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de Esteban Maciñeira E, Fernández Fernández P, Conde González I, Bande Rodríguez MF, Blanco Teijeiro MJ. Multiple neoplasms in patients with uveal melanoma: a systematic review. Int Ophthalmol 2024; 44:256. [PMID: 38909111 DOI: 10.1007/s10792-024-03164-z] [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: 01/30/2024] [Accepted: 06/15/2024] [Indexed: 06/24/2024]
Abstract
PURPOSE Uveal melanoma is the most prevalent intraocular malignancy in adults, derived from uveal tract melanocytes. This study focuses on the frequency and risk of second primary malignancies in UM patients. METHODS A PubMed search (1980-2023) identified studies on SPM incidence in UM patients. From 191 references, 14 studies were chosen, focusing on UM, SPMs, and analysing data on demographics and types of neoplasms. RESULTS Among 31,235 UM patients in 14 studies, 4695 had 4730 SPMs (15.03% prevalence). Prostate (15%), breast (12%), and colorectal (9%) cancers were most common. Digestive system malignancies were highest (19%), with colorectal cancer leading (51%). Breast and prostate cancers were prevalent in respective systems. Lung, bladder, and non-Hodgkin's lymphoma were also notable. The study observed an increasing trend in the frequency of SPMs over time, reflecting broader trends in cancer survivorship and the growing prevalence of multiple malignancies. CONCLUSION The study highlights a significant presence of SPMs in UM patients, with an increasing trend in frequency over time, emphasizing prostate and breast cancers. This underscores the need for focused surveillance and tailored follow-up for UM survivors, considering their higher risk of additional malignancies. Future research should further investigate SPM aetiology in UM patients.
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Affiliation(s)
- Elia de Esteban Maciñeira
- Department of Ophthalmology, University Hospital of Santiago de Compostela, Ramón Baltar S/N, 15706, Santiago de Compostela, Spain.
| | - Pablo Fernández Fernández
- Department of Surgery and Medical-Surgical Specialties, University of Santiago de Compostela, Santiago de Compostela, Spain
| | | | - Manuel Francisco Bande Rodríguez
- Department of Ophthalmology, University Hospital of Santiago de Compostela, Ramón Baltar S/N, 15706, Santiago de Compostela, Spain
- Intraocular Tumors of the Adult, Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS), Santiago de Compostela, Spain
| | - María José Blanco Teijeiro
- Department of Ophthalmology, University Hospital of Santiago de Compostela, Ramón Baltar S/N, 15706, Santiago de Compostela, Spain
- Intraocular Tumors of the Adult, Instituto de Investigación Sanitaria de Santiago de Compostela (IDIS), Santiago de Compostela, Spain
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Mirshahvalad SA, Zamani-Siahkali N, Pirich C, Beheshti M. A Systematic Review and Meta-Analysis on the Diagnostic and Prognostic Values of 18F-FDG PET in Uveal Melanoma and Its Hepatic Metastasis. Cancers (Basel) 2024; 16:1712. [PMID: 38730664 PMCID: PMC11082998 DOI: 10.3390/cancers16091712] [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: 04/18/2024] [Revised: 04/26/2024] [Accepted: 04/26/2024] [Indexed: 05/13/2024] Open
Abstract
In this systematic review and meta-analysis (PRISMA-compliant), we tried to investigate diagnostic and prognostic values of 18F-FDG PET in uveal melanoma. A systematic search was conducted on the main medical literature databases to include studies that evaluated 18F-FDG PET as the imaging modality to evaluate patients with uveal melanoma. Overall, 27 studies were included. Twelve had data about the detection rate of 18F-FDG PET in primary intra-ocular tumours. The pooled sensitivity was 45% (95%CI: 41-50%). Furthermore, studies showed that the larger the primary tumour, the higher its uptake. Among the included studies, 13 assessed 18F-FDG PET in detecting metastasis. The pooled sensitivity and specificity were 96% (95%CI: 81-99%) and 100% (95%CI: 94-100%), respectively. Regarding liver metastasis, they were 95% (95%CI: 79-99%) and 100% (95%CI: 91-100%), respectively. Noteworthy, the level of 18F-FDG uptake was a strong predictor of patient survival. Lastly, 18F-FDG PET could characterise lesions from the histopathology perspective, distinguishing high-risk from low-risk diseases. Overall, although not reliable in detecting primary intra-ocular tumours, 18F-FDG PET is highly accurate for diagnosing metastatic uveal melanomas. It can also be a highly valuable modality in terms of patient prognostication. Thus, 18F-FDG PET can be recommended in patients diagnosed with uveal melanoma to enhance decision-making and patient management.
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Affiliation(s)
- Seyed Ali Mirshahvalad
- Division of Molecular Imaging and Theranostics, Department of Nuclear Medicine, University Hospital, Paracelsus Medical University, 5020 Salzburg, Austria; (S.A.M.); (N.Z.-S.); (C.P.)
- Joint Department of Medical Imaging, University Health Network, Mount Sinai Hospital & Women’s College Hospital, University Medical Imaging Toronto (UMIT), University of Toronto, Toronto, ON M5G 2N2, Canada
| | - Nazanin Zamani-Siahkali
- Division of Molecular Imaging and Theranostics, Department of Nuclear Medicine, University Hospital, Paracelsus Medical University, 5020 Salzburg, Austria; (S.A.M.); (N.Z.-S.); (C.P.)
- Research Centre for Nuclear Medicine, Department of Nuclear Medicine, Shariati Hospital, Tehran University of Medical Sciences, Tehran 1461884513, Iran
| | - Christian Pirich
- Division of Molecular Imaging and Theranostics, Department of Nuclear Medicine, University Hospital, Paracelsus Medical University, 5020 Salzburg, Austria; (S.A.M.); (N.Z.-S.); (C.P.)
| | - Mohsen Beheshti
- Division of Molecular Imaging and Theranostics, Department of Nuclear Medicine, University Hospital, Paracelsus Medical University, 5020 Salzburg, Austria; (S.A.M.); (N.Z.-S.); (C.P.)
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Wróblewska-Zierhoffer M, Paprzycka B, Kubiak A, Tomczyk Ł, Rospond-Kubiak I. Additional primary malignancies in a Polish cohort of uveal melanoma patients: a review of 644 patients with long-term follow-up. BMC Ophthalmol 2023; 23:506. [PMID: 38087265 PMCID: PMC10717148 DOI: 10.1186/s12886-023-03246-z] [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: 06/25/2023] [Accepted: 11/26/2023] [Indexed: 12/18/2023] Open
Abstract
AIM To investigate the frequency and location of additional primary malignancies in a Polish cohort of uveal melanoma (UM) patients registered in a single centre database. MATERIAL AND METHOD Retrospective data analysis of patients treated for uveal melanoma at the Department of Ophthalmology, Poznań University of Medical Sciences, Poland between 1991 and 2017. Data on the diagnosis of the additional malignancies were obtained during the follow-up visits in our Department and/or from the Greater Poland Cancer Registry. The exclusion criteria comprised no confirmed follow-up or incomplete clinical entry data. RESULTS Among 644 UM patients registered in the database up to 2017, the additional malignancy was diagnosed in 126 (20%) patients: 71 men, 55 women at the median age of 67 years (range: 34-94). In 48 patients (38%), the additional malignancy occurred prior to the diagnosis of UM, in 73 (58%) patients - after it. The most common locations of second cancer were skin (20 cases / 15%), breast (17 cases / 13%) and lungs (15 cases / 12%). The median follow-up was 36 months (range: 3-242). 87 patients (69%) died by the study close, 32 (37%) of them due to metastatic disease from uveal melanoma, 41 (47%) due to another cancer. CONCLUSIONS The frequency of additional primary malignancies was higher in our cohort than reported by most of other groups. If there is a certain predisposition to a specific type of additional primary carcinoma in UM patients, the analysis of larger database is required.
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Affiliation(s)
- Marta Wróblewska-Zierhoffer
- Department of Ophthalmology, Poznań University of Medical Sciences, Poznań, Poland
- Polyclinic of Plastic and Ophthalmic Surgery, Kobylniki, Poland
| | - Barbara Paprzycka
- Department of Ophthalmology, Poznań District Hospital, Poznań, Poland
| | - Anna Kubiak
- Greater Poland Cancer Registry, Greater Poland Cancer Centre, Poznań, Poland
| | - Łukasz Tomczyk
- Department of Food Safety and Quality Management, Poznań University of Life Sciences, Poznań, Poland
| | - Iwona Rospond-Kubiak
- Department of Ophthalmology, Poznań University of Medical Sciences, Poznań, Poland.
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Filippi L, Bianconi F, Schillaci O, Spanu A, Palumbo B. The Role and Potential of 18F-FDG PET/CT in Malignant Melanoma: Prognostication, Monitoring Response to Targeted and Immunotherapy, and Radiomics. Diagnostics (Basel) 2022; 12:929. [PMID: 35453977 PMCID: PMC9028862 DOI: 10.3390/diagnostics12040929] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2022] [Revised: 04/06/2022] [Accepted: 04/07/2022] [Indexed: 12/17/2022] Open
Abstract
Novel therapeutic approaches, consisting of immune check-point inhibitors (ICIs) and molecularly targeted therapy, have thoroughly changed the clinical management of malignant melanoma (MM), the most frequent and deadly skin cancer. Since only 30-40% of MM patients respond to ICIs, imaging biomarkers suitable for the pre-therapeutic stratification and response assessment are warmly welcome. In this scenario, positron emission computed tomography (PET/CT) with 18F-fluorodeoxyglucose (18F-FDG) has been successfully utilized for advanced MM staging and therapy response evaluation. Furthermore, several PET-derived parameters (SUVmax, MTV, TLG) were particularly impactful for the prognostic evaluation of patients submitted to targeted and immunotherapy. In this review, we performed a web-based and desktop research on the clinical applications of 18F-FDG PET/CT in MM, with a particular emphasis on the various metabolic criteria developed for interpreting PET/CT scan in patients undergoing immunotherapy or targeted therapy or a combination of both. Furthermore, the emerging role of radiomics, a quantitative approach to medical imaging applying analysis methodology derived by the field of artificial intelligence, was examined in the peculiar context, putting a particular emphasis on the potential of this discipline to support clinicians in the delicate process of building patient-tailored pathways of care.
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Affiliation(s)
- Luca Filippi
- Nuclear Medicine Unit, “Santa Maria Goretti” Hospital, Via Antonio Canova, 04100 Latina, Italy
| | - Francesco Bianconi
- Department of Engineering, Università Degli Studi di Perugia, Via Goffredo Duranti 93, 06135 Perugia, Italy;
| | - Orazio Schillaci
- Department of Biomedicine and Prevention, University Tor Vergata, Viale Oxford 81, 00133 Rome, Italy;
- IRCCS Neuromed, 86077 Pozzilli, Italy
| | - Angela Spanu
- Unit of Nuclear Medicine, Department of Medical, Surgical and Experimental Sciences, University of Sassari, Viale San Pietro 8, 07100 Sassari, Italy;
| | - Barbara Palumbo
- Section of Nuclear Medicine and Health Physics, Department of Medicine and Surgery, Università Degli Studi di Perugia, Piazza Lucio Severi 1, 06132 Perugia, Italy;
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Onken MD, Noda SE, Kaltenbronn KM, Frankfater C, Makepeace CM, Fettig N, Piggott KD, Custer PL, Ippolito JE, Blumer KJ. Oncogenic Gq/11 signaling acutely drives and chronically sustains metabolic reprogramming in uveal melanoma. J Biol Chem 2022; 298:101495. [PMID: 34919964 PMCID: PMC8761705 DOI: 10.1016/j.jbc.2021.101495] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 12/04/2021] [Accepted: 12/06/2021] [Indexed: 12/02/2022] Open
Abstract
Metabolic reprogramming has been shown to occur in uveal melanoma (UM), the most common intraocular tumor in adults. Mechanisms driving metabolic reprogramming in UM are poorly understood. Elucidation of these mechanisms could inform development of new therapeutic strategies for metastatic UM, which has poor prognosis because existing therapies are ineffective. Here, we determined whether metabolic reprogramming is driven by constitutively active mutant α-subunits of the heterotrimeric G proteins Gq or G11 (Gq/11), the oncogenic drivers in ∼90% of UM patients. Using PET-computed tomography imaging, microphysiometry, and GC/MS, we found that inhibition of oncogenic Gq/11 with the small molecule FR900359 (FR) attenuated glucose uptake by UM cells in vivo and in vitro, blunted glycolysis and mitochondrial respiration in UM cell lines and tumor cells isolated from patients, and reduced levels of several glycolytic and tricarboxylic acid cycle intermediates. FR acutely inhibited glycolysis and respiration and chronically attenuated expression of genes in both metabolic processes. UM therefore differs from other melanomas that exhibit a classic Warburg effect. Metabolic reprogramming in UM cell lines and patient samples involved protein kinase C and extracellular signal-regulated protein kinase 1/2 signaling downstream of oncogenic Gq/11. Chronic administration of FR upregulated expression of genes involved in metabolite scavenging and redox homeostasis, potentially as an adaptive mechanism explaining why FR does not efficiently kill UM tumor cells or regress UM tumor xenografts. These results establish that oncogenic Gq/11 signaling is a crucial driver of metabolic reprogramming in UM and lay a foundation for studies aimed at targeting metabolic reprogramming for therapeutic development.
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Affiliation(s)
- Michael D Onken
- Department of Biochemistry and Molecular Biophysics, Washington University School of Medicine, St Louis, Missouri, USA
| | - Sarah E Noda
- Department of Cell Biology and Physiology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Kevin M Kaltenbronn
- Department of Cell Biology and Physiology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Cheryl Frankfater
- Department of Biochemistry and Molecular Biophysics, Washington University School of Medicine, St Louis, Missouri, USA; Department of Radiology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Carol M Makepeace
- Department of Cell Biology and Physiology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Nikki Fettig
- Department of Radiology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Kisha D Piggott
- Department of Ophthalmology and Visual Sciences, Washington University School of Medicine, St Louis, Missouri, USA
| | - Philip L Custer
- Department of Ophthalmology and Visual Sciences, Washington University School of Medicine, St Louis, Missouri, USA
| | - Joseph E Ippolito
- Department of Biochemistry and Molecular Biophysics, Washington University School of Medicine, St Louis, Missouri, USA; Department of Radiology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Kendall J Blumer
- Department of Cell Biology and Physiology, Washington University School of Medicine, St Louis, Missouri, USA.
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Han A, Schug ZT, Aplin AE. Metabolic Alterations and Therapeutic Opportunities in Rare Forms of Melanoma. Trends Cancer 2021; 7:671-681. [PMID: 34127435 DOI: 10.1016/j.trecan.2021.05.005] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Revised: 05/18/2021] [Accepted: 05/19/2021] [Indexed: 12/12/2022]
Abstract
Melanoma is derived from melanocytes located in multiple regions of the body. Cutaneous melanoma (CM) represents the major subgroup, but less-common subtypes including uveal melanoma (UM), mucosal melanoma (MM), and acral melanoma (AM) arise that have distinct genetic profiles. Treatments effective for CM are ineffective in UM, AM, and MM, and patient survival remains poor. As reprogrammed cancer metabolism is associated with tumorigenesis, the underlying mechanisms are well studied and provide therapeutic opportunities in many cancers; however, metabolism is less well studied in rarer melanoma subtypes. We summarize current knowledge of the metabolic alterations in rare melanoma and potential applications of targeting cancer metabolism to improve the therapeutic options available to UM, AM, and MM patients.
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Affiliation(s)
- Anna Han
- Department of Cancer Biology, Thomas Jefferson University, Philadelphia, PA 19107, USA
| | - Zachary T Schug
- Molecular and Cellular Oncogenesis Program, Wistar Institute, Philadelphia, PA19104, USA
| | - Andrew E Aplin
- Department of Cancer Biology, Thomas Jefferson University, Philadelphia, PA 19107, USA; Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA 19107, USA.
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Li X, Wang L, Zhang L, Tang F, Wei X. Application of Multimodal and Molecular Imaging Techniques in the Detection of Choroidal Melanomas. Front Oncol 2021; 10:617868. [PMID: 33634026 PMCID: PMC7902045 DOI: 10.3389/fonc.2020.617868] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Accepted: 12/16/2020] [Indexed: 02/05/2023] Open
Abstract
Choroidal melanomas are the most common ocular malignant tumors worldwide. The onset of such tumors is insidious, such that affected patients often have no pain or obvious discomfort during early stages. Notably, enucleation is required for patients with a severe choroidal melanoma, which can seriously impact their quality of life. Moreover, choroidal melanomas metastasize early, often to the liver; this eventually causes affected patients to die of liver failure. Therefore, early diagnosis of choroidal melanomas is extremely important. Unfortunately, an early choroidal melanoma is easily confused with a choroidal nevus, which is the most common benign tumor of the eye and does not often require surgical treatment. This review discusses recent advances in the use of multimodal and molecular imaging to identify choroidal melanomas and choroidal nevi, detect early metastasis, and diagnose patients with choroidal melanomas.
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Affiliation(s)
- Xuying Li
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
| | - Lixiang Wang
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
| | - Li Zhang
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
| | - Fei Tang
- Department of Ophthalmology, ShangjinNanfu Hospital, Chengdu, China
| | - Xin Wei
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China.,Department of Ophthalmology, ShangjinNanfu Hospital, Chengdu, China
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Marko M, Leško P, Jurenová D, Furda R, Greguš M. Importance of PET/CT examination in patients with malignant uveal melanoma. CESKÁ A SLOVENSKÁ OFTALMOLOGIE : CASOPIS CESKÉ OFTALMOLOGICKÉ SPOLECNOSTI A SLOVENSKÉ OFTALMOLOGICKÉ SPOLECNOSTI 2020; 76:37-44. [PMID: 32917093 DOI: 10.31348/2020/5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
INTRODUCTION Diagnostic and therapeutic management of the patient with malignant uveal melanoma (MMU) is subject to ongoing efforts to innovate. PET/CT (Positron Emission Tomography / Computed Tomography) examination is important in both diagnosis and metastases. MATERIAL AND METHODS Evaluation of the importance of PET/CT examination in the group of patients diagnosed with MMU in the period 12.1.2016 to 6.12.2018. All patients with a diagnosis of secondary retinal detachment, suspected uveal melanoma, underwent standard examinations to detect possible metastases (liver ultrasound, chest X-ray). Patients for whom a stereotactic radiosurgery solution was planned due to the stage of the disease this examination was to exclude metastasis in the liver or lungs. PET/CT examination is part of the protocol within the exclusion criteria for treatment with stereotactic radiosurgery in one day session surgery. RESULTS In the group of 84 patients, 47 women (56 %) and 37 men (44 %) were aged between 26 and 90 years. Their average age was 61.4 years. The median group was 64 years, modus 65 years. Of 84 patients, 79 (94 % of cases) had a diagnosis of C69.3 (choroidal melanoma) and 5 patients (6 % of cases) had a diagnosis of C69.4 (ciliary body melanoma). Subsequent PET/CT examination in many patients did not reveal hypermetabolic manifestations that could involve various pathological processes, in others the radiopharmaceutical was captured in the primary tumor area of the uveal tract. Hypermetabolism in eye globe was only found in melanomas with a volume of more than 0.5 cm3. PET/CT examinations were 85, with one patient undergoing examination twice. However, in 25 patients (26 examinations), the radiopharmaceutical was taken up in places that subsequently required closer attention. The initial aim of the examination was to locate possible metastases of MMU. In the others, 3 incidents have been reported: increased metabolism in the lung and liver, thyroid and mediastinal lymph nodes. Of the 85 examinations, 26 (30.6 %) resulted in a hypermetabolic manifestation of accumulation, which was not located in the eye tract, resp. right in the eye. Two malignancies (prostatic carcinoma and rectosigmal carcinoma) have occurred in two patients. Very important was the discovery of MMU metastasis in the liver, which confirmed the important role of PET/CT examination in the management of MMU patients. The metastasis was discovered after repeated PET/CT examination. CONCLUSION PET/CT examination is a technically demanding examination and is one of the possibilities of imaging intraocular melanoma in tumors with volume more than 0.5 cm3. It is important in determining the grading and staging of the disease before radiosurgical treatment and also in detecting possible metastases after MMU treatment in cases where ultrasound or MRI examinations do not give a definite result. However, our study confirmed the significance of this examination for randomly detected 2 duplex malignancies (2.4%) and 3 incidentalomas (3.6%) in patients whose ophthalmologist diagnosed uveal melanoma and sent patients for full-body PET/CT examination.
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Zhang L, Gao HJ, Zhang J, Badami B. Optimization of the Convolutional Neural Networks for Automatic Detection of Skin Cancer. Open Med (Wars) 2020; 15:27-37. [PMID: 32099900 PMCID: PMC7026744 DOI: 10.1515/med-2020-0006] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Accepted: 10/03/2019] [Indexed: 12/20/2022] Open
Abstract
Convolutional neural networks (CNNs) are a branch of deep learning which have been turned into one of the popular methods in different applications, especially medical imaging. One of the significant applications in this category is to help specialists make an early detection of skin cancer in dermoscopy and can reduce mortality rate. However, there are a lot of reasons that affect system diagnosis accuracy. In recent years, the utilization of computer-aided technology for this purpose has been turned into an interesting category for scientists. In this research, a meta-heuristic optimized CNN classifier is applied for pre-trained network models for visual datasets with the purpose of classifying skin cancer images. However there are different methods about optimizing the learning step of neural networks, and there are few studies about the deep learning based neural networks and their applications. In the present work, a new approach based on whale optimization algorithm is utilized for optimizing the weight and biases in the CNN models. The new method is then compared with 10 popular classifiers on two skin cancer datasets including DermIS Digital Database Dermquest Database. Experimental results show that the use of this optimized method performs with better accuracy than other classification methods.
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Affiliation(s)
- Long Zhang
- Department of medical equipment, People’s hospital of Zhengzhou University, Zhengzhou, 450001, China
| | - Hong Jie Gao
- Department of medical equipment, People’s hospital of Zhengzhou University, Zhengzhou, 450001, China
| | - Jianhua Zhang
- Institute of Medical Engineering Technology and Data Mining, Zhengzhou University, Zhengzhou, 450001, China
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Zhang N, Cai YX, Wang YY, Tian YT, Wang XL, Badami B. Skin cancer diagnosis based on optimized convolutional neural network. Artif Intell Med 2019; 102:101756. [PMID: 31980095 DOI: 10.1016/j.artmed.2019.101756] [Citation(s) in RCA: 65] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Revised: 10/01/2019] [Accepted: 11/05/2019] [Indexed: 12/11/2022]
Abstract
Early detection of skin cancer is very important and can prevent some skin cancers, such as focal cell carcinoma and melanoma. Although there are several reasons that have bad impacts on the detection precision. Recently, the utilization of image processing and machine vision in medical applications is increasing. In this paper, a new image processing based method has been proposed for the early detection of skin cancer. The method utilizes an optimal Convolutional neural network (CNN) for this purpose. In this paper, improved whale optimization algorithm is utilized for optimizing the CNN. For evaluation of the proposed method, it is compared with some different methods on two different datasets. Simulation results show that the proposed method has superiority toward the other compared methods.
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Affiliation(s)
- Ni Zhang
- Department of Throracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Avenue, Wuhan, Hubei 430030, China
| | - Yi-Xin Cai
- Department of Throracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Avenue, Wuhan, Hubei 430030, China
| | - Yong-Yong Wang
- Department of Throracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Avenue, Wuhan, Hubei 430030, China
| | - Yi-Tao Tian
- Department of Throracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Avenue, Wuhan, Hubei 430030, China
| | - Xiao-Li Wang
- Cancer Biology Research Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China.
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