Abstract The need for the identification of risk factors associated to COVID-19 disease severity remains urgent. Patients’ care and resource allocation can be potentially different and are defined based on the current classification of disease severity. This classification is based on the analysis of clinical parameters and routine blood tests, which are not standardized across the globe. Some laboratory test alterations have been associated to COVID-19 severity, although these data are conflicting partly due to the different methodologies used across different studies. This study aimed to construct and validate a disease severity prediction model using machine learning (ML). Seventy-two patients admitted to a Brazilian hospital and diagnosed with COVID-19 through RT-PCR and/or ELISA, and with varying degrees of disease severity, were included in the study. Their electronic medical records and the results from daily blood tests were used to develop a ML model to predict disease severity. Using the above data set, a combination of five laboratorial biomarkers was identified as accurate predictors of COVID-19 severe disease with a ROC-AUC of 0.80 ± 0.13. Those biomarkers included prothrombin activity, ferritin, serum iron, ATTP and monocytes. The application of the devised ML model may help rationalize clinical decision and care. COVID19 COVID 19 COVID-1 urgent Patients globe studies ML. . (ML) Seventytwo Seventy two RTPCR RT PCR andor or ELISA set ROCAUC ROC AUC 080 0 80 0.8 013 13 0.13 activity ferritin iron monocytes COVID1 1 COVID- (ML 08 8 0. 01 0.1

Evidência de extravasamento vascular decorrente do aumento da permeabilidade capilar caracteriza e diferencia febre hemorrágica da dengue. Este artigo avalia o valor de albumina sérica na detecção de alterações de permeabilidade vascular em casos de dengue. Quatorze pacientes diagnosticados com febre hemorrágica da dengue em dois hospitais privados em Recife, Brasil, entre janeiro e maio de 2002 foram seguidos com dosagens diárias de hematócrito e albumina sérica. Ultra-son e Raio X de tórax foram realizados. Oito (57%) casos apresentaram hemoconcentração de 20% ou mais. Hipoalbuminemia foi detectado em dez (71%) pacientes. Dosagem de albumina sérica aumentou a detecção de alterações de permeabilidade em seis (43%) casos na qual a hemoconcentração foi inferior a 20% e os sintomas foram compatíveis com um a resposta imune exacerbada. Raio-X foi normal em todos os casos. A utilização, portanto, de dosagem de albumina sérica aumenta a sensibilidade de detecção de casos de febre hemorrágica da dengue.

Evidence of vascular leakage due to increased capillary permeability characterizes and differentiates dengue hemorrhagic fever. This article assesses the value of serum albumin for detecting vascular permeability abnormalities in dengue cases. Fourteen patients diagnosed with dengue hemorrhagic fever at two private hospitals in Recife, Brazil, between January and May 2002 were followed up with daily hematocrit and serum albumin assays. Ultrasound scans and chest X-rays were also performed. Eight (57%) of the cases presented hemoconcentration of 20% or more. Hypoalbuminemia was detected in ten patients (71%). Serum albumin assays increased the detection of permeability abnormalities in six cases (43%) in which the hemoconcentration was less than 20% and the symptoms were compatible with an exacerbated immune response. The X-rays were normal in all cases. Thus, the use serum albumin quantification increased the sensitivity of dengue hemorrhagic fever detection.

Manifestação neurológica é incomum em dengue. A patogênese do acometimento do sistema nervosa central é controversa. Nós relatamos um raro caso de encefalomielite disseminada aguda em dengue clássica, com isolamento do sorotipo 3 em líquor. O quadro estava associado a significativo dano estrutural detectado pela ressonância magnética.

Neurological manifestation is uncommon in dengue infection. The pathogenesis of central nervous system involvement is controversial. We report a rare case of acute disseminated encephalomyelitis in classic dengue, with isolation of serotype 3 in liquor. This condition was associated with significant structural damage detected by magnetic resonance.