Validation of Statistical Models for Estimating Hospitalization Associated with Influenza and Other Respiratory Viruses
Open Access
- 11 March 2011
- journal article
- biology
- Published by Public Library of Science (PLoS) in PLOS ONE
- Vol. 6 (3) , e17882
- https://doi.org/10.1371/journal.pone.0017882
Abstract
Reliable estimates of disease burden associated with respiratory viruses are keys to deployment of preventive strategies such as vaccination and resource allocation. Such estimates are particularly needed in tropical and subtropical regions where some methods commonly used in temperate regions are not applicable. While a number of alternative approaches to assess the influenza associated disease burden have been recently reported, none of these models have been validated with virologically confirmed data. Even fewer methods have been developed for other common respiratory viruses such as respiratory syncytial virus (RSV), parainfluenza and adenovirus. We had recently conducted a prospective population-based study of virologically confirmed hospitalization for acute respiratory illnesses in persons <18 years residing in Hong Kong Island. Here we used this dataset to validate two commonly used models for estimation of influenza disease burden, namely the rate difference model and Poisson regression model, and also explored the applicability of these models to estimate the disease burden of other respiratory viruses. The Poisson regression models with different link functions all yielded estimates well correlated with the virologically confirmed influenza associated hospitalization, especially in children older than two years. The disease burden estimates for RSV, parainfluenza and adenovirus were less reliable with wide confidence intervals. The rate difference model was not applicable to RSV, parainfluenza and adenovirus and grossly underestimated the true burden of influenza associated hospitalization. The Poisson regression model generally produced satisfactory estimates in calculating the disease burden of respiratory viruses in a subtropical region such as Hong Kong.Keywords
This publication has 23 references indexed in Scilit:
- Virologically Confirmed Population-based Burden of Hospitalization Caused by Respiratory Syncytial Virus, Adenovirus, and Parainfluenza Viruses in Children in Hong KongThe Pediatric Infectious Disease Journal, 2010
- The Need for Validation of Statistical Methods for Estimating Respiratory Virus-Attributable HospitalizationAmerican Journal of Epidemiology, 2009
- Comparison of nasopharyngeal flocked swabs and aspirates for rapid diagnosis of respiratory viruses in childrenJournal of Clinical Virology, 2008
- Hospitalization Attributable to Influenza and Other Viral Respiratory Illnesses in Canadian ChildrenThe Pediatric Infectious Disease Journal, 2006
- Influenza-Associated Hospitalization in a Subtropical CityPLoS Medicine, 2006
- Influenza-associated Deaths in Tropical SingaporeEmerging Infectious Diseases, 2006
- Influenza‐Associated Mortality in Hong KongClinical Infectious Diseases, 2004
- Influenza-Associated Hospitalizations in the United StatesJAMA, 2004
- A Sensitive, Specific, and Cost-Effective Multiplex Reverse Transcriptase-PCR Assay for the Detection of Seven Common Respiratory Viruses in Respiratory SamplesThe Journal of Molecular Diagnostics, 2004
- Methodological issues in studies of air pollution and daily counts of deaths or hospital admissions.Journal of Epidemiology and Community Health, 1996