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Published on: February 24, 2023
Multi-pathogen respiratory surveillance in western China: Synchronized circulation patterns and predictive modeling.
Yusong Liu1, Yong Jing2, Jiaqiang Wang1
1Department of Laboratory Medicine and Sichuan Provincial Key Laboratory for Human Disease Gene Study, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan 610072, China.
Following COVID-19 restrictions, respiratory pathogen positivity surged by 314% in western China. This study highlights synchronized multi-pathogen resurgence and supports integrated surveillance for better epidemic preparedness.
Area of Science:
- Infectious Diseases
- Epidemiology
- Public Health
Background:
- Respiratory pathogen dynamics in western China post-COVID-19 restrictions were poorly understood.
- Limited data existed on the resurgence patterns of various respiratory pathogens after prolonged control measures.
Purpose of the Study:
- To characterize the dynamics of 14 respiratory pathogens in western China from January 2020 to December 2024.
- To assess the impact of COVID-19 restrictions on pathogen prevalence and inter-pathogen relationships.
- To evaluate the effectiveness of forecasting models for predicting future pathogen trends.
Main Methods:
- Analysis of 50,247 respiratory specimens using multiplex PCR.
- Statistical analysis of pathogen positivity rates, including percentage increases for specific pathogens like H1N1 and Mycoplasma pneumoniae.
- Correlation analysis to identify temporal associations between pathogen pairs.
- Application of Seasonal Autoregressive Integrated Moving Average (SARIMA) models for 12-month forecasting.
Main Results:
- Overall pathogen positivity increased by 314% post-pandemic, with significant surges in H1N1 (1,826%) and Mycoplasma pneumoniae (519%).
- Human rhinovirus was the most frequently detected pathogen (9.05%).
- Contrary to typical patterns, 89% of pathogen pairs exhibited positive temporal associations.
- School-aged children bore a disproportionate burden, particularly for M. pneumoniae (30.0% positivity).
- SARIMA models demonstrated predictive capability with 15.2%-24.8% mean absolute percentage errors.
- Winter months showed concentrated peaks for six pathogens.
Conclusions:
- Prolonged control measures led to a synchronized resurgence of multiple respiratory pathogens.
- Findings underscore the need for integrated surveillance systems that monitor pathogen interactions.
- Enhanced epidemic preparedness requires understanding both individual pathogen dynamics and their complex interrelationships.
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