Background: In recent studies, convolutional neural networks (CNNs) outperformed dermatologists in distinguishing dermoscopic images of melanoma and nevi. In these studies, dermatologists and artificial intelligence were considered as opponents. However, the combination of classifiers frequently yields superior results, both in machine learning and among humans. In this study, we investigated the potential benefit of combining human and artificial intelligence for skin cancer classification. Methods: Using 11,444 dermoscopic images, which were divided into five diagnostic categories, novel deep learning techniques were used to train a single CNN. Then, both 112 dermatologists of 13 German university hospitals and the trained CNN independently classified a set of 300
Measles, mumps, rubella (MMR) and varicella zoster virus (VZV) infection can cause serious diseases and complications in the HIV-positive population. Due to successful vaccination programmes measles, mumps and congenital rubella syndrome has become neglected in Germany. However, recent outbreaks of measles have occurred from import-associated cases. In this cross-sectional study the serostatus for MMR and VZV in 2013 HIV-positive adults from three different university outpatient clinics in Bonn (n = 544), Cologne (n = 995) and Munich (n = 474) was analysed. Sera were tested for MMR- and VZV-specific immunglobulin G antibodies using commercial immunoassays. Seronegativity was found in 3% for measles, 26% for mumps, 11% for rubella and 2% for VZV. Regarding MMR, 35% of patients lacked seropositivity against at least one infectious agent. In multivariable analysis younger age was strongly associated with seronegativity against all four viruses, measles, mumps, rubella (P < 0·001, P < 0·001 and P = 0·001, respectively) and VZV (P = 0·001). In conclusion, there is high need for MMR and VZV vaccination in people living with HIV in Germany born in 1970 or later. Thus, systematic MMR and VZV antibody screening and vaccination should be implemented in the HIV-positive population to prevent serious disease and complications of vaccine-preventable diseases.
Broad administration of combined antiretroviral therapy (ART) has dramatically reduced the morbidity and mortality of the HIV-infection and substantially improved the life expectancy of people living with HIV (PLWH). PLWH, who are effectively treated with an ART, are considered to be unable to transmit HIV. The standard of care is usually an antiretroviral single tablet regimen. Since 2015 the Robert Koch Institute has reported a slight decrease in the rate of recently diagnosed HIV-infections in Germany, but the proportion of late presenters (initial diagnosis in advanced stages of infection) has remained consistently high at around 32 % since 2005. HIV-infections have not been diagnosed in 10,800 PLWH so far. In comparison to the general population PLWH suffer more frequently from skin diseases. Depending on the stage of immunodeficiency, untreated PLWH develop HIV indicator diseases of the skin and the mucocutaneous membranes. Knowledge of these diseases facilitates the selection of individuals who should be offered HIV testing. Early diagnosis of HIV-infections allows early introduction of the ART, prevents the spread of HIV and reduces the mortality rates and treatment costs associated with late diagnosis. HIV is a predominantly sexually transmitted infection. Through focused sexual anamnesis and the diagnosis of HIV indicator diseases and other sexually transmitted infections, dermatovenereologists in particular may be able to identify previously undiagnosed PLWH and persons with an increased risk of HIV infection, enabling initiation of ART in the former and pre-exposure prophylaxis counseling in the latter.
Eosinophilic pustular folliculitis is a chronic, recurrent dermatosis, of unknown etiology, which is histologically characterized by folliculotropic inflammatory infiltrates with admixed eosinophils in the dermis. It has often presented with immunosuppression and especially with HIV-Infection. In the HAART-era, eosinophilic pustular folliculitis has become a rarity. It is often being misdiagnosed as acne vulgaris, rosacea, bacterial folliculitis, dermatomycosis and seborrheic dermatitis. The treatment of this disease may be difficult.
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