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2.
Am J Trop Med Hyg ; 110(2): 364-369, 2024 02 07.
Artigo em Inglês | MEDLINE | ID: mdl-38169455

RESUMO

Skin diseases are a major public health concern in Indonesia, although access to specialized care in remote areas is limited. We initiated a low-cost teledermatology service in Sumba, a remote island in eastern Indonesia. Eighteen healthcare workers (HCWs) at five primary healthcare centers received training to manage common skin diseases and submit clinical cases beyond their expertise to an online platform. Submitted cases were reviewed by at least one dermatologist. Diagnostic agreement between HCWs and dermatologists was calculated. The HCWs participated in a satisfaction survey 2 years after project initiation. Since October 2020, of 10,384 patients presenting with skin complaints in a 24-month period, 307 (3%) were submitted for a teledermatology consultation. The most frequent skin diseases were infections and infestations (n = 162, 52.8%) and eczematous (85, 27.7%) and inflammatory (17, 5.5%) conditions. Fifty-three patients (17.3%) were diagnosed with a neglected tropical skin disease, including leprosy and scabies. Dermatologist advice was provided within a median of 50 minutes (interquartile range, 18-255 minutes), with 91.9% of consultations occurring within 24 hours. The diagnostic agreement level between HCWs and dermatologists significantly improved over time, from 46.9% in the first 6-month period (κ = 0.45; 95% CI, 0.37-0.54) to 77.2% in the last 6-month period (κ = 0.76; 95% CI, 0.67-0.86; global P < 0.001). The HCWs reported that the teledermatology service was extremely/very useful in supporting daily practice (100%) and improved their knowledge of skin diseases tremendously/a lot (92%). Teledermatology can improve accessibility and quality of skin services in medically underserved areas, providing opportunities for scalability and knowledge transfer to frontline HCWs.


Assuntos
Dermatologia , Dermatopatias , Telemedicina , Humanos , Indonésia/epidemiologia , Dermatopatias/diagnóstico , Dermatopatias/terapia , Higiene da Pele
3.
PLoS Negl Trop Dis ; 17(8): e0011230, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-37578966

RESUMO

BACKGROUND: Deep learning, which is a part of a broader concept of artificial intelligence (AI) and/or machine learning has achieved remarkable success in vision tasks. While there is growing interest in the use of this technology in diagnostic support for skin-related neglected tropical diseases (skin NTDs), there have been limited studies in this area and fewer focused on dark skin. In this study, we aimed to develop deep learning based AI models with clinical images we collected for five skin NTDs, namely, Buruli ulcer, leprosy, mycetoma, scabies, and yaws, to understand how diagnostic accuracy can or cannot be improved using different models and training patterns. METHODOLOGY: This study used photographs collected prospectively in Côte d'Ivoire and Ghana through our ongoing studies with use of digital health tools for clinical data documentation and for teledermatology. Our dataset included a total of 1,709 images from 506 patients. Two convolutional neural networks, ResNet-50 and VGG-16 models were adopted to examine the performance of different deep learning architectures and validate their feasibility in diagnosis of the targeted skin NTDs. PRINCIPAL FINDINGS: The two models were able to correctly predict over 70% of the diagnoses, and there was a consistent performance improvement with more training samples. The ResNet-50 model performed better than the VGG-16 model. A model trained with PCR confirmed cases of Buruli ulcer yielded 1-3% increase in prediction accuracy across all diseases, except, for mycetoma, over a model which training sets included unconfirmed cases. CONCLUSIONS: Our approach was to have the deep learning model distinguish between multiple pathologies simultaneously-which is close to real-world practice. The more images used for training, the more accurate the diagnosis became. The percentages of correct diagnosis increased with PCR-positive cases of Buruli ulcer. This demonstrated that it may be better to input images from the more accurately diagnosed cases in the training models also for achieving better accuracy in the generated AI models. However, the increase was marginal which may be an indication that the accuracy of clinical diagnosis alone is reliable to an extent for Buruli ulcer. Diagnostic tests also have their flaws, and they are not always reliable. One hope for AI is that it will objectively resolve this gap between diagnostic tests and clinical diagnoses with the addition of another tool. While there are still challenges to be overcome, there is a potential for AI to address the unmet needs where access to medical care is limited, like for those affected by skin NTDs.


Assuntos
Úlcera de Buruli , Aprendizado Profundo , Micetoma , Dermatopatias , Humanos , Inteligência Artificial , Úlcera de Buruli/diagnóstico , Projetos Piloto , Dermatopatias/diagnóstico , Doenças Negligenciadas/diagnóstico
5.
PLoS Negl Trop Dis ; 17(5): e0011314, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-37172044

RESUMO

CONTEXT: Since 2013, the World Health Organization has recommended integrated control strategies for neglected tropical diseases (NTDs) with skin manifestations. We evaluated the implementation of an integrated approach to the early detection and rapid treatment of skin NTDs based on mobile clinics in the Ouémé and Plateau areas of Benin. METHODS: This descriptive cross-sectional study was performed in Ouémé and Plateau in Benin from 2018 to 2020. Consultations using mobile teams were performed at various sites selected by reasoned choice based on the epidemiological data of the National Program for the Control of Leprosy and Buruli Ulcer. All individuals presenting with a dermatological lesion who voluntarily approached the multidisciplinary management team on the day of consultation were included. The information collected was kept strictly anonymous and was entered into an Excel 2013 spreadsheet and analyzed with Stata 11 software. RESULTS: In total, 5,267 patients with various skin conditions consulted the medical team. The median age of these patients was 14 years (IQR: 7-34 years). We saw 646 (12.3%) patients presenting NTDs with skin manifestations, principally scabies, in 88.4% (571/646), followed by 37 cases of Buruli ulcer (5.8%), 22 cases of leprosy (3.4%), 15 cases of lymphatic filariasis (2.3%) and one case of mycetoma (0.2%). We detected no cases of yaws. CONCLUSION: This sustainable approach could help to decrease the burden of skin NTDs in resource-limited countries.


Assuntos
Úlcera de Buruli , Hanseníase , Dermatopatias , Humanos , Criança , Adolescente , Adulto Jovem , Adulto , Úlcera de Buruli/diagnóstico , Úlcera de Buruli/tratamento farmacológico , Úlcera de Buruli/epidemiologia , Benin/epidemiologia , Estudos Transversais , Hanseníase/diagnóstico , Hanseníase/epidemiologia , Dermatopatias/diagnóstico , Dermatopatias/epidemiologia , Dermatopatias/terapia , Doenças Negligenciadas/diagnóstico , Doenças Negligenciadas/epidemiologia , Doenças Negligenciadas/prevenção & controle , Encaminhamento e Consulta
8.
Indian J Dermatol Venereol Leprol ; 89(3): 421-425, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-34877854

RESUMO

Background The prevalence of skin diseases has increased over the last few decades, and they contribute to a significant burden on health-care systems across the world. Aims/Objective This report looks at the burden of skin and subcutaneous diseases in terms of years lived with disability and agestandardised years lived with disability in India using the Global Burden of Disease Study results from 2017. Methods Data were obtained from the Global Burden of Disease online interactive tool. Updated estimates of the world's health for 359 diseases and injuries and 84 risk factors from 1990 to 2017 are available in this interactive tool. Results Years lived with disability due to skin and subcutaneous diseases accounted for 4.02% of the total years lived with disability in India in 2017. There was an increase of 53.7% in all age standardised years lived with disability for all the skin and subcutaneous diseases from 1990 to 2017. Among skin and subcutaneous diseases, dermatitis contributed maximum years lived with disability (1.40 million; 95% uncertainty interval, 0.82-2.21) in 2017, followed by urticaria (1.02 million; 95% uncertainty interval, 0.06-1.44) with percentage increases of 48.9% and 45.7% respectively. Conclusion The burden due to infectious skin diseases (e.g., scabies, fungal skin disease and bacterial skin disease) and non-infectious diseases (e.g., dermatitis, urticaria and psoriasis) has increased over the past three decades, however the age-standardised years lived with disability for leprosy, scabies, fungal infections, sexually transmitted infections and non-melanoma skin cancer (basal cell carcinoma) has decreased. The high burden of skin and subcutaneous diseases demand that they be given due importance in the national programmes and health policy of India.


Assuntos
Dermatite , Escabiose , Dermatopatias , Urticária , Humanos , Carga Global da Doença , Anos de Vida Ajustados por Qualidade de Vida , Dermatopatias/diagnóstico , Dermatopatias/epidemiologia , Prevalência , Saúde Global
12.
Clin Dermatol ; 40(5): 427-440, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-34974106

RESUMO

Annular configuration is conspicuous in the clinical manifestation of many skin diseases and can be helpful for the diagnosis and differential diagnosis. Variations may include arciform, ring-form, annular, circinate, serpiginous, gyrated, polycyclic, targeted or figurate forms, in different colors, sizes, and numbers, with various textures and surfaces. In infectious dermatoses, the annular reactions can be specific or nonspecific, while the underlying mechanisms remain largely unknown. In the specific reactions caused by direct invasion of the pathogens, the contest between the centrifugal outspread of the infectious agents and the centripetal impedance of the host immune response is supposed to determine the final conformation. Examples include erythema infectiosum, orf, erythema multiforme, and pityriasis rosea of viral origin. Bacterial infections that may display annular lesions include erythrasma, erythema (chronicum) migrans of Lyme borreliosis, secondary syphilis, cutaneous tuberculosis, and leprosy. Superficial mycosis, such as dermatophytosis, candida intertrigo, tinea imbricata, and subcutaneous mycosis, such as chromoblastomycosis, and algae infection protothecosis, are characterized by annular progression of the skin lesions. The creeping serpiginous extension is an alarming sign for the diagnosis of cutaneous larva migrans. A better understanding of the virulence and pathogenicity of the pathogens and the way and type of immune response will help to clarify the pathogenesis.


Assuntos
Dermatomicoses , Eritema Migrans Crônico , Doença de Lyme , Dermatopatias Infecciosas , Dermatopatias , Humanos , Eritema Migrans Crônico/complicações , Eritema Migrans Crônico/diagnóstico , Eritema Migrans Crônico/patologia , Dermatopatias Infecciosas/diagnóstico , Dermatopatias/diagnóstico , Dermatopatias/complicações , Doença de Lyme/complicações , Dermatomicoses/complicações
16.
BMC Infect Dis ; 21(1): 540, 2021 Jun 07.
Artigo em Inglês | MEDLINE | ID: mdl-34098890

RESUMO

BACKGROUND: A decision to diagnose certain skin diseases in patient undergoing psychotic break is challenging; this includes establishing the diagnosis of leprosy. Diagnosis of leprosy is established if there is at least one of the three cardinal signs of leprosy. Histopathological examination is not a gold standard, but remains useful in atypical or clinically suspicious cases. CASE PRESENTATION: We report for the first time, an interesting case of leprosy with atypical clinical manifestations in a psychotic homeless male with unknown history of present illness. Upon examination, hypopigmented macules, hyperpigmented macules, and plaques were observed, with unclear sensation impairment. Peripheral nerve thickening and acid-fast bacilli from slit-skin smear were not found. Histopathological examination from hypopigmented macule on the upper right limb showed no granulomatous reaction and other histopathological features of leprosy. Although the condition did not fulfill the cardinal signs of leprosy, we found lagophthalmos, claw hands, pseudomutilation of fingers and toes. Therefore, the diagnosis of suspected leprosy was established. The patient was hospitalized and attempts to administer oral rifampicin and clofazimine were made. Several days after treatment, annular erythematous macules appeared on the patient's face, abdomen, and back. Histopathological examination results on sample taken from erythematous macule and right sural nerve were consistent with the diagnosis of leprosy with reversal reaction. CONCLUSION: In certain conditions, histopathological examination of the skin and nerves are a highly rewarding test in establishing a diagnosis of leprosy.


Assuntos
Pessoas Mal Alojadas , Hanseníase/diagnóstico , Transtornos Psicóticos/complicações , Dermatopatias/diagnóstico , Diagnóstico Diferencial , Humanos , Hansenostáticos/uso terapêutico , Hanseníase/complicações , Hanseníase/tratamento farmacológico , Hanseníase/patologia , Masculino , Dermatopatias/complicações , Dermatopatias/tratamento farmacológico , Dermatopatias/patologia , Resultado do Tratamento
17.
Indian J Dermatol Venereol Leprol ; 87(4): 457-467, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34114421

RESUMO

Many aspects of our life are affected by technology. One of the most discussed advancements of modern technologies is artificial intelligence. It involves computational methods which in some way mimic the human thought process. Just like other branches, the medical field also has come under the ambit of artificial intelligence. Almost every field in medicine has been touched by its effect in one way or the other. Prominent among them are medical diagnosis, medical statistics, robotics, and human biology. Medical imaging is one of the foremost specialties with artificial intelligence applications, wherein deep learning methods like artificial neural networks are commonly used. artificial intelligence application in dermatology was initially restricted to the analysis of melanoma and pigmentary skin lesions, has now expanded and covers many dermatoses. Though the applications of artificial intelligence are ever increasing, large data requirements, interpretation of data and ethical concerns are some of its limitations in the present day.


Assuntos
Inteligência Artificial , Dermatologia , Algoritmos , Viés , Diagnóstico por Computador , Humanos , Responsabilidade Legal , Dermatopatias/diagnóstico
18.
Indian J Dermatol Venereol Leprol ; 87(5): 603-610, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33969653

RESUMO

The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is implicated in the ongoing pandemic across the globe since December 2019. It was first notified by China from Wuhan on 31 December 2020 and transmission to healthcare workers was first reported on 20 January 2020. Human-to-human transmission is mainly by droplet infection. At present no effective vaccine is available. Our speciality needs to collectively address the urgent issue of risk of transmission in dermatology practice. A case series of Coronavirus Disease 2019 (COVID-19) from Wuhan described that 41.3% of their patients may have acquired the infection from the hospital. Of all the infected health care workers, 77.5% worked in general wards and departments. These data highlight the significant risk of nosocomial transmission of COVID-19 and also the higher risk in general wards and departments compared to the emergency room or intensive care unit. Dermatology patients are generally seen in clinics and in outpatient departments in hospitals. Patients wait together in the waiting area, intermingle and then are seen by the physician in their chamber. This can cause transmission of the pathogen among patients and from patient to physician. Social distancing, hand hygiene and the use of personal protective equipment are important for preventing the spread of infection and dermatology practices also have to incorporate these aspects. Telemedicine is becoming an important tool for the management of dermatology patients in these times. At-risk patients in dermatology also need to be given priority care. Protocols for the use of immunosuppressants and biologics in dermatology during the pandemic are being developed.


Assuntos
COVID-19/prevenção & controle , Infecção Hospitalar/prevenção & controle , Dermatologia/organização & administração , Dermatopatias/terapia , Assistência Ambulatorial/métodos , Assistência Ambulatorial/organização & administração , Produtos Biológicos/uso terapêutico , COVID-19/transmissão , Infecção Hospitalar/transmissão , Humanos , Imunossupressores/uso terapêutico , Índia , Fatores de Risco , SARS-CoV-2 , Dermatopatias/complicações , Dermatopatias/diagnóstico , Telemedicina/legislação & jurisprudência , Vacinação , Salas de Espera
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