Obstructive lung disease models: what is valid?
Use of disease simulation models has led to scrutiny of model methods and demand for evidence that models credibly simulate health outcomes. We sought to describe recent obstructive lung disease simulation models and their validation. Medline and EMBASE were used to identify obstructive lung disease simulation models published from January 2000 to June 2006. Publications were reviewed to assess model attributes and four types of validation: first-order (verification/debugging), second-order (comparison with studies used in model development), third-order (comparison with studies not used in model development), and predictive validity. Six asthma and seven chronic obstructive pulmonary disease models were identified. Seven (54%) models included second-order validation, typically by comparing observed outcomes to simulations of source study cohorts. Seven (54%) models included third-order validation, in which modeled outcomes were usually compared qualitatively for agreement with studies independent of the model. Validation endpoints included disease prevalence, exacerbation, and all-cause mortality. Validation was typically described as acceptable, despite near-universal absence of criteria for judging adequacy of validation. Although over half of recent obstructive lung disease simulation models report validation, inconsistencies in validation methods and lack of detailed reporting make assessing adequacy of validation difficult. For simulation modeling to be accepted as a tool for evaluating clinical and public health programs, models must be validated to credibly simulate health outcomes of interest. Defining the required level of validation and providing guidance for quantitative assessment and reporting of validation are important future steps in promoting simulation models as practical decision tools.
Ferdinands
Jill M
JM
Influenza Division, Centers for Disease Control and Prevention, Atlanta, Georgia 30333, USA. zdn5@cdc.gov
Mannino
David M
DM
D001249:Asthma; D006801:Humans; D008954:Models, Biological; D029424:Pulmonary Disease, Chronic Obstructive; D054928:Validation Studies as Topic