Related Experiment Video
Updated: Mar 4, 2026

Methods to Evaluate Cytotoxicity and Immunosuppression of Combustible Tobacco Product Preparations
Published on: January 10, 2015
Temporal Association of US Tobacco Taxation on Smoking Attributable Bladder Cancer Mortality and Disability-Adjusted
Ryan Wong1, Richard S Matulewicz2, Ruchika Talwar3,4
1Dr Kiran C Patel College of Osteopathic Medicine, Nova Southeastern University, Fort Lauderdale, FL.
Purpose:
The causal link between smoking and bladder cancer (BC) development is well established but the long-term impact of tobacco taxation and health policy on BC mortality and disability-adjusted life years (DALYs) has not been fully elucidated. Given the protracted latency of carcinogenesis, this study examines whether historical changes in tobacco taxation and smoke-free laws are associated with reductions in BC disease burden and mortality in the United States.
Methods:
Smoking-attributable BC mortality and DALY data, and federal and state tobacco taxation data were differenced as time series to achieve stationarity. Cross-correlation analysis identified optimal lag times. A semilogarithmic multivariable linear regression was used to estimate the percent change in BC outcomes per 1% increase in tobacco tax. Analyses were adjusted for national health expenditures and stratified by state.
Results:
The median lag time between tobacco tax changes and smoking-attributable BC mortality was 17 years, whereas the lag to DALYs was 24 years. National-level regression showed no significant association between taxation and BC mortality (-0.09%, P = .64) or DALYs (1.77%, P = .051). However, 22 states exhibited significant reductions in mortality, with the greatest observed in Arkansas (-3.64%, P < .001), California, and Indiana. Sixteen states showed significant DALY reductions, led by California (-4.68%). The implementation of smoke-free laws alone was not associated with decreases in smoking-attributable BC mortality and DALY.
Conclusion:
Tobacco taxation is significantly associated with long-term reductions in smoking-attributable BC mortality and DALYs at the state level, but not nationally. These findings demonstrate the importance of adjunctive localized public health policy and the delayed impact of tobacco control measures on cancer outcomes. Further investigation is warranted to understand the mechanisms driving state-level variability and to inform targeted prevention strategies.
Related Concept Videos
Statistical Methods for Analyzing Epidemiological Data
Criteria for Causality: Bradford Hill Criteria - II
Criteria for Causality: Bradford Hill Criteria - I
Causality in Epidemiology
Stress Prevention and Stress Management Techniques IV
Observational Studies
There are three types of observational studies – Prospective, retrospective, and cross-sectional.
Prospective Study
Prospective studies, also known as longitudinal or cohort studies, are carried out by collecting future data from groups sharing similar characteristics. One...

