Journal Article

Development and validation of the Tobacco Use Individual-level Simulation and Tracking (TwIST) Model

Ribisl, Kurt M., Hassmiller Lich, Kristen, Zhang, Yu, Wiesen, Christopher A., Fan, Jiaqian, Tapp Hughes, Nicholas, Mills, Sarah D.

2026

Overview

Simulation models of tobacco use behavior are useful analytic tools for projecting rates of tobacco use over time and identifying priority areas for intervention. This paper presents the Tobacco Use Individual-level Simulation and Tracking (TwIST) Model, an individual-based simulation model of tobacco use in the adult US population. We describe the model structure, data sources and parameters, and, in addition to future projections, compare modeled estimates of smoking prevalence to those from established surveys. The simulated population and model parameter estimates are informed by the Population Assessment of Tobacco and Health Study and other nationally representative datasets. To simulate tobacco use over time, we estimated 2 nd order Markov models using multinomial logistic regression. To validate the model, we compared model estimates of tobacco use to data from three national surveys. The model estimates adult cigarette smoking rates will decline from a prevalence of 12.4% (95% uncertainty interval (95% UI): 12.2–12.8%) in 2020 to 9.6% (95% UI: 9.3–9.9%), 9.1% (95% UI: 8.9–9.4%), and 8.7% (95% UI: 8.5–9.0%) in 2030, 2040, and 2050, respectively. From 2020 through 2050, adults living in poverty are estimated to have a cigarette smoking rate 2.1–2.3 times higher than individuals living above the poverty line. The prevalence of menthol cigarette use will decline at a slower rate than the prevalence of non-menthol cigarette use (21% vs. 38% decline). Model projections of cigarette smoking prevalence typically fall within the 95% confidence intervals of prevalence estimates across three national surveys. Overall, the TwIST Model projects cigarette smoking prevalence rates that are similar to real-world estimates. If tobacco use continues based on current patterns, income-based disparities in smoking will persist and a growing proportion of individuals who smoke will use menthol cigarettes, which are known to be harder to quit.

• Publisher: Public Library of Science,PLOS,Public Library of Science (PLoS)
• Subject: Adolescent / Adult / Adults / Age / Aged / Biology and Life Sciences / Cigarette smoking / Cigarettes / Computer Simulation / Confidence intervals / COVID-19 / Electronic cigarettes / Estimates / Ethnicity / Federal regulation / Female / Health care / Humans / Male / Markov Chains / Medicine and Health Sciences / Menthol / Middle Aged / Parameter estimation / People and places / Physical Sciences / Population / Poverty / Prevalence / Public health / Regression analysis / Research and Analysis Methods / Simulation / Simulation models / Smoking / Smoking - epidemiology / Social Sciences / Statistical analysis / Surveys / Tobacco / Tobacco Use - epidemiology / Tracking / United States - epidemiology / Young Adult