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1.
Rev Bras Parasitol Vet ; 33(2): e007924, 2024.
Article in English | MEDLINE | ID: mdl-39046010

ABSTRACT

Leishmaniasis are neglected diseases transmitted by vectors that affect domestic and wild animals, including humans. Due to its incidence and lethality, this zoonosis is a worrying public health problem, making it essential to identify all links in the transmission chain. Infection of wild mammals by Leishmania spp. remains poorly understood, especially in southern Brazil. Therefore, the objective was to research, using the PCR technique, the presence of Leishmania spp. DNA in road-killed wild mammals in Southern Brazil. Carcasses of 96 animals were collected from highways in the Pelotas microregion, Rio Grande do Sul, southern Brazil and subjected to necropsies. Tissue fragments (spleen, skin, liver, kidney, heart, lung, lymph nodes, bone marrow and blood) were collected and genomic DNA was extracted. PCR protocols targeting the ITS1, kDNA and 18S genes were tested. We found no evidence of Leishmania spp. circulation in the studied population. However, epidemiological studies like this one are of great relevance, as they allow monitoring of the occurrence of pathogens and help identify possible risk areas. As these animals act as epidemiological markers for the presence of the microorganism, studies must be carried out continuously to understand whether there are sources of infection in the region.


Subject(s)
Animals, Wild , DNA, Protozoan , Leishmania , Mammals , Animals , Brazil/epidemiology , Leishmania/isolation & purification , Leishmania/genetics , DNA, Protozoan/analysis , Animals, Wild/parasitology , Mammals/parasitology , Polymerase Chain Reaction
2.
BMC Public Health ; 24(1): 1573, 2024 Jun 11.
Article in English | MEDLINE | ID: mdl-38862945

ABSTRACT

Dengue causes approximately 10.000 deaths and 100 million symptomatic infections annually worldwide, making it a significant public health concern. To address this, artificial intelligence tools like machine learning can play a crucial role in developing more effective strategies for control, diagnosis, and treatment. This study identifies relevant variables for the screening of dengue cases through machine learning models and evaluates the accuracy of the models. Data from reported dengue cases in the states of Rio de Janeiro and Minas Gerais for the years 2016 and 2019 were obtained through the National Notifiable Diseases Surveillance System (SINAN). The mutual information technique was used to assess which variables were most related to laboratory-confirmed dengue cases. Next, a random selection of 10,000 confirmed cases and 10,000 discarded cases was performed, and the dataset was divided into training (70%) and testing (30%). Machine learning models were then tested to classify the cases. It was found that the logistic regression model with 10 variables (gender, age, fever, myalgia, headache, vomiting, nausea, back pain, rash, retro-orbital pain) and the Decision Tree and Multilayer Perceptron (MLP) models achieved the best results in decision metrics, with an accuracy of 98%. Therefore, a tree-based model would be suitable for building an application and implementing it on smartphones. This resource would be available to healthcare professionals such as doctors and nurses.


Subject(s)
Dengue , Machine Learning , Mass Screening , Dengue/diagnosis , Mass Screening/methods , Mass Screening/standards , Brazil , Decision Trees , Humans
3.
Rev. bras. parasitol. vet ; 33(2): e007924, 2024. tab, graf
Article in English | LILACS-Express | LILACS, VETINDEX | ID: biblio-1565400

ABSTRACT

Abstract Leishmaniasis are neglected diseases transmitted by vectors that affect domestic and wild animals, including humans. Due to its incidence and lethality, this zoonosis is a worrying public health problem, making it essential to identify all links in the transmission chain. Infection of wild mammals by Leishmania spp. remains poorly understood, especially in southern Brazil. Therefore, the objective was to research, using the PCR technique, the presence of Leishmania spp. DNA in road-killed wild mammals in Southern Brazil. Carcasses of 96 animals were collected from highways in the Pelotas microregion, Rio Grande do Sul, southern Brazil and subjected to necropsies. Tissue fragments (spleen, skin, liver, kidney, heart, lung, lymph nodes, bone marrow and blood) were collected and genomic DNA was extracted. PCR protocols targeting the ITS1, kDNA and 18S genes were tested. We found no evidence of Leishmania spp. circulation in the studied population. However, epidemiological studies like this one are of great relevance, as they allow monitoring of the occurrence of pathogens and help identify possible risk areas. As these animals act as epidemiological markers for the presence of the microorganism, studies must be carried out continuously to understand whether there are sources of infection in the region.


Resumo As leishmanioses são doenças negligenciadas, transmitidas por vetores que acometem animais domésticos e silvestres, incluindo os humanos. Devido a sua incidência e letalidade, essa zoonose consiste em um problema de saúde pública preocupante, sendo fundamental a identificação de todos os elos da cadeia de transmissão. A infecção de mamíferos silvestres por Leishmania spp. permanece pouco compreendida, especialmente no sul do Brasil. Portanto, objetivou-se pesquisar, por meio da técnica de PCR, a presença de DNA de Leishmania spp. em mamíferos silvestres atropelados no Sul do Brasil. Carcaças de 96 animais foram coletadas, em rodovias da microrregião de Pelotas, Rio Grande do Sul, sul do Brasil e submetidas a necropsias. Fragmentos de tecidos (baço, pele, fígado, rim, coração, pulmão, linfonodos, medula óssea e sangue) foram coletados e o DNA genômico foi extraído. Protocolos de PCR visando os genes ITS1, kDNA e 18S foram testados. Não foram encontradas evidências de circulação de Leishmania spp. na população estudada. Porém, estudos epidemiológicos como este são de grande relevância, pois permitem monitorar a ocorrência de patógenos e auxiliam na identificação de possíveis áreas de risco. Como esses animais atuam como marcadores epidemiológicos da presença do microrganismo, estudos devem ser realizados continuamente, para entender se existem fontes de infecção na região.

4.
Pathog Glob Health ; : 1-11, 2023 Aug 21.
Article in English | MEDLINE | ID: mdl-37602571

ABSTRACT

Dengue is a viral infection transmitted by the Aedes aegypti mosquito. This study aimed to assess the distribution of cases and deaths from dengue and severe dengue, and its relationship with social vulnerability in Belo Horizonte, State of Minas Gerais, Brazil, from 2010 to 2018. The incidence and lethality rates of dengue and their relationship with sex, age, education, skin color, and social vulnerability were studied using chi-square tests, Ordinary Least Squares (OLS), and Geographically Weighted Regression (GWR) analyses. The number of cases of dengue in Belo Horizonte during the study period was 324,044 dengue cases, with 1,334 cases of severe dengue and 88 deaths. During the past few decades, the incidence rate of both dengue and severe cases varied, with an average incidence rate of respectively 1515.5 and 6.2/100,000 inhabitants. The increase in dengue cases was directly related to areas with higher social vulnerability areas and more working-age people. Also, the disease is more severe in people self-declared as black, elderly, and male. The findings of this study might provide relevant information for health services in the organization of control and prevention policies for this problem, emphasizing the most vulnerable urban areas and categories.

5.
BMC Public Health ; 23(1): 1311, 2023 07 07.
Article in English | MEDLINE | ID: mdl-37420253

ABSTRACT

BACKGROUND: Leptospirosis, caused by the Leptospira bacteria, is an acute infectious disease that is mainly transmitted by exposure to contaminated soil or water, thereby presenting a wide range of subsequent clinical conditions. This study aimed to assess the distribution of cases and deaths from leptospirosis and its association with social vulnerability in the state of Rio Grande do Sul, Brazil, between 2010 and 2019. METHODS: The lethality rates and incidence of leptospirosis and their association with gender, age, education, and skin color were analyzed using chi-square tests. The spatial relationship between the environmental determinants, social vulnerability, and the incidence rate of leptospirosis in the different municipalities of Rio Grande do Sul was analyzed through spatial regression analysis. RESULTS: During the study period, a total of 4,760 cases of leptospirosis, along with 238 deaths, were confirmed. The mean incidence rate was 4.06 cases/100,000 inhabitants, while the mean fatality rate was 5%. Although the entire population was susceptible, white-colored individuals, males, people of the working-age group, along with less-educated individuals, were more affected by the disease. Lethality was higher in people with dark skin, and the prime risk factor associated with death was the direct contact of the patients with rodents, sewage, and garbage. The social vulnerability was positively associated with the incidence of leptospirosis in the Rio Grande do Sul, especially in municipalities located in the center of the state. CONCLUSIONS: It is evident that the incidence of the disease is significantly related to the vulnerability of the population. The use of the health vulnerability index showed great relevance in the evaluation of leptospirosis cases and can be used further as a tool to help municipalities identify disease-prone areas for intervention and resource allocation.


Subject(s)
Leptospirosis , Male , Humans , Brazil/epidemiology , Leptospirosis/epidemiology , Geography , Incidence , Risk Factors
6.
PLoS Negl Trop Dis ; 17(4): e0011239, 2023 04.
Article in English | MEDLINE | ID: mdl-37058534

ABSTRACT

Although leptospirosis is endemic in most Brazilian regions, South Brazil shows the highest morbidity and mortality rates in the country. The present study aimed to analyze the spatial and temporal dynamics of leptospirosis cases in South Brazil to identify the temporal trends and high-risk areas for transmission and to propose a model to predict the disease incidence. An ecological study of leptospirosis cases in the 497 municipalities of the state of Rio Grande do Sul, Brazil, was conducted from 2007 to 2019. The spatial distribution of disease incidence in southern Rio Grande do Sul municipalities was evaluated, and a high incidence of the disease was identified using the hotspot density technique. The trend of leptospirosis over the study period was evaluated by time series analyses using a generalized additive model and a seasonal autoregressive integrated moving average model to predict its future incidence. The highest incidence was recorded in the Centro Oriental Rio Grandense and metropolitan of Porto Alegre mesoregions, which were also identified as clusters with a high incidence and high risk of contagion. The analysis of the incidence temporal series identified peaks in the years 2011, 2014, and 2019. The SARIMA model predicted a decline in incidence in the first half of 2020, followed by an increase in the second half. Thus, the developed model proved to be adequate for predicting leptospirosis incidence and can be used as a tool for epidemiological analyses and healthcare services.Temporal and spatial clustering of leptospirosis cases highlights the demand for intersectorial surveillance and community control policies, with a focus on reducing the disparity among municipalities in Brazil.


Subject(s)
Leptospirosis , Humans , Brazil/epidemiology , Regression Analysis , Cities/epidemiology , Spatial Analysis , Incidence , Leptospirosis/epidemiology
7.
Ciênc. Anim. (Impr.) ; 33(1): 41-47, jan.-mar. 2023. tab
Article in English | VETINDEX | ID: biblio-1434412

ABSTRACT

Parascaris spp. are the most dangerous parasites of foals, and their presence is related to poor growth, weight loss, colics and death after impaction or intestinal perforation.The reduction in the effectiveness of antiparasitics has become a serious threat to animal health and there is little prospect of the emergence of a new anthelmintic for horses. Therefore, the objective was to evaluate the effectiveness of active principles used in the control of ascarids in Creole foals, in a ownership located in the south of Rio Grande do Sul, Brazil. The Gordon and Whitlock technique was used on 12 samples of foal faeces that were collected on the date of administration of the antiparasitic and 14 days afterwards. The evaluation of the effectiveness of the active principles was carried out through the Faecal Egg Count Reduction Test (FECRT). All the anthelmintics used failed against Parascaris spp. and therefore should not be used to control infections caused by these helminths in the population studied. In addition, generalized resistance of ascarids to avermectins was observed. The results also show that other management practices should be implemented on the ownership, in an attempt to reduce infections by these helminths.


Parascaris spp. são os parasitas mais perigosos dos potros e estão relacionados ao baixo crescimento, perda de peso, cólicas e morte após impactação ou perfuração intestinal. A redução da eficácia dos antiparasitários tornou-se uma séria ameaça à saúde animal e há poucas perspectivas de surgimento de um novo anti-helmíntico para equinos. Portanto, objetivou-se avaliar a eficácia dos princípios ativos utilizados no controle de ascarídeos em potros crioulos, em uma propriedade localizada no sul do Rio Grande do Sul, Brasil. Foram utilizados os resultados da técnica de Gordon e Whitlock de 12 amostras de fezes de potros, que foram coletadas na data da administração do antiparasitário e 14 dias após. A avaliação da eficácia dos princípios ativos foi realizada por meio do Teste de Redução de Contagem de Ovos nas Fezes (TRCOF). Todos os anti-helmínticos utilizados falharam contra Parascaris spp. e não devem ser usados para controlar as infecções desses helmintos na população estudada, além disso, há uma resistência generalizada dos ascarídeos contra as avermectinas. Os resultados também mostram que outras práticas de manejo devem ser implementadas na propriedade, na tentativa de reduzir as infecções por esses helmintos.


Subject(s)
Animals , Ascaridoidea/drug effects , Ivermectin/administration & dosage , Piperazine/administration & dosage , Horse Diseases/parasitology , Antiparasitic Agents/administration & dosage
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