Dermatological conditions are a relevant health problem. Machine learning (ML) models are increasingly being applied to dermatology as a diagnostic decision support tool using image analysis, especially for skin cancer detection and disease classification. The objective of this study was to perform a prospective validation of an image analysis ML model, which is capable of screening 44 skin diseases, comparing its diagnostic accuracy with that of General Practitioners (GPs) and teledermatology (TD) dermatologists in a real-life setting. Prospective, diagnostic accuracy study including 100 consecutive patients with a skin problem who visited a participating GP in central Catalonia, Spain, between June 2021 and October 2021. The skin issue was first assessed by the GPs. Then an anonymised skin disease picture was taken and uploaded to the ML application, which returned a list with the Top-5 possible diagnosis in order of probability. The same image was then sent to a dermatologist via TD for diagnosis, as per clinical practice. The GPs Top-3, ML model's Top-5 and dermatologist's Top-3 assessments were compared to calculate the accuracy, sensitivity, specificity and diagnostic accuracy of the ML models. The overall Top-1 accuracy of the ML model (39%) was lower than that of GPs (64%) and dermatologists (72%). When the analysis was limited to the diagnoses on which the algorithm had been explicitly trained (n = 82), the balanced Top-1 accuracy of the ML model increased (48%) and in the Top-3 (75%) was comparable to the GPs Top-3 accuracy (76%). The Top-5 accuracy of the ML model (89%) was comparable to the dermatologist Top-3 accuracy (90%). For the different diseases, the sensitivity of the model (Top-3 87% and Top-5 96%) is higher than that of the clinicians (Top-3 GPs 76% and Top-3 dermatologists 84%) only in the benign tumour pathology group, being on the other hand the most prevalent category (n = 53). About the satisfaction of professionals, 92% of the GPs considered it as a useful diagnostic support tool (DST) for the differential diagnosis and in 60% of the cases as an aid in the final diagnosis of the skin lesion. The overall diagnostic accuracy of the model in this study, under real-life conditions, is lower than that of both GPs and dermatologists. This result aligns with the findings of few existing prospective studies conducted under real-life conditions. The outcomes emphasize the significance of involving clinicians in the training of the model and the capability of ML models to assist GPs, particularly in differential diagnosis. Nevertheless, external testing in real-life conditions is crucial for data validation and regulation of these AI diagnostic models before they can be used in primary care.
Skin Diseases , Skin Neoplasms , Humans , Artificial Intelligence , Prospective Studies , Skin Diseases/diagnosis , Skin Neoplasms/diagnosis , Skin Neoplasms/pathology , Primary Health Care
BACKGROUND: Scabies is a neglected tropical disease of the skin, causing severe itching, stigmatizing skin lesions and systemic complications. Since 2015, the DerMalawi project provide an integrated skin diseases clinics and Tele-dermatology care in Malawi. Clinic based data suggested a progressive increase in scabies cases observed. To better identify and treat individuals with scabies in the region, we shifted from a clinic-based model to a community based outreach programme. METHODOLOGY/PRINCIPAL FINDINGS: From May 2015, DerMalawi project provide integrated skin diseases and Tele-dermatological care in the Nkhotakota and Salima health districts in Malawi. Demographic and clinical data of all patients personally attended are recorded. Due to a progressive increase in the number of cases of scabies the project shifted to a community-based outreach programme. For the community outreach activities, we conducted three visits between 2018 to 2019 and undertook screening in schools and villages of Alinafe Hospital catchment area. Treatment was offered for all the cases and school or household contacts. Scabies increased from 2.9% to 39.2% of all cases seen by the DerMalawi project at clinics between 2015 to 2018. During the community-based activities approximately 50% of the population was assessed in each of three visits. The prevalence of scabies was similar in the first two rounds, 15.4% (2392) at the first visit and 17.2% at the second visit. The prevalence of scabies appeared to be lower (2.4%) at the third visit. The prevalence of impetigo appeared unchanged and was 6.7% at the first visit and 5.2% at the final visit. CONCLUSIONS/SIGNIFICANCE: Prevalence of scabies in our setting was very high suggesting that scabies is a major public health problem in parts of Malawi. Further work is required to more accurately assess the burden of disease and develop appropriate public health strategies for its control.
Community Health Services , Scabies/diagnosis , Scabies/epidemiology , Acaricides/therapeutic use , Adolescent , Adult , Child , Child, Preschool , Female , Humans , Infant , Malawi/epidemiology , Male , Rural Population , Scabies/drug therapy , Young Adult
Generalized pustular psoriasis (GPP) represents the rarest form of psoriasis, which may be potentially fatal. In the last decade, (likely) pathogenic variants in the IL36RN, CARD14 and AP1S3 genes have been associated with monogenic GPP forms. Despite these advances, the genetic basis of most patients with GPP remains unidentified. Treatment of GPP patients is often difficult, with no consensus about the best available options to date. We report herein an infant with severe GPP in whom the disease started at the age of 2 months. Genetic investigations identified a heterozygous pathogenic variant in the IL36RN gene associated with a heterozygous variant of uncertain significance in the CARD14 gene. After previous treatment failures with acitretin, cyclosporin and anakinra, treatment with the interleukin-17 antagonist secukinumab resulted in a dramatic and prompt positive response that persisted at 12-month follow up. According to our experience, we believe secukinumab can be an effective and safe treatment for pediatric patients with GPP even before 1 year of age.
Interleukins , Psoriasis , Antibodies, Monoclonal, Humanized , CARD Signaling Adaptor Proteins/genetics , Child , Guanylate Cyclase/genetics , Humans , Infant , Interleukins/genetics , Membrane Proteins/genetics , Mutation , Psoriasis/drug therapy , Psoriasis/genetics
Anti-Bacterial Agents/therapeutic use , Coinfection/diagnosis , Device Removal , Skin Diseases, Bacterial/diagnosis , Ventriculoperitoneal Shunt/adverse effects , Adult , Bacteroides/isolation & purification , Coinfection/microbiology , Coinfection/therapy , Corynebacterium/isolation & purification , Equipment Failure , Fusobacterium/isolation & purification , Humans , Hydrocephalus/surgery , Male , Skin Diseases, Bacterial/microbiology , Skin Diseases, Bacterial/therapy , Staphylococcus aureus/isolation & purification , Time Factors , Treatment Outcome , Ventriculoperitoneal Shunt/instrumentation
Recent advances in our understanding of the immunopathogenesis of psoriasis have resulted in novel therapeutic agents. IL-23, mainly produced by dendritic cells, maintains the differentiation of naive T cells to Th17 cells, the keystone effector cells in psoriasis. The clinical effectiveness of therapeutic agents targeting this cytokine has been demonstrated in moderate-to-severe plaque psoriasis. Guselkumab is the first human antibody against the p40 subunit of the IL-23 receptor approved by the US FDA and the EMA for this indication in adult patients (2017). It has also been approved for treatment of psoriatic arthritis in Japan (April 2018). This article reviews the published data relating to the efficacy and safety of guselkumab for treatment of moderate-to-severe plaque psoriasis.
Antibodies, Monoclonal, Humanized/therapeutic use , Immunotherapy/methods , Interleukin-23/metabolism , Psoriasis/drug therapy , Receptors, Interleukin/immunology , Animals , Clinical Trials as Topic , Drug Approval , Europe , Humans , Japan , Severity of Illness Index , Treatment Outcome , United States
INTRODUCTION: The fungal infections remain an important problem in the allogeneic stem cell trasnsplantation (allo-SCT) setting and thus, anti-fungal prophylaxis is commonly used. The antifungal drug should offer activity, at least against Candida and Aspergillus spp., a good safety profile and low probability interactions. Micafungin could theoretically fulfill these requisites. The aim of the study was to describe the experience with micafungin as primary prophylaxis in patients undergoing allo-SCT in a cohort of Spanish centres, and to evaluate its efficacy and tolerability in this population. MATERIAL AND METHODS: Retrospective multicentre observational study including all consecutive adult patients admitted for allo-SCT in participating centres of the Grupo Español de Trasplante Hematopoyético (GETH), from January 2010 to December 2013, who received micafungin as primary prophylaxis during the neutropenic period. RESULTS: A total of 240 patients from 13 centres were identified and 159 patients were included for the analysis. Most patients (95.6%) received 50 mg/day of micafungin. During the follow-up, 7 (4.4%) patients developed breakthrough invasive fungal disease, 1 proven and 6 probable; one patient discontinued the drug because of serious drug interactions. Prophylaxis with micafungin was considered effective in 151 (94.9%) patiens. CONCLUSIONS: According to our experience, micafungin is an appropriate alternative for antifungal prophylaxis in patients undergoing an allo-HSCT, because its efficacy, its low profile of drug interactions and side-effects
INTRODUCCIÓN: Las infecciones fúngicas siguen representando un problema en el trasplante alogénico de progenitores hematopoyéticos (alo-TPH) por lo que es habitual el uso de profilaxis antifúngica en estos PACIENTES: El tratamiento antifúngico debe presentar al menos actividad frente a Candida y Aspergillus spp, un buen perfil de seguridad y baja probabilidad de infecciones, siendo micafungina una de las opciones que podría cumplir todos estos requisitos. El objetivo del estudio fue describir la experiencia con micafungina como profilaxis primaria en pacientes sometidos a alo-TPH en una cohorte de hospitales españoles, y evaluar su eficacia y seguridad en esta población. MATERIAL Y MÉTODOS: Estudio retrospectivo multicéntrico observacional consecutivo de todos los pacientes adultos ingresados para alo-TPH en los centros del Grupo Español de Trasplante Hematopoyético (GETH) desde enero de 2010 a diciembre de 2013 y que recibieron micafungina como profilaxis primaria durante el periodo de neutropenia. RESULTADOS: Se identificaron 240 pacientes de 13 hospitales y 159 fueron incluidos para el análisis. La mayoría (95.6%) de ellos recibieron dosis de 50mg/día de micafungina. Durante el seguimiento, 7 (4.4%) pacientes desarrollaron infecciones de brecha, 1 probada y 6 probables; en un paciente se suspendió el tratamiento por interacciones medicamentosas graves. La profilaxis con micafungina se consideró efectiva en el 94,9% de los pacientes (151 de 159). CONCLUSIONES: En base a nuestros resultados, consideramos que micafungina es una buena alternativa como profilaxis antifúngica en pacientes sometidos a alo-TPH, por su eficacia, el bajo riesgo de interacciones y de efectos adversos
Humans , Male , Female , Middle Aged , Antifungal Agents/therapeutic use , Hematopoietic Stem Cell Transplantation , Micafungin/therapeutic use , Mycoses/prevention & control , Allografts , Antifungal Agents/administration & dosage , Antifungal Agents/adverse effects , Drug Interactions , Invasive Fungal Infections/epidemiology , Micafungin/administration & dosage , Micafungin/adverse effects , Retrospective Studies , Spain/epidemiology
Capillary malformation-arteriovenous malformation syndrome (CM-AVM) is an autosomal dominant disorder caused by heterozygous mutations in RASA1 and EPHB4. Capillary stains in CM-AVM are compatible with Schöbinger's phase I AVMs. Vascular laser has been classically contraindicated for the treatment of AVMs, as there is a fear of accelerating their progression. In this study, we have treated capillary stains in five CM-AVM patients with pulsed dye laser, with improvement and without worsening or recurrence of the lesions after 1 year of clinical and ultrasound follow-up.
Arteriovenous Malformations/radiotherapy , Capillaries/abnormalities , Lasers, Dye/therapeutic use , Low-Level Light Therapy , Port-Wine Stain/radiotherapy , Adolescent , Arteriovenous Malformations/pathology , Capillaries/pathology , Child, Preschool , Female , Humans , Male , Port-Wine Stain/pathology , Young Adult
Lymphomatoid Papulosis/diagnosis , Skin Neoplasms/diagnosis , Skin Ulcer/etiology , Administration, Cutaneous , Biopsy , Glucocorticoids/administration & dosage , Humans , Lymphomatoid Papulosis/complications , Lymphomatoid Papulosis/drug therapy , Lymphomatoid Papulosis/pathology , Male , Middle Aged , Skin/pathology , Skin Neoplasms/complications , Skin Neoplasms/drug therapy , Skin Neoplasms/pathology , Skin Ulcer/drug therapy , Skin Ulcer/pathology , Treatment Outcome
Glossalgia/etiology , Syphilis/complications , Adult , Anti-Bacterial Agents/therapeutic use , Female , Glossalgia/diagnosis , Glossalgia/drug therapy , Glossalgia/pathology , Humans , Syphilis/diagnosis , Syphilis/drug therapy , Syphilis/pathology , Syphilis Serodiagnosis , Tongue/pathology , Treatment Outcome
RESUMEN Se presenta la segunda parte de las recomendaciones latinoamericanas para el manejo de la Hipertensión Arterial (HTA) en adultos. En una primera fase se han descripto los aspectos más relevantes de la epidemiología, aspectos fisiopatológicos, cómo hacer diagnóstico, pautas terapéuticas, urgencias y emergencias hipertensivas, poblaciones especiales, hipertensión refractaria y la aplicación de las guías en la vida real. En esta segunda parte, se emiten recomendaciones respondiendo a preguntas específicas para prevención primaria, secundaria, terciaria y cuaternaria. En general pocas recomendaciones al respecto del manejo de la hipertensión arterial surgen desde la clínica médica/ medicina interna, a pesar de dos situaciones: la mayoría de los pacientes con hipertensión arterial son evaluados y manejados por los clínicos, y la clínica médica es la especialidad que permite la mirada holística e integrada de los problemas de salud del adulto, permitiendo agregar el enfoque biográfico al biológico, comprender e interpretar no solo el problema de salud sino sus causas y consecuencias (que muchas veces suelen corresponder a diferentes parénquimas, lo cual en el modelo fragmentado haría transitar al paciente por distintas especialidades). El bajo porcentaje de pacientes hipertensos controlados obliga a todos los profesionales involucrados en el manejo de los mismos a optimizar recursos y detectar problemas que se asocien a un control deficitario como la sub utilización del tratamiento farmacológico, baja tasa de pacientes tratados con estrategia combinada (la mayoría de los pacientes actualmente recibe monoterapia), falta de prescripción adecuada de los cambios en el estilo de vida, baja adherencia terapéutica e inercia clínica. En la presente publicación se presentan recomendaciones efectuadas por especialistas en clínica médica / medicina interna para el manejo de la hipertensión arterial en adultos, respondiendo preguntas de prevención primaria, secundaria, terciaria, y cuaternaria.
ABSTRACT The second part of the Latin American recommendations for the management of Arterial Hypertension (HTA) in adults is presented. In a first phase, the most relevant aspects of epidemiology, physiopathological aspects, how to diagnose, therapeutic guidelines, hypertension emergencies, special populations, refractory hypertension and the application of guides in real life have been described. In this second part, recommendations are issued answering specific questions for primary, secondary, tertiary and quaternary prevention. In general, few recommendations regarding the management of arterial hypertension arise from the medical clinic / internal medicine, despite two situations: the majority of patients with hypertension are evaluated and managed by the clinicians, and the medical clinic is the specialty that allows the holistic and integrated look of the health problems in adults, allowing to add the biographical approach to the biological, to understand and interpret not only the health problem but its causes and consequences (which often correspond to different parenchyma, which in the fragmented model would make the patient move through different specialties). The low percentage of controlled hypertensive patients forces all the professionals involved in the management of them to optimize resources and detect problems that are associated with a deficit control such as the under utilization of pharmacological treatment, low rate of patients treated with combined strategy (the most patients currently receive monotherapy), lack of adequate prescription of changes in lifestyle, low therapeutic adherence and clinical inertia. This publication presents recommendations made by specialists in medical clinic/internal medicine for the management of hypertension in adults, answering primary, secondary, tertiary and quaternary prevention questions.
