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OBJECTIVES: Automated systems to analyse nailfold videocapillaroscopy (NVC) images are needed to promptly and comprehensively characterise patients with systemic sclerosis (SSc) or Raynaud's phenomenon (RP). We previously developed, and validated in-house, a deep convolutional neural network-based algorithm to classify NVC-captured images according to the presence/absence of structural abnormalities and/or microhaemorrhages. We present its external clinical validation. METHODS: A total of 1,164 NVC images of RP patients were annotated by 5 trained capillaroscopists according to the following categories: normal capillary; dilation; giant capillary; abnormal shape; tortuosity; microhaemorrhage. The images were also presented to the algorithm. Matches and discrepancies between algorithm predictions and those annotations obtained by consensus of ≥3 or ≥4 interobservers were analysed. RESULTS: Consensus among ≥3 capillaroscopists was achieved in 86.9% of images, 75.8% of which were correctly predicted by the algorithm. Consensus among ≥4 experts occurred in 52.0% of cases, in which 87.1% of the algorithm's results matched with those of the expert panel. The algorithm's positive predictive value was >80% for microhaemorrhages and unaltered, giant or abnormal capillaries. Sensitivity was >75% for dilations and tortuosities. Negative predictive value and specificity were >89% for all categories. CONCLUSIONS: This external clinical validation suggests that this algorithm is useful to assist in the diagnosis and follow-up of SSc or RP patients in a timely manner. It may also be helpful in the management of patients with any pathology presenting with microvascular changes, as the algorithm has been designed to also be useful for research aiming at extending the usage of nailfold capillaroscopy to more conditions.
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Enfermedad de Raynaud , Esclerodermia Sistémica , Humanos , Angioscopía Microscópica/métodos , Uñas/irrigación sanguínea , Esclerodermia Sistémica/diagnóstico por imagen , Esclerodermia Sistémica/patología , Enfermedad de Raynaud/diagnóstico por imagen , Programas Informáticos , Capilares/diagnóstico por imagen , Capilares/patologíaAsunto(s)
Enfermedades Autoinmunes , Enfermedades Cardiovasculares , Inhibidores de Hidroximetilglutaril-CoA Reductasas , Enfermedades Musculares , Miositis , Humanos , Inhibidores de Hidroximetilglutaril-CoA Reductasas/efectos adversos , Factores de Riesgo , Factores de Riesgo de Enfermedad Cardiaca , Autoanticuerpos , Necrosis , Enfermedades Musculares/inducido químicamente , Músculo Esquelético , Hidroximetilglutaril-CoA ReductasasRESUMEN
Scleromyositis is a rare autoimmune disease characterized by overlapping scleroderma and myositis. This case report discusses the presentation and management of a 28-year-old male with scleromyositis presenting with myositis, arthritis, Raynaud's phenomenon, refractory calcinosis, interstitial lung disease, and myocarditis. This case highlights key points in the systematic approach to immunosuppressive treatment and proposes a novel therapeutic option.
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BACKGROUND: Cardiac involvement is one of the most frequent manifestations of Systemic Lupus Erythematosus (SLE). Transthoracic echocardiogram (TTE) may be valuable for the early detection of cardiac abnormalities in SLE. Few studies analyze both TTE findings in SLE and the risk factors that predispose to different cardiac manifestations in a long follow-up cohort. We aimed to investigate cardiac involvement's prevalence, risk factors, and outcomes in a Spanish Lupus Clinic. METHODS: Spanish single-center prospective study of cardiac involvement in SLE. Two hundred and one patients met the 2019 EULAR/ACR classification criteria, performed TTE, and were eligible for the study. RESULTS: Cardiac involvement was present in 43.8%. Patients with older age, hypertension, hyperlipidemia, higher body mass index, peripheral arterial disease, thrombosis, and major cardiovascular events had significantly more cardiac involvement. Neurological, hematological, and serosal involvement (pleuritis and/or pericarditis) were clinical risk factors for abnormal TTE. The combination of the four clinical variables (dyspnea, chest pain, cough, and/or syncope) was present in 40.9% of the patients with abnormal TTE in the follow-up and was superior to each of the manifestations separately. Troponin I (TnI) ≥ 0.2 ng/mL and NTproBNP ≥ 300 pg/mL were excellent biomarkers with a good correlation with cardiac abnormalities. Anti-B2GP1 was the only autoantibody associated with cardiac involvement in our cohort. Presenting cardiac involvement was correlated with higher SLICC Damage Index and increased mortality risk in the 2-year follow-up period. CONCLUSIONS: Cardiac involvement in SLE is diverse, heterogeneous, and highly prevalent. Presenting a pathological TTE was associated with greater damage accrual and greater mortality. Based on our results, we consider that echocardiographic screening of patients with SLE is essential, especially those symptomatic and/or with risk factors, to diagnose and treat cardiac involvement earlier.
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Lupus Eritematoso Sistémico , Pericarditis , Humanos , Lupus Eritematoso Sistémico/complicaciones , Lupus Eritematoso Sistémico/epidemiología , Lupus Eritematoso Sistémico/diagnóstico , Estudios Prospectivos , Pericarditis/complicaciones , Factores de Riesgo , CorazónRESUMEN
OBJECTIVES: Although classification systems and scores for capillaroscopy interpretation have been published, there is a lack of homogenization for the procedure, especially in the way and place the images are taken, the counting of the capillaries and the measuring of their size. Our objective is to provide a deep learning-based software to obtain objective and exhaustive data for the whole nailfold without increasing the time or effort needed to do the examination, or requiring expensive equipment. METHODS: An automated software to count nailfold capillaries has been designed, through an exploratory image dataset of 2,713 images with 18,000 measurements of 3 different types. Subsequently, application rules have been created to detect the morphology of nailfold videocapillaroscopy images, through a training set of images. The software reliability has been evaluated with standard metrics used in the machine learning field for object detection tasks, comparing automatic and manual counting on the same NVC images. RESULTS: A mean average precision (mAP) of 0.473 is achieved for detecting and classifying capillaries and haemorrhages by their shape, and a mAP of 0.515 is achieved for detecting and classifying capillaries by their size. A precision of 83.84% and a recall of 92.44% in the identification of capillaries was estimated. CONCLUSIONS: Deep learning is a useful tool in nailfold videocapillaroscopy that allows to analyse objectively and homogeneously images taken with multiple devices. It should make the assessment of the capillary morphology in nailfold video capillaroscopy easier, quicker, more complete and accessible to everyone.
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Angioscopía Microscópica , Uñas , Humanos , Angioscopía Microscópica/métodos , Reproducibilidad de los Resultados , Uñas/diagnóstico por imagen , Uñas/irrigación sanguínea , Capilares/diagnóstico por imagen , Programas InformáticosAsunto(s)
Interacciones Farmacológicas , Antagonistas de los Receptores de Endotelina , Enfermedad Mixta del Tejido Conjuntivo , Pirimidinas , Úlcera Cutánea , Sulfonamidas , Antagonistas de los Receptores de Endotelina/efectos adversos , Antagonistas de los Receptores de Endotelina/uso terapéutico , Humanos , Enfermedad Mixta del Tejido Conjuntivo/complicaciones , Enfermedad Mixta del Tejido Conjuntivo/tratamiento farmacológico , Pirimidinas/efectos adversos , Pirimidinas/uso terapéutico , Úlcera Cutánea/complicaciones , Úlcera Cutánea/tratamiento farmacológico , Sulfonamidas/efectos adversos , Sulfonamidas/uso terapéuticoRESUMEN
The World Health Organization launched a global initiative, known as aDSM (active TB drug safety monitoring and management) to better describe the safety profile of new treatment regimens for drug-resistant tuberculosis (TB) in real-world settings. However, comprehensive surveillance is difficult to implement in several countries. The aim of the aDSM project is to demonstrate the feasibility of implementing national aDSM registers and to describe the type and the frequency of adverse events (AEs) associated with exposure to the new anti-TB drugs. Following a pilot study carried out in 2016, official involvement of TB reference centres/countries into the project was sought and cases treated with bedaquiline- and/or delamanid-containing regimens were consecutively recruited. AEs were prospectively collected ensuring potential attribution of the AE to a specific drug based on its known safety profile. A total of 309 cases were fully reported from 41 centres in 27 countries (65% males; 268 treated with bedaquiline, 20 with delamanid, and 21 with both drugs) out of an estimated 781 cases the participating countries had committed to report by the first quarter of 2019.
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Antituberculosos/efectos adversos , Diarilquinolinas/efectos adversos , Nitroimidazoles/efectos adversos , Oxazoles/efectos adversos , Tuberculosis Resistente a Múltiples Medicamentos/tratamiento farmacológico , Diarilquinolinas/administración & dosificación , Quimioterapia Combinada , Estudios de Factibilidad , Femenino , Humanos , Masculino , Nitroimidazoles/administración & dosificación , Oxazoles/administración & dosificación , Proyectos Piloto , Tuberculosis/tratamiento farmacológico , Organización Mundial de la SaludRESUMEN
Genetic variants of endosomal toll like receptors (TLR) have been associated with many infectious, autoimmune and inflammatory diseases, but few studies have been reported in the Spanish population. The aim of this study was to describe the allelic and genotypic distributions of some common nucleotide substitutions of endosomal TLRs in healthy Spanish women and to compare them with those already published in other population groups. Nine substitutions were analysed in 150 DNA samples from 150 Spanish, non-related healthy females: TLR3 rs3775291 and rs5743305; TLR7 rs179008 and rs5743781; TLR8 rs3764880 and TLR9 rs187084, rs5743836, rs352139 and rs352140. Genotyping was carried out by real time PCR and melting curve analysis in a LightCycler 480. A systematic review was performed in order to compare the genotypic distributions in our cohort with those previously published in other population groups. The comparative study was performed with the two tailed Fisher's test or the Yates continuity correction for the Chi-square test when appropriate. No homozygotes for rs5743781 in TLR7 were found, and rs352139 and rs352140 of TLR9 were in strong linkage disequilibrium. Genotype distributions in endosomal TLR are similar to other Spanish series previously reported. As expected, most differences were found when comparing our distributions with Asiatics, but differences were also found with other Caucasian populations. Since there are significant variations in genotypic distributions of TLRs in both interracial groups and within the same ethnic group, to carry out studies of disease susceptibility in more restricted groups is mandatory.