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Web-Based Dashboard for Tracking Cryptococcosis-Related Deaths in Brazil (2000-2022)
Eric Renato Lima Figueiredo1, Lucca Nielsen2, João Simão de Melo-Neto3
1Postgraduate Program in Tropical Diseases, Nucleus of Tropical Medicine, Federal University of Pará, Belém 66075-110, Brazil.
This study created an interactive dashboard for cryptococcosis (fungal infection) deaths in Brazil, enabling trend analysis and forecasting to improve public health strategies for this neglected disease.
Area of Science:
- Epidemiology
- Public Health
- Infectious Diseases
Background:
- Cryptococcosis is a neglected systemic mycosis in Brazil due to limited surveillance.
- National mortality data from 2000-2022 is analyzed to understand cryptococcosis trends.
Purpose of the Study:
- To develop an interactive dashboard for analyzing cryptococcosis mortality data.
- To forecast cryptococcosis death trends using regional ARIMA modeling.
Main Methods:
- Utilized the Cross-Industry Standard Process for Data Mining (CRISP-DM) framework.
- Extracted and preprocessed mortality data from the Brazilian Mortality Information System (SIM) using R Studio.
- Developed an interactive dashboard with Shiny, Plotly, and DT for data visualization and multilingual support.
Main Results:
- Analyzed 12,308 deaths, primarily in males aged 21-60.
- Dashboard provides dynamic exploration of trends, demographics, and data downloads.
- Regional ARIMA models forecast heterogeneous trends, with a projected decline in the Southeast and stability in the South.
Conclusions:
- The dashboard enhances cryptococcosis surveillance, aiding in identifying at-risk populations and resource allocation.
- The open-source tool can be adapted for other neglected diseases, despite limitations in HIV data.
- Improved data analysis and forecasting are crucial for managing neglected tropical diseases.
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