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Wu J, Ma Q, Zhou X, Wei Y, Liu Z, Kang H. Segmentation and quantitative analysis of optical coherence tomography (OCT) images of laser burned skin based on deep learning. Biomed Phys Eng Express 2024; 10:045026. [PMID: 38718764 DOI: 10.1088/2057-1976/ad488f] [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: 02/28/2024] [Accepted: 05/08/2024] [Indexed: 05/22/2024]
Abstract
Evaluation of skin recovery is an important step in the treatment of burns. However, conventional methods only observe the surface of the skin and cannot quantify the injury volume. Optical coherence tomography (OCT) is a non-invasive, non-contact, real-time technique. Swept source OCT uses near infrared light and analyzes the intensity of light echo at different depths to generate images from optical interference signals. To quantify the dynamic recovery of skin burns over time, laser induced skin burns in mice were evaluated using deep learning of Swept source OCT images. A laser-induced mouse skin thermal injury model was established in thirty Kunming mice, and OCT images of normal and burned areas of mouse skin were acquired at day 0, day 1, day 3, day 7, and day 14 after laser irradiation. This resulted in 7000 normal and 1400 burn B-scan images which were divided into training, validation, and test sets at 8:1.5:0.5 ratio for the normal data and 8:1:1 for the burn data. Normal images were manually annotated, and the deep learning U-Net model (verified with PSPNe and HRNet models) was used to segment the skin into three layers: the dermal epidermal layer, subcutaneous fat layer, and muscle layer. For the burn images, the models were trained to segment just the damaged area. Three-dimensional reconstruction technology was then used to reconstruct the damaged tissue and calculate the damaged tissue volume. The average IoU value and f-score of the normal tissue layer U-Net segmentation model were 0.876 and 0.934 respectively. The IoU value of the burn area segmentation model reached 0.907 and f-score value reached 0.951. Compared with manual labeling, the U-Net model was faster with higher accuracy for skin stratification. OCT and U-Net segmentation can provide rapid and accurate analysis of tissue changes and clinical guidance in the treatment of burns.
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Affiliation(s)
- Jingyuan Wu
- Beijing Institute of Radiation Medicine, Beijing 100850, People's Republic of China
- College of Life Sciences, Hebei University, Baoding, Hebei 071002, People's Republic of China
| | - Qiong Ma
- Beijing Institute of Radiation Medicine, Beijing 100850, People's Republic of China
| | - Xun Zhou
- Beijing Institute of Radiation Medicine, Beijing 100850, People's Republic of China
| | - Yu Wei
- Beijing Institute of Radiation Medicine, Beijing 100850, People's Republic of China
- College of Life Sciences, Hebei University, Baoding, Hebei 071002, People's Republic of China
| | - Zhibo Liu
- Beijing Institute of Radiation Medicine, Beijing 100850, People's Republic of China
| | - Hongxiang Kang
- Beijing Institute of Radiation Medicine, Beijing 100850, People's Republic of China
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de Haan J, Stoop M, van Zuijlen PPM, Pijpe A. Thermal Imaging for Burn Wound Depth Assessment: A Mixed-Methods Implementation Study. J Clin Med 2024; 13:2061. [PMID: 38610828 PMCID: PMC11012455 DOI: 10.3390/jcm13072061] [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: 02/10/2024] [Revised: 03/25/2024] [Accepted: 03/29/2024] [Indexed: 04/14/2024] Open
Abstract
Background: Implementing innovations emerging from clinical research can be challenging. Thermal imagers provide an accessible diagnostic tool to increase the accuracy of burn wound depth assessment. This mixed-methods implementation study aimed to assess the barriers and facilitators, design implementation strategies, and guide the implementation process of thermal imaging in the outpatient clinic of a burn centre. Methods: This study was conducted between September 2022 and February 2023 in Beverwijk, The Netherlands. Semi-structured interviews with burn physicians guided by the Consolidated Framework for Implementation Research (CFIR) were conducted to identify barriers and facilitators. Based on the barriers, implementation strategies were developed with the CFIR-ERIC Matching Tool, and disseminated to support the uptake of the thermal imager. Subsequently, thermal imaging was implemented in daily practice, and an iterative RE-AIM approach was used to evaluate the implementation process. Results: Common facilitators for the implementation of the thermal imager were the low complexity, the relative advantage above other diagnostic tools, and benefits for patients. Common barriers were physicians' attitude towards and perceived value of the intervention, the low compatibility with the current workflow, and a lack of knowledge about existing evidence. Six implementation strategies were developed: creating a formal implementation blueprint, promoting adaptability, developing educational materials, facilitation, conducting ongoing training, and identifying early adopters. These strategies resulted in the effective implementation of the thermal imager, reflected by a >70% reach among eligible patients, and >80% effectiveness and adoption. Throughout the implementation process, compatibility, and available resources remained barriers, resulting in low ratings on RE-AIM dimensions. Conclusions: This study developed implementation strategies based on the identified CFIR constructs that impacted the implementation of a thermal imager for burn wound assessment in our outpatient clinic. The experiences and findings of this study could be leveraged to guide the implementation of thermal imaging and other innovations in burn care.
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Affiliation(s)
- Jesse de Haan
- Burn Center, Red Cross Hospital, Vondellaan 13, 1942 LE Beverwijk, The Netherlands; (J.d.H.); or (M.S.); or (P.P.M.v.Z.)
| | - Matthea Stoop
- Burn Center, Red Cross Hospital, Vondellaan 13, 1942 LE Beverwijk, The Netherlands; (J.d.H.); or (M.S.); or (P.P.M.v.Z.)
- Plastic, Reconstructive and Hand Surgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
- Association of Dutch Burn Centers, 1941 AJ Beverwijk, The Netherlands
| | - Paul P. M. van Zuijlen
- Burn Center, Red Cross Hospital, Vondellaan 13, 1942 LE Beverwijk, The Netherlands; (J.d.H.); or (M.S.); or (P.P.M.v.Z.)
- Plastic, Reconstructive and Hand Surgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
- Paediatric Surgical Center, Emma Children’s Hospital, Amsterdam UMC Location University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
- Department of Plastic, Reconstructive and Hand Surgery, Red Cross Hospital, Vondellaan 13, 1942 LE Beverwijk, The Netherlands
- Amsterdam Movement Sciences, Tissue Function and Regeneration, 1081 HV Amsterdam, The Netherlands
| | - Anouk Pijpe
- Burn Center, Red Cross Hospital, Vondellaan 13, 1942 LE Beverwijk, The Netherlands; (J.d.H.); or (M.S.); or (P.P.M.v.Z.)
- Plastic, Reconstructive and Hand Surgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands
- Association of Dutch Burn Centers, 1941 AJ Beverwijk, The Netherlands
- Amsterdam Movement Sciences, Tissue Function and Regeneration, 1081 HV Amsterdam, The Netherlands
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Leon-Villapalos J, Barret JP. Surgical Repair of the Acute Burn Wound: Who, When, What Techniques? What Is the Future? J Burn Care Res 2023; 44:S5-S12. [PMID: 36567475 DOI: 10.1093/jbcr/irac145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Modern burns surgery is multidisciplinary, multimodal and includes a dermal preservation approach. The management of the surgical wound starts in the pre-hospital environment with stabilization and assessment of the burn injured patient according to protocols of trauma resuscitation with special emphasis in the assessment of the burn depth and surface area. A large burn requires fluid resuscitation and physiological support, including counterbalancing hyper metabolism, fighting infection and starting a long burns intensive care journey. A deep burn may impose the need for surgical debridement and cover through a staged approach of excision of devitalized tissue depending on its extension and patient circumstances. These methodologies warrant patients survivability and require professionals integrated in a multidisciplinary team sharing decisions and directing management. Burns Multimodality involves multiple techniques used according to patient's needs, wound environment, operators experience and available resources. Traditional practices used together with new techniques may reduce morbidity and operative time but also challenge stablished practice. The concept of using the best teams with the best techniques combines with the need for selective and judicious surgery that preserves tissue architecture and spares as much as possible dermal component, therefore reducing the possibility of functional impairment and cosmetic embarrassment caused by pathological scars. Who is best placed to perform these tasks, the appropriate or best timing of surgery and the different practices used to achieve best results will be discussed, together with a reflection on what the future holds for these fundamental steps in the management of the burn injured patient turning into a functional burn survivor.
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Affiliation(s)
- Jorge Leon-Villapalos
- Consultant Plastic, Reconstructive, Laser and Burns Surgeon, Plastic Surgery and Burns Department, Chelsea and Westminster Hospital, London, UK.,BAPRAS Burns Special Interest and Advisory Group, London, UK.,Senior Honorary Clinical Lecturer, Imperial College School of Medicine, London, UK
| | - Juan P Barret
- Department of Plastic Surgery and Burns, Vall d'Hebron Barcelona Hospital Campus, Universidad Autònoma de Barcelona, Barcelona, Spain
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The Value of Infrared Thermography to Assess Foot and Limb Perfusion in Relation to Medical, Surgical, Exercise or Pharmacological Interventions in Peripheral Artery Disease: A Systematic Review. Diagnostics (Basel) 2022; 12:diagnostics12123007. [PMID: 36553014 PMCID: PMC9777328 DOI: 10.3390/diagnostics12123007] [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: 10/20/2022] [Revised: 11/11/2022] [Accepted: 11/25/2022] [Indexed: 12/05/2022] Open
Abstract
Infrared thermography (IRT) is a promising imaging method in patients with peripheral artery disease (PAD). This systematic review aims to provide an up-to-date overview of the employment of IRT as both a diagnostic method and an outcome measure in PAD patients in relation to any kind of intervention. On September 2022, MEDLINE, EMBASE, CENTRAL, Google Scholar, Web of Science, and gray literature were screened. Eligible articles employing IRT in PAD were screened for possible inclusion. The RoB 2.0 tool was used to assess the risk of bias. Twenty-one eligible articles were finally included, recruiting a total of 1078 patients. The IRT was used for PAD diagnosis/monitoring in 11 studies or to assess the effect of interventions (revascularization, pharmacological therapy, or exercise rehabilitation) in 10 studies. The analysis of the included papers raised high concerns about the overall quality of the studies. In conclusion, IRT as a noninvasive technique showed promising results in detecting foot perfusion in PAD patients. However, limits related to devices, points of reference, and measurement conditions need to be overcome by properly designed trials before recommending its implementation in current vascular practice.
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Ishak A, Jusuf AA, Simadibrata CL, Barasila AC, Novita R. Effect of Manual Acupuncture and Laser Acupuncture on Wound Closure in Rat with Deep Partial Thickness Burn Injury. Med Acupunct 2022; 34:240-250. [PMID: 36051408 PMCID: PMC9419944 DOI: 10.1089/acu.2021.0083] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Background Burns are defined as tissue damage that occurs as a result of the action of heat. Although many advanced treatments have been made in burn therapy, slow wound healing remains a challenge in burn treatment. Acupuncture can accelerate burn healing through its anti-inflammatory effect, increasing re-epithelialization and angiogenesis. Objectives This study assessed the effect of manual acupuncture and laser acupuncture on the healing of burns that were observed macroscopically and microscopically. Methods Thirty-six male Wistar rats with deep partial thickness burns were randomly divided into control group (n = 12), acupuncture group (n = 12), and laser acupuncture group (n = 12). Wound measurements and treatments were given every 2 days for 14 days. Results On the 14th day of macroscopic evaluations, there was a significant difference (P = 0.009) between the acupuncture group (66.96 ± 9.17) and the control group (49.93 ± 9.15), and a significant difference (P = 0.009) between laser acupuncture group (72.48 ± 14.62) and the control group. However, there was no significant difference (P = 0.451) between acupuncture and laser acupuncture groups. On the 14th day of microscopic evaluations, there was a significant difference (P < 0.001) between the acupuncture group (16.17 ± 1.17) and the control group (10.33 ± 1.21), and a significant difference (P = 0.004) between the laser acupuncture group (17.83 ± 1.47) and the control group. However, there was no significant difference (P = 0.058) between acupuncture and laser acupuncture groups. Conclusion The results showed that either acupuncture therapy or laser acupuncture therapy could be used as an adjunct therapy to accelerate burn healing.
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Affiliation(s)
- Andy Ishak
- Medical Acupuncture Specialist Program, Faculty of Medicine, Universitas Indonesia, Jakarta, Indonesia
| | - Ahmad Aulia Jusuf
- Department of Histology, Faculty of Medicine, Universitas Indonesia, Jakarta, Indonesia
| | | | | | - Risqa Novita
- Centre of Biomedical and Basic Health Technology, NIHRD, Jakarta, Indonesia
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Wijers CDM, Stark RJ. Case report: Temporal alterations in vascular function during the first 2 weeks of pediatric septic shock. Front Pediatr 2022; 10:939886. [PMID: 35935367 PMCID: PMC9354618 DOI: 10.3389/fped.2022.939886] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Accepted: 06/30/2022] [Indexed: 11/24/2022] Open
Abstract
INTRODUCTION During sepsis and septic shock, the host's immune systems generate an overwhelming and often, detrimental, inflammatory response. Part of this response results in significant alterations in blood flow and vasomotor tone regulated in part by endothelial and vascular smooth muscle cells. Here, we report on a series of 3 pediatric patients for whom vascular response was assessed by laser doppler perfusion coupled to iontophoresis over the first 2 weeks after hospitalization for septic shock to demonstrate similarities and dissimilarities in the vascular response. CASE PRESENTATIONS A 12-year-old male with a history of Burkitt's Lymphoma, a 21-year-old male with congenital porencephaly and epilepsy, and a 7-year-old male with no significant past medical history all were admitted to a tertiary care children's hospital with a diagnosis of septic shock requiring vasoactive infusions to maintain mean arterial blood pressure. Non-invasive laser doppler perfusion coupled with iontophoresis of either acetylcholine (endothelial-dependent response) or sodium nitroprusside (endothelial-independent response) was performed on hospital days 1, 3, 7, and 14. Variability and heterogeneity were demonstrated by the temporal assessments of the vascular response to sodium nitroprusside, but all three patients showed significant similarity in the temporal responsiveness to acetylcholine. CONCLUSION Assessment of baseline and temporal responsiveness to endothelial-dependent vascular reactivity may provide a predictable timeline to the resolution of pediatric septic shock.
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Affiliation(s)
| | - Ryan J Stark
- Department of Pediatric Critical Care, Vanderbilt University Medical Center, Nashville, TN, United States
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Han T, Sun B, Wang W, Cui J, Shen W. The Role of ICG Angiography in Decision Making About Skin-Sparing in Pediatric Acute Trauma. Front Pediatr 2022; 10:851270. [PMID: 35372153 PMCID: PMC8967320 DOI: 10.3389/fped.2022.851270] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2022] [Accepted: 02/01/2022] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND Indocyanine green (ICG) angiography has proven useful in assessing skin flap perfusion in plastic and reconstructive surgeries. This research aimed to explore its role in decision making about skin-sparing in children's acute trauma. METHODS A total of 19 patients suffering with acute trauma from January 2019 to September 2021 were retrospectively assessed. Both ICG angiography and clinical judgment were performed to evaluate skin tissue viability. The intraoperative decisions for each case depended on the specific condition of the traumatic wound, including tissue perfusion, skin defect area, and location of the wound. Postoperative vascular imaging software was used to quantify the tissue perfusion, and the duration of postoperative follow-up was from 6 to 18 months. RESULTS Among them, 18 (94.7%) patients experienced treatments according to ICG angiography and did not develop postoperative necrosis. One case with right forearm trauma suffered from partial necrosis. Hypertrophic scar and local infection were the independent complications, which were managed by symptomatic treatment. CONCLUSION ICG angiography may reduce the risk of postoperative necrosis and renders a promising adjunctive technique for surgeons to make reasonable decisions in skin sparing in acute pediatric trauma.
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Affiliation(s)
- Tao Han
- Department of Burns and Plastic Surgery, Children's Hospital of Nanjing Medical University, Nanjing, China
| | - Buhao Sun
- Department of Burns and Plastic Surgery, Children's Hospital of Nanjing Medical University, Nanjing, China
| | - Weidong Wang
- Department of Burns and Plastic Surgery, Children's Hospital of Nanjing Medical University, Nanjing, China
| | - Jie Cui
- Department of Burns and Plastic Surgery, Children's Hospital of Nanjing Medical University, Nanjing, China
| | - Weimin Shen
- Department of Burns and Plastic Surgery, Children's Hospital of Nanjing Medical University, Nanjing, China
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