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1.
BMC Cancer ; 24(1): 785, 2024 Jul 01.
Article in English | MEDLINE | ID: mdl-38951767

ABSTRACT

BACKGROUND: Merkel cell carcinoma (MCC) is a rare, aggressive, cutaneous tumour with high mortality and frequently delayed diagnosis. Clinically, it often manifests as a rapidly growing erythematous to purple nodule usually located on the lower extremities or face and scalp of elderly patients. There is limited available data on the dermoscopic findings of MCC, and there are no specific features that can be used to definitively diagnose MCC. AIM OF THE STUDY: Here, we aimed to summarize existing published literature on dermatoscopic and reflectance confocal microscopy (RCM) features of MCC. MATERIALS AND METHODS: To find relevant studies, we searched the PubMed and Scopus databases from inception to April 12, 2023. Our goal was to identify all pertinent research that had been written in English. The following search strategy was employed: (" dermoscopy" OR " dermatoscopy" OR " videodermoscopy" OR " videodermatoscopy" OR " reflectance confocal microscopy") AND " Merkel cell carcinoma". Two dermatologists, DK and GE, evaluated the titles and abstracts separately for eligibility. For inclusion, only works written in English were taken into account. RESULTS: In total 16 articles were retrieved (68 cases). The main dermoscopic findings of MCC are a polymorphous vascular pattern including linear irregular, arborizing, glomerular, and dotted vessels on a milky red background, with shiny or non-shiny white areas. Pigmentation was lacking in all cases. The RCM images showed a thin and disarranged epidermis, and small hypo-reflective cells that resembled lymphocytes arranged in solid aggregates outlined by fibrous tissue in the dermis. Additionally, there were larger polymorphic hyper-reflective cells that likely represented highly proliferative cells. CONCLUSION: Dermoscopic findings of MCC may play a valuable role in evaluating MCC, aiding in the early detection and differentiation from other skin lesions. Further prospective case-control studies are needed to validate these results.


Subject(s)
Carcinoma, Merkel Cell , Dermoscopy , Microscopy, Confocal , Skin Neoplasms , Carcinoma, Merkel Cell/diagnostic imaging , Carcinoma, Merkel Cell/pathology , Humans , Dermoscopy/methods , Skin Neoplasms/pathology , Skin Neoplasms/diagnostic imaging , Microscopy, Confocal/methods
2.
JAAPA ; 37(6): 37-41, 2024 Jun 01.
Article in English | MEDLINE | ID: mdl-38985114

ABSTRACT

ABSTRACT: Skin cancer is the most common cancer in the United States, with an estimated 9,500 new diagnoses made each day. Dermoscopy (also called dermatoscopy) is an established clinical approach to improving skin cancer evaluation. However, only 8% to 9% of primary care physicians use it, and no data are available for physician associate/assistant or NP use. This article reports a dermoscopy algorithm that primary care providers can use to increase the detection of skin cancer and reduce unnecessary referrals and biopsies.


Subject(s)
Dermoscopy , Primary Health Care , Skin Neoplasms , Humans , Skin Neoplasms/diagnostic imaging , Skin Neoplasms/diagnosis , Skin Neoplasms/pathology , Algorithms , Referral and Consultation , Melanoma/diagnostic imaging , Melanoma/diagnosis , Melanoma/pathology , Physician Assistants , United States , Biopsy/methods
3.
Sci Rep ; 14(1): 16058, 2024 Jul 11.
Article in English | MEDLINE | ID: mdl-38992074

ABSTRACT

Estimating the tissue parameters of skin tumors is crucial for diagnosis and effective therapy in dermatology and related fields. However, identifying the most sensitive biomarkers require an optimal rheological model for simulating skin behavior this remains an ongoing research endeavor. Additionally, the multi-layered structure of the skin introduces further complexity to this task. In order to surmount these challenges, an inverse problem methodology, in conjunction with signal analysis techniques, is being employed. In this study, a fractional rheological model is presented to enhance the precision of skin tissue parameter estimation from the acquired signal from torsional wave elastography technique (TWE) on skin tumor-mimicking phantoms for lab validation and the estimation of the thickness of the cancerous layer. An exhaustive analysis of the spring-pot model (SP) solved by the finite difference time domain (FDTD) is conducted. The results of experiments performed using a TWE probe designed and prototyped in the laboratory were validated against ultrafast imaging carried out by the Verasonics Research System. Twelve tissue-mimicking phantoms, which precisely simulated the characteristics of skin tissue, were prepared for our experimental setting. The experimental data from these bi-layer phantoms were measured using a TWE probe, and the parameters of the skin tissue were estimated using inverse problem-solving. The agreement between the two datasets was evaluated by comparing the experimental data obtained from the TWE technique with simulated data from the SP- FDTD model using Pearson correlation, dynamic time warping (DTW), and time-frequency representation. Our findings show that the SP-FDTD model and TWE are capable of determining the mechanical properties of both layers in a bilayer phantom, using a single signal and an inverse problem approach. The ultrafast imaging and the validation of TWE results further demonstrate the robustness and reliability of our technology for a realistic range of phantoms. This fusion of the SP-FDTD model and TWE, as well as inverse problem-solving methods has the potential to have a considerable impact on diagnoses and treatments in dermatology and related fields.


Subject(s)
Elasticity Imaging Techniques , Phantoms, Imaging , Skin Neoplasms , Elasticity Imaging Techniques/methods , Skin Neoplasms/diagnostic imaging , Skin Neoplasms/pathology , Humans , Skin/diagnostic imaging , Skin/pathology , Rheology
4.
Rev Esp Patol ; 57(3): 217-224, 2024.
Article in English | MEDLINE | ID: mdl-38971622

ABSTRACT

Hemosiderotic/aneurysmal variant of dermatofibroma (DF) is infrequent and may be misdiagnosed with malignant lesions. We report the case of a giant (7.6cm) subcutaneous hemosiderotic/aneurysmal DF (H/ADF) of the thigh in a 53-year-old female patient. Internal arterial and venous hypervascularity was seen by spectral Doppler ultrasound. Magnetic resonance image showed a discrete homogeneous hypointense in T1-weighted images (WI) and T2-WI mass, with hyperintense areas in fat-suppressed T2-WI. The histology revealed a monotonous fusocelular proliferation without atypia, positive for CD163, factor XIIIa and CD10. Widely distributed hemosiderin pigment and two blood-filled pseudovascular spaces lacking endothelial lining were present. H/ADF was diagnosed. The mass was removed but surgical margins were affected. The patient did not present local relapse or distant metastasis. H/ADF are unusual cutaneous soft tissue tumours that can be clinically, radiologically and histopathologically confused with malignant lesions such as melanomas, vascular lesions or sarcomas, especially in giant cases.


Subject(s)
Histiocytoma, Benign Fibrous , Thigh , Humans , Female , Middle Aged , Thigh/pathology , Histiocytoma, Benign Fibrous/pathology , Histiocytoma, Benign Fibrous/diagnostic imaging , Magnetic Resonance Imaging , Hemosiderosis/pathology , Hemosiderosis/diagnostic imaging , Skin Neoplasms/pathology , Skin Neoplasms/diagnostic imaging , Hemosiderin/analysis , Aneurysm/pathology , Aneurysm/diagnostic imaging
5.
Clin Nucl Med ; 49(8): 748-749, 2024 Aug 01.
Article in English | MEDLINE | ID: mdl-38967506

ABSTRACT

ABSTRACT: A 51-year-old woman with a 2-mm-Breslow-thickness melanoma on her arm had 99mTc-nanocolloid lymphoscintigraphy to localize the associated sentinel lymph node. A single axillary node was identified, and histology confirmed a micrometastasis of breast tissue origin. Imaging of the patient's breasts and subsequent biopsy confirmed ipsilateral stage III breast cancer, which was treated with lumpectomy and axillary node clearance. This is the first reported case of an incidental solid cancer diagnosis from a sentinel lymph node biopsy undertaken for a different tumor origin. This illustrates the importance of recognizing overlapping lymphatic distribution of sentinel lymph nodes, which can drain multiple organs.


Subject(s)
Arm , Breast Neoplasms , Incidental Findings , Lymphoscintigraphy , Melanoma , Skin Neoplasms , Technetium Tc 99m Aggregated Albumin , Humans , Female , Middle Aged , Breast Neoplasms/diagnostic imaging , Breast Neoplasms/pathology , Melanoma/diagnostic imaging , Melanoma/pathology , Skin Neoplasms/diagnostic imaging , Skin Neoplasms/pathology , Arm/diagnostic imaging , Melanoma, Cutaneous Malignant , Sentinel Lymph Node Biopsy
6.
Cancer Imaging ; 24(1): 87, 2024 Jul 05.
Article in English | MEDLINE | ID: mdl-38970050

ABSTRACT

Over the past decade, several strategies have revolutionized the clinical management of patients with cutaneous melanoma (CM), including immunotherapy and targeted tyrosine kinase inhibitor (TKI)-based therapies. Indeed, immune checkpoint inhibitors (ICIs), alone or in combination, represent the standard of care for patients with advanced disease without an actionable mutation. Notably BRAF combined with MEK inhibitors represent the therapeutic standard for disease disclosing BRAF mutation. At the same time, FDG PET/CT has become part of the routine staging and evaluation of patients with cutaneous melanoma. There is growing interest in using FDG PET/CT measurements to predict response to ICI therapy and/or target therapy. While semiquantitative values such as standardized uptake value (SUV) are limited for predicting outcome, new measures including tumor metabolic volume, total lesion glycolysis and radiomics seem promising as potential imaging biomarkers for nuclear medicine. The aim of this review, prepared by an interdisciplinary group of experts, is to take stock of the current literature on radiomics approaches that could improve outcomes in CM.


Subject(s)
Fluorodeoxyglucose F18 , Melanoma , Positron Emission Tomography Computed Tomography , Radiopharmaceuticals , Humans , Melanoma/diagnostic imaging , Melanoma/drug therapy , Melanoma/pathology , Positron Emission Tomography Computed Tomography/methods , Skin Neoplasms/diagnostic imaging , Skin Neoplasms/pathology , Skin Neoplasms/drug therapy , Radiomics
7.
Eur J Dermatol ; 34(2): 131-138, 2024 Apr 01.
Article in English | MEDLINE | ID: mdl-38907542

ABSTRACT

The clinical diagnosis of pigmented genital lesions is challenging. Reflectance confocal microscopy (RCM) is effective for diagnosis but is limited in its application due to elevated costs. A more affordable dermatoscope with a 400x magnification (D400) has recently been brought to market. The aim of our study was to compare these two imaging techniques for the analysis of pigmented genital tumours. An observational, prospective and mono-centric study was carried out from October 2017 to May 2019, in which clinical, dermatoscopic (20x and 400x) and RCM data from 207 pigmented genital lesions were collected. The images generated via D400 and RCM were analysed by three expert investigators. Similarities between the criteria observed using D400 and RCM were evaluated by each investigator. In total, 207 lesions were included: 183 melanosis, 19 nevi, one basal cell carcinoma (BCC), two condylomas and two melanomas in situ. Our series correlates well with data found in the literature especially for the distribution of different lesions, their topography, and their aspect using x20 dermatoscopy and RCM. Pattern and cell criteria defined using RCM largely paralleled those observed with D400 for all three investigators. Correlation between D400 and RCM was moderate to strong with regards to the identification of the ring pattern and clustered round cells, strong for dendritic and plump cells, and perfect for isolated round cells and spindle cells. D400 is an easy-to-use, cost-effective alternative for the analysis of pigmented genital lesions, particularly for melanosis.


Subject(s)
Dermoscopy , Melanosis , Microscopy, Confocal , Skin Neoplasms , Humans , Microscopy, Confocal/methods , Melanosis/diagnostic imaging , Melanosis/pathology , Prospective Studies , Skin Neoplasms/pathology , Skin Neoplasms/diagnostic imaging , Female , Male , Melanoma/diagnostic imaging , Melanoma/pathology , Carcinoma, Basal Cell/diagnostic imaging , Carcinoma, Basal Cell/pathology , Middle Aged , Adult , Condylomata Acuminata/diagnostic imaging , Condylomata Acuminata/diagnosis , Condylomata Acuminata/pathology , Nevus, Pigmented/diagnostic imaging , Nevus, Pigmented/pathology , Aged , Genital Diseases, Female/diagnostic imaging , Genital Diseases, Female/pathology , Nevus/diagnostic imaging , Nevus/pathology
8.
Tomography ; 10(6): 826-838, 2024 May 22.
Article in English | MEDLINE | ID: mdl-38921940

ABSTRACT

Basal cell carcinoma (BCC) is the most frequent malignancy in the general population. To date, dermoscopy is considered a key tool for the diagnosis of BCC; nevertheless, line-field confocal optical coherence tomography (LC-OCT), a new non-invasive optical technique, has become increasingly important in clinical practice, allowing for in vivo imaging at cellular resolution. The present study aimed to investigate the possible correlation between the dermoscopic features of BCC and their LC-OCT counterparts. In total, 100 histopathologically confirmed BCC cases were collected at the Dermatologic Clinic of the University of Siena, Italy. Predefined dermoscopic and LC-OCT criteria were retrospectively evaluated, and their frequencies were calculated. The mean (SD) age of our cohort was 65.46 (13.36) years. Overall, BCC lesions were mainly located on the head (49%), and they were predominantly dermoscopically pigmented (59%). Interestingly, all dermoscopic features considered had a statistically significant agreement with the LC-OCT criteria (all p < 0.05). In conclusion, our results showed that dermoscopic patterns may be associated with LC-OCT findings, potentially increasing accuracy in BCC diagnosis. However, further studies are needed in this field.


Subject(s)
Carcinoma, Basal Cell , Dermoscopy , Skin Neoplasms , Tomography, Optical Coherence , Humans , Carcinoma, Basal Cell/diagnostic imaging , Carcinoma, Basal Cell/pathology , Dermoscopy/methods , Skin Neoplasms/diagnostic imaging , Skin Neoplasms/pathology , Aged , Male , Female , Retrospective Studies , Tomography, Optical Coherence/methods , Middle Aged , Aged, 80 and over , Italy , Adult
10.
Melanoma Res ; 34(4): 355-365, 2024 Aug 01.
Article in English | MEDLINE | ID: mdl-38847651

ABSTRACT

This meta-analysis aimed to evaluate the comparative diagnostic performance of reflectance confocal microscopy (RCM) and dermoscopy in detecting cutaneous melanoma patients. An extensive search was conducted in the PubMed and Embase databases to identify available publications up to December 2023. Studies were included if they evaluated the diagnostic performance of RCM and dermoscopy in patients with cutaneous melanoma. The quality of the included studies was assessed using the Quality Assessment of Diagnostic Performance Studies (QUADAS-2) tool. A total of 14 articles involving 2013 patients were included in the meta-analysis. The overall sensitivity of RCM was 0.94 [95% confidence interval (CI), 0.87-0.98], while the overall sensitivity of dermoscopy was 0.84 (95% CI, 0.71-0.95). These results suggested that RCM has a similar level of sensitivity compared with dermoscopy ( P  = 0.15). In contrast, the overall specificity of RCM was 0.76 (95% CI, 0.67-0.85), while the overall specificity of dermoscopy was 0.47 (95% CI, 0.31-0.63). The results indicated that RCM appears to have a higher specificity in comparison to dermoscopy ( P  < 0.01). Our meta-analysis indicates that RCM demonstrates superior specificity and similar sensitivity to dermoscopy in detecting cutaneous melanoma patients. The high heterogeneity, however, may impact the evidence of the current study, further larger sample prospective research is required to confirm these findings.


Subject(s)
Dermoscopy , Melanoma , Microscopy, Confocal , Skin Neoplasms , Humans , Melanoma/diagnostic imaging , Melanoma/diagnosis , Melanoma/pathology , Microscopy, Confocal/methods , Dermoscopy/methods , Skin Neoplasms/pathology , Skin Neoplasms/diagnostic imaging , Skin Neoplasms/diagnosis , Melanoma, Cutaneous Malignant , Sensitivity and Specificity
11.
Sheng Wu Yi Xue Gong Cheng Xue Za Zhi ; 41(3): 544-551, 2024 Jun 25.
Article in Chinese | MEDLINE | ID: mdl-38932541

ABSTRACT

Skin cancer is a significant public health issue, and computer-aided diagnosis technology can effectively alleviate this burden. Accurate identification of skin lesion types is crucial when employing computer-aided diagnosis. This study proposes a multi-level attention cascaded fusion model based on Swin-T and ConvNeXt. It employed hierarchical Swin-T and ConvNeXt to extract global and local features, respectively, and introduced residual channel attention and spatial attention modules for further feature extraction. Multi-level attention mechanisms were utilized to process multi-scale global and local features. To address the problem of shallow features being lost due to their distance from the classifier, a hierarchical inverted residual fusion module was proposed to dynamically adjust the extracted feature information. Balanced sampling strategies and focal loss were employed to tackle the issue of imbalanced categories of skin lesions. Experimental testing on the ISIC2018 and ISIC2019 datasets yielded accuracy, precision, recall, and F1-Score of 96.01%, 93.67%, 92.65%, and 93.11%, respectively, and 92.79%, 91.52%, 88.90%, and 90.15%, respectively. Compared to Swin-T, the proposed method achieved an accuracy improvement of 3.60% and 1.66%, and compared to ConvNeXt, it achieved an accuracy improvement of 2.87% and 3.45%. The experiments demonstrate that the proposed method accurately classifies skin lesion images, providing a new solution for skin cancer diagnosis.


Subject(s)
Algorithms , Diagnosis, Computer-Assisted , Skin Neoplasms , Humans , Skin Neoplasms/pathology , Skin Neoplasms/diagnostic imaging , Skin Neoplasms/classification , Diagnosis, Computer-Assisted/methods , Skin/pathology , Image Interpretation, Computer-Assisted/methods
13.
BMJ Case Rep ; 17(6)2024 Jun 05.
Article in English | MEDLINE | ID: mdl-38839411

ABSTRACT

Cerebriform sebaceous naevus (CSN) is a rare morphological sebaceous naevus variant and challenging to diagnose prenatally due to its flat, smooth and waxy appearance and lack of association with extracutaneous manifestations.A multigravida was referred to our tertiary obstetric unit at 24 weeks of gestation for evaluation of fetal auricular lesions. We were able to further characterise the lesions via serial obstetric ultrasound imaging with the aid of three-dimensional (3D) technology. Although the precise diagnosis prenatally was uncertain, the use of 3D technology allowed the reconstruction of the fetal cutaneous lesions for multidisciplinary assessment to facilitate the development of a neonatal management plan. The diagnosis of CSN was made postnatally on biopsy.


Subject(s)
Ultrasonography, Prenatal , Humans , Female , Pregnancy , Adult , Nevus, Sebaceous of Jadassohn/pathology , Nevus, Sebaceous of Jadassohn/diagnosis , Nevus, Sebaceous of Jadassohn/diagnostic imaging , Infant, Newborn , Nevus/diagnostic imaging , Nevus/pathology , Nevus/diagnosis , Imaging, Three-Dimensional , Skin Neoplasms/pathology , Skin Neoplasms/diagnostic imaging , Skin Neoplasms/diagnosis , Sebaceous Gland Neoplasms/pathology , Sebaceous Gland Neoplasms/diagnosis , Sebaceous Gland Neoplasms/diagnostic imaging
14.
Exp Dermatol ; 33(6): e15097, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38840370

ABSTRACT

Surgical management of basal cell carcinoma (BCC) typically involves surgical excision with post-operative margin assessment using the bread-loafing technique; or gold-standard Mohs micrographic surgery (MMS), where margins are iteratively examined for residual cancer after tumour removal, with additional excisions performed upon detecting residual tumour at margins. There is limited sampling of resection margins with bread loafing, with detection of positive margins 44% of the time using 2 mm intervals. To resolve this, we have developed three-dimensional (3D) Tissue Imaging for: (1) complete examination of cancer margins and (2) detection of tumour proximity to nerves and blood vessels. 3D Tissue optical clearing with a light sheet imaging protocol was developed for margin assessment in two datasets assessed by two independent evaluators: (1) 48 samples from 29 patients with varied BCC subtypes, sizes and pigmentation levels; (2) 32 samples with matching Mohs' surgeon reading of tumour margins using two-dimensional haematoxylin & eosin-stained sections. The 3D Tissue Imaging protocol permits a complete examination of deeper and peripheral margins. Two independent evaluators achieved negative predictive values of 92.3% and 88.24% with 3D Tissue Imaging. Images obtained from 3D Tissue Imaging recapitulates histological features of BCC, such as nuclear crowding, palisading and retraction clefting and provides a 3D context for recognising normal skin adnexal structures. Concurrent immunofluorescence labelling of nerves and blood vessels allows visualisation of structures closer to tumour-positive regions, which may have a higher risk for neural and vascular infiltration. Together, this method provides more information in a 3D spatial context, enabling better cancer management by clinicians.


Subject(s)
Carcinoma, Basal Cell , Imaging, Three-Dimensional , Margins of Excision , Mohs Surgery , Skin Neoplasms , Humans , Carcinoma, Basal Cell/diagnostic imaging , Carcinoma, Basal Cell/surgery , Carcinoma, Basal Cell/pathology , Skin Neoplasms/diagnostic imaging , Skin Neoplasms/surgery , Skin Neoplasms/pathology
15.
Microsurgery ; 44(5): e31190, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38828550

ABSTRACT

BACKGROUND: Scalp defect reconstruction poses considerable challenges, with ongoing debates regarding the most effective strategies. While the latissimus dorsi (LD) flap has traditionally been favored, the anterolateral thigh (ALT) flap has been well described as a versatile alternative for addressing extensive scalp defects. This study underscores the success of scalp reconstruction using ALT flaps, notably pushing the boundaries of previously reported flap sizes. Our approach leverages the use of indocyanine green (ICG) perfusion to guide precise preoperative planning and vascular modification, contributing to improved outcomes in challenging cases. METHODS: We performed 43 ALT flap reconstructions for scalp defects between 2016 and 2023. We collected patients' demographic and clinical data and evaluated flap size and recipient vessels and additional surgical techniques. Detailed preoperative plans with ultrasound and ICG use for intraoperative plans were performed to find perforators location. The cohort was divided into two, with or without complications on flaps, and analyzed depending on its surgical details. RESULTS: This study involved 38 patients with extensive scalp defects (mean age: 69.4 ± 11 years) who underwent ALT perforator flap transfers (mean flap size: 230.88 ± 145.6 cm2). There was only one case of unsuccessful flap transfer, and four cases had a few complications. The characteristics of the complication group included a large flap size (303.1 ± 170.9 vs. 214.9 ± 136.6 cm2, P = .211), few perforator numbers without pedicle manipulation, lack of intraoperative indocyanine green administration (75% vs. 25%, P = .607), and the use of superficial temporal vessels as recipient vessels. CONCLUSIONS: Scalp reconstruction using large ALT free flaps with the aid of imaging modalities facilitates the optimization of surgical techniques, such as pedicle manipulation, perforator numbers, and vein considerations, thereby contributing to successful reconstruction.


Subject(s)
Free Tissue Flaps , Indocyanine Green , Plastic Surgery Procedures , Scalp , Thigh , Humans , Scalp/surgery , Scalp/blood supply , Male , Aged , Female , Free Tissue Flaps/blood supply , Plastic Surgery Procedures/methods , Thigh/surgery , Thigh/blood supply , Thigh/diagnostic imaging , Middle Aged , Aged, 80 and over , Retrospective Studies , Head and Neck Neoplasms/surgery , Head and Neck Neoplasms/diagnostic imaging , Perforator Flap/blood supply , Ultrasonography/methods , Coloring Agents , Skin Neoplasms/surgery , Skin Neoplasms/diagnostic imaging
16.
Sci Data ; 11(1): 641, 2024 Jun 17.
Article in English | MEDLINE | ID: mdl-38886204

ABSTRACT

Advancements in dermatological artificial intelligence research require high-quality and comprehensive datasets that mirror real-world clinical scenarios. We introduce a collection of 18,946 dermoscopic images spanning from 2010 to 2016, collated at the Hospital Clínic in Barcelona, Spain. The BCN20000 dataset aims to address the problem of unconstrained classification of dermoscopic images of skin cancer, including lesions in hard-to-diagnose locations such as those found in nails and mucosa, large lesions which do not fit in the aperture of the dermoscopy device, and hypo-pigmented lesions. Our dataset covers eight key diagnostic categories in dermoscopy, providing a diverse range of lesions for artificial intelligence model training. Furthermore, a ninth out-of-distribution (OOD) class is also present on the test set, comprised of lesions which could not be distinctively classified as any of the others. By providing a comprehensive collection of varied images, BCN20000 helps bridge the gap between the training data for machine learning models and the day-to-day practice of medical practitioners. Additionally, we present a set of baseline classifiers based on state-of-the-art neural networks, which can be extended by other researchers for further experimentation.


Subject(s)
Dermoscopy , Skin Neoplasms , Humans , Skin Neoplasms/diagnostic imaging , Spain , Neural Networks, Computer , Artificial Intelligence , Machine Learning
17.
Skin Res Technol ; 30(6): e13770, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38881051

ABSTRACT

BACKGROUND: Melanoma is one of the most malignant forms of skin cancer, with a high mortality rate in the advanced stages. Therefore, early and accurate detection of melanoma plays an important role in improving patients' prognosis. Biopsy is the traditional method for melanoma diagnosis, but this method lacks reliability. Therefore, it is important to apply new methods to diagnose melanoma effectively. AIM: This study presents a new approach to classify melanoma using deep neural networks (DNNs) with combined multiple modal imaging and genomic data, which could potentially provide more reliable diagnosis than current medical methods for melanoma. METHOD: We built a dataset of dermoscopic images, histopathological slides and genomic profiles. We developed a custom framework composed of two widely established types of neural networks for analysing image data Convolutional Neural Networks (CNNs) and networks that can learn graph structure for analysing genomic data-Graph Neural Networks. We trained and evaluated the proposed framework on this dataset. RESULTS: The developed multi-modal DNN achieved higher accuracy than traditional medical approaches. The mean accuracy of the proposed model was 92.5% with an area under the receiver operating characteristic curve of 0.96, suggesting that the multi-modal DNN approach can detect critical morphologic and molecular features of melanoma beyond the limitations of traditional AI and traditional machine learning approaches. The combination of cutting-edge AI may allow access to a broader range of diagnostic data, which can allow dermatologists to make more accurate decisions and refine treatment strategies. However, the application of the framework will have to be validated at a larger scale and more clinical trials need to be conducted to establish whether this novel diagnostic approach will be more effective and feasible.


Subject(s)
Deep Learning , Dermoscopy , Melanoma , Skin Neoplasms , Humans , Melanoma/genetics , Melanoma/diagnostic imaging , Melanoma/diagnosis , Melanoma/pathology , Skin Neoplasms/genetics , Skin Neoplasms/diagnostic imaging , Skin Neoplasms/pathology , Dermoscopy/methods , Neural Networks, Computer , Reproducibility of Results , Genomics/methods , Female , Male , Middle Aged , Adult , Aged
18.
Arch Dermatol Res ; 316(7): 419, 2024 Jun 21.
Article in English | MEDLINE | ID: mdl-38904763

ABSTRACT

High-frequency ultrasound has been used to visualize depth and vascularization of cutaneous neoplasms, but little has been synthesized as a review for a robust level of evidence about the diagnostic accuracy of high-frequency ultrasound in dermatology. A narrative review of the PubMed database was performed to establish the correlation between ultrasound findings and histopathologic/dermoscopic findings for cutaneous neoplasms. Articles were divided into the following four categories: melanocytic, keratinocytic/epidermal, appendageal, and soft tissue/neural neoplasms. Review of the literature revealed that ultrasound findings and histopathology findings were strongly correlated regarding the depth of a cutaneous neoplasm. Morphological characteristics were correlated primarily in soft tissue/neural neoplasms. Overall, there is a paucity of literature on the correlation between high-frequency ultrasound and histopathology of cutaneous neoplasms. Further studies are needed to investigate this correlation in various dermatologic conditions.


Subject(s)
Skin Neoplasms , Ultrasonography , Humans , Skin Neoplasms/diagnostic imaging , Skin Neoplasms/diagnosis , Skin Neoplasms/pathology , Ultrasonography/methods , Skin/diagnostic imaging , Skin/pathology , Dermoscopy/methods , Melanoma/diagnostic imaging , Melanoma/diagnosis , Melanoma/pathology
20.
Anal Chim Acta ; 1310: 342663, 2024 Jun 29.
Article in English | MEDLINE | ID: mdl-38811130

ABSTRACT

The diagnosis of malignant melanoma, often an inconspicuous but highly aggressive tumor, is most commonly done by histological examination, while additional diagnostic methods on the level of elements and molecules are constantly being developed. Several studies confirmed differences in the chemical composition of healthy and tumor tissue. Our study presents the potential of the LIBS (Laser-Induced-Breakdown Spectroscopy) technique as a diagnostic tool in malignant melanoma (MM) based on the quantitative changes in elemental composition in cancerous tissue. Our patient group included 17 samples of various types of malignant melanoma and one sample of healthy skin tissue as a control. To achieve a clear perception of results, we have selected two biogenic elements (calcium and magnesium), which showed a dissimilar distribution in cancerous tissue from its healthy surroundings. Moreover, we observed indications of different concentrations of these elements in different subtypes of malignant melanoma, a hypothesis that requires confirmation in a more extensive sample set. The information provided by the LIBS Imaging method could potentially be helpful not only in the diagnostics of tumor tissue but also be beneficial in broadening the knowledge about the tumor itself.


Subject(s)
Lasers , Magnesium , Melanoma , Skin Neoplasms , Spectrum Analysis , Humans , Melanoma/pathology , Melanoma/diagnostic imaging , Melanoma/diagnosis , Melanoma/chemistry , Spectrum Analysis/methods , Magnesium/analysis , Skin Neoplasms/pathology , Skin Neoplasms/diagnostic imaging , Calcium/analysis
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