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1.
Am J Dermatopathol ; 44(9): 658-663, 2022 Sep 01.
Artículo en Inglés | MEDLINE | ID: mdl-35503878

RESUMEN

ABSTRACT: Oral pigmentations are a heterogeneous group and can be the result of physiological activity of oral mucosal melanocytes, secondary to exogenous causes, associated with systemic or local diseases, or due to proliferative activity of melanocytes. Their diagnosis is critical because these lesions can be markers of internal diseases or, in the case of melanocytic proliferative processes, they may represent a malignant neoplasm. In the past decade, the use of reflectance confocal microscopy, a noninvasive imaging tool, has aided the analysis of such lesions, but the establishment of firm criteria in their evaluation is still lacking. This study evaluated a series of 19 cases of pigmented oral lesions and correlated the reflectance confocal microscopy findings with histopathological classical criteria. We found 13 cases of melanotic macule, 1 of them associated with Peutz-Jeghers syndrome and 2 with Laugier-Hunzinker syndrome; 1 melanocytic nevus; 2 lentigo maligna; 2 pigmented actinic cheilitis; and 1 case of postinflammatory pigmentation secondary to a lupus erythematosus oral discoid lesion. The main difference between benign and malignant lesions was the presence of atypical proliferation in lentigo maligna. Langerhans cells with thick dendritic processes, which may be present in other benign and inflammatory pigmentations is one of the main reasons for diagnostic pitfalls.


Asunto(s)
Peca Melanótica de Hutchinson , Nevo Pigmentado , Trastornos de la Pigmentación , Neoplasias Cutáneas , Diagnóstico Diferencial , Humanos , Peca Melanótica de Hutchinson/patología , Melanocitos/patología , Microscopía Confocal/métodos , Nevo Pigmentado/patología , Trastornos de la Pigmentación/diagnóstico por imagen , Neoplasias Cutáneas/patología
2.
Hautarzt ; 73(5): 379-383, 2022 May.
Artículo en Alemán | MEDLINE | ID: mdl-34269835

RESUMEN

In daily practice, nail pigmentation can be a diagnostic challenge, especially if the dermoscopic findings are nonspecific. We present examples of cases, in which optical coherence tomography-a rapid, noninvasive imaging method-showed typical changes that were indicative for the diagnosis.


Asunto(s)
Melanoma , Enfermedades de la Uña , Trastornos de la Pigmentación , Neoplasias Cutáneas , Dermoscopía/métodos , Diagnóstico Diferencial , Humanos , Melanoma/diagnóstico , Enfermedades de la Uña/diagnóstico por imagen , Pigmentación , Trastornos de la Pigmentación/diagnóstico por imagen , Neoplasias Cutáneas/diagnóstico , Tomografía de Coherencia Óptica
3.
Lasers Surg Med ; 52(1): 13-16, 2020 01.
Artículo en Inglés | MEDLINE | ID: mdl-31709601

RESUMEN

Cutaneous chrysiasis is gold deposition in the dermis, described after parenteral administration of gold salts or after topical exposure to gold-containing materials. Gold microparticles (GMPs) have versatile therapeutic effects and are increasingly used in medicine. This case report describes the development of a blue-gray macule following the facial application of GMPs and laser treatment of acne vulgaris. Dermoscopy showed a nonspecific homogenous blue-gray pattern, gradually fading over an 8-month-period. Reflectance confocal microscopy (RCM) detected hyperreflective, subcellular particles in the papillary dermis, localized around hair follicles, eccrine glands, and inside macrophages. Histopathological evaluation, darkfield illumination with hyperspectral imaging, and neutron activation analysis confirmed the presence of GMPs in the dermis. RCM allowed non-invasive fast visualization of aggregates of hyperreflective particles in the dermis and can potentially be used for monitoring localized cutaneous chrysiasis and other metal deposition conditions over time. Lasers Surg. Med. © 2019 Wiley Periodicals, Inc.


Asunto(s)
Acné Vulgar/terapia , Compuestos de Oro/efectos adversos , Terapia Fototérmica/efectos adversos , Trastornos de la Pigmentación/etiología , Acné Vulgar/diagnóstico por imagen , Adolescente , Dermoscopía , Femenino , Humanos , Microscopía Confocal , Trastornos de la Pigmentación/diagnóstico por imagen
4.
Am J Med Genet A ; 179(1): 123-129, 2019 01.
Artículo en Inglés | MEDLINE | ID: mdl-30561107

RESUMEN

Terminal osseous dysplasia with pigmentary defects (TODPD; MIM #300244) is an extremely rare, X-linked dominant, in utero male-lethal disease, characterized by skeletal dysplasia of the limbs, pigmentary defects of the skin, and recurrent digital fibromatosis of childhood. Delayed/abnormal ossification of bones of the hands and feet, joint contractures, and dysmorphic facial features may accompany. A single recurrent mutation (c.5217 G>A) of the FLNA gene which causes cryptic splicing was identified as the cause of the disease. We here present the first TODPD case from Turkey with full-blown phenotype who exhibit unique additional findings, hypopigmented patch on the lower extremity following Blaschko's lines and smooth muscle hamartoma of the scalp in review of all the previously reported TODPD cases.


Asunto(s)
Enfermedades del Desarrollo Óseo/fisiopatología , Filaminas/genética , Dedos/anomalías , Enfermedades Genéticas Ligadas al Cromosoma X/fisiopatología , Deformidades Congénitas de las Extremidades/fisiopatología , Osteocondrodisplasias/fisiopatología , Trastornos de la Pigmentación/fisiopatología , Piel/fisiopatología , Dedos del Pie/anomalías , Enfermedades del Desarrollo Óseo/diagnóstico , Enfermedades del Desarrollo Óseo/diagnóstico por imagen , Enfermedades del Desarrollo Óseo/genética , Preescolar , Femenino , Dedos/diagnóstico por imagen , Dedos/fisiopatología , Enfermedades Genéticas Ligadas al Cromosoma X/diagnóstico , Enfermedades Genéticas Ligadas al Cromosoma X/diagnóstico por imagen , Enfermedades Genéticas Ligadas al Cromosoma X/genética , Mano/fisiopatología , Humanos , Hipopigmentación/diagnóstico por imagen , Hipopigmentación/genética , Hipopigmentación/fisiopatología , Lactante , Deformidades Congénitas de las Extremidades/diagnóstico , Deformidades Congénitas de las Extremidades/diagnóstico por imagen , Deformidades Congénitas de las Extremidades/genética , Mutación , Osteocondrodisplasias/diagnóstico , Osteocondrodisplasias/diagnóstico por imagen , Osteocondrodisplasias/genética , Fenotipo , Trastornos de la Pigmentación/diagnóstico , Trastornos de la Pigmentación/diagnóstico por imagen , Trastornos de la Pigmentación/genética , Dedos del Pie/diagnóstico por imagen , Dedos del Pie/fisiopatología , Turquía/epidemiología
5.
J Eur Acad Dermatol Venereol ; 33(10): 1837-1846, 2019 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-31166040

RESUMEN

The differential diagnosis of nipple and areola complex (NAC) lesions encompasses a large spectrum of conditions from benign tumours to inflammatory diseases that could be challenging to recognize on clinical ground. While melanoma (MM) of the NAC is exceedingly rare, benign lesions are more frequent but could be difficult to distinguish from MM. Besides MM, other malignant tumours can affect this area and in particular Paget's disease (PD). For clinically doubtful lesions, biopsy is required, with possible functional and aesthetic consequences in this sensitive area. Dermoscopy and reflectance confocal microscopy (RCM) are widely used techniques for the diagnosis of many skin lesions, but their use for NAC lesions is not well established. The objective of this study was to evaluate current literature on these imaging techniques for NAC lesions. We searched in Medline, PubMed and Cochrane database all studies up to November 2018 dealing with dermoscopy, RCM and this special site. We found that the most described malignant tumour was PD and that only two primary MMs of the NAC have been reported with these imaging techniques. Although there are few data on diagnostic accuracy of non-invasive imaging techniques for NAC lesions, it seems that dermoscopy and RCM can add relevant information to be integrated with clinical examination for the diagnosis of NAC lesions and in particular for the differential diagnosis of PD and eczema.


Asunto(s)
Neoplasias de la Mama/diagnóstico por imagen , Dermoscopía , Melanoma/diagnóstico por imagen , Pezones/diagnóstico por imagen , Enfermedad de Paget Mamaria/diagnóstico por imagen , Trastornos de la Pigmentación/diagnóstico por imagen , Neoplasias Cutáneas/diagnóstico por imagen , Carcinoma Basocelular/diagnóstico por imagen , Carcinoma de Células Escamosas/diagnóstico por imagen , Diagnóstico Diferencial , Eccema/diagnóstico por imagen , Humanos , Microscopía Confocal
6.
Br J Dermatol ; 178(2): 541-546, 2018 02.
Artículo en Inglés | MEDLINE | ID: mdl-28832952

RESUMEN

BACKGROUND: The detection of melanoma poses a substantial challenge, particularly for primary care providers (PCPs) who may have limited training in discriminating between suspicious and benign melanocytic lesions. The noninvasive optical transfer diagnosis (OTD) method was designed to be used by PCPs in their decision-making process. OBJECTIVES: To assess the potential of the OTD method by developing, training and validating an OTD indication algorithm for automated discrimination between benign melanocytic lesions and malignant lesions, based on a set of 712 lesions. METHODS: The authors performed in vivoOTD capture and subsequent analysis of 712 pigmented lesions. Of the lesions, 415 were clinically and dermoscopically benign and 297 were dermoscopically suspicious or equivocal. After image capture, all suspicious or equivocal lesions were biopsied and examined histopathologically. RESULTS: Of the 297 suspicious or equivocal lesions, histopathological findings revealed 80 to be malignant (64 melanomas, 13 basal cell carcinomas and 3 squamous cell carcinomas). OTD misdiagnosed one of the 80 malignant lesions as benign (sensitivity, 99%). OTD specificity was 93% for the dermoscopically benign lesions, 73% for all lesions included in the study and 36% for the clinically suspicious but histopathologically benign lesions. CONCLUSIONS: High sensitivity and specificity, as provided by OTD in this preliminary study, would help PCPs reduce the number of referrals for dermatology consultation, excision or biopsy. Further studies are planned for screening patients in a primary care setting, with comparisons of OTD results with biopsy or dermoscopy results.


Asunto(s)
Carcinoma Basocelular/diagnóstico , Carcinoma de Células Escamosas/diagnóstico por imagen , Melanoma/diagnóstico por imagen , Imagen Óptica/métodos , Trastornos de la Pigmentación/diagnóstico por imagen , Neoplasias Cutáneas/diagnóstico por imagen , Adulto , Anciano , Anciano de 80 o más Años , Diagnóstico Diferencial , Femenino , Humanos , Masculino , Persona de Mediana Edad , Atención Primaria de Salud , Adulto Joven
7.
Skin Res Technol ; 24(2): 309-312, 2018 May.
Artículo en Inglés | MEDLINE | ID: mdl-29388271

RESUMEN

BACKGROUND: Cutaneous endometriosis (CE) is rare and its dermoscopic features were reported only in 3 patients. The aim of this study was to examine a case of pigmented CE with multiple non-invasive imaging techniques, to compare the obtained images with histopathology and to define their utility in an early diagnosis of the disease. CASE REPORT: We performed dermoscopy, high-frequency ultrasound (HFUS), in vivo and ex vivo reflectance confocal microscopy (RCM) of a pigmented CE arising on the caesarean scar of a phototype IV patient, along with histologic studies. Dermoscopy showed a greyish background and a brownish pigmentation. HFUS shows well-demarcated anechoic areas corresponding to ectopic endometrial tissue at histopathologic examination. RCM and OCT only showed the alterations of the epidermis. CONCLUSION: High-frequency ultrasound could represent a very useful tool for an early diagnosis of CE and its usefulness could be tested in patients with unusual cyclical pain, even before skin lesion appearance. RCM allowed the visualization of skin surface modification due to underlying endometriosic tissue. Dermoscopy showed a new aspect that was probably related to the mix of blood extravasation (ie, greyish background) and epidermal pigmentation (ie, brown pigmentation).


Asunto(s)
Endometriosis/diagnóstico por imagen , Enfermedades de la Piel/diagnóstico por imagen , Adulto , Cesárea , Cicatriz/diagnóstico por imagen , Cicatriz/patología , Dermoscopía/métodos , Endometriosis/patología , Femenino , Humanos , Microscopía Confocal/métodos , Imagen Multimodal/métodos , Trastornos de la Pigmentación/diagnóstico por imagen , Trastornos de la Pigmentación/patología , Complicaciones Posoperatorias/diagnóstico por imagen , Complicaciones Posoperatorias/patología , Enfermedades de la Piel/patología
8.
Skin Res Technol ; 24(1): 20-25, 2018 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-28585341

RESUMEN

BACKGROUND: Medical practitioners have long associated the physical appearance of human fingernails with certain underlying health conditions due to their direct connection to the vascular system. The objective of this study was to demonstrate how human fingernails can potentially be used as a biomarker to determine the severity of a patient's reaction to chemotherapy. METHODS: Quantitative investigation of fingernails in patients undergoing taxane-based chemotherapy was conducted using a high-frequency 50 MHz ultrasound device in B-mode in the form of a pilot study. Time-of-Flight (TOF) ultrasonic signal measurements were recorded longitudinally across fingernails over three time intervals; (before treatment, in the middle of treatment, and on the last day of treatment); a neuropathy assessment and photographs were also taken for comparison. RESULTS: A total of 17 patients were examined in this study with ages ranging from 35-69 years old with both weekly and biweekly chemotherapy regimens. Onycholysis and fingernail discoloration were observed in 8 of the 17 patients. White transverse lines and white lunula were observed on 4 of the 17 patients. Quantitative assessment revealed a TOF median decrease in fingernails during the first half of chemotherapy treatment; conversely, TOF median was found to have increased during the second half. Median TOF measurements at the end of treatment were found to return to approximately that of the baseline value. CONCLUSION: This was a novel application of ultrasound in fingernails as chemotherapy biomarkers and further studies should be considered to verify and expand on the results obtained in this study.


Asunto(s)
Antineoplásicos/farmacología , Hidrocarburos Aromáticos con Puentes/farmacología , Uñas/efectos de los fármacos , Taxoides/farmacología , Adulto , Anciano , Antineoplásicos/efectos adversos , Hidrocarburos Aromáticos con Puentes/efectos adversos , Monitoreo de Drogas/métodos , Femenino , Humanos , Masculino , Persona de Mediana Edad , Uñas/diagnóstico por imagen , Onicólisis/inducido químicamente , Onicólisis/diagnóstico por imagen , Enfermedades del Sistema Nervioso Periférico/inducido químicamente , Trastornos de la Pigmentación/inducido químicamente , Trastornos de la Pigmentación/diagnóstico por imagen , Proyectos Piloto , Taxoides/efectos adversos , Ultrasonografía/métodos
9.
Australas J Dermatol ; 59(3): e208-e210, 2018 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-29577239

RESUMEN

We report a rare and interesting case of a combined linear, Blaschkoid and zosteriform pattern of lichen planus pigmentosus. Dermoscopy showed discrete bluish-grey dots, globules, blotches and rods against a brownish background. A skin biopsy confirmed the diagnosis from the presence of civatte bodies, melanin incontinence and band-like inflammation.


Asunto(s)
Liquen Plano/diagnóstico por imagen , Trastornos de la Pigmentación/diagnóstico por imagen , Enfermedad Crónica , Dermoscopía , Femenino , Humanos , Liquen Plano/patología , Persona de Mediana Edad , Trastornos de la Pigmentación/patología
10.
Cutan Ocul Toxicol ; 36(2): 135-139, 2017 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-27086693

RESUMEN

BACKGROUND: Taxanes and anthracyclines are considered as fundamental drugs for the treatment of a broad range of cancers. They have several side effects, which may limit their usage. Drug-induced nail pigmentation (DHNP) has been reported as one of the most striking dermatological side effect of both taxanes and doxorubicin. OBJECTIVE: This study aimed to evaluate and compare pigmentary side effects of taxanes and doxorubicin with the help of onychoscopy. METHODS: Forty-one consecutive patients (30 women, 11 men) with a diagnosis of cancer (16 gastric cancer, 25 breast cancer) were prospectively enrolled in a period of six months. Patients were categorized according to the chemotherapy regimens they had been administered: docetaxel received group [docetaxel (60 mg/m2, day 1), cisplatin (60 mg/m2, day 1) and fluorouracil (500 mg/m2, days 1-5) every 3 weeks], paclitaxel received group [paclitaxel (80-175 mg/m2) every 21 days with or without trastuzumab/zoledronic acid] and doxorubicin received group [doxorubicin 50-60 mg/m2 and cyclophosphamide 600-750 mg/m2 every 21 days]. All the patients were asked whether they had diabetes mellitus (DM) and peripheral neuropathy. At the 16 weeks of chemotherapy, for each patient, all fingernails and toenails were evaluated in clinical and dermoscopic examinations for nail pigmentation. Dermoscopic examination was performed using a videodermatoscope. Descriptive statistics were computed for means, standard deviations, and frequencies. Chi-square test or Fisher's exact tests were used for the statistical analysis, with a significance threshold of p < 0.05. RESULTS: 34.1% of the patients (14/41) demonstrated clinical signs of nail pigmentation. Nail pigmentation was observed in 4 of 13 patients (30.8%), who had received doxorubicin; 10 of 28 patients (35.7%), who had received taxanes (docetaxel and paclitaxel). There was no statistically significant relationship between the nail pigmentation and the type of the chemotherapeutic regimen administered (Fisher's exact test, p = 1.000). In addition, no statistically significant results were observed between nail pigmentation and DM (Fisher's exact test, p = 0.393), and nail pigmentation and peripheral neuropathy (Fisher's exact test, p = 1.000). CONCLUSIONS: DHNP may cause considerable distress to patients. Dermoscopy is a noninvasive imaging method that increases diagnostic accuracy of both pigmented and nonpigmented lesions. Typical dermoscopic features of DHNP consist of a homogeneous brownish-gray coloration of the background with thin, longitudinal, gray lines, which allow the examiner to clearly make the correct diagnosis. Further studies are needed to assess both clinical and dermoscopical findings of DHNP.


Asunto(s)
Antraciclinas/efectos adversos , Antineoplásicos/efectos adversos , Protocolos de Quimioterapia Combinada Antineoplásica/efectos adversos , Neoplasias de la Mama/tratamiento farmacológico , Enfermedades de la Uña/inducido químicamente , Trastornos de la Pigmentación/inducido químicamente , Neoplasias Gástricas/tratamiento farmacológico , Taxoides/efectos adversos , Adulto , Anciano , Anciano de 80 o más Años , Antraciclinas/uso terapéutico , Antineoplásicos/uso terapéutico , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapéutico , Cisplatino/efectos adversos , Cisplatino/uso terapéutico , Dermoscopía/instrumentación , Docetaxel , Doxorrubicina/efectos adversos , Doxorrubicina/uso terapéutico , Femenino , Fluorouracilo/efectos adversos , Fluorouracilo/uso terapéutico , Humanos , Masculino , Persona de Mediana Edad , Enfermedades de la Uña/diagnóstico por imagen , Enfermedades de la Uña/psicología , Paclitaxel/efectos adversos , Paclitaxel/uso terapéutico , Trastornos de la Pigmentación/diagnóstico por imagen , Trastornos de la Pigmentación/psicología , Estudios Prospectivos , Taxoides/uso terapéutico
14.
Sci Rep ; 14(1): 14673, 2024 06 25.
Artículo en Inglés | MEDLINE | ID: mdl-38918427

RESUMEN

Visual assessment, while the primary method for pigmentation and erythema evaluation in clinical practice, is subjective, time-consuming, and may lead to variability in observations among clinicians. Objective and quantitative techniques are required for a precise evaluation of the disease's severity and the treatment's efficacy. This research examines the precision and utility of a newly developed skin imaging system in assessing pigmentation and erythema. Sixty participants were recruited, and their facial images were analyzed with the new OBSERV 520 x skin imaging system, compared to DERMACATCH for regional analysis and VISIA for full-face examination. The degree of skin pigmentation was clinically graded using the MASI scores evaluated by dermatologists. The data revealed positive correlations between the novel skin imaging system and the two conventional instruments in quantifying pigmentation and erythema, whether in regional or full-face analysis. Furthermore, the new skin imaging system positively correlated with the clinical MASI scores (r = 0.4314, P < 0.01). In contrast, our study found no significant correlation between the traditional system and clinical assessment, indicating a more substantial capacity for hyperpigmentation assessment in the new system. Our study validates the innovative skin imaging system's accuracy in evaluating pigmentation and erythema, demonstrating its feasibility for quantitative evaluation in both clinical and research purposes.


Asunto(s)
Eritema , Cara , Pigmentación de la Piel , Humanos , Femenino , Masculino , Adulto , Eritema/diagnóstico por imagen , Cara/diagnóstico por imagen , Persona de Mediana Edad , Piel/diagnóstico por imagen , Piel/patología , Adulto Joven , Inflamación/diagnóstico por imagen , Anciano , Trastornos de la Pigmentación/diagnóstico por imagen , Trastornos de la Pigmentación/diagnóstico , Hiperpigmentación/diagnóstico por imagen
17.
Am J Med Genet A ; 152A(7): 1825-31, 2010 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-20583181

RESUMEN

Terminal osseous dysplasia with pigmentary defects (TODPD) is an X-linked dominant syndrome with distal limb anomalies and pigmentary skin defects. We have previously described this syndrome in several females from a large, four-generation pedigree. The presentation in the affected patients included multiple anomalies, hypertelorism, iris colobomas, punched-out pigmentary abnormalities over the face and scalp, brachydactyly, and digital fibromatosis. The phenotype was highly variable thus suggesting that X-inactivation plays an important role in the expression of the disease. Following our initial description of this condition there have been reports of more cases supporting the initial phenotypic description of this disease. We report on the follow-up of this family at about 10 years from the first evaluation. A detailed clinical follow-up and a review of the skeletal surveys suggests that although the most striking features involves the hands and feet, the skeletal involvement is more generalized and affects many other areas. Our previous linkage analysis has demonstrated mapping to Xq27.3-Xq28. Using a 6,056 SNP array, we have further refined the critical region within the Xq28 region. We have also excluded two candidate genes (FLNA and FAM58A) mapping in the critical region. The identification of the gene responsible for this rare condition will shed light on the molecular pathways leading to the various congenital anomalies of TODPD and will allow a more accurate genetic counseling to the affected individuals.


Asunto(s)
Enfermedades del Desarrollo Óseo/complicaciones , Enfermedades del Desarrollo Óseo/diagnóstico por imagen , Ligamiento Genético , Trastornos de la Pigmentación/complicaciones , Trastornos de la Pigmentación/diagnóstico por imagen , Enfermedades del Desarrollo Óseo/genética , Niño , Familia , Femenino , Estudios de Seguimiento , Deformidades Congénitas del Pie/complicaciones , Deformidades Congénitas del Pie/diagnóstico por imagen , Deformidades Congénitas de la Mano/complicaciones , Deformidades Congénitas de la Mano/diagnóstico por imagen , Humanos , Lactante , Fenotipo , Trastornos de la Pigmentación/genética , Radiografía
19.
Aust J Gen Pract ; 48(6): 364-367, 2019 06.
Artículo en Inglés | MEDLINE | ID: mdl-31220885

RESUMEN

BACKGROUND: Benign pigmented skin lesions are extremely common. Such lesions are seen every day in general practice. OBJECTIVE: The objectives of this paper are to develop a framework that may be used to evaluate pigmented skin lesions and a strategy for dealing with pigmented lesions, outline the conditions that improve the diagnosis of pigmented lesions (eg good lighting, careful inspection and dermoscopy), and increase clinician confidence in identifying pigmented lesions with concerning features. DISCUSSION: Regular assessment of pigmented skin lesions during patient consultations, including in an opportunistic fashion, will increase diagnostic acumen and help to identify potentially problematic lesions, and may improve patient awareness of lesions on their skin.


Asunto(s)
Trastornos de la Pigmentación/diagnóstico , Biopsia/métodos , Enfermedad de Bowen/diagnóstico , Enfermedad de Bowen/diagnóstico por imagen , Humanos , Queratosis Seborreica/diagnóstico , Queratosis Seborreica/diagnóstico por imagen , Nevo/diagnóstico , Nevo/diagnóstico por imagen , Examen Físico/métodos , Trastornos de la Pigmentación/diagnóstico por imagen
20.
Sci Data ; 5: 180161, 2018 08 14.
Artículo en Inglés | MEDLINE | ID: mdl-30106392

RESUMEN

Training of neural networks for automated diagnosis of pigmented skin lesions is hampered by the small size and lack of diversity of available datasets of dermatoscopic images. We tackle this problem by releasing the HAM10000 ("Human Against Machine with 10000 training images") dataset. We collected dermatoscopic images from different populations acquired and stored by different modalities. Given this diversity we had to apply different acquisition and cleaning methods and developed semi-automatic workflows utilizing specifically trained neural networks. The final dataset consists of 10015 dermatoscopic images which are released as a training set for academic machine learning purposes and are publicly available through the ISIC archive. This benchmark dataset can be used for machine learning and for comparisons with human experts. Cases include a representative collection of all important diagnostic categories in the realm of pigmented lesions. More than 50% of lesions have been confirmed by pathology, while the ground truth for the rest of the cases was either follow-up, expert consensus, or confirmation by in-vivo confocal microscopy.


Asunto(s)
Trastornos de la Pigmentación/diagnóstico por imagen , Enfermedades de la Piel/diagnóstico por imagen , Dermoscopía , Humanos , Procesamiento de Imagen Asistido por Computador , Trastornos de la Pigmentación/patología , Enfermedades de la Piel/patología
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