICGA is an inconsistent and nonstandardized modality to evaluate burn injuries. In contrast, SWIG imaging is a potential imaging modality to objectively prognosticate burn wound healing potential and guide intraoperative burn excision. Further studies are needed to define ratios of fluorescence intensity values to guide surgical decision-making in burn excision and to better define how ICG is retained in necrotic tissue to enhance utility of SWIG in other disease processes.
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Affiliation(s)
- Jocelyn C Zajac
- Department of Surgery, University of Wisconsin-Madison School of Medicine and Public Health, Madison, WI, USA
| | - Aiping Liu
- Department of Surgery, University of Wisconsin-Madison School of Medicine and Public Health, Madison, WI, USA
| | | | | | - Sameeha E Hassan
- Department of Surgery, University of Wisconsin-Madison School of Medicine and Public Health, Madison, WI, USA
| | - Lee D Faucher
- Department of Surgery, University of Wisconsin-Madison School of Medicine and Public Health, Madison, WI, USA
| | - Angela LF Gibson
- Department of Surgery, University of Wisconsin-Madison School of Medicine and Public Health, Madison, WI, USA
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Parasca SV, Calin MA. Burn characterization using object-oriented hyperspectral image classification. JOURNAL OF BIOPHOTONICS 2022; 15:e202200106. [PMID: 35861489 DOI: 10.1002/jbio.202200106] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Revised: 06/10/2022] [Accepted: 07/07/2022] [Indexed: 06/15/2023]
Abstract
This paper presents a new approach based on hyperspectral imaging combined with an object-oriented classification method that allows the generation of burn depth classification maps facilitating easier characterization of burns. Hyperspectral images of 14 patients diagnosed with burns on the upper and lower limbs were acquired using a pushbroom hyperspectral imaging system. The images were analyzed using an object-oriented classification approach that uses objects with specific spectral, textural and spatial attributes as the minimum unit for classifying information. The method performance was evaluated in terms of overall accuracy, sensitivity, precision and specificity computed from the confusion matrix. The results revealed that the approach proposed in this study performed well in differentiating burn classes with a high level of overall accuracy (95.99% ± 0.60%), precision (97.30% ± 2.46%), sensitivity (97.23% ± 3.02%) and specificity (98.02% ± 1.98%). In conclusion, the object-based approach for burns hyperspectral images classification can provide maps that can help surgeons identify with better precision different depths of burn wounds.
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Affiliation(s)
- Sorin Viorel Parasca
- Carol Davila University of Medicine and Pharmacy Bucharest, Bucharest, Romania
- Emergency Clinical Hospital for Plastic, Reconstructive Surgery and Burns, Bucharest, Romania
| | - Mihaela Antonina Calin
- National Institute of Research and Development for Optoelectronics-INOE 2000, Magurele, Romania
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Liang J, Li R, Wang C, Zhang R, Yue K, Li W, Li Y. A Spiking Neural Network Based on Retinal Ganglion Cells for Automatic Burn Image Segmentation. ENTROPY (BASEL, SWITZERLAND) 2022; 24:1526. [PMID: 36359618 PMCID: PMC9689035 DOI: 10.3390/e24111526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Revised: 10/17/2022] [Accepted: 10/18/2022] [Indexed: 06/16/2023]
Abstract
Burn is a common traumatic disease. After severe burn injury, the human body will increase catabolism, and burn wounds lead to a large amount of body fluid loss, with a high mortality rate. Therefore, in the early treatment for burn patients, it is essential to calculate the patient's water requirement based on the percentage of the burn wound area in the total body surface area (TBSA%). However, burn wounds are so complex that there is observer variability by the clinicians, making it challenging to locate the burn wounds accurately. Therefore, an objective, accurate location method of burn wounds is very necessary and meaningful. Convolutional neural networks (CNNs) provide feasible means for this requirement. However, although the CNNs continue to improve the accuracy in the semantic segmentation task, they are often limited by the computing resources of edge hardware. For this purpose, a lightweight burn wounds segmentation model is required. In our work, we constructed a burn image dataset and proposed a U-type spiking neural networks (SNNs) based on retinal ganglion cells (RGC) for segmenting burn and non-burn areas. Moreover, a module with cross-layer skip concatenation structure was introduced. Experimental results showed that the pixel accuracy of the proposed reached 92.89%, and our network parameter only needed 16.6 Mbytes. The results showed our model achieved remarkable accuracy while achieving edge hardware affinity.
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Affiliation(s)
| | - Ruixue Li
- Zhejiang Integrated Circuits and Intelligent Hardware Collaborative Innovation Center, Hangzhou Dianzi University, Hangzhou 310018, China
| | | | | | | | - Wenjun Li
- Zhejiang Integrated Circuits and Intelligent Hardware Collaborative Innovation Center, Hangzhou Dianzi University, Hangzhou 310018, China
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Zhang C, Zhang Q, Yang D, Qiao Y, Wang B, Yan J, Li Z, Huang Z, Zhou Y, Hu K, Zhang Y. Chitosan degradation products promote healing of burn wounds of rat skin. Front Bioeng Biotechnol 2022; 10:1002437. [PMID: 36304900 PMCID: PMC9592717 DOI: 10.3389/fbioe.2022.1002437] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Accepted: 09/26/2022] [Indexed: 11/23/2022] Open
Abstract
Burns can impair the barrier function of the skin, and small burns can also cause high mortality. The WHO has described that over 180,000 people die of burns worldwide each year. Thus, the treatment of burn wounds is a major clinical challenge. Chitooligosaccharides (COS) are alkaline amino oligosaccharides with small molecular weights obtained by enzyme or chemical degradation of chitosan. With the characteristics of biocompatibility, water solubility and degradability, it has attracted increasing attention in the fields of biomedicine. In the present study, we used COS to treat deep second-degree burn wounds of rat skin and found that COS was able to promote wound healing. We also revealed that COS could promote fibroblast proliferation. Transcriptome sequencing analysis was performed on COS-treated fibroblasts to identify the underlying mechanisms. The results showed that COS was able to promote wound healing through regulation of the mitogen-activated protein kinase (MAPK) pathway and growth factor Hepatocyte Growth Factor (HGF). Our results provide a potential drug for burn wound therapy and the related molecular mechanism.
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Affiliation(s)
- Chuwei Zhang
- Department of Burn and Plastic Surgery, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
| | - Qingrong Zhang
- Department of Burn and Plastic Surgery, Affiliated Hospital of Nantong University, Nantong, China
- Third Military Medical University (Army Medical University), Chongqing, China
| | - Dongmei Yang
- Outpatient Treatment Center, Department of Burn and Plastic Surgery, Affiliated Hospital of Nantong University, Nantong, China
| | - Yating Qiao
- Department of Gastrointestinal Surgery, Affiliated Hospital of Hebei University, Baoding, China
| | - Bolin Wang
- Department of Burn and Plastic Surgery, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
| | - Jun Yan
- Department of Burn and Plastic Surgery, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
| | - Zihan Li
- Department of Burn and Plastic Surgery, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
| | - Zhanghao Huang
- Department of Thoracic Surgery, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
| | - Youlang Zhou
- The Hand Surgery Research Center, Department of Hand Surgery, Affiliated Hospital of Nantong University, Nantong, China
- *Correspondence: Youlang Zhou, ; Kesu Hu, ; Yi Zhang,
| | - Kesu Hu
- Department of Burn and Plastic Surgery, Affiliated Hospital of Nantong University, Nantong, China
- *Correspondence: Youlang Zhou, ; Kesu Hu, ; Yi Zhang,
| | - Yi Zhang
- Department of Burn and Plastic Surgery, Affiliated Hospital of Nantong University, Nantong, China
- *Correspondence: Youlang Zhou, ; Kesu Hu, ; Yi Zhang,
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Mortada H, Al Mazrou F, Alghareeb A, AlEnezi M, Alalawi S, Neel OF. Overview of the role of ultrasound imaging applications in plastic and reconstructive surgery: is ultrasound imaging the stethoscope of a plastic surgeon? A narrative review of the literature. EUROPEAN JOURNAL OF PLASTIC SURGERY 2022. [DOI: 10.1007/s00238-022-01981-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2022]
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Korzeniowski T, Strużyna J, Torres K. Evaluation of Bromelain-Based Enzymatic Debridement Combined with Laser Doppler Imaging and Healing of Burn Wounds. MEDICAL SCIENCE MONITOR : INTERNATIONAL MEDICAL JOURNAL OF EXPERIMENTAL AND CLINICAL RESEARCH 2022; 28:e936713. [PMID: 35918878 PMCID: PMC9358983 DOI: 10.12659/msm.936713] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Background Accurate estimation of burn depth is crucial for correct treatment decision making. Bromelain-based enzymatic debridement (ED) may improve clinical assessment of burn depth. Laser Doppler imaging (LDI) provides a valuable indicator of burn depth by analyzing microcirculation within tissue beds. This study aimed to evaluate bromelain-based enzymatic debridement combined with laser Doppler imaging and healing of 42 wounds in 19 patients with mixed second- and third-degree thermal burns. Material/Methods We included 42 wounds in 19 patients with mixed deep dermal and full-thickness thermal burns. All patients were treated with eschar-specific removal agent for ED. The perfusion of each wound after ED was assessed using LDI. Healing time was estimated by 2 experienced burn surgeons and marked by the observation of epithelization. The usefulness of the LDI performed after ED in predicting healing time was estimated. The findings were analyzed to determine a cut-off value for LDI that indicates if a burn will heal spontaneously. Results We observed that burn wounds with higher mean perfusion healed faster. The analysis showed a strong relationship between perfusion after ED and healing time (Spearman rank correlation coefficient=−0.803). A mean perfusion greater than 296.89 indicated that the wound could heal spontaneously and does not require skin grafting. Conclusions LDI examination of an already debrided wound allows for a reliable assessment of perfusion at an early stage of treatment. The use of a safe and effective debridement method in conjunction with a non-invasive diagnostic tool could improve burn management.
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Affiliation(s)
- Tomasz Korzeniowski
- The East Centre of Burns Treatment and Reconstructive Surgery in Łęczna, Łęczna, Poland.,Chair and Department of Didactics and Medical Simulation, Medical University of Lublin, Lublin, Poland
| | - Jerzy Strużyna
- The East Centre of Burns Treatment and Reconstructive Surgery in Łęczna, Łęczna, Poland.,Department of Plastic, Reconstructive and Burns Surgery, Medical University of Lublin, Lublin, Poland
| | - Kamil Torres
- Chair and Department of Didactics and Medical Simulation, Medical University of Lublin, Lublin, Poland
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Schulz T, Marotz J, Seider S, Langer S, Leuschner S, Siemers F. Burn depth assessment using hyperspectral imaging in a prospective single center study. Burns 2022; 48:1112-1119. [PMID: 34702635 DOI: 10.1016/j.burns.2021.09.010] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 08/10/2021] [Accepted: 09/14/2021] [Indexed: 12/15/2022]
Abstract
BACKGROUND The assessment of thermal burn depth remains challenging. Over the last decades, several optical systems were developed to determine burn depth. So far, only laser doppler imaging (LDI) has been shown to be reliable while others such as infrared thermography or spectrophotometric intracutaneous analysis have been less accurate. The aim of our study is to evaluate hyperspectral imaging (HSI) as a new optical device. METHODS Patients suffering thermal trauma treated in a burn unit in Germany between November 2019 and September 2020 were included. Inclusion criteria were age ≥18 years, 2nd or 3rd degree thermal burns, written informed consent and presentation within 24 h after injury. Clinical assessment and hyperspectral imaging were performed 24, 48 and 72 h after the injury. Patients in whom secondary wound closure was complete within 21 days (group A) were compared to patients in whom secondary wound closure took more than 21 days or where skin grafting was indicated (group B). Demographic data and the primary parameters generated by HSI were documented. A Mann Whitney-U test was performed to compare the groups. A p-value below 0.05 was considered to be statistically significant. The data generated using HSI were combined to create the HSI burn index (BI). Using a logistic regression and receiver operating characteristics curve (ROC) sensitivity and specificity of the BI were calculated. The trial was officially registered on DRKS (registration number: DRKS00022843). RESULTS Overall, 59 patients with burn wounds were eligible for inclusion. Ten patients were excluded because of a poor data quality. Group A comprised 36 patients with a mean age of 41.5 years and a mean burnt body surface area of 2.7%. In comparison, 13 patients were allocated to group B because of the need for a skin graft (n = 10) or protracted secondary wound closure lasting more than 21 days. The mean age of these patients was 46.8 years. They had a mean affected body surface area of 4.0%. 24, 48, and 72 h after trauma the BI was 1.0 ± 0.28, 1.2 ± 0.29 and 1.55 ± 0.27 in group A and 0.78 ± 0.14, 1.05 ± 0.23 and 1.23 ± 0.27 in group B. At every time point significant differences were demonstrated between the groups. At 24 h, ROC analysis demonstrated BI threshold of 0.95 (sensitivity 0.61/specificity 1.0), on the second day of 1.17 (sensitivity 0.51/specificity 0.81) and on the third day of 1.27 (sensitivity 0.92/specificity 0.71). CONCLUSION Changes in microcirculation within the first 72 h after thermal trauma were reflected by an increasing BI in both groups. After 72 h, the BI is able to predict the need for a skin graft with a sensitivity of 92% and a specificity of 71%.
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Affiliation(s)
- Torsten Schulz
- Department of Orthopedic, Trauma and Plastic Surgery, Leipzig University Hospital, Germany.
| | - Jörg Marotz
- Department for Plastic- and Reconstructive Surgery, Burns Unit, BG Kliniken Bergmannstrost, Merseburger Straße 165, D-06120 Halle (Saale), Germany
| | - Sebastian Seider
- Medical Faculty of the Martin-Luther-Universität Halle-Wittenberg, Universitätsplatz 10, D-06108 Halle (Saale), Germany
| | - Stefan Langer
- Department for Orthopedics, Trauma- and Plastic Surgery-University Hospital Leipzig, Liebigstraße 20, D-04103 Leipzig, Germany
| | - Sebastian Leuschner
- Department for Plastic- and Reconstructive Surgery, Burns Unit, BG Kliniken Bergmannstrost, Merseburger Straße 165, D-06120 Halle (Saale), Germany
| | - Frank Siemers
- Department for Plastic- and Reconstructive Surgery, Burns Unit, BG Kliniken Bergmannstrost, Merseburger Straße 165, D-06120 Halle (Saale), Germany
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Management of Pediatric Facial Burns with Zinc-Hyaluronan Gel. CHILDREN 2022; 9:children9070976. [PMID: 35883959 PMCID: PMC9323794 DOI: 10.3390/children9070976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/12/2022] [Revised: 06/22/2022] [Accepted: 06/23/2022] [Indexed: 11/29/2022]
Abstract
Zinc-hyaluronan-containing burn dressings have been associated with enhanced reepithelialization and low infection rates, although their effectiveness has not yet been investigated in pediatric facial thermal injuries. This single-arm, retrospective cohort study assessed the characteristics of 23 children (≤17-year-old) with facial superficial partial-thickness burns and the wound closure capabilities of the applied zinc-hyaluronan gel. Patients were admitted consecutively to the Pediatric Surgery Division in Pécs, Hungary, between 1 January 2016 and 15 October 2021. The mean age of the children was 6.2 years; 30.4% of them were younger than 1 year. An average of 3% total body surface was injured in the facial region and 47.8% of the patients had other areas damaged as well, most frequently the left upper limb (30.4%). The mean time until complete reepithelialization was 7.9 days and the children spent 2 days in the hospital. Wound cultures revealed normal bacterial growth in all cases and follow-up examinations found no hypertrophic scarring. In conclusion, pediatric facial superficial partial-thickness burns are prevalent during infancy and coincide with left upper limb injuries. Rapid wound closure and low complication rates are accountable for the moderate amount of hospitalization. These benefits, along with the gel’s ease of applicability and spontaneous separation, are linked to child-friendly burn care.
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Al-Sarayreh AZ, Khleifat KM, Al-Dalain SM, Al-Saraireh YM, Al-Qaisi YT, Al-Farrayeh II, Al-Qaraleh SY. Globularia arabica methanolic leaf extract has higher efficacy on burn wound healing in diabetic rats compared to Malva slyvestries methanolic leaf extract. J Burn Care Res 2022; 44:563-572. [PMID: 35751855 DOI: 10.1093/jbcr/irac089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2022] [Indexed: 11/14/2022]
Abstract
This study aimed to see how effective Globulari. arabica and Malva. slyvestries-based cream formulations were at healing scald burn wounds in rats. Depending on ointment preparations of 1%, 5%, and 10% w/w were created. For comparison, an ointment base and a regular burn cream composed soframycine were utilized. Rats introduced a burn by solidifying equipment at 100°C on a 14 mm 2 shaved dorsal region. A deep second-degree burn was created, and the percentage of wound contraction was measured over the next 15 days. The rats were euthanized on days 8 and 15, and histological slides were prepared using hematoxylin and eosin staining. Compared to the control group, a substantial increase in wound contraction and a significant decrease in the duration of epithelialization in the based ointment-treated groups. However, as paralleled to Globularia arabica, significant (P < 0.05) results were observed with 10% Globularia. arabica cream, whereas Malva. slyverstries indicate minimal healing. Soframycine causes a substantial increase in wound contraction (P <0.05). Soframycine cream with 10% Globularia arabica therapy resulted in practically complete re-epithelialization and re-structuring of wound tissue on histological examination, whereas Malva slyversries treatment resulted in low epithelization during treatment days. The findings suggest that Globularia arabica-based cream has the wound-healing capability.
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Affiliation(s)
| | - Khaled M Khleifat
- Faculty of Allied Medical Sciences, Al-Ahliyya Amman University, Amman, Jordan
| | - Sa'ed M Al-Dalain
- Department of Pharmacology, Faculty of Medicine, University of Mutah, Al-Karak, Jordan
| | - Yousef M Al-Saraireh
- Department of Pharmacology, Faculty of Medicine, University of Mutah, Al-Karak, Jordan
| | - Yaseen T Al-Qaisi
- Department of Biological Sciences, Mutah University,Al- Karak, Jordan
| | | | - Samer Y Al-Qaraleh
- Department of Basic Science , Faculty of Medicine, University of Mutah, Al-Karak, Jordan
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Pain management during a bromelain-based selective enzymatic debridement in paediatric and adult burn patients. Burns 2022; 48:555-567. [PMID: 34686390 DOI: 10.1016/j.burns.2021.05.018] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Revised: 05/20/2021] [Accepted: 05/26/2021] [Indexed: 12/15/2022]
Abstract
BACKGROUND Pain associated with surgical or enzymatic burn wound debridement prevents many burn centres from working outside an operating theatre, creating a burden. Alternatives for general anaesthesia to manage pain in burn patients treated with enzymatic debridements, such as regional anaesthesia, have not been studied in detail. This study explores the different possibilities for pain management during a bedside NexoBrid™ procedure. MATERIAL AND METHODS We performed a single-centre retrospective study that included 82 paediatric, adolescent, and adult patients with deep dermal and full-thickness burns treated bedside with NexoBrid™ under regional or general anaesthesia. Outcome measures were pain during the NexoBrid™ procedure, the safety of the anaesthesia and the NexoBrid™ procedure, logistics of the bedside NexoBrid™ procedure, and time to wound closure. RESULTS Forty-three patients in the adult group (43/67, 64%) only presented with burn wounds on one upper or the one or two lower extremities. In 29 of them (29/43, 67%), a NexoBrid™ procedure was performed under regional anaesthesia, which resulted in low pain levels without any adverse events. All seven patients in the paediatric group, where only one upper or one or two lower limbs were involved (7/15, 47%), underwent a NexoBrid™ procedure performed under regional anaesthesia where no adverse events were reported. In these children, the use of regional anaesthesia was associated with a significant decrease in time to wound closure (average treatment effect on the treated = -22.5 days, p = 0.021). CONCLUSION This study highlights that regional anaesthesia administered at the bedside should be the method of choice for pain management during NexoBrid™ procedures because often, it can be adequately and safely performed in all age groups. This approach will reduce the burden on operating theatres. A flow chart has been developed to guide pain management during a NexoBrid™ procedure.
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Promny D, Aich J, Püski T, Marti Edo A, Reichert B, Billner M. Evaluation of hyperspectral imaging as a modern aid in clinical assessment of burn wounds of the upper extremity. Burns 2022; 48:615-622. [PMID: 34857418 DOI: 10.1016/j.burns.2021.06.013] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2021] [Revised: 06/07/2021] [Accepted: 06/24/2021] [Indexed: 12/15/2022]
Abstract
The most common burn wound assessment continues to be the clinical inspection and the tactile examination, which are subjective and remain challenging even for experienced burn surgeons. Recently, hyperspectral imaging camera systems have been increasingly used to support the evaluation of burn wounds. The aim of our study was to determine if hyperspectral imaging analysis differentiates and objectifies the assessment of burn wounds in burns of the upper extremities. We included 97 superficial partial, deep partial dermal burns, and full thickness burns. Hyperspectral imaging analysis was performed for all burns using proprietary software. The software recorded parameters for tissue oxygenation (StO2), tissue hemoglobin index, and near-infrared perfusion. These values were compared with the recordings for healthy, non-burned skin. We found that hyperspectral imaging analysis effectively differentiates burn wounds and shows the ability to distinguish even superficial partial burns from deep partial burns in the near-infrared perfusion analysis feature. Although, it was not possible to differentiate burn wounds in all features. Currently, it is important to optimize the respective reference values of the individual burn degrees for an objectified assessment.
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Affiliation(s)
- Dominik Promny
- Department of Plastic, Reconstructive and Hand Surgery, Burn Center for Severe Burn Injuries, Nuremberg Clinics, University Hospital Paracelsus Medical University, Germany.
| | - Juliane Aich
- Department of Plastic, Reconstructive and Hand Surgery, Burn Center for Severe Burn Injuries, Nuremberg Clinics, University Hospital Paracelsus Medical University, Germany
| | - Tamas Püski
- Department of Plastic, Reconstructive and Hand Surgery, Burn Center for Severe Burn Injuries, Nuremberg Clinics, University Hospital Paracelsus Medical University, Germany
| | - Alejandro Marti Edo
- Department of Plastic, Reconstructive and Hand Surgery, Burn Center for Severe Burn Injuries, Nuremberg Clinics, University Hospital Paracelsus Medical University, Germany
| | - Bert Reichert
- Department of Plastic, Reconstructive and Hand Surgery, Burn Center for Severe Burn Injuries, Nuremberg Clinics, University Hospital Paracelsus Medical University, Germany
| | - Moritz Billner
- Department of Plastic, Reconstructive and Hand Surgery, Burn Center for Severe Burn Injuries, Nuremberg Clinics, University Hospital Paracelsus Medical University, Germany
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Lu P, Burrell A, Bailey M, Moore E, Pilcher D, Cleland H. Performance of BEAMS risk of death score for mortality prediction in Australian and New Zealand burns patients. J Burn Care Res 2022; 43:1434-1439. [PMID: 35460563 DOI: 10.1093/jbcr/irac053] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
The BEAMS (Burns Evaluation And Mortality Study) risk of death score was developed in 2013 as a mortality prediction tool for burns patients admitted to an ICU (Intensive Care Unit) in Australia and New Zealand. While it previously performed well, identifying high risk groups and allowing benchmarking, over time such scores may lose calibration or be superseded by improved scoring systems. Our aim was to assess the performance of the BEAMS score in a modern cohort of burns patient. Data was sourced from the Burns Registry of Australia and New Zealand (BRANZ) and the Australia New Zealand Intensive Care Society Centre for Outcome and Resource Evaluation (ANZICS CORE) databases. Data was linked using probabilistic methodology. BEAMS risk of death scores was calculated for all adult patients. Between 2009 and 2019, there were 2075 patients admitted to an Australian or New Zealand ICU with a burns related injury. Advanced age, female gender, higher %TBSA burns and inhalation injury were all associated with increased rate of mortality (p<0.05). Overall hospital mortality was 9.4% (n=195). The predicted risk of death from BEAMS was 8.7% and the score had an area under the receiver operating characteristic curve of 0.934. We found the BEAMS Risk of Death score continues to have excellent performance in a modern cohort of adult critically ill burns patients. It remains a valid tool for mortality prediction among adult burns patients admitted to ICU across Australia and New Zealand.
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Affiliation(s)
- Patrick Lu
- Department of Surgery, Central Clinical School, Monash University, Melbourne, Victoria, Australia.,Victorian Adult Burns Service, The Alfred Hospital, Melbourne, Victoria, Australia
| | - Aidan Burrell
- Intensive Care Unit, The Alfred Hospital, Melbourne, Victoria, Australia.,Australian and New Zealand Intensive Care Research Centre, Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
| | - Michael Bailey
- Australian and New Zealand Intensive Care Research Centre, Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
| | - Edwina Moore
- Department of Endocrine Surgery, Peninsula Private Hospital, Frankston, Victoria, Australia.,Department of Public Health and Preventative Medicine, Monash University, Melbourne, Victoria, Australia
| | - David Pilcher
- Intensive Care Unit, The Alfred Hospital, Melbourne, Victoria, Australia.,Australian and New Zealand Intensive Care Research Centre, Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia.,The Australian and New Zealand Intensive Care Society (ANZICS) Centre for Outcome and Resources Evaluation, Camberwell, Victoria, Australia
| | - Heather Cleland
- Department of Surgery, Central Clinical School, Monash University, Melbourne, Victoria, Australia.,Victorian Adult Burns Service, The Alfred Hospital, Melbourne, Victoria, Australia
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Osman OB, Harris ZB, Khani ME, Zhou JW, Chen A, Singer AJ, Hassan Arbab M. Deep neural network classification of in vivo burn injuries with different etiologies using terahertz time-domain spectral imaging. BIOMEDICAL OPTICS EXPRESS 2022; 13:1855-1868. [PMID: 35519269 PMCID: PMC9045889 DOI: 10.1364/boe.452257] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Revised: 01/28/2022] [Accepted: 01/28/2022] [Indexed: 05/22/2023]
Abstract
Thermal injuries can occur due to direct exposure to hot objects or liquids, flames, electricity, solar energy and several other sources. If the resulting injury is a deep partial thickness burn, the accuracy of a physician's clinical assessment is as low as 50-76% in determining the healing outcome. In this study, we show that the Terahertz Portable Handheld Spectral Reflection (THz-PHASR) Scanner combined with a deep neural network classification algorithm can accurately differentiate between partial-, deep partial-, and full-thickness burns 1-hour post injury, regardless of the etiology, scanner geometry, or THz spectroscopy sampling method (ROC-AUC = 91%, 88%, and 86%, respectively). The neural network diagnostic method simplifies the classification process by directly using the pre-processed THz spectra and removing the need for any hyperspectral feature extraction. Our results show that deep learning methods based on THz time-domain spectroscopy (THz-TDS) measurements can be used to guide clinical treatment plans based on objective and accurate classification of burn injuries.
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Affiliation(s)
- Omar B. Osman
- State University of New York at Stony Brook, THz Biophotonics Laboratory, Department of Biomedical Engineering, 101 Nicolls Rd., Stony Brook, NY 11794, USA
| | - Zachery B. Harris
- State University of New York at Stony Brook, THz Biophotonics Laboratory, Department of Biomedical Engineering, 101 Nicolls Rd., Stony Brook, NY 11794, USA
| | - Mahmoud E. Khani
- State University of New York at Stony Brook, THz Biophotonics Laboratory, Department of Biomedical Engineering, 101 Nicolls Rd., Stony Brook, NY 11794, USA
| | - Juin W. Zhou
- State University of New York at Stony Brook, THz Biophotonics Laboratory, Department of Biomedical Engineering, 101 Nicolls Rd., Stony Brook, NY 11794, USA
| | - Andrew Chen
- State University of New York at Stony Brook, THz Biophotonics Laboratory, Department of Biomedical Engineering, 101 Nicolls Rd., Stony Brook, NY 11794, USA
| | - Adam J. Singer
- Renaissance School of Medicine at Stony Brook University, Department of Emergency Medicine, 101 Nicolls Rd., Stony Brook, NY 11794, USA
| | - M. Hassan Arbab
- State University of New York at Stony Brook, THz Biophotonics Laboratory, Department of Biomedical Engineering, 101 Nicolls Rd., Stony Brook, NY 11794, USA
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Khani ME, Harris ZB, Osman OB, Zhou JW, Chen A, Singer AJ, Arbab MH. Supervised machine learning for automatic classification of in vivo scald and contact burn injuries using the terahertz Portable Handheld Spectral Reflection (PHASR) Scanner. Sci Rep 2022; 12:5096. [PMID: 35332207 PMCID: PMC8948290 DOI: 10.1038/s41598-022-08940-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Accepted: 03/04/2022] [Indexed: 12/21/2022] Open
Abstract
We present an automatic classification strategy for early and accurate assessment of burn injuries using terahertz (THz) time-domain spectroscopic imaging. Burn injuries of different severity grades, representing superficial partial-thickness (SPT), deep partial-thickness (DPT), and full-thickness (FT) wounds, were created by a standardized porcine scald model. THz spectroscopic imaging was performed using our new fiber-coupled Portable HAndheld Spectral Reflection Scanner, incorporating a telecentric beam steering configuration and an f-[Formula: see text] scanning lens. ASynchronous Optical Sampling in a dual-fiber-laser THz spectrometer with 100 MHz repetition rate enabled high-speed spectroscopic measurements. Given twenty-four different samples composed of ten scald and ten contact burns and four healthy samples, supervised machine learning algorithms using THz-TDS spectra achieved areas under the receiver operating characteristic curves of 0.88, 0.93, and 0.93 when differentiating between SPT, DPT, and FT burns, respectively, as determined by independent histological assessments. These results show the potential utility of our new broadband THz PHASR Scanner for early and accurate triage of burn injuries.
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Affiliation(s)
- Mahmoud E Khani
- Department of Biomedical Engineering, Stony Brook University, Stony Brook, NY, 11794, USA
| | - Zachery B Harris
- Department of Biomedical Engineering, Stony Brook University, Stony Brook, NY, 11794, USA
| | - Omar B Osman
- Department of Biomedical Engineering, Stony Brook University, Stony Brook, NY, 11794, USA
| | - Juin W Zhou
- Department of Biomedical Engineering, Stony Brook University, Stony Brook, NY, 11794, USA
| | - Andrew Chen
- Department of Biomedical Engineering, Stony Brook University, Stony Brook, NY, 11794, USA
| | - Adam J Singer
- Department of Emergency Medicine, Stony Brook University, Stony Brook, NY, 11794, USA
| | - M Hassan Arbab
- Department of Biomedical Engineering, Stony Brook University, Stony Brook, NY, 11794, USA.
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Bozkaya O, Arat E, Gün Gök Z, Yiğitoğlu M, Vargel İ. Production and characterization of hybrid nanofiber wound dressing containing Centella asiatica coated silver nanoparticles by mutual electrospinning method. Eur Polym J 2022. [DOI: 10.1016/j.eurpolymj.2022.111023] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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Schouten HJ, Nieuwenhuis MK, van Baar ME, van der Schans CP, Niemeijer AS, van Zuijlen PPM. The degree of joint range of motion limitations after burn injuries during recovery. Burns 2022; 48:309-318. [PMID: 34955294 DOI: 10.1016/j.burns.2021.01.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2020] [Revised: 12/01/2020] [Accepted: 01/08/2021] [Indexed: 12/14/2022]
Abstract
INTRODUCTION The aim of this study was to determine the degree of ROM limitations of extremities, joints and planes of motion after burns and its prevalence over time. METHOD The database of a longitudinal multicenter cohort study in the Netherlands (2011-2012) was used. From patients with acute burns involving the neck, shoulder, elbow, wrist, hip, knee and ankle joints that had surgery, ROM of 17 planes of motion was assessed by goniometry at 3, 6 weeks, 3-6-9 and 12 months after burns and at discharge. RESULTS At 12 months after injury, 12 out of 17 planes of motion demonstrated persistent joint limitations. The five unlimited planes of motion were all of the lower extremity. The most severely limited joints at 12 months were the neck, ankle, wrist and shoulder. The lower extremity was more severely limited in the early phase of recovery whereas at 12 months the upper extremity was more severely limited. CONCLUSION The degree of ROM limitations and prevalence varied over time between extremities, joints and planes of motion. This study showed which joints and planes of motion should be watched specifically concerning the development of scar contracture.
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Affiliation(s)
- H J Schouten
- Association of Dutch Burn Centers, Burn Centre, Red Cross Hospital Beverwijk, The Netherlands; Burn Centre and Dept of Plastic & Reconstructive Surgery, Red Cross Hospital, Beverwijk, The Netherlands; Department of Physiotherapy, Red Cross Hospital, Beverwijk, The Netherlands; Department of Plastic, Reconstructive and Hand Surgery, Amsterdam Movement Science's Amsterdam UMC (Location VUmc), Amsterdam, The Netherlands; The Dutch Working Group on Burn Rehabilitation, The Netherlands.
| | - M K Nieuwenhuis
- Association of Dutch Burn Centers, Burn Centre, Martini Hospital Groningen, The Netherlands; Center for Human Movement Sciences, University Medical Center Groningen, University of Groningen, The Netherlands; The Dutch Working Group on Burn Rehabilitation, The Netherlands
| | - M E van Baar
- Association of Dutch Burn Centers, Burn Centre, Maasstad Hospital Rotterdam, The Netherlands; Department of Public Health, Erasmus Medical Centre, Rotterdam, The Netherlands
| | - C P van der Schans
- Research Group Healthy Ageing, Allied Health Care and Nursing, Hanze University of Applied Sciences Groningen, The Netherlands; Department of Rehabilitation Medicine, University Medical Center Groningen, University of Groningen, The Netherlands; Health Psychology, University Medical Center Groningen, University of Groningen, The Netherlands
| | - A S Niemeijer
- Association of Dutch Burn Centers, Burn Centre, Martini Hospital Groningen, The Netherlands; Research Institute, Martini Hospital Groningen, The Netherlands
| | - P P M van Zuijlen
- Burn Centre and Dept of Plastic & Reconstructive Surgery, Red Cross Hospital, Beverwijk, The Netherlands; Department of Plastic, Reconstructive and Hand Surgery, Amsterdam Movement Science's Amsterdam UMC (Location VUmc), Amsterdam, The Netherlands; The Dutch Working Group on Burn Rehabilitation, The Netherlands; Pediatric Surgical Centre, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Vrije Universiteit, Amsterdam, The Netherlands
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Validity of laser speckle contrast imaging for the prediction of burn wound healing potential. Burns 2022; 48:319-327. [PMID: 34006410 DOI: 10.1016/j.burns.2021.04.028] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Revised: 04/21/2021] [Accepted: 04/29/2021] [Indexed: 12/14/2022]
Abstract
OBJECTIVE To assess validity of Laser Speckle Contrast Imaging (LSCI) for the measurement of burn wound healing potential (HP) in a burn centre patient population, based on Laser Doppler Imaging (LDI) as reference standard. METHOD A single-centre prospective observational cohort study was performed between September-December 2019. A total of 50 burns in 14 patients were included. Imaging and data collection were standardized. Correlation between LSCI and LDI flux values was tested. ROC curves were developed to test the discriminative ability of LSCI between LDI HP categories. RESULTS Number of adults and children were equal. Mean total body surface area burnt was 5.5%. Main burn causes were scalds (64%) and flame burns (36%). LSCI set-up and imaging duration was 3 min and 10 s, respectively. LSCI was able to discriminate between wounds with early versus delayed HP (<14 versus ≥14 days) with sensitivity 71% and specificity 95% (p < 0.001). For HP ≤21 versus >21 days, similar sensitivity (74%) and specificity (95%) were found (p < 0.001). Correlations between LSCI and LDI flux values were moderate (<14 days) to absent (>21 days). CONCLUSION LSCI shows good validity for the prediction of burn wound HP. It is a highly feasible, patient and physician friendly tool.
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Zuhayri H, Nikolaev VV, Lepekhina TB, Sandykova EA, Krivova NA, Kistenev YV. The In Vivo Quantitative Assessment of the Effectiveness of Low-Dose Photodynamic Therapy on Wound Healing Using Optical Coherence Tomography. Pharmaceutics 2022; 14:399. [PMID: 35214134 PMCID: PMC8877015 DOI: 10.3390/pharmaceutics14020399] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2021] [Revised: 01/30/2022] [Accepted: 02/09/2022] [Indexed: 12/10/2022] Open
Abstract
The effect of low-dose photodynamic therapy on in vivo wound healing was investigated using optical coherence tomography. This work aims to develop an approach to quantitative assessment of the wound's state during wound healing including the effect of low-dose photodynamic therapy using topical application of two different photosensitizers, 5-aminolevulinic acid and methylene blue, and two laser doses of 1 J/cm2 and 4 J/cm2. It was concluded that the laser dose of 4 J/cm2 was better compared to 1 J/cm2 and allowed the wound healing process to accelerate.
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Affiliation(s)
| | | | | | | | | | - Yury V. Kistenev
- Laboratory of Laser Molecular Imaging and Machine Learning, Tomsk State University, Lenin Ave. 36, 634050 Tomsk, Russia; (H.Z.); (V.V.N.); (T.B.L.); (E.A.S.); (N.A.K.)
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46
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Wu M, Chen R, Xu Y, Shi X, Song R, Sun M, Xue C, Wang Y, Zhang W. At The Forefront of Penile Surgical Reconstruction: A Bibliometric Study of the 100 Most-Cited Articles. Aesthetic Plast Surg 2022; 46:480-488. [PMID: 34595594 DOI: 10.1007/s00266-021-02609-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 09/19/2021] [Indexed: 11/29/2022]
Abstract
PURPOSE The citation count of a scientific article is considered as the recognition it received from this field. The purpose of this bibliometric analysis was to identify the top 100 most-cited scientific articles in penile surgical reconstruction. METHODS The Web of Science database was used to extract the top 100 most-cited articles. Individual articles were reviewed to identify the authorship, published journal, journal impact factor (IF), primary disease, article type, institution and country of origin, and year of publication. RESULTS The top 100 most-cited articles were published between 1947 and 2013. The number of citations ranged from 23 to 233. Journal of Urology contributed the most articles (n = 36). Articles with a high level of evidence like prospective analysis (n = 5), systematic review and meta-analysis (n = 2), and guideline (n = 1) were all published after 2000. The average citation per year of articles published in high-IF journals was significantly higher than that of other articles (p = 0.0129). There was a positive linear correlation between citation count per year and publication year (r2 = 0.26, p < 0.001). Among the top 100 articles, 74 articles were interlinked via citation of each other. The major topic of co-citation network was the application of flaps in penile reconstruction. CONCLUSIONS The analysis of top 100 most-cited articles facilitates the comprehensive recognition of current focus in the field of penile surgical reconstruction, which is the exploration of flaps and development of new techniques in penile reconstruction. In the future, more attention should be paid to evidence-based medicine to provide high-level evidence for research. LEVEL OF EVIDENCE III This journal requires that authors assign a level of evidence to each article. For a full description of these Evidence-Based Medicine ratings, please refer to the Table of Contents or the online Instructions to Authors www.springer.com/00266 .
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Affiliation(s)
- Minliang Wu
- Department of Plastic Surgery, Changhai Hospital, Naval Medical University, 168 Changhai Rd, Shanghai, 200433, China
| | - Rui Chen
- Department of Urology, Changhai Hospital, Naval Medical University, 168 Changhai Rd, Shanghai, 200433, China
| | - Yalong Xu
- Department of Urology, Changhai Hospital, Naval Medical University, 168 Changhai Rd, Shanghai, 200433, China
- Department of Urology, General Hospital of Central Theater Command, Wuhan, 430070, Hubei, China
| | - Xiaolei Shi
- Department of Urology, Changhai Hospital, Naval Medical University, 168 Changhai Rd, Shanghai, 200433, China
| | - Ruixiang Song
- Department of Urology, Changhai Hospital, Naval Medical University, 168 Changhai Rd, Shanghai, 200433, China
| | - Mengyan Sun
- Department of Plastic Surgery, Changhai Hospital, Naval Medical University, 168 Changhai Rd, Shanghai, 200433, China
| | - Chunyu Xue
- Department of Plastic Surgery, Changhai Hospital, Naval Medical University, 168 Changhai Rd, Shanghai, 200433, China
| | - Yuchong Wang
- Department of Plastic Surgery, Changhai Hospital, Naval Medical University, 168 Changhai Rd, Shanghai, 200433, China.
| | - Wei Zhang
- Department of Urology, Changhai Hospital, Naval Medical University, 168 Changhai Rd, Shanghai, 200433, China.
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Squiers JJ, Thatcher JE, Bastawros D, Applewhite AJ, Baxter RD, Yi F, Quan P, Yu S, DiMaio JM, Gable DR. Machine learning analysis of multispectral imaging and clinical risk factors to predict amputation wound healing. J Vasc Surg 2022; 75:279-285. [PMID: 34314834 PMCID: PMC8712350 DOI: 10.1016/j.jvs.2021.06.478] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Accepted: 06/27/2021] [Indexed: 01/03/2023]
Abstract
OBJECTIVE Prediction of amputation wound healing is challenging due to the multifactorial nature of critical limb ischemia and lack of objective assessment tools. Up to one-third of amputations require revision to a more proximal level within 1 year. We tested a novel wound imaging system to predict amputation wound healing at initial evaluation. METHODS Patients planned to undergo amputation due to critical limb ischemia were prospectively enrolled. Clinicians evaluated the patients in traditional fashion, and all clinical decisions for amputation level were determined by the clinician's judgement. Multispectral images of the lower extremity were obtained preoperatively using a novel wound imaging system. Clinicians were blinded to the machine analysis. A standardized wound healing assessment was performed on postoperative day 30 by physical exam to determine whether the amputation site achieved complete healing. If operative revision or higher level of amputation was required, this was undertaken based solely upon the provider's clinical judgement. A machine learning algorithm combining the multispectral imaging data with patient clinical risk factors was trained and tested using cross-validation to measure the wound imaging system's accuracy of predicting amputation wound healing. RESULTS A total of 22 patients undergoing 25 amputations (10 toe, five transmetatarsal, eight below-knee, and two above-knee amputations) were enrolled. Eleven amputations (44%) were non-healing after 30 days. The machine learning algorithm had 91% sensitivity and 86% specificity for prediction of non-healing amputation sites (area under curve, 0.89). CONCLUSIONS This pilot study suggests that a machine learning algorithm combining multispectral wound imaging with patient clinical risk factors may improve prediction of amputation wound healing and therefore decrease the need for reoperation and incidence of delayed healing. We propose that this, in turn, may offer significant cost savings to the patient and health system in addition to decreasing length of stay for patients.
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Alsarayreh AZ, Oran SA, Shakhanbeh JM. Effect of Rhus coriaria L. methanolic fruit extract on wound healing in diabetic and non-diabetic rats. J Cosmet Dermatol 2021; 21:3567-3577. [PMID: 34928525 DOI: 10.1111/jocd.14668] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Revised: 11/02/2021] [Accepted: 12/01/2021] [Indexed: 12/25/2022]
Abstract
AIM This study assessed the effects of topical application of R. coriaria extract on the rate of wound closure. The rate of wound contraction was used to assess the wound healing efficacy of the R. coriaria fruit methanolic extract. METHODS Using excision and burn model of wound repair in diabetic male Wistar rats. Also, hydroxyproline, collagen content, and proinflammatory and anti-inflammatory cytokines levels were determined in this study. RESULTS During the early wound healing phase, interleukin 6 (IL-6) levels were found to be decreased by R. coriaria treatment and increased the level of interleukin 10 (IL-10). Increased wound contraction augmented with hydroxyproline and collagen content, supporting the early wound healing exhibited by R. coriaria. The epithelialization, neovascularization and enhanced hydroxyproline and collagen expression were strongly associated with the healing pattern. CONCLUSION This study indicating that R. coriaria methanolic fruit extract has a potent wound healing capacity. And may be effective in the topical therapy of wound healing.
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Affiliation(s)
- Ahmad Za'al Alsarayreh
- Department of Biological Sciences, Faculty of Sciences, University of Jordan, Amman, Jordan.,Department of Biological Sciences, Mutah University, Karak, Jordan
| | - Sawsan Atallah Oran
- Department of Biological Sciences, Faculty of Sciences, University of Jordan, Amman, Jordan
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Noorbakhsh SI, Bonar EM, Polinski R, Amin MS. Educational Case: Burn Injury-Pathophysiology, Classification, and Treatment. Acad Pathol 2021; 8:23742895211057239. [PMID: 34869832 PMCID: PMC8637691 DOI: 10.1177/23742895211057239] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 08/21/2021] [Accepted: 09/25/2021] [Indexed: 11/28/2022] Open
Abstract
The following fictional case is intended as a learning tool within the
Pathology Competencies for Medical Education (PCME), a set of national
standards for teaching pathology. These are divided into three basic
competencies: Disease Mechanisms and Processes, Organ System Pathology, and
Diagnostic Medicine and Therapeutic Pathology. For additional information,
and a full list of learning objectives for all three competencies,
seehttp://journals.sagepub.com/doi/10.1177/2374289517715040.1
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Affiliation(s)
- Seth I Noorbakhsh
- Department of Pathology, West Virginia University School of Medicine, Morgantown, WV, USA
| | - Eric M Bonar
- Department of Pathology, West Virginia University School of Medicine, Morgantown, WV, USA
| | - Rachel Polinski
- Department of Pathology, West Virginia University School of Medicine, Morgantown, WV, USA
| | - Md Shahrier Amin
- Department of Pathology, West Virginia University School of Medicine, Morgantown, WV, USA
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Chang CW, Lai F, Christian M, Chen YC, Hsu C, Chen YS, Chang DH, Roan TL, Yu YC. Deep Learning-Assisted Burn Wound Diagnosis: Diagnostic Model Development Study. JMIR Med Inform 2021; 9:e22798. [PMID: 34860674 PMCID: PMC8686480 DOI: 10.2196/22798] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Revised: 12/19/2020] [Accepted: 10/15/2021] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Accurate assessment of the percentage total body surface area (%TBSA) of burn wounds is crucial in the management of burn patients. The resuscitation fluid and nutritional needs of burn patients, their need for intensive unit care, and probability of mortality are all directly related to %TBSA. It is difficult to estimate a burn area of irregular shape by inspection. Many articles have reported discrepancies in estimating %TBSA by different doctors. OBJECTIVE We propose a method, based on deep learning, for burn wound detection, segmentation, and calculation of %TBSA on a pixel-to-pixel basis. METHODS A 2-step procedure was used to convert burn wound diagnosis into %TBSA. In the first step, images of burn wounds were collected from medical records and labeled by burn surgeons, and the data set was then input into 2 deep learning architectures, U-Net and Mask R-CNN, each configured with 2 different backbones, to segment the burn wounds. In the second step, we collected and labeled images of hands to create another data set, which was also input into U-Net and Mask R-CNN to segment the hands. The %TBSA of burn wounds was then calculated by comparing the pixels of mask areas on images of the burn wound and hand of the same patient according to the rule of hand, which states that one's hand accounts for 0.8% of TBSA. RESULTS A total of 2591 images of burn wounds were collected and labeled to form the burn wound data set. The data set was randomly split into training, validation, and testing sets in a ratio of 8:1:1. Four hundred images of volar hands were collected and labeled to form the hand data set, which was also split into 3 sets using the same method. For the images of burn wounds, Mask R-CNN with ResNet101 had the best segmentation result with a Dice coefficient (DC) of 0.9496, while U-Net with ResNet101 had a DC of 0.8545. For the hand images, U-Net and Mask R-CNN had similar performance with DC values of 0.9920 and 0.9910, respectively. Lastly, we conducted a test diagnosis in a burn patient. Mask R-CNN with ResNet101 had on average less deviation (0.115% TBSA) from the ground truth than burn surgeons. CONCLUSIONS This is one of the first studies to diagnose all depths of burn wounds and convert the segmentation results into %TBSA using different deep learning models. We aimed to assist medical staff in estimating burn size more accurately, thereby helping to provide precise care to burn victims.
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Affiliation(s)
- Che Wei Chang
- Graduate Institute of Biomedical Electronics & Bioinformatics, National Taiwan University, Taipei, Taiwan.,Division of Plastic and Reconstructive Surgery, Department of Surgery, Far Eastern Memorial Hospital, New Taipei, Taiwan
| | - Feipei Lai
- Graduate Institute of Biomedical Electronics & Bioinformatics, National Taiwan University, Taipei, Taiwan
| | - Mesakh Christian
- Department of Computer Science & Information Engineering, National Taiwan University, Taipei, Taiwan
| | - Yu Chun Chen
- Department of Computer Science & Information Engineering, National Taiwan University, Taipei, Taiwan
| | - Ching Hsu
- Graduate Institute of Biomedical Electronics & Bioinformatics, National Taiwan University, Taipei, Taiwan
| | - Yo Shen Chen
- Division of Plastic and Reconstructive Surgery, Department of Surgery, Far Eastern Memorial Hospital, New Taipei, Taiwan
| | - Dun Hao Chang
- Division of Plastic and Reconstructive Surgery, Department of Surgery, Far Eastern Memorial Hospital, New Taipei, Taiwan.,Department of Information Management, Yuan Ze University, Chung-Li, Taiwan
| | - Tyng Luen Roan
- Division of Plastic and Reconstructive Surgery, Department of Surgery, Far Eastern Memorial Hospital, New Taipei, Taiwan
| | - Yen Che Yu
- Division of Plastic and Reconstructive Surgery, Department of Surgery, Far Eastern Memorial Hospital, New Taipei, Taiwan
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