Abstract
Introduction:
Electronic cigarettes (e-cigarettes) have grown in popularity, especially among youth and young adults. Although e-cigarettes were originally intended to vaporize a liquid mixture containing nicotine, there appears to be an increasing trend in other substance use in e-cigarettes (OSUE).
Materials and methods:
Cross-sectional data from 1542 undergraduate college student e-cigarette users from a large Midwestern university were collected via online survey to assess prevalence of e-cigarette use, reasons for use, perceived harm, and prevalence and predictors of OSUE.
Results:
Nearly 7% (6.94%) reported using an e-cigarette to vaporize and inhale a substance other than nicotine. Current tobacco cigarette smokers were significantly more likely to report OSUE (51.0%) as compared with never (33.7%) and former (15.4%) smokers. Among respondents reporting OSUE, the primary reason for e-cigarette use was “safer than cigarettes” (21.7%), followed by “experimentation” (18.9%) and “friends use” (17.0%). Most (77.9%) reported using cannabis or some derivative of cannabis in an e-cigarette. Binomial logistic regression found that women were less likely to report OSUE by a factor of 0.60, former tobacco cigarette smokers as compared with never smokers were more likely to report OSUE by a factor of 1.87, and e-cigarette users who reported using e-cigarettes for “cool or trendy” reasons were more likely to report OSUE by a factor of 2.89.
Discussion:
Little is known regarding the health effects of cannabis and cannabis derivatives delivered through e-cigarettes. Concern may also be warranted regarding the potential dangers of this young population using substances more dangerous than cannabis in e-cigarettes. Knowledge is limited regarding the public health impact of vaping cannabis or other illicit substances among college student populations. This study stresses the need for continued research regarding the vaping of cannabis and other illicit substances among college students.
Keywords: Electronic cigarettes, college students, other substance use, young adults, smoking, vaping
Introduction
Electronic cigarettes (e-cigarettes) deliver nicotine, flavor, and other chemicals by heating these substances into aerosols that can be inhaled by the consumer.1 (Electronic-cigarette [e-cigarette] refers to all popular devices used to vaporize substances [eg, mods, advanced personal vaporizers, vape pens].) Since entering the US market in 2007, e-cigarettes have swiftly risen in popularity. Past 30-day use of e-cigarettes among college students has risen from 1.5% in 2009 to 14.0% in 2014.2 Studies have shown that the prevalence of e-cigarette use is higher among younger populations, particularly in men.3 It has been found that 4.9% of college students have used e-cigarettes, with 12% of those users never trying traditional cigarettes.4 Another more recent study found that 27.9% of college students reported ever using an e-cigarette, with 13.9% of those individuals reporting never being regular tobacco cigarette users.5
Although e-cigarettes were originally intended to vaporize a liquid mixture typically containing nicotine, glycerin/propylene glycol, and flavoring, commonly referred to as “e-liquid” or “e-juice,” other substance use in e-cigarettes (OSUE; eg, cannabis, supplements, cocaine) has become increasingly popular among some e-cigarette users as noted by recent studies.6,7 Morean et al8 reported that among high school students, 5.4% reported vaporizing cannabis using an e-cigarette. However, most of what we know about this emergent trend comes from a relatively small number of published studies6–11 and media reports12,13 and is likely underreported overall. Web sites and forums such as Erowid, Bluelight, and Drugs-Forum include communication regarding experiences using e-cigarettes and other devices to vaporize substances other than nicotine. These communications include discussions regarding the feasibility of vaporizing substances other than nicotine and instructions on how to effectively vaporize such substances. The Internet is also rich with YouTube videos of individuals demonstrating how to use e-cigarettes and other vaporizer devices to vaporize substances such as “wax” (concentrated tetrahydrocannabinol [THC]) or other substances. Likely responding to consumer demand and closely mirroring the approach of manufacturers of cannabis paraphernalia, some manufacturers of e-cigarettes and other similar devices increasingly offer accessories or attachments for e-cigarettes that are specifically designed for effectively and more efficiently vaporizing various other substances.14
Among college-aged adults, the perception of e-cigarettes is generally favorable and many of these young individuals are willing to experiment with e-cigarettes. This favorable perception and willingness to experiment is linked to beliefs that e-cigarettes are less harmful than traditional cigarettes.15–18 Furthermore, studies have found that individuals also perceive the use of substances such as cannabis to be safer when vaporized versus combusted.19,20
Although there have been a growing number of recent studies regarding the vaping of other substances in e-cigarettes, few have focused on the young adult college student. College students are a potentially vulnerable population about which there is little published data regarding the use of other substances in e-cigarettes. It is important to learn more about the prevalence of the behavior, types of substances being vaporized, and the characteristics of individuals engaging in the behavior, especially among college student populations, where daily cannabis use and past year cocaine use21 and prescription drug misuse22 are increasing. Given the increased freedoms that generally accompany college students (eg, less parental supervision), the general perception that vaporization of substances is less harmful than traditional combustible methods of ingestion,4,19,20 and the discreteness that e-cigarettes provide when vaping substances other than nicotine,11 it is reasonable to believe that the use of e-cigarettes to vaporize substances other than nicotine could increase, resulting in an increased risk of substance use disorders among this young population.
To better understand the use of e-cigarettes among college students to vaporize and inhale other substances, this study sought to assess the prevalence of e-cigarette use, perceived harm and reasons for e-cigarette use, prevalence and types of other substances used in e-cigarettes, past 30-day drug use, and predictors of OSUE in a cross-sectional sample of students at a large Midwestern university.
Methods
Sample
A cross-sectional, online survey was distributed via email to all students enrolled at a large Midwestern university (n = 35 299) and 9494 responded (26.9% response rate). The survey was available for 8 days beginning January, 2014. Students received an email containing an invitation to complete the survey, which indicated that the student had been selected to complete an anonymous survey regarding e-cigarettes. The email also indicated that the survey would take approximately 10 to 15 minutes to complete and that participation in the survey qualified the respondent for a prize drawing that included 20 gift cards of varying denominations ranging from $15 to $50 each. A link was provided in the email that took respondents to the survey.
On completion of the survey, respondents wishing to enter the prize drawing were provided a link to a separate online form that requested respondent name and contact information. Reminders were sent via email to all individuals who had not tried to access or had not yet completed the survey. Reminders to complete the survey were emailed on the fourth and seventh day after the initial email invitation to complete the survey. The survey included skip patterns and was designed to prevent respondents from participating more than once or from forwarding the survey to others. This study includes only undergraduate students from the main university campus (N = 5429) who reported lifetime use of e-cigarettes (N = 1542). The study was approved by the university’s Institutional Review Board.
Measures
Respondents were asked questions that included demographic characteristics, tobacco use (cigarette and smokeless), e-cigarette use and perceived harm of use, reasons for e-cigarette use, past 30-day drug use, and the use of other substances in e-cigarettes. Skip patterns were used so that questions not applicable to the respondent were not displayed.
Respondent demographic questions included age, sex, race/ethnicity, class rank, Greek affiliation, home residency status (eg, urban, rural, suburban), and international student status. Tobacco cigarette smoking status included current smoker, former smoker, or never smoker. Current or former smoker was defined as having smoked at least 100 cigarettes during the lifetime, and currently smokes every day or some days (current), or no longer smokes (former).23 Questions regarding e-cigarette use included lifetime use (“Have you ever used an electronic cigarette?”), reasons for use, perceptions of harm (0 = very safe, 7 = very dangerous), and use of e-cigarettes to vape other substances (“Have you ever used or tried to use an e-cigarette to inhale another drug or substance other than nicotine?”). Past 30-day drug use was assessed by asking respondents to select from a list of drugs, each drug that had been used within the past 30 days. Participants who reported OSUE were presented with an open-ended question and asked to list each substance used in an e-cigarette.
Statistical analyses were conducted using SPSS version 2224 and SAS 9.3.25 Descriptive statistics were computed to examine demographic information for all e-cigarette users combined, e-cigarette users reporting OSUE, and e-cigarette users not reporting OSUE. Covariates that were found to be significantly different (eg, P < .05) between OSUE and no OSUE groups, as determined by χ2 analysis, were included in the binomial logistic regression to predict OSUE.
Results
Mean age of respondents was 21.1 years, 55.3% women, and 88.6% white (Table 1). Class rank was nearly evenly distributed across the 4 levels, with freshman making up 26.3% of the sample. Most respondents reported not being affiliated with a Greek organization (87.0%), and international students comprised 1.2% of the sample. Most of the sample reported growing up in a suburban neighborhood (60.3%). Most reported having never smoked tobacco cigarettes (45.3%), 37.7% reported being current tobacco smokers, and 17.0% were former smokers.
Table 1.
Total e-cigarette users (N = 1542) | No OSUE (N = 1236) 80.20% | OSUE (N = 107) 6.94% | χ2 (P value) | |
---|---|---|---|---|
Age (mean/SD) | 21.1 (4.0) | 21.2 (4.1) | 20.6 (2.8) | 1.77 (.183) |
Gender, No. % | 8.22 (.004) | |||
Male | 686 (44.7) | 523 (42.5) | 61 (57.0) | |
Female | 850 (55.3) | 707 (57.5) | 46 (43.0) | |
Race, No. % | 3.38 (.184) | |||
White | 1366 (88.6) | 1084 (87.7) | 100 (93.5) | |
Black | 68 (4.4) | 59 (4.8) | 4 (3.7) | |
Other | 108 (7.0) | 93 (7.5) | 3 (2.8) | |
Level of education, No. % | 0.40 (.940) | |||
Freshman | 406 (26.3) | 319 (25.8) | 28 (26.2) | |
Sophomore | 358 (23.2) | 288 (23.3) | 23 (21.5) | |
Junior | 382 (24.8) | 301 (24.4) | 25 (23.4) | |
Senior | 396 (25.7) | 328 (26.5) | 31 (29.0) | |
Greek affiliation, No. % | 0.34 (.557) | |||
Yes | 201 (13.0) | 160 (13.0) | 16 (15.0) | |
No | 1340 (87.0) | 1075 (87.0) | 91 (85.1) | |
Neighborhood, No. % | 2.03 (.363) | |||
Rural | 394 (25.6) | 324 (26.2) | 22 (20.6) | |
Urban | 218 (14.1) | 175 (14.2) | 14 (13.1) | |
Suburban | 930 (60.3) | 737 (59.6) | 71 (66.4) | |
International student, No. % | 0.00 (.982) | |||
Yes | 19 (1.2) | 17 (1.4) | 0 (0.0) | |
No | 1522 (98.8) | 1218 (98.6) | 107 (100.0) | |
Smoking status, No. % | 8.51 (.014) | |||
Never smoked | 667 (45.3) | 546 (46.3) | 35 (33.7) | |
Current smoker | 556 (37.7) | 432 (36.6) | 53 (51.0) | |
Former smoker | 251 (17.0) | 201 (17.1) | 16 (15.4) | |
Perceived harm (mean/SD) | 3.3 (1.9) | 3.4 (1.9) | 3.0 (1.8) | 3.20 (.074) |
Abbreviation: OSUE, other substance use in e-cigarettes.
Some e-cigarette users (N = 199) did not respond regarding whether they used other substances in an e-cigarette.
Nearly 7.0% of e-cigarette users reported OSUE. Although women comprised most of the overall e-cigarette–using sample, significantly more men (57.0%) than women (43.0%) reported OSUE. Reflecting the general student population of the university, respondents reporting OSUE were predominantly white (93.5%) and from suburban households (66.4%). Most respondents reporting OSUE were of senior class rank (29.0%) and Greek affiliation was reported by 15.0%. None of the respondents who reported being an international student also reported OSUE.
Current tobacco cigarette smokers were significantly more likely to report OSUE (51.0%) as compared with never (33.7%) and former (15.4%) smokers. Average perceived harm of using an e-cigarette was lower among respondents reporting OSUE but was not statistically significant.
Past 30-day substance use was indicated by more respondents reporting OSUE as compared with respondents not reporting OSUE (Table 2). This held for all substances, except inhalants and methamphetamine, where neither substance was reported by respondents reporting OSUE. Differences between the 2 groups of e-cigarette users in terms of past 30-day substance were significant for alcohol, cannabis, ecstasy, hallucinogens, and misused prescription pain medication.
Table 2.
Substance | Overall, No. (%) | No OSUE, No. (%) | OSUE, No. (%) | χ2, P value |
---|---|---|---|---|
Alcohol | 1148 (85.0) | 953 (84.0) | 91 (95.8) | .002 |
Marijuana | 550 (50.0) | 421 (46.3) | 73 (78.5) | <.000 |
Crack cocaine | — | — | — | — |
Powdered cocaine | 48 (21.0) | 33 (19.5) | 11 (28.2) | .232 |
Heroin | 4 (14.3) | 3 (13.6) | 1 (20.0) | .718 |
Inhalants | 6 (5.8) | 6 (8.7) | — | .144 |
Methamphetamine | 1 (2.6) | 1 (3.2) | — | .684 |
Ecstasy | 36 (13.7) | 21 (11.0) | 28 (66.7) | <.000 |
Hallucinogens | 60 (18.4) | 37 (15.1) | 35 (67.3) | .003 |
Misused prescription pain medication | 51 (13.0) | 32 (10.5) | 36 (72.0) | .001 |
Misused prescription stimulants | 106 (21.5) | 79 (20.6) | 43 (69.4) | .077 |
Abbreviation: OSUE, other substance use in e-cigarettes.
Respondents could choose more than one drug used in past 30 days.
As shown in Table 3, “experimentation” was the most reported reason for e-cigarette use among e-cigarette users who did not report OSUE (31.6%), followed by “friends use” (20.8%) and “safer than cigarettes” (18.3%). Among e-cigarette users reporting OSUE, the most reported reason for e-cigarette use was “safer than cigarettes” (21.7%), followed by “experimentation” (18.9%) and “friends use” (17.0%).
Table 3.
No OSUE (N = 1236), No. (%) | OSUE (N = 107), No. (%) | ||
---|---|---|---|
Experimentation* | 374 (31.6) | Safer than cigarettes | 23 (21.7) |
Friends use | 254 (20.8) | Experimentation* | 20 (18.9) |
Safer than cigarettes | 224 (18.3) | Friends use | 18 (17.0) |
Use under ban* | 94 (7.7) | Trendy/cool* | 15 (14.2) |
Other | 77 (6.3) | Other | 13 (12.3) |
Smoking cessation | 75 (6.1) | Use under ban* | 9 (8.5) |
Trendy/cool* | 64 (5.2) | Cheaper | 3 (2.8) |
Enjoy | 44 (3.6) | Smoking cessation | 2 (1.9) |
Other tobacco cessation | 10 (0.9) | Other tobacco cessation | 2 (1.9) |
Cheaper | 8 (0.7) | Enjoy | 1 (0.9) |
Abbreviation: OSUE, other substance use in e-cigarettes.
Respondents in each category could choose more than one reason for e-cigarette use or could choose to not respond to the question.
Significant at P < .05.
Regarding the type of other substance use in an e-cigarette, most of the OSUE respondents reported the use of cannabis or some derivative of cannabis (77.9%) in an e-cigarette (Table 4). Hookah, herbs/supplements, and other substances were each reported by 1.9% of respondents. Seventeen (16.4%) respondents reported OSUE but refused to report or did not know what the other substance was.
Table 4.
Substance | No. (%) |
---|---|
Marijuana or derivative (cannabis, weed, butane hash oil, hashish, dabs, wax, THC) | 81 (77.9) |
Unknown/not reported/would not share | 17 (16.4) |
Other illicit substances | 2 (1.9) |
Hookah | 2 (1.9) |
Herbs/supplements | 2 (1.9) |
Abbreviations: OSUE, other substance use in e-cigarettes; THC, tetrahydrocannabinol.
Results of the binomial logistic regression indicate that women were less likely to report OSUE as compared with men (odds ratio [OR]: 0.60, confidence interval [CI]: 0.39-0.91), and former smokers were more likely (OR: 1.87, CI: 1.16-3.04) to report OSUE than never smokers (Table 5). Electronic cigarette users using e-cigarettes for “trendy or cool” reasons were more likely (OR: 2.89, CI: 1.53-5.45) to report OSUE by a factor of nearly 3.
Table 5.
OR | 95% CI for OR |
P value | ||
---|---|---|---|---|
Lower | Upper | |||
Gender | ||||
Male | ||||
Female | 0.60 | 0.39 | 0.91 | .016 |
Smoking status | ||||
Never | ||||
Former | 1.87 | 1.16 | 3.04 | .021 |
Current | 1.24 | 0.66 | 2.32 | .733 |
Reason for using e-cigarettes | ||||
Use under ban | ||||
No | ||||
Yes | 1.29 | 0.82 | 2.02 | .268 |
Trendy or cool | ||||
No | ||||
Yes | 2.89 | 1.53 | 5.45 | .001 |
Abbreviations: CI, confidence interval; OR, odds ratio; OSUE, other substance use in e-cigarettes.
Discussion
This study sought to describe the characteristics of college students who use e-cigarettes to vape substances other than nicotine and to identify variables that predict OSUE, using a cross-sectional sample of college students at a large, Midwestern university. This study found that 6.94% of e-cigarette users reported OSUE. This rate is slightly higher than reports of OSUE in studies surveying high school students (5.4%)8 but much lower than reports of OSUE in the only other known published study of OSUE among college students (29.0%).11 The slightly higher rate found in this study as compared with prevalence rates reported among high school students is likely due to differences in the way the question was asked. For instance, this study asked respondents to report the prevalence of any substance other than nicotine in an e-cigarette, whereas Morean et al8 asked respondents to report specifically on the use of cannabis in an e-cigarette. Variation in state laws where data were collected may have also affected reported prevalence rates. For example, Jones et al11 collected data in a state where cannabis is legal for medical reasons.
Finding that OSUE is associated with men is consistent with research regarding drug use in general26 and also with several recent studies examining OSUE.6,8,9,11 In contrast to studies regarding general drug use, this study did not find younger age or white ethnicity to be associated with OSUE. Although drug use in general is typically associated with younger age, the association between age and e-cigarette use to vaporize other substances has been mixed. Finding that Greek affiliation was not associated with OSUE was unexpected, given that most studies consistently find risky behaviors such as alcohol and drug use to be greater among Greek-affiliated college students.27 That said, this study included a relatively low number of participants reporting Greek affiliation, which may have affected findings. The finding that current smokers were significantly more likely to report OSUE than nonsmokers is not surprising in light of the fact that most respondents reported cannabis or a cannabis derivative as the substance used in an e-cigarette, and research has shown that nearly 90% of cannabis users are also cigarette smokers.28 The current findings also align with similar research by Sutfin et al4 regarding other substance use in hookah or water pipes by college students.
Electronic cigarette users reporting OSUE generally reported past 30-day use of other drugs at significantly higher rates than those not reporting OSUE. Several studies have shown that cannabis use is associated with other illicit drug use, and given that most reported OSUE in this study was with cannabis, this association is not surprising.29–31 Other studies of e-cigarette use have found that illicit drug use is associated with cannabis vaping.11 Perhaps more interesting is the finding that respondents reporting OSUE showed rates of ecstasy and hallucinogen use and prescription pain medication misuse that were 52.2% to 61.5% higher than respondents not reporting OSUE. However, because this study is the first to compare rates of illicit drug use across different drug types between e-cigarette users reporting OSUE and those not reporting OSUE, direct comparisons with similar works are not possible. Although many hypotheses could be proffered to explain the high rates of past 30-day use of ecstasy, hallucinogens, and prescription pain medication found in this study, a simple explanation is that polysubstance use is likely already present in the OSUE subset, and e-cigarettes offer users a novel, and perhaps, more efficient means by which to ingest the substances.
Finding that among this population OSUE is overwhelmingly cannabis or cannabis derivatives comes as no surprise, given the popularity of cannabis use, especially among college populations and the increased acceptability of use and decreased perceptions of harm of cannabis among this population.32,33 Although this study found relatively low rates of substances other than cannabis being vaped using e-cigarettes, given the apparent interest via YouTube videos and online forums devoted to drug-using groups in vaping substances that most would consider more dangerous than cannabis (eg, methamphetamine, prescription opioid drugs) and increasingly more potent forms of cannabis, this emerging trend of OSUE should be closely monitored.
The 3 most common reasons for e-cigarette use were the same for both OSUE and non-OSUE groups. However, the ranking of the top 3 reasons for each group differed, with the OSUE group reporting “safer than cigarettes” as the primary reason for e-cigarette use and the non-OSUE group reporting “experimentation” as the primary reason for e-cigarette use. Although limited, other studies assessing reasons for e-cigarette use have found similar reasons. Among college students reporting the use of e-cigarettes to vape cannabis, Jones et al11 found that most of the respondents used e-cigarettes primarily because they were more convenient and more discreet for use in public and secondarily because they considered e-cigarettes to be healthier than smoking. In a study by Bold et al,34 middle and high school students reported using e-cigarettes primarily out of curiosity but also for “good flavors,” because friends use, and because e-cigarettes are healthier than cigarettes. Variation in findings is due in part to how the question was asked in each study (eg, select all that apply vs select the primary reason for use). Our finding that e-cigarette users who report OSUE also report “experimentation” as the primary reason for e-cigarette use may lend support to the idea discussed above that other substance use may already be present in this population and the introduction of e-cigarettes has provided this population with a novel way to ingest many of those drugs.
Of interest is the finding that students using e-cigarettes for “trendy or cool” reasons were associated with a nearly 3-fold increase in the odds of OSUE. Multiple factors are likely to be responsible for this finding, many of which are beyond the scope of this study. However, one possible explanation is an interplay among e-cigarette marketing, product availability, and the inclination to try new technologies and substances. For example, e-cigarette marketing tends to target youth and young adults35 and thus attracts young adults to the product. Availability of e-cigarettes,36 cannabis and cannabis derivatives,21 and accessories specifically designed for OSUE has increased in recent years. In combination, these factors may promote and encourage OSUE in this young college population.
This study is not without limitations and thus findings should be interpreted within the context of its limitations. The present research reports on data collected in 2014. Hence, the current findings may underestimate the incidence of OSUE in the population, given the growing interest in e-cigarettes over recent years.2 Additional research is needed to establish trends over time in OSUE among college populations. The generalizability of the present findings is limited because data were collected from one specific Midwestern university. Future research should replicate and expand this work at other universities. Furthermore, because incidence or frequency of OSUE was not collected, it is not possible to know whether OSUE use was primarily a single episode or repeated behavior among respondents. Future research should include the measurement of frequency of OSUE, given that these 2 groups of OSUE users may differ substantially. Although suitable for estimating prevalence, the cross-sectional design of the study cannot show causation and is susceptible to nonresponse bias. The relatively low survey response rate further increases the potential for nonresponse bias to affect study findings. That said, there is an increasing body of research that indicates that low response rates do not necessarily equate to biased results.37,38 Several strategies were implemented to reduce nonresponse, including incentivizing participation using a lottery with a relatively high probability of winning a prize39 and sending email reminders to those who had not initiated or completed the survey. Although self-reported drug abuse data are generally found to be valid and reliable,40,41 this study relied on self-report and thus underestimates of use or incorrect recall of information may have influenced findings, especially regarding internal validity.
Despite its limitations, this study is one of a very few that provide insight regarding the use of other substances in e-cigarettes among college students. Although a relatively low prevalence rate of OSUE was found, as the popularity of e-cigarettes continues to grow, so could a real public health concern. This concern may have the potential to substantially affect college health, given that we know very little about the effects of cannabis and cannabis derivatives (typically comprising higher THC concentrations than traditional forms of cannabis) delivered through e-cigarettes. In addition, concern may be warranted regarding the potential dangers of using substances more dangerous than cannabis. For instance, although this study identified only a very small number of individuals reporting the use of what many would consider more dangerous illicit substances (eg, cocaine), there is the potential for an increase in the prevalence of OSUE and thus the potential for larger numbers of individuals vaping more dangerous drugs. Future research examining reasons for OSUE, drug use history, and e-cigarette and drug use trajectories of individuals who use other substances in e-cigarettes using longitudinal designs will be needed.
This study is among one of a small but growing number of studies reporting on the use of other substances in e-cigarettes. This study provides valuable insight into the growing prevalence of e-cigarette use and OSUE among college students, their potential contribution to the use of harmful illicit substances, and differing primary reasons for misuse across e-cigarette users. This study adds to the extant literature specific to the college student population, of which there is very little information regarding OSUE, and findings stress the need for continued research emphasis on the combination of vaping and illicit substance use among college students, as limited knowledge exists on the impact of these behaviors, motivations behind it, and its potential public health impact.
Footnotes
Peer review:Two peer reviewers contributed to the peer review report. Reviewers’ reports totaled 704 words, excluding any confidential comments to the academic editor.
Funding:The author(s) received no financial support for the research, authorship, and/or publication of this article.
Declaration of conflicting interests:The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Author Contributions: DK, RF, AT and MB conceived the research. DK and MB wrote the first draft of the manuscript. RF conducted the data analysis. AT contributed to the writing of the manuscript and data analysis. All authors reviewed and approved the final manuscript.
References
- 1. US Food & Drug Administration. Vaporizers, e-cigarettes, and other electronic nicotine delivery systems (ENDS). http://www.fda.gov/TobaccoProducts/Labeling/ProductsIngredientsComponents/ucm456610.htm. Published 2014.
- 2. Littlefield AK, Gottlieb JC, Cohen LM, Trotter DRM. Electronic cigarette use among college students: links to gender, race/ethnicity, smoking, and heavy drinking. J Am Coll Health. 2015;63:523–529. [DOI] [PubMed] [Google Scholar]
- 3. Choi K, Forster J. Characteristics associated with awareness, perceptions, and use of electronic nicotine delivery systems among young US Midwestern adults. Am J Public Health. 2013;103:556–561. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4. Sutfin EL, McCoy TP, Morrell HE, Hoeppner BB, Wolfson M. Electronic cigarette use by college students. Drug Alcohol Depend. 2013;131:214–221. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5. Kenne DR, Mix D, Banks M, Fischbein R. Electronic cigarette initiation and correlates of use among never, former, and current tobacco cigarette smoking college students. J Subst Use. 2016;21:491–494. [Google Scholar]
- 6. Singh T, Kennedy S, Marynak K, Persoskie A, Melstrom P, King BA. Characteristics of electronic cigarette use among middle and high school students—United States, 2015. MMWR Morb Mortal Wkly Rep. 2016;65:1425–1429. [DOI] [PubMed] [Google Scholar]
- 7. Miech R, Patrick ME, Malley PM, Johnston LD. What are kids vaping? results from a national survey of US adolescents. Tob Control. 2017;26:386–391. http://tobaccocontrol.bmj.com/content/early/2016/07/21/tobaccocontrol-2016-053014.abstract. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8. Morean ME, Kong G, Camenga DR, Cavallo DA, Krishnan-Sarin S. High school students’ use of electronic cigarettes to vaporize cannabis. Pediatrics. 2015;136:611–616. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9. Lee DC, Crosier BS, Borodovsky JT, Sargent JD, Budney AJ. Online survey characterizing vaporizer use among cannabis users. Drug Alcohol Depend. 2016;159:227–233. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10. Schauer GL, King BA, Bunnell RE, Promoff G, McAfee TA. Toking, vaping, and eating for health or fun: marijuana use patterns in adults, U.S., 2014. Am J Prev Med. 2016;50:1–8. [DOI] [PubMed] [Google Scholar]
- 11. Jones CB, Hill ML, Pardini DA, Meier MH. Prevalence and correlates of vaping cannabis in a sample of young adults. Psychol Addict Behav. 2016;30:915–921. [DOI] [PubMed] [Google Scholar]
- 12. Ganim S, Zamost S. Vaping: the latest scourge in drug abuse. The LEAD with Jake Tapper. CNN. September 5, 2015. http://www.cnn.com/2015/09/04/us/vaping-abuse/.
- 13. Santos M. Public vaping of marijuana fueled legislature’s new e-cigarette rules. The News Tribune. http://www.thenewstribune.com/news/local/marijuana/article72142252.html.
- 14. Giroud C, de Cesare M, Berthet A, Varlet V, Concha-Lozano N, Favrat B. E-cigarettes: a review of new trends in cannabis use. Int J Environ Res Public Health. 2015;12:9988–10008. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15. Choi K, Fabian L, Mottey N, Corbett A, Forster J. Young adults’ favorable perceptions of snus, dissolvable tobacco products, and electronic cigarettes: findings from a focus group study. Am J Public Health. 2012;102:2088–2093. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16. Choi K, Forster JL. Beliefs and experimentation with electronic cigarettes: a prospective analysis among young adults. Am J Prev Med. 2014;46:175–178. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17. Ambrose BK, Rostron BL, Johnson SE, et al. Perceptions of the relative harm of cigarettes and e-cigarettes among U.S. youth. Am J Prev Med. 2014;47:S53–S60. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18. Pearson JL, Richardson A, Niaura RS, Vallone DM, Abrams DB. e-cigarette awareness, use, and harm perceptions in US adults. Am J Public Health. 2012;102:1758–1766. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19. Etter J-F. Electronic cigarettes and cannabis: an exploratory study. Eur Addict Res. 2015;21:124–130. http://www.karger.com/DOI/10.1159/000369791. [DOI] [PubMed] [Google Scholar]
- 20. Malouff JM, Rooke SE, Copeland J. Experiences of marijuana-vaporizer users. Subst Abus. 2014;35:127–128. [DOI] [PubMed] [Google Scholar]
- 21. Johnston LD, O’Malley PM, Miech RA, Bachman JG, Schulenberg JE. Monitoring the Future National Survey Results on Drug Use, 1975-2015: Overview, Key Findings on Adolescent Drug Use. Ann Arbor, MI: Institute for Social Research; 2016. [Google Scholar]
- 22. McCabe SE, West BT, Teter CJ, Boyd CJ. Trends in medical use, diversion, and nonmedical use of prescription medications among college students from 2003 to 2013: connecting the dots. Addict Behav. 2014;39:1176–1182. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23. Centers for Disease Control and Prevention. Cigarette smoking among adults—United States, 1992, and changes in the definition of current cigarette smoking. MMWR Morb Mortal Wkly Rep. 1994;43:342–346. [PubMed] [Google Scholar]
- 24. IBM Corp. Released 2013. IBM SPSS Statistics for Macintosh Version 22.0. Armonk, NY: IBM Corp. [Google Scholar]
- 25. SAS Institute. SAS/STAT 9.3 User’s Guide. Cary, NC: SAS Institute; 2011. [Google Scholar]
- 26. Substance Abuse and Mental Health Services Administration. Results from the 2013—National Survey on Drug Use and Health: Summary of National Findings. HHS Publication No. (SMA) 14–4863. Rockville, MD: Substance Abuse and Mental Health Services Administration; 2014. [Google Scholar]
- 27. Scott-Sheldon LAJ, Carey KB, Carey MP. Health behavior and college students: does Greek affiliation matter? J Behav Med. 2008;31:61–70. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28. Agrawal A, Budney AJ, Lynskey MT. The co-occurring use and misuse of cannabis and tobacco: a review. Addiction. 2012;107:1221–1233. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29. Fergusson DM, Horwood LJ. Does cannabis use encourage other forms of illicit drug use? Addiction. 2000;95:505–520. [DOI] [PubMed] [Google Scholar]
- 30. Kandel DB. Marijuana users in young adulthood. Arch Gen Psychiatry. 1984;41:200–209. [DOI] [PubMed] [Google Scholar]
- 31. Lynskey MT, Heath AC, Bucholz KK, et al. Escalation of drug use in early-onset cannabis users vs co-twin controls. JAMA. 2003;289:427–433. [DOI] [PubMed] [Google Scholar]
- 32. Salas-Wright CP, Vaughn MG, Todic J, Cordova D, Perron BE. Trends in the disapproval and use of marijuana among adolescents and young adults in the United States: 2002-2013. Am J Drug Alcohol Abuse. 2015;41:392–404. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33. Berg CJ, Stratton E, Schauer GL, et al. Perceived harm, addictiveness, and social acceptability of tobacco products and marijuana among young adults: marijuana, hookah, and electronic cigarettes win. Subst Use Misuse. 2015;50:79–89. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34. Bold KW, Kong G, Cavallo DA, Camenga DR, Krishnan-Sarin S. Reasons for trying E-cigarettes and risk of continued use. Pediatrics. 2016;138:e20160895 http://pediatrics.aappublications.org/content/early/2016/08/04/peds.2016-0895.abstract. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35. Duke JC, Lee YO, Kim AE, et al. Exposure to electronic cigarette television advertisements among youth and young adults. Pediatrics. 2014;134: e29–e36. [DOI] [PubMed] [Google Scholar]
- 36. Rose SW, Barker DC, D’Angelo H, et al. The availability of electronic cigarettes in U.S. retail outlets, 2012: results of two national studies. Tob Control. 2014;23:iii10-iii16. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37. Groves RM. Nonresponse rates and nonresponse bias in household surveys. Public Opin Q. 2006;70:646–675. [Google Scholar]
- 38. Peytchev A. Consequences of survey nonresponse. Ann Am Acad Pol Soc Sci. 2013;645:88–111. [Google Scholar]
- 39. Deutskens E, de Ruyter K, Wetzels M, Oosterveld P. Response rate and response quality of internet-based surveys: an experimental study. Mark Lett. 2004;15:21–36. [Google Scholar]
- 40. Darke S, Hall W, Wodak A, Heather N, Ward J. Development and validation of a multi-dimensional instrument for assessing outcome of treatment among opiate users: the Opiate Treatment Index. Br J Addict. 1992;87:733–742. [DOI] [PubMed] [Google Scholar]
- 41. Kokkevi A, Richardson C, Palermou B, Leventakou V. Reliability of drug dependents’ self-reports. Drug Alcohol Depend. 1997;45:55–61. [DOI] [PubMed] [Google Scholar]