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1.
Skin Res Technol ; 30(5): e13607, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38742379

RESUMO

BACKGROUND: Timely diagnosis plays a critical role in determining melanoma prognosis, prompting the development of deep learning models to aid clinicians. Questions persist regarding the efficacy of clinical images alone or in conjunction with dermoscopy images for model training. This study aims to compare the classification performance for melanoma of three types of CNN models: those trained on clinical images, dermoscopy images, and a combination of paired clinical and dermoscopy images from the same lesion. MATERIALS AND METHODS: We divided 914 image pairs into training, validation, and test sets. Models were built using pre-trained Inception-ResNetV2 convolutional layers for feature extraction, followed by binary classification. Training comprised 20 models per CNN type using sets of random hyperparameters. Best models were chosen based on validation AUC-ROC. RESULTS: Significant AUC-ROC differences were found between clinical versus dermoscopy models (0.661 vs. 0.869, p < 0.001) and clinical versus clinical + dermoscopy models (0.661 vs. 0.822, p = 0.001). Significant sensitivity differences were found between clinical and dermoscopy models (0.513 vs. 0.799, p = 0.01), dermoscopy versus clinical + dermoscopy models (0.799 vs. 1.000, p = 0.02), and clinical versus clinical + dermoscopy models (0.513 vs. 1.000, p < 0.001). Significant specificity differences were found between dermoscopy versus clinical + dermoscopy models (0.800 vs. 0.288, p < 0.001) and clinical versus clinical + dermoscopy models (0.650 vs. 0.288, p < 0.001). CONCLUSION: CNN models trained on dermoscopy images outperformed those relying solely on clinical images under our study conditions. The potential advantages of incorporating paired clinical and dermoscopy images for CNN-based melanoma classification appear less clear based on our findings.


Assuntos
Dermoscopia , Melanoma , Redes Neurais de Computação , Neoplasias Cutâneas , Humanos , Melanoma/diagnóstico por imagem , Melanoma/patologia , Melanoma/classificação , Dermoscopia/métodos , Neoplasias Cutâneas/diagnóstico por imagem , Neoplasias Cutâneas/patologia , Neoplasias Cutâneas/classificação , Aprendizado Profundo , Sensibilidade e Especificidade , Feminino , Curva ROC , Interpretação de Imagem Assistida por Computador/métodos , Masculino
2.
Int J Dermatol ; 63(8): 1064-1070, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38415856

RESUMO

BACKGROUND: Dermoscopy is a non-invasive, cost-effective tool useful in the assessment of pigmented lesions. The aim of this study was to analyze the dermoscopic features in excised melanomas in a tertiary hospital in Brazil and the influence of Breslow thickness on the dermoscopic features observed. METHODS: An observational, cross-sectional study in which dermoscopic images of 43 melanomas were evaluated. The patients were divided into three groups: in situ, thin invasive melanoma (Breslow thickness <1 mm), and thick invasive melanoma (Breslow thickness ≥1 mm). RESULTS: We studied 33 patients with 43 melanomas. Twenty-one (48.8%) were melanoma in situ, 16 (37.2%) were thin melanomas, and 6 (14%) were thick melanomas. The most frequent dermoscopic criteria observed in all cases were atypical pigment network, multiple colors (3 or more), asymmetrical blotches, and peripheral asymmetric dots and globules. There was a statistically significant difference in the three groups regarding the frequency of atypical vessels, white scar areas, blue-white veil, shiny white structures, and radial streaming. The group of invasive melanomas presented with a higher frequency and statistical significance (P < 0.05) of atypical vessels, white scar areas, blue-white veil, and shiny white structures when compared to in situ melanomas. The presence of radial streaming and blue-white veil was more frequent in thick invasive melanomas than in thin invasive melanomas. The presence of a higher number of structures was seen in invasive melanomas, with a median of 5 and 7.5 structures for thin and thick invasive tumors, respectively. CONCLUSIONS: In line with prior data, we identified an association between invasive melanomas and structures linked to fibrosis and tumor vascularity. Specifically, we noted the presence of atypical vessels, scar-like white areas, a blue-white veil, and shiny white structures. Also, a higher number of dermoscopic structures was seen in invasive melanomas. In thicker melanomas, we observed additional findings, including a higher frequency of radial streaming and a blue-white veil.


Assuntos
Dermoscopia , Melanoma , Invasividade Neoplásica , Neoplasias Cutâneas , Centros de Atenção Terciária , Humanos , Melanoma/patologia , Melanoma/diagnóstico por imagem , Melanoma/cirurgia , Neoplasias Cutâneas/patologia , Neoplasias Cutâneas/diagnóstico por imagem , Neoplasias Cutâneas/cirurgia , Estudos Transversais , Brasil , Masculino , Feminino , Pessoa de Meia-Idade , Idoso , Adulto , Carga Tumoral , Idoso de 80 Anos ou mais
3.
Medicina (B Aires) ; 83(3): 376-383, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37379534

RESUMO

INTRODUCTION: Immediate completion lymph node dissection (CLND) performed in patients with a positive sentinel lymph node biopsy (SLNB) cutaneous melanoma is not associated with improved melanoma specific survival versus active surveillance (AS) using nodal ultrasound. Clinical practice experience and outcomes of AS and adjuvant therapy is now starting to be published in literature. METHODS: Retrospective analysis of patients with a positive-SLNB between June/2017-February/2022. Impact of management on any-site recurrence free survival (RFS), isolated nodal recurrence (INR), distant metastasis-free survival (DMFS) and melanoma-specific survival (MSS) was evaluated. RESULTS: From 126 SLNB, 31 (24.6%) were positive: 24 received AS and 7 CLND. Twenty-one (68%) received adjuvant therapy (AS, 67% and CLND, 71%). With a median follow-up of 18 months, 10 patients developed recurrent disease with an estimated 2-yr RFS of 73% (CI95%, 0.55-0.86) (30% in AS group vs. 43% in dissection group; P = 0.65). Four died of melanoma with an estimated 2-yr MSS of 82% (CI 95%, 0.63-0.92) and no differences between AS and CLND groups (P = 0.21). Estimated 2-yr DMFS of the whole cohort was 76% (CI 95%, 0.57-0.88) with no differences between groups (P = 0.33). CONCLUSION: Active surveillance strategy has been adopted for most positive-SLNB cutaneous melanoma patients. Adjuvant therapy without immediate CLND was delivered in nearly 70% of patients. Our results align with outcomes of randomized control trials and previous real-world data.


Introducción: La linfadenectomía inmediata (LI) realizada en pacientes con biopsia de ganglio centinela (BGC) positivo por melanoma cutáneo no está asociada a mejoría en la supervivencia libre de enfermedad vs. vigilancia activa (VA). Resultados oncológicos y experiencia en la práctica clínica con dicha conducta asociados a tratamiento adyuvante comienzan a ser publicados en la literatura. Métodos: Análisis retrospectivo incluyendo pacientes con BGC-positiva por melanoma cutáneo entre junio/2017-febrero/2022. Se evaluó impacto del manejo en: supervivencia libre de recurrencia (SLR), recurrencia ganglionar aislada (RGA), supervivencia libre de metástasis a distancia (SLMD) y supervivencia libre de enfermedad (SLE). Resultados: De 126 pacientes, 31 (24.6%) fueron positivos: en 24 se realizó VA y en 7 LI. Veintiún pacientes (68%) recibieron tratamiento adyuvante (VA, 67% y LI, 71%). Con una media de seguimiento de 18 meses, 10 pacientes presentaron recurrencia de la enfermedad con una SLR estimada a 2 años del 73% (CI95%, 0.55-0.86) (30% en VA vs. 43% en LI; P = 0.65). Cuatro murieron de melanoma con una SLE a 2 años del 82% (CI 95%, 0.63-0.92); sin diferencia entre ambos grupos (P = 0.21). La SLMD a 2 años de toda la cohorte fue de 76% (CI 95%, 0.57-0.88; P = 0.33). Conclusión: La vigilancia activa se ha adoptado como conducta para la mayoría de los pacientes con BGCpositivo. El tratamiento adyuvante sin linfadenectomía inmediata se realizó en cerca del 70% de nuestra serie. Los resultados de nuestra serie son similares a los reportados en la literatura.


Assuntos
Melanoma , Linfonodo Sentinela , Neoplasias Cutâneas , Humanos , Melanoma/diagnóstico por imagem , Melanoma/cirurgia , Neoplasias Cutâneas/cirurgia , Linfonodo Sentinela/patologia , Linfonodo Sentinela/cirurgia , Estudos Retrospectivos , Melanoma Maligno Cutâneo
4.
Immunotherapy ; 15(5): 343-351, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36852429

RESUMO

Background: Predicting the roughly 50% of melanoma patients that will respond to immunotherapy is challenging. We tested if splenic volume could be a predictive biomarker. Methods: Splenic volume was measured by a semiautomated commercial software tool in pre- and post-treatment PET/CT, CT or MRI in 50 melanoma patients treated with immune checkpoint inhibitors. Results: Subjects with smaller spleens had better progression-free survival (median not achieved after 30.6 months of follow-up vs median 11.2 months; p = 0.0213) than their counterparts. A cut-off of <244 cm3 yielded a sensitivity of 83% and specificity of 54% to identify responders. Conclusion: Measuring splenic volume on imaging scans is feasible. Smaller pretreatment spleen volume is associated with better responses to immune checkpoint inhibitors.


For patients with relapsed or advanced melanoma, immunotherapy is the main treatment option. Not all patients respond to it and there are few ways of knowing the odds beforehand. Treatment can be costly and dangerous. We investigated if measuring the spleen using imaging scans already routinely done to monitor the disease could give doctors an idea of whether the patient had higher chances of responding to immunotherapy. Our main finding was that patients with smaller spleens before treatment initiation were more likely to respond to immunotherapy and live longer without the disease. This finding can potentially be used in day-to-day care to inform patients and their physicians of the patient's odds and help them make an informed joint decision.


Assuntos
Melanoma , Baço , Humanos , Baço/diagnóstico por imagem , Inibidores de Checkpoint Imunológico , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada , Melanoma/diagnóstico por imagem , Melanoma/terapia , Imunoterapia
5.
J Breast Imaging ; 5(2): 209-229, 2023 Mar 20.
Artigo em Inglês | MEDLINE | ID: mdl-38416928

RESUMO

Metastases to the breast from non-mammary origin are rare. The majority of these lesions appear as secondary manifestations of melanoma and lymphoma, followed by lung carcinomas, gynecological carcinomas, and sarcomas. There has been a steady trend of an increase in diagnosis of intramammary metastases owing to the current advances in imaging technology. Imaging features depend on the type of primary neoplasm and route of dissemination, some of which resemble primary breast cancer and benign breast entities. There are certain imaging features that raise the level of suspicion for metastases in the correct clinical context. However, imaging manifestations of intramammary metastases do not always comply with the known classic patterns. The aim of this review is to clarify these features, emphasizing radiologic-pathologic correlation and a multidisciplinary approach, since most cases are found in patients with advanced disease.


Assuntos
Carcinoma , Melanoma , Humanos , Mama/diagnóstico por imagem , Melanoma/diagnóstico por imagem
6.
J Invest Surg ; 35(5): 1171-1175, 2022 May.
Artigo em Inglês | MEDLINE | ID: mdl-35168453

RESUMO

Purpose: This study aimed to determine the feasibility of preoperative lymphoscintigraphy and intraoperative radio-guided sentinel lymph node biopsy (SLNB) in patients previously submitted to complete lymphadenectomy (CL) in the same region. There is no current proposal to stage patients diagnosed with a new melanoma after SLNB if the regional lymph node (LN) was removed, preventing this specific population from adjuvant treatments due to understaging.Methods: We assessed six cases of patients with a previous cancer diagnosis (melanoma, breast, or thyroid cancer) who had undergone CL and later developed a new cutaneous melanoma in the same extremity submitted to CL. They underwent preoperative lymphoscintigraphy to locate the sentinel lymph node (SLN), followed by a radio-guided SLNB with the assistance of patent blue dye. A pathologist then evaluated the excised SLN.Results: We had 100% feasibility, all six patients had their SLN located, and three (50%) patients tested positive for metastasis in the excised LNs.Conclusions: All these patients met the criteria to undergo SLNB, but no previous reports demonstrated and corroborated the performance of this procedure in this situation. SLNB with expected drainage for regions previously submitted to a radical lymphadenectomy is a safe and effective procedure. A lymphoscintigraphy allows locating the SLN that is likely to be resected in surgery. In this scenario, we had a 50% positivity, providing how relevant and essential this information is for the prognosis and practical therapeutical approaches for this rare but relevant melanoma population.


Assuntos
Melanoma , Neoplasias Cutâneas , Humanos , Excisão de Linfonodo/efeitos adversos , Linfonodos/diagnóstico por imagem , Linfonodos/patologia , Linfonodos/cirurgia , Melanoma/diagnóstico por imagem , Melanoma/cirurgia , Biópsia de Linfonodo Sentinela/efeitos adversos , Biópsia de Linfonodo Sentinela/métodos , Neoplasias Cutâneas/diagnóstico , Neoplasias Cutâneas/patologia , Neoplasias Cutâneas/cirurgia
7.
PLoS One ; 17(2): e0263819, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35157706

RESUMO

Some melanocytic lesions do not present enough clinical and dermoscopic features to allow ruling out a possible melanoma diagnosis. These "doubtful melanocytic lesions" pose a very common and challenging scenario in clinical practice and were selected at this study for reflectance confocal microscopy evaluation and subsequent surgical excision for histopathological diagnosis. The study included 110 lesions and three confocal features were statistically able to distinguish benign melanocytic lesions from melanomas: "peripheral hotspot at dermo-epidermal junction", "nucleated roundish cells at the dermo-epidermal junction" and "sheet of cells". The finding of a peripheral hotspot (atypical cells in 1mm2) at the DEJ is highlighted because has not been previously reported in the literature as a confocal feature related to melanomas.


Assuntos
Melanoma/diagnóstico por imagem , Nevo Pigmentado/diagnóstico por imagem , Diagnóstico Diferencial , Humanos , Melanoma/patologia , Microscopia Confocal , Nevo Pigmentado/patologia , Estudos Retrospectivos , Sensibilidade e Especificidade
8.
Rev. medica electron ; 44(1)feb. 2022.
Artigo em Espanhol | LILACS, CUMED | ID: biblio-1409702

RESUMO

RESUMEN La panoftalmitis es una forma rara y grave ocular de presentación del melanoma coroideo, por lo que, ante la presencia de una masa intraocular e inflamación de todas las estructuras intraoculares, con extensión extraescleral y los tejidos vecinos de la órbita, debe considerarse el diagnóstico diferencial de esta neoplasia maligna. Se presenta el caso de un paciente masculino de 83 años de edad, con diagnóstico de panoftalmitis como presentación atípica de un melanoma coroideo. Acudió a consulta de Cuerpo de Guardia de Oftalmología con dolor ocular intenso en ojo derecho, acompañado de náuseas y vómitos. Se constató, al examen, hipertensión ocular, que evolucionó tórpidamente durante su ingreso, con inflamación intraocular con extensión extraescleral. Se le realizaron ultrasonido ocular y tomografía axial computarizada de órbitas y se diagnosticó una panoftalmitis secundaria a un melanoma coroideo. Los hallazgos clínicos de esta forma atípica de presentación se mostraron, cuyo tratamiento definitivo es la enucleación. El diagnóstico histológico de melanoma maligno coroideo necrótico fue confirmado.


ABSTRACT Panophthalmitis is a rare and severe ocular form of presentation of choroid melanoma, therefore, in the presence of intraocular mass and inflammation of all intraocular structures, with extra-scleral extension and to the tissues neighboring the orbit, the differential diagnosis of this malignant neoplasia should be considered. The case presented deals with a male patient, aged 83 years, with diagnosis of panophthalmitis as atypical presentation of choroid melanoma. He assisted to the consultation of Ophthalmology Emergency with intense ocular pain in the right eye, accompanied by nausea and vomits. On examination, ocular hypertension was observed, that torpidly evolved during admission, with intraocular inflammation with extra-scleral extension. He had ocular ultrasound and computed axial tomography of orbits and was diagnosed with panophthalmitis secondary to choroid melanoma. The clinical findings of this atypical presentation form showed, whose definite treatment is enucleation. Histological diagnosis of necrotic choroid malignant melanoma was confirmed.


Assuntos
Humanos , Masculino , Idoso , Idoso de 80 Anos ou mais , Neoplasias Uveais/diagnóstico , Panoftalmite/cirurgia , Panoftalmite/patologia , Panoftalmite/diagnóstico por imagem , Melanoma/cirurgia , Melanoma/patologia , Melanoma/diagnóstico por imagem , Hipertensão Ocular/diagnóstico , Cegueira/diagnóstico , Dor Ocular/diagnóstico
9.
Braz. J. Vet. Res. Anim. Sci. (Online) ; 59: e191917, fev. 2022. ilus
Artigo em Inglês | VETINDEX, LILACS | ID: biblio-1400034

RESUMO

Intraocular melanocytic neoplasms are common in dogs. However, the choroidal location of these neoplasms and their infiltration into the optic nerve are unusual. This paper reports a case of primary choroidal melanoma in a 12-year-old male Dachshund. On the first examination, the animal presented left eye blepharospasm, protrusion of the nictitating membrane, conjunctival hyperemia, moderate congestion, hyphema, and intraocular hypertension. Opacity hindered the performance of fundoscopy in the affected eye. The ocular ultrasound examination revealed a cupuliform mass in the choroid. Due to suspected intraocular neoplasia, an exenteration was performed. Histopathological examination revealed primary choroidal melanoma with scleral and optic nerve invasion.(AU)


Neoplasias melanocíticas intraoculares são comuns em cães, contudo, a localização destas neoplasias na coroide e a infiltração delas no nervo óptico são pouco frequentes. O presente trabalho relata um caso de melanoma de coroide primário em um cão da raça Dachshund, com 12 anos de idade. O animal ao primeiro exame apresentou blefaropasmo no olho esquerdo, protrusão da terceira pálpebra, hiperemia conjuntival, congestão moderada, hifema e pressão intraocular elevada. Opacidade de meios transparentes impediu a realização de fundoscopia no olho acometido. O exame ultrassonográfico ocular revelou massa cupuliforme na coroide. Em razão da suspeita de neoplasia intraocular foi realizada exenteração. No exame histopatológico foi diagnosticado melanoma primário em coroide com invasão escleral e do nervo óptico.(AU)


Assuntos
Animais , Cães , Neoplasias da Coroide/diagnóstico por imagem , Doenças Raras/veterinária , Cães , Melanoma/diagnóstico por imagem
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