Automated chronic wounds medical assessment and tracking framework based on deep learning.

Chronic wounds are a latent health problem worldwide, due to high incidence of diseases such as diabetes and Hansen. Typically, wound evolution is tracked by medical staff through visual inspection, which becomes problematic for patients in rural areas with poor transportation and medical infrastructure. Alternatively, the design of software platforms for medical imaging applications has been increasingly prioritized. This work presents a framework for chronic wound tracking based on deep learning, which works on RGB images captured with smartphones, avoiding bulky and complicated acquisition setups. The framework integrates mainstream algorithms for medical image processing, including wound detection, segmentation, as well as quantitative analysis of area and perimeter. Additionally, a new chronic wounds dataset from leprosy patients is provided to the scientific community. Conducted experiments demonstrate the validity and accuracy of the proposed framework, with up to 84.5% in precision.

[A case series of pure neural leprosy in patients diagnosed in a specialized center for the control of Hansen's disease in Colombia].

Pure neural leprosy, defined as a peripheral neuropathy in which the patient has no skin lesions, is difficult to diagnose. Its verification by bacteriological index and histopathology is not possible in the majority of the patients.We describe four cases of pure neural leprosy diagnosed by clinical criteria. The clinical outcome of three of the patients after specific treatment was satisfactory, while the other one developed progressive neural damage despite the therapy. All patients were treated in a specialized center for the management and control of Hansen's disease in the municipality of Contratación, Santander, Colombia.

A case series of pure neural leprosy in patients diagnosed in a specialized center for the control of Hansen's disease in Colombia / Serie de casos de lepra neural pura en pacientes diagnosticados en un centro especializado en el control de la enfermedad de Hansen en Colombia

Abstract Pure neural leprosy, defined as a peripheral neuropathy in which the patient has no skin lesions, is difficult to diagnose. Its verification by bacteriological index and histopathology is not possible in the majority of the patients. We describe four cases of pure neural leprosy diagnosed by clinical criteria. The clinical outcome of three of the patients after specific treatment was satisfactory, while the other one developed progressive neural damage despite the therapy. All patients were treated in a specialized center for the management and control of Hansen's disease in the municipality of Contratación, Santander, Colombia.

Resumen La lepra neural pura se presenta como una neuropatía periférica sin presencia de lesiones cutáneas. La verificación del diagnóstico mediante el índice bacilary la histopatología, no es posible en la mayoría de los pacientes. Se describen cuatro casos de lepra neural pura diagnosticados por clínica; la evolución de tres de los pacientes que recibieron tratamiento específico fue satisfactoria, en tanto que la otra paciente presentó deterioro progresivo a pesar de las medidas terapéuticas. Todos los pacientes fueron atendidos en un centro especializado en el manejo y control de la enfermedad de Hansen, ubicado en el municipio de Contratación, Santander, Colombia.