ABSTRACT
OBJECTIVES: Concerns about the increasing impact of severe COVID-19 in younger individuals in Brazil came after a recent synchronised country-wide wave of cases in Brazil. This communication analyses how hospitalisations due to COVID-19 changed in the age groups 18-49 years and ≥70 years. STUDY DESIGN: Longitudinal study based on secondary data. METHODS: Data from SIVEP-Gripe, a public and open-access database of Severe Acute Respiratory Illness records (including COVID-19 notifications), were used in this study. Statistical control charts examined changes in the magnitude and variation of younger (18-49 years) and older (≥70 years) adults who were hospitalised between 15th March 2020 and 19th June 2021. RESULTS: During the few first weeks of the pandemic in Brazil, the number of COVID-19 hospitalisations increased in older adults but decreased in younger adults. Subsequently, hospitalisations reached statistical control zones in epidemiological weeks (EW) 19-48 of 2020 (EW 19-48/2020) and EW 03-05/2021 (18-49 y, mean = 26.1%; ≥70 y, mean = 32.8%). Between EW 49/2020 and EW 02/2021, the number of hospitalisations of younger adults dropped to levels below the lower control limit. In contrast, the number of hospitalisations of older adults surpassed the upper limit of the corresponding statistical control zones. However, from EW 06/2021, numbers of hospitalisations changed from statistical control zones, with hospitalisations of younger adults increasing and reaching 44.9% in EW 24/2021 and hospitalisations of older adults decreasing until EW 19/2021 (14.1%) and reaching 17.3% in EW 24/2021. CONCLUSIONS: An increasing number of COVID-19 hospitalisations were observed in younger adults from EW 06/2021. This could be a result of the successful vaccination programme in older adults, who were initially prioritised, and possibly an increased exposure to highly transmissible variants of COVID-19 in younger adults who had to go to work in the absence of social protection (i.e. government financial support). Potential consequences of COVID-19 hospitalisations in younger adults could include a reduced life expectancy of the population and an increased number of people unable to perform daily activities due to post-COVID-19 conditions.
Subject(s)
COVID-19 , Adolescent , Adult , Aged , Brazil/epidemiology , Hospitalization , Humans , Longitudinal Studies , Middle Aged , SARS-CoV-2 , Young AdultABSTRACT
Paracoccidioides brasiliensis, the etiologic agent of paracoccidioidomycosis, is a dimorphic fungus which is found as mycelia (M) at 26 degrees C and as yeasts (Y) at 37 degrees C, or after the invasion of host tissues. Although the dimorphic transition in P. brasiliensis and other dimorphic fungi is an essential step in the establishment of infection, the molecular events regulating this process are yet poorly understood. Since the differential gene expression is a well-known mechanism which plays a central role in the dimorphic transition as well as in other biological process, in this work we describe the identification and characterization of two differentially expressed P. brasiliensis hydrophobin cDNAs (Pbhyd1 and Pbhyd2). Hydrophobins are small hydrophobic proteins related to a variety of important functions in fungal biology, including cell growth, development, infection, and virulence. These two hydrophobin genes are present as single copy in P. brasiliensis genome and Northern blot analysis revealed that both mRNAs are mycelium-specific and highly accumulated during the first 24 h of M to Y transition.
Subject(s)
Fungal Proteins/genetics , Fungal Proteins/physiology , Gene Expression Regulation, Fungal , Mycelium/growth & development , Paracoccidioides/growth & development , Paracoccidioides/genetics , 3' Untranslated Regions , 5' Untranslated Regions , Amino Acid Sequence , Base Sequence , Cysteine/genetics , DNA, Complementary/chemistry , DNA, Complementary/isolation & purification , DNA, Fungal/chemistry , Fungal Proteins/chemistry , Introns , Models, Molecular , Molecular Sequence Data , Mycelium/genetics , Paracoccidioides/cytology , Phylogeny , RNA, Fungal/analysis , RNA, Messenger/analysis , Sequence Homology, Amino AcidABSTRACT
Paracoccidioides brasiliensis is a pathogenic fungus that undergoes a temperature-dependent cell morphology change from mycelium (22 degrees C) to yeast (36 degrees C). It is assumed that this morphological transition correlates with the infection of the human host. Our goal was to identify genes expressed in the mycelium (M) and yeast (Y) forms by EST sequencing in order to generate a partial map of the fungus transcriptome. Individual EST sequences were clustered by the CAP3 program and annotated using Blastx similarity analysis and InterPro Scan. Three different databases, GenBank nr, COG (clusters of orthologous groups) and GO (gene ontology) were used for annotation. A total of 3,938 (Y = 1,654 and M = 2,274) ESTs were sequenced and clustered into 597 contigs and 1,563 singlets, making up a total of 2,160 genes, which possibly represent one-quarter of the complete gene repertoire in P. brasiliensis. From this total, 1,040 were successfully annotated and 894 could be classified in 18 functional COG categories as follows: cellular metabolism (44%); information storage and processing (25%); cellular processes-cell division, posttranslational modifications, among others (19%); and genes of unknown functions (12%). Computer analysis enabled us to identify some genes potentially involved in the dimorphic transition and drug resistance. Furthermore, computer subtraction analysis revealed several genes possibly expressed in stage-specific forms of P. brasiliensis. Further analysis of these genes may provide new insights into the pathology and differentiation of P. brasiliensis.
Subject(s)
Expressed Sequence Tags , Genome, Fungal , Paracoccidioides/genetics , Base Sequence , Brazil , Cluster Analysis , DNA, Fungal/chemistry , DNA, Fungal/genetics , Humans , Molecular Sequence Data , Polymerase Chain Reaction , Sequence Analysis, DNA , Transcription, GeneticABSTRACT
This paper presents a new scheme for training MLPs which employs a relaxation method for multi-objective optimization. The algorithm works by obtaining a reduced set of solutions, from which the one with the best generalization is selected. This approach allows balancing between the training error and norm of network weight vectors, which are the two objective functions of the multi-objective optimization problem. The method is applied to classification and regression problems and compared with Weight Decay (WD), Support Vector Machines (SVMs) and standard Backpropagation (BP). It is shown that the systematic procedure for training proposed results on good generalization neural models, and outperforms traditional methods.
Subject(s)
Algorithms , Neural Networks, ComputerABSTRACT
Estudo multicentrico abrangendo 19 centros de cardiologia e incluindo 398 casos de hipertensao essenciais (hipertensao moderada ou grave), foi desenvolvido em tres etapas (fases I, II e III). Na 1a. utilizou-se a clortalidona; na 2a., clortalidona 50 mg + prazosin em doses crescentes ate 15 mg/24h e, na 3a., clortalidona 50 mg +prazosin 15mg + propranolol em doses progressivas ate 240mg/24h, enquanto nao se obtivesse a normalizacao tensional. 306 pacientes foram tratados na fase II e,destes 76,5% normalizaram a PA. Quarenta hipertensos cumpriram a fase III, obtendo-se normalizacao tensional em 60% dos mesmos.A frequencia cardiaca nao apresentou variacoes significativas nas fases I e II, nao ocorrendo o mesmo na fase III. Ocorreram reacoes adversas na fase I, responsaveis por 5 casos de exclusao; na fase II foram excluidas 24 pacientes, 14 por "tontura" que constituiu a manifestacao adversa mais importante. Nesta fase, predominaram reacoes de leve intensidade e sua ocorrencia verificou-se na primeira e segunda semanas de prazosin. Controles laboratoriais revelaram variacoes discretas da potassemia, uremia, creatinemia e uricemia nas fases I e II proprias do emprego da clortalidona. Nao houve modificacao significativa da colesterolemia e trigliceridemia em nenhumas das fases