Estimating the effect of very low nicotine content cigarettes on abstinence by menthol status using novel statistical methods: A reanalysis of a randomized trial in an experimental marketplace with alternative nicotine systems.
IF 2.7 2区 医学Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Jack M Wolf, Rachel L Denlinger-Apte, Eric C Donny, Dorothy K Hatsukami, David M Vock, Joseph S Koopmeiners
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引用次数: 0
Abstract
Introduction: Very low nicotine content (VLNC) cigarettes have been proposed to reduce cigarette consumption. However, previous studies were not adequately powered to analyze the effects of VLNC cigarettes on abstinence, especially within subpopulations (e.g., people who smoke (PWS) menthol cigarettes). Here, we developed and applied two statistical approaches to address these power limitations in analyses stratified by menthol status.
Methods: Using data from a recent randomized trial of VLNC cigarettes available within an experimental marketplace with alternative nicotine delivery systems (ANDS), we estimated the treatment effect on abstinence stratified by menthol status. Two novel methods leveraged secondary endpoints (total nicotine equivalents, NNAL) to improve efficiency: the multiple endpoint multisource exchangeability model (ME-MEM) and the super learner structural equation model (SL-SEM).
Results: Among 206 PWS menthol cigarettes, VLNC cigarettes were estimated to increase the probability of abstinence by 11.3 percentage points (95% credible interval: 4.7-19.6) using the ME-MEM and 18.4 percentage points using the SL-SEM (95% confidence interval: 7.7-27.0), increasing precision by 46% and 12%, respectively. For 232 PWS non-menthol cigarettes, the ME-MEM estimated an increase of 10.2 percentage points (95% credible interval: 2.3-17.3) and the SL-SEM estimated an increase of 8.1 percentage points (95% confidence interval: -1.0-13.2), increasing precision by 35% and 99%, respectively.
Conclusions: In the presence of ANDS, randomization to VLNC cigarettes increases the probability of abstinence for PWS menthol cigarettes and may increase the probability of abstinence for PWS non-menthol cigarettes. Methods that leverage secondary endpoints may improve precision when conventional methods are underpowered.
期刊介绍：
Nicotine & Tobacco Research is one of the world''s few peer-reviewed journals devoted exclusively to the study of nicotine and tobacco.
It aims to provide a forum for empirical findings, critical reviews, and conceptual papers on the many aspects of nicotine and tobacco, including research from the biobehavioral, neurobiological, molecular biologic, epidemiological, prevention, and treatment arenas.
Along with manuscripts from each of the areas mentioned above, the editors encourage submissions that are integrative in nature and that cross traditional disciplinary boundaries.
The journal is sponsored by the Society for Research on Nicotine and Tobacco (SRNT). It publishes twelve times a year.
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