Evidence map›Paper›PMID 40401538›Full record

ArticleNicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco2026

Where Do E-cigarette Users Buy Their E-cigarette Products? Results From a Nationally Representative Sample of Adult E-cigarette Users in the United States.

Sooa Ahn, Shaoying Ma, Ce Shang

Abstract read
In one paragraph

Article in Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Barriers and facilitators to enforcing E-cigarette regulations for online sales.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2026
    Article
  2. Preventive medicine reports · 2026
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Sooa AhnCenter for Tobacco Research, The Ohio State University Comprehensive Cancer Center, Columbus, OH, United States.ORCID 0009-0000-6209-5146
Shaoying MaCenter for Tobacco Research, The Ohio State University Comprehensive Cancer Center, Columbus, OH, United States.ORCID 0000-0002-6086-0622
Ce ShangCenter for Tobacco Research, The Ohio State University Comprehensive Cancer Center, Columbus, OH, United States.ORCID 0000-0002-8838-4250

Funding

The impact of ENDS tax policies on the consumption of ENDS and cigarettesR21CA249757 · NCI · OHIO STATE UNIVERSITY · PI SHANG, CE · 2021 to 2021
$401k
NCI NIH HHS R21 CA249757NCI NIH HHS R21CA249757NIH HHS
6 · The paper itself

Abstract

introductionThis study examined how e-cigarette purchasing locations are associated with tobacco use pattern and socio-demographics of e-cigarette users in the United States.

methodsBased on a nationally representative sample of adult e-cigarette users, we assessed their purchasing locations (internet, vape shops, tobacconists, brick-and-mortar retailers, temporary sales, somewhere else including foreign country) and associations with individual demographics, frequencies of e-cigarette and cigarette use, e-cigarette product type of choice, state-level cigarette, and e-cigarette taxes.

resultsIn 2023, the most popular purchasing locations reported by adult e-cigarette users were: vape shops (65.5%), general purpose brick-and-mortar stores (43.4%), and internet (18.6%). Dual use of e-cigarettes and cigarettes was associated with higher odds (odds ratio = 5.3-5.5, p < .05) of buying from tobacconists. Older (odds ratio = 3.0-5.2, p < .01) and Hispanic (odds ratio = 2.85, p < .01) adults were more likely to make online purchases. Compared with exclusive disposable users, exclusive tank system users were more likely to buy online (odds ratio = 6.22, p < .001) or from vape shops (odds ratio = 2.61, p < .01), and exclusive rechargeable (pod/cartridge) users were less likely to buy from vape shops (odds ratio = 0.29, p < .001). One additional dollar tax per 1 mg of e-liquid volume was associated with higher odds of buying from somewhere else or foreign countries (odds ratio = 1.88, p < .01).

conclusionsE-cigarette use frequency, dual use status of e-cigarettes and cigarettes, age, race/ethnicity, and e-cigarette product type of choice are related to U.S. adults' e-cigarette purchasing locations.

Indexed as

CommerceConsumer BehaviorElectronic Nicotine Delivery SystemsTobacco ProductsVapingAdolescentAdultFemaleHumansMaleMiddle AgedTaxesUnited StatesYoung Adult

Identifiers

PMID40401538
PMCPMC12931527

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.