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Zheng Y, Yu J, Zhou Y, Lu Q, Zhang Y, Bi X. Development and validation of a predictive nomogram for vascular crises in oral and maxillofacial cancer patients undergoing free flap surgery. PLoS One 2024; 19:e0314676. [PMID: 39630781 PMCID: PMC11616845 DOI: 10.1371/journal.pone.0314676] [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: 08/12/2024] [Accepted: 11/14/2024] [Indexed: 12/07/2024] Open
Abstract
OBJECTIVE To develop and validate a predictive model for identifying vascular crises following free tissue flap transplantation in patients undergoing surgery for oral and maxillofacial tumors. METHODS This retrospective cohort study utilized medical records from the Department of Head and Neck Oncology, West China Hospital of Stomatology, Sichuan University, covering the period from January 2014 to December 2021. The analysis included 1,786 cases, divided into a training group (n = 1,251) and a validation group (n = 535). Variables included demographic factors, clinical characteristics, and surgical details. Univariate and multivariate logistic regression analyses were performed to identify significant predictors, which were then incorporated into a nomogram. The model's performance was assessed using the concordance index (C-index), receiver operating characteristic (ROC) curve, and decision curve analysis (DCA). RESULTS The incidence of vascular crisis was 5.8% in the training group and 4.9% in the validation group. Significant predictors included tissue flap width, D-dimer levels, preoperative hemoglobin, hemoglobin difference before and after surgery, and type of venous anastomosis. The nomogram showed strong predictive performance with an AUC of 0.780 in the training group and 0.701 in the validation group. Calibration curves indicated excellent fit, and DCA demonstrated clinical applicability. CONCLUSION A user-friendly model was developed for detecting vascular crises in oral and maxillofacial tumor patients. This model exhibits robust discriminative ability, precise calibration, high specificity, and significant clinical applicability, effectively identifying high-risk patients prone to vascular crises.
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Affiliation(s)
- Ying Zheng
- State Key Laboratory of Oral Diseases & National Center for Stomatology & National Clinical Research Center for Oral Diseases & Dep. Of Orthognathic and TMJ Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu, China
- Chengdu Sixth People’s Hospital, Chengdu, China
| | - Jingya Yu
- West China School of Nursing, Sichuan University, Chengdu, China
| | - Yunyu Zhou
- School of Stomatology, North Sichuan Medical College, Nanchong, Sichuan, China
| | - Qian Lu
- West China School of Nursing, Sichuan University, Chengdu, China
- Chengdu Fifth People’s Hospital, Chengdu, China
| | - Yu Zhang
- West China School of Nursing, Sichuan University, Chengdu, China
| | - Xiaoqin Bi
- State Key Laboratory of Oral Diseases & National Center for Stomatology & National Clinical Research Center for Oral Diseases & Dep. Of Orthognathic and TMJ Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu, China
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Suleiman TA, Anyimadu DT, Permana AD, Ngim HAA, Scotto di Freca A. Two-step hierarchical binary classification of cancerous skin lesions using transfer learning and the random forest algorithm. Vis Comput Ind Biomed Art 2024; 7:15. [PMID: 38884841 PMCID: PMC11183002 DOI: 10.1186/s42492-024-00166-7] [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: 11/06/2023] [Accepted: 05/24/2024] [Indexed: 06/18/2024] Open
Abstract
Skin lesion classification plays a crucial role in the early detection and diagnosis of various skin conditions. Recent advances in computer-aided diagnostic techniques have been instrumental in timely intervention, thereby improving patient outcomes, particularly in rural communities lacking specialized expertise. Despite the widespread adoption of convolutional neural networks (CNNs) in skin disease detection, their effectiveness has been hindered by the limited size and data imbalance of publicly accessible skin lesion datasets. In this context, a two-step hierarchical binary classification approach is proposed utilizing hybrid machine and deep learning (DL) techniques. Experiments conducted on the International Skin Imaging Collaboration (ISIC 2017) dataset demonstrate the effectiveness of the hierarchical approach in handling large class imbalances. Specifically, employing DenseNet121 (DNET) as a feature extractor and random forest (RF) as a classifier yielded the most promising results, achieving a balanced multiclass accuracy (BMA) of 91.07% compared to the pure deep-learning model (end-to-end DNET) with a BMA of 88.66%. The RF ensemble exhibited significantly greater efficiency than other machine-learning classifiers in aiding DL to address the challenge of learning with limited data. Furthermore, the implemented predictive hybrid hierarchical model demonstrated enhanced performance while significantly reducing computational time, indicating its potential efficiency in real-world applications for the classification of skin lesions.
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Affiliation(s)
- Taofik Ahmed Suleiman
- Department of Electrical and Information Engineering, University of Cassino and Southern Lazio, Cassino, 03043, Italy
| | - Daniel Tweneboah Anyimadu
- Department of Electrical and Information Engineering, University of Cassino and Southern Lazio, Cassino, 03043, Italy
| | - Andrew Dwi Permana
- Department of Electrical and Information Engineering, University of Cassino and Southern Lazio, Cassino, 03043, Italy
| | - Hsham Abdalgny Abdalwhab Ngim
- Department of Electrical and Information Engineering, University of Cassino and Southern Lazio, Cassino, 03043, Italy
| | - Alessandra Scotto di Freca
- Department of Electrical and Information Engineering, University of Cassino and Southern Lazio, Cassino, 03043, Italy.
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Brambullo T, De Lazzari A, Franchi A, Trevisson E, Garau ML, Scarmozzino F, Vindigni V, Bassetto F. A Misdiagnosed Familiar Brooke-Spiegler Syndrome: Case Report and Review of the Literature. J Clin Med 2024; 13:2240. [PMID: 38673513 PMCID: PMC11050603 DOI: 10.3390/jcm13082240] [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: 03/04/2024] [Revised: 03/21/2024] [Accepted: 04/08/2024] [Indexed: 04/28/2024] Open
Abstract
Aim of the report: Brooke-Spiegler syndrome (BSS) is a rare autosomal dominant disease characterized by the growth of cylindromas, spiradenomas, trichoepitheliomas, or their combination. These neoplasms usually begin in the second decade and progressively increase in number and size over the years. Diagnosis necessitates consideration of family history, clinical examination, histological findings, and genetic analysis. The aim of this paper is to explore the clinical overlap between Brooke-Spiegler syndrome (BSS) and neurofibromatosis type 1 (NF1). We aim to highlight the challenges associated with their differential diagnosis and emphasize the lack of standardized diagnostic criteria and treatment approaches. Case presentation: Hereby, we introduce the case of a 28-year-old male referred for suspicion of neurofibromatosis type 1 (NF1) who initially declined the recommended surgical excision for a scalp mass. After four years, he returned with larger masses of the scalp, and underwent excision of multiple masses, revealing cylindromas, spiradenomas, and spiradenocylindromas. Family history reported similar tumors in his father, who was also diagnosed with NF1 for the presence of multiple subcutaneous lesions on the scalp. Clinical overlap led to a genetic consultation, but testing for CYLD mutations yielded no significant variations. Despite this, the strong family history and consistent findings led to a revised diagnosis of Brooke-Spiegler syndrome, correcting the initial misdiagnosis of NF1 syndrome. Conclusions: Thanks to the evolving landscape of BSS research over the past two decades, its molecular underpinnings, clinical presentation, and histopathological features are now clearer. However, a thorough family history assessment is mandatory when BSS is suspected. It is our belief that a multidisciplinary approach and cooperation between specialists are essential when dealing with BSS. By sharing this case, we hope to underscore the importance of considering BSS as a differential diagnosis, especially in cases with atypical presentations or overlapping features with other syndromes like NF1.
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Affiliation(s)
- Tito Brambullo
- Clinic of Plastic Surgery, Neurosciences Department, University of Padua, 35131 Padua, Italy; (T.B.); (A.D.L.); (A.F.); (V.V.)
| | - Alberto De Lazzari
- Clinic of Plastic Surgery, Neurosciences Department, University of Padua, 35131 Padua, Italy; (T.B.); (A.D.L.); (A.F.); (V.V.)
| | - Arianna Franchi
- Clinic of Plastic Surgery, Neurosciences Department, University of Padua, 35131 Padua, Italy; (T.B.); (A.D.L.); (A.F.); (V.V.)
| | - Eva Trevisson
- Clinical Genetics Unit, Department of Women and Children’s Health, University of Padova, 35131 Padua, Italy; (E.T.); (M.L.G.)
| | - Maria Luisa Garau
- Clinical Genetics Unit, Department of Women and Children’s Health, University of Padova, 35131 Padua, Italy; (E.T.); (M.L.G.)
| | - Federico Scarmozzino
- Surgical Pathology & Cytopathology Unit, Department of Medicine (DIMED), University of Padova, 35131 Padova, Italy;
| | - Vincenzo Vindigni
- Clinic of Plastic Surgery, Neurosciences Department, University of Padua, 35131 Padua, Italy; (T.B.); (A.D.L.); (A.F.); (V.V.)
| | - Franco Bassetto
- Clinic of Plastic Surgery, Neurosciences Department, University of Padua, 35131 Padua, Italy; (T.B.); (A.D.L.); (A.F.); (V.V.)
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Lu Y, Sun N, Wu P, Zhou G, Peng L, Tang J. The application of infrared thermography technology in flap: A perspective from bibliometric and visual analysis. Int Wound J 2023; 20:4308-4327. [PMID: 37551726 PMCID: PMC10681462 DOI: 10.1111/iwj.14333] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2023] [Revised: 07/14/2023] [Accepted: 07/15/2023] [Indexed: 08/09/2023] Open
Abstract
The application of infrared thermography technology (IRT) in flap has become a major focus of research, as it provides a non-invasive, real-time, and quantitative approach for monitoring flap perfusion. In this regard, we conducted a comprehensive visualization and scientometric analysis to systematically summarize and discuss the current state of research in this field. We systematically reviewed publications on the application of IRT in flap procedures from 1999 to 2022, using the Web of Science Core Collection (WoSCC). Through scientometric analysis, we examined annual trends, affiliations, countries, journals, authors, and their relationships, providing insights into current hotspots and future developments in this area. We analysed 522 English studies and found a steady increase in annual publications. The United States and Germany had the highest publication rates, with Beth Israel Deaconess Medical Center and Shanghai Jiaotong University being leading institutions. Notably, Lee BT and Alex Keller emerged as influential authors in this field. Compared to existing techniques, infrared-based technology offers significant advantages for non-invasive monitoring of flap perfusion, including simplicity of operation and objective results. Future trends should focus on interdisciplinary collaborations to develop new infrared devices and achieve intelligent image processing, enabling broader application in various clinical scenarios. This bibliometric study summarizes the progress and landscape of research on 'the Application of infrared thermography technology in flap' over the past two decades, providing valuable insights and serving as a reliable reference to drive further advancements and spark researchers' interest in this field.
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Affiliation(s)
- Yilei Lu
- Department of Orthopedics, Hand & MicrosurgeryXiangya Hospital, Central South UniversityChangshaChina
- National Clinical Research Center of Geriatric DisordersXiangya Hospital, Central South UniversityChangshaChina
| | - Nianzhe Sun
- Department of Orthopedics, Hand & MicrosurgeryXiangya Hospital, Central South UniversityChangshaChina
- National Clinical Research Center of Geriatric DisordersXiangya Hospital, Central South UniversityChangshaChina
| | - Panfeng Wu
- Department of Orthopedics, Hand & MicrosurgeryXiangya Hospital, Central South UniversityChangshaChina
- National Clinical Research Center of Geriatric DisordersXiangya Hospital, Central South UniversityChangshaChina
| | - Guoling Zhou
- Department of Orthopedics, Hand & MicrosurgeryXiangya Hospital, Central South UniversityChangshaChina
- Xiangya Nursing SchoolCentral South UniversityChangshaChina
| | - Lingli Peng
- Department of Orthopedics, Hand & MicrosurgeryXiangya Hospital, Central South UniversityChangshaChina
- National Clinical Research Center of Geriatric DisordersXiangya Hospital, Central South UniversityChangshaChina
- Xiangya Nursing SchoolCentral South UniversityChangshaChina
- Teaching and Research Section of Clinical Nursing, Xiangya HospitalCentral South UniversityChangshaChina
| | - Juyu Tang
- Department of Orthopedics, Hand & MicrosurgeryXiangya Hospital, Central South UniversityChangshaChina
- National Clinical Research Center of Geriatric DisordersXiangya Hospital, Central South UniversityChangshaChina
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The Prevalence and Treatment Costs of Non-Melanoma Skin Cancer in Cluj-Napoca Maxillofacial Center. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:medicina59020220. [PMID: 36837422 PMCID: PMC9968035 DOI: 10.3390/medicina59020220] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 01/03/2023] [Accepted: 01/19/2023] [Indexed: 01/26/2023]
Abstract
Background and Objectives: An increasing incidence of non-melanoma skin cancer (NMSC) is noted, as well as an increasing cost of the treatment, with NMSC becoming a public health problem. We aimed to investigate the prevalence and treatment costs of surgically treated NMSC from the Oral and Maxillofacial Surgery Department of Cluj-Napoca County Hospital. Materials and Methods: We retrospectively analyzed the clinical data and the charge data of hospitalization from the informatic system of Cluj-Napoca County Hospital. All patients benefited from standard surgical excision with the reconstruction of the post-excisional defect. A statistical analysis of the costs related to the patients' features, period and conditions of hospitalization, materials, medication, and paraclinical investigations was performed. Results: Between 2015 and 2019, 133 patients with NMSC were addressed to our department, with basal cell carcinoma (BCC) being four-fold higher than squamous cell carcinoma (SCC). Most NMSC cases were diagnosed in stage I or II, and they benefited from local reconstruction. The treatment costs progressively increased in the last five years, reaching a total cost of EUR ~13.000 in 2019. The treatment cost per episode was higher for SCC compared to BCC, while the total cost of treatment in 5 years was higher for BCC. Low income, immunosuppression, comorbidities, flap reconstruction option, long-lasting surgery, and prolonged hospitalization were associated with an increased cost of the treatment. Conclusion: The prevalence and treatment cost of surgically treated NMSC of the head and neck region increased in the last five years, with high-cost drivers being related to patients and treatment options.
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