1
|
Eidenmueller K, Hoffmann S, Kammler-Sücker K, Wenger L, Mazza M, Mühle C, Stenger M, Meixner G, Kiefer F, Lenz B. Reactivity to Smoking Cues in a Social Context: Virtual Reality Experiment. JMIR Form Res 2025; 9:e71285. [PMID: 40418834 DOI: 10.2196/71285] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2025] [Revised: 03/07/2025] [Accepted: 03/11/2025] [Indexed: 05/28/2025] Open
Abstract
Background Social contextual factors influence the onset and maintenance of substance abuse. Virtual reality (VR) provides a standardized method to present social stimuli and is increasingly used in addiction research. Objective This study examines the influence of a smoking versus a nonsmoking agent in VR on craving in nicotine-dependent male participants. Our primary hypothesis was that the interaction with a smoking agent is associated with increased craving compared to a nonsmoking agent. We expected higher craving in the presence of an agent regardless of the agent's smoking status. Methods Using a head-mounted display (Oculus Rift), 50 nicotine-dependent smokers were exposed to four VR conditions on a virtual marketplace: first without an agent, second and third with an agent who either smoked or did not smoke in randomized order, and fourth without an agent as a follow-up condition. Before the follow-up condition, participants smoked a cigarette. Craving was assessed with the Questionnaire of Smoking Urges and a visual analog scale within VR and after each session. We also examined anxiety and agitation (visual analog scale), immersion and presence with the igroup Presence Questionnaire, and salivary cortisol levels. Results Results showed no significant difference in the participants' craving, anxiety, or agitation between the smoking and nonsmoking agent conditions. However, craving, anxiety, and agitation increased from the marketplace without an interacting agent to the conditions with an interacting agent, and decreased after smoking a cigarette. Immersion was low in all conditions and decreased over time. Salivary cortisol levels were highest at baseline and decreased over the course of the experiment. Conclusions These findings suggest that the presence of an agent (as a contextual factor) may override the specific influence of proximal stimuli (burning cigarette). The low immersion highlights the challenges in developing effective VR environments for cue exposure.
Collapse
Affiliation(s)
- Katharina Eidenmueller
- Partner Site Mannheim-Heidelberg-Ulm, Deutsches Zentrum für Psychische Gesundheit (German Center for Mental Health), Mannheim, Germany
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, J5, Mannheim, 68159, Germany, 49 62117033827
| | - Sabine Hoffmann
- Partner Site Mannheim-Heidelberg-Ulm, Deutsches Zentrum für Psychische Gesundheit (German Center for Mental Health), Mannheim, Germany
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, J5, Mannheim, 68159, Germany, 49 62117033827
| | - Kornelius Kammler-Sücker
- Partner Site Mannheim-Heidelberg-Ulm, Deutsches Zentrum für Psychische Gesundheit (German Center for Mental Health), Mannheim, Germany
- Center for Innovative Psychiatric and Psychotherapeutic Research (CIPP), Virtual Reality Lab, Central Institute of Mental Health, Mannheim, Germany
| | - Leonard Wenger
- Partner Site Mannheim-Heidelberg-Ulm, Deutsches Zentrum für Psychische Gesundheit (German Center for Mental Health), Mannheim, Germany
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, J5, Mannheim, 68159, Germany, 49 62117033827
| | - Massimiliano Mazza
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, J5, Mannheim, 68159, Germany, 49 62117033827
| | - Christiane Mühle
- Department of Psychiatry and Psychotherapy, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany
| | - Manuel Stenger
- Partner Site Mannheim-Heidelberg-Ulm, Deutsches Zentrum für Psychische Gesundheit (German Center for Mental Health), Mannheim, Germany
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, J5, Mannheim, 68159, Germany, 49 62117033827
| | - Gerrit Meixner
- UniTyLab, Faculty of Informatics, Heilbronn University, Heilbronn, Germany
| | - Falk Kiefer
- Partner Site Mannheim-Heidelberg-Ulm, Deutsches Zentrum für Psychische Gesundheit (German Center for Mental Health), Mannheim, Germany
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, J5, Mannheim, 68159, Germany, 49 62117033827
| | - Bernd Lenz
- Partner Site Mannheim-Heidelberg-Ulm, Deutsches Zentrum für Psychische Gesundheit (German Center for Mental Health), Mannheim, Germany
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, J5, Mannheim, 68159, Germany, 49 62117033827
| |
Collapse
|
2
|
Xu G, Zhang J, Li Y, Guan Y. Bias-correction and Test for Mark-point Dependence with Replicated Marked Point Processes. J Am Stat Assoc 2022. [DOI: 10.1080/01621459.2022.2106234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2022]
Affiliation(s)
- Ganggang Xu
- Department of Management Science, University of Miami, Coral Gables, FL 33124
| | - Jingfei Zhang
- Department of Management Science, University of Miami, Coral Gables, FL 33124
| | - Yehua Li
- Department of Statistics, University of California, Riverside, CA 92521
| | - Yongtao Guan
- Department of Management Science, University of Miami, Coral Gables, FL 33124
| |
Collapse
|
3
|
Mongin D, Caparros AU, Gateau J, Gencer B, Alvero-Cruz JR, Cheval B, Cullati S, Courvoisier DS. Dynamical System Modeling of Self-Regulated Systems Undergoing Multiple Excitations: First Order Differential Equation Approach. MULTIVARIATE BEHAVIORAL RESEARCH 2021; 56:649-668. [PMID: 32363935 DOI: 10.1080/00273171.2020.1754155] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
This article proposes a dynamical system modeling approach for the analysis of longitudinal data of self-regulated homeostatic systems experiencing multiple excitations. It focuses on the evolution of a signal (e.g., heart rate) before, during, and after excitations taking the system out of its equilibrium (e.g., physical effort during cardiac stress testing). Such approach can be applied to a broad range of outcomes such as physiological processes in medicine and psychosocial processes in social sciences, and it allows to extract simple characteristics of the signal studied. The model is based on a first order linear differential equation with constant coefficients defined by three main parameters corresponding to the initial equilibrium value, the dynamic characteristic time, and the reaction to the excitation. Assuming the presence of interindividual variability (random effects) on these three parameters, we propose a two-step procedure to estimate them. We then compare the results of this analysis to several other estimation procedures in a simulation study that clarifies under which conditions parameters are accurately estimated. Finally, applications of this model are illustrated using cardiology data recorded during effort tests.
Collapse
Affiliation(s)
- Denis Mongin
- Quality of Care Division, Geneva University Hospitals
- Department of General Internal Medicine, Rehabilitation and Geriatrics, University of Geneva
| | - Adriana Uribe Caparros
- Department of General Internal Medicine, Rehabilitation and Geriatrics, University of Geneva
| | | | - Baris Gencer
- Cardiology Division, Geneva University Hospitals
| | - Jose Ramon Alvero-Cruz
- Department of Human physiology, histology, pathological anatomy and physical education, Malaga University, Andalucía Tech
| | - Boris Cheval
- Quality of Care Division, Geneva University Hospitals
- Department of General Internal Medicine, Rehabilitation and Geriatrics, University of Geneva
| | - Stéphane Cullati
- Quality of Care Division, Geneva University Hospitals
- Department of General Internal Medicine, Rehabilitation and Geriatrics, University of Geneva
- Swiss NCCR "Lives: Overcoming Vulnerability: Life Course Perspectives", University of Geneva
| | - Delphine S Courvoisier
- Quality of Care Division, Geneva University Hospitals
- Department of General Internal Medicine, Rehabilitation and Geriatrics, University of Geneva
| |
Collapse
|
4
|
Lin X, Gu JY, Guo WJ, Meng YJ, Wang HY, Li XJ, Deng W, Zhao LS, Ma XH, Li ML, Chen T, Cheng ASK, Li T. The Gender-Sensitive Social Risk Factors for Internet Addiction in College Undergraduate Students. Psychiatry Investig 2021; 18:636-644. [PMID: 34340274 PMCID: PMC8328835 DOI: 10.30773/pi.2020.0277] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Accepted: 04/05/2021] [Indexed: 02/08/2023] Open
Abstract
OBJECTIVE The current study aims to explore precipitating and social risk factors for internet addiction (IA) in university undergraduate students, and to provide evidence for interventions and the early prevention of IA in different genders. METHODS Four thousand eight hundred and fifty-eight college sophomores completed an online survey on their internet use-related behaviours and social risk factors. RESULTS We found that more male (8.3%) than female students (5.4%) had moderate and severe IA. The main online activity in the moderate and severe IA groups was online gaming in males and online streaming in females. Roommates engaging in similar internetbased entertainment was a risk factor of IA only for males, while not being in a romantic relationship was a risk factor of IA for females only. Infatuation with the internet before college and adjustment problems for college life were shared risk factors for both genders in the mild and moderate IA groups. CONCLUSION IA was a common phenomenon in college students with shared and unique precipitating and social risk factors in males and females. The gender-sensitive risk factors for IA warranted earlier and individualized intervention and prevention strategies for IA in this population.
Collapse
Affiliation(s)
- Xia Lin
- Sichuan University-Hong Kong Polytechnic University Institute for Disaster Management and Reconstruction, Chengdu, China.,Mental Health Center and Psychiatric Laboratory, Huaxi Brain Research Center, West China Hospital of Sichuan University, Chengdu, China.,Department of Clinical Medicine, North Sichuan Medical College, Nanchong, China.,Department of Rehabilitation Medicine, Affiliated Hospital of North Sichuan Medical College, Nanchong, China
| | - Jing-Yan Gu
- Department of Psychology, Seattle Pacific University, Seattle, United States
| | - Wan-Jun Guo
- Mental Health Center and Psychiatric Laboratory, Huaxi Brain Research Center, West China Hospital of Sichuan University, Chengdu, China
| | - Ya-Jing Meng
- Mental Health Center and Psychiatric Laboratory, Huaxi Brain Research Center, West China Hospital of Sichuan University, Chengdu, China
| | - Hui-Yao Wang
- Mental Health Center and Psychiatric Laboratory, Huaxi Brain Research Center, West China Hospital of Sichuan University, Chengdu, China
| | - Xiao-Jing Li
- Mental Health Center and Psychiatric Laboratory, Huaxi Brain Research Center, West China Hospital of Sichuan University, Chengdu, China
| | - Wei Deng
- Mental Health Center and Psychiatric Laboratory, Huaxi Brain Research Center, West China Hospital of Sichuan University, Chengdu, China
| | - Lian-Sheng Zhao
- Mental Health Center and Psychiatric Laboratory, Huaxi Brain Research Center, West China Hospital of Sichuan University, Chengdu, China
| | - Xiao-Hong Ma
- Mental Health Center and Psychiatric Laboratory, Huaxi Brain Research Center, West China Hospital of Sichuan University, Chengdu, China
| | - Ming-Li Li
- Mental Health Center and Psychiatric Laboratory, Huaxi Brain Research Center, West China Hospital of Sichuan University, Chengdu, China
| | - Ting Chen
- Mental Health Center and Psychiatric Laboratory, Huaxi Brain Research Center, West China Hospital of Sichuan University, Chengdu, China
| | - Andy S K Cheng
- Department of Rehabilitation Sciences, The Hongkong Polytechnic University, Hongkong
| | - Tao Li
- Mental Health Center and Psychiatric Laboratory, Huaxi Brain Research Center, West China Hospital of Sichuan University, Chengdu, China
| |
Collapse
|
5
|
Hoeppner SS, Carlon HA, Kahler CW, Park ER, Darville A, Rohsenow DJ, Hoeppner BB. COVID-19 Impact on Smokers Participating in Smoking Cessation Trials: The Experience of Nondaily Smokers Participating in a Smartphone App Study. TELEMEDICINE REPORTS 2021; 2:179-187. [PMID: 35720753 PMCID: PMC8812286 DOI: 10.1089/tmr.2021.0008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 05/17/2021] [Indexed: 05/09/2023]
Abstract
Objectives: To provide initial insight into how the COVID-19 pandemic could affect smoking behaviors and cessation efforts that were underway at its onset. Methods: An additional survey was added to follow-up assessments in an ongoing smoking cessation study for nondaily smokers: a measure of impact of COVID-19 and a subset of previously administered scales measuring smoking, emotional well-being, and alcohol use. Pre-post tests were conducted (84 ± 28 days apart). Results: Participants (81/100 of enrolled; 67% female, 75% white, 10% Hispanic, 37 ± 11 years old) reported experiencing changes regarding work (35% income reduction/loss; 35% remote work) and living situation (15% consolidated residences). Participants reported their motivation to quit smoking "slightly" increased after COVID-19 (p < 0.001), more so in those having achieved 30-day abstinence (p = 0.0045). Worry, fear, and a desire to support the greater good increased (ps < 0.05). Increases in motivation to quit correlated positively with prosocial and wellness changes. Data from pre- to post-COVID-19 onset showed decreases in emotional well-being (increased stress, negative affect, decreased coping, positive affect, all ps < 0.01), but not changes in smoking abstinence (p = 0.65), readiness to quit (p = 0.16), smoking frequency (p = 0.96), or cigarettes per day (p = 0.96). Heavy drinking decreased (p < 0.01). Trying e-cigarettes increased (p = 0.04). Conclusions: Nondaily smokers participating in a smoking cessation study during the COVID-19 pandemic reported worsened emotional well-being without effects on smoking outcomes and said their motivation to quit was slightly increased. Correlations of motivation to quit with prosocial and wellness changes suggest that targeting these constructs may be particularly helpful during a pandemic.
Collapse
Affiliation(s)
- Susanne S. Hoeppner
- OCD and Related Disorders Program, Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Hannah A. Carlon
- Department of Psychiatry, Recovery Research Institute, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Christopher W. Kahler
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Elyse R. Park
- Department of Psychiatry, MGH Health Policy Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Audrey Darville
- College of Nursing, University of Kentucky, Lexington, Kentucky, USA
| | - Damaris J. Rohsenow
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Bettina B. Hoeppner
- Department of Psychiatry, Recovery Research Institute, Massachusetts General Hospital, Boston, Massachusetts, USA
- *Address correspondence to: Bettina Hoeppner, PhD, Recovery Research Institute, Massachusetts General Hospital, Harvard Medical School, 151 Merrimac Street, Boston, MA 02114, USA,
| |
Collapse
|
6
|
Rhodes BE, Gottfredson NC. Effects of tobacco on affect and craving during opioid addiction recovery: An ecological momentary assessment study. Addict Behav 2020; 106:106358. [PMID: 32151893 PMCID: PMC7303908 DOI: 10.1016/j.addbeh.2020.106358] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2019] [Revised: 01/07/2020] [Accepted: 02/15/2020] [Indexed: 10/25/2022]
Affiliation(s)
- Blythe E Rhodes
- University of North Carolina Gillings School of Global Public Health, 135 Dauer Dr., Chapel Hill, NC 27599, USA.
| | - Nisha C Gottfredson
- University of North Carolina Gillings School of Global Public Health, 135 Dauer Dr., Chapel Hill, NC 27599, USA
| |
Collapse
|
7
|
Abstract
BACKGROUND The Striving to be Strong study tested the efficacy of a multifaceted, theory-based, complex osteoporosis prevention smartphone application (app). We hypothesized use of the app would improve bone mineral density and trabecular bone scores. METHODS The study was a three-group, prospective, repeated-measure, longitudinal randomized trial. Baseline sample consisted of 290 healthy women between 40 and 60 years of age. Participants were randomly assigned to one of three groups: "Striving," a dynamically tailored, person-centered app; "Boning Up," a standardized osteoporosis-education e-book; and "Wait List," a participant's choice of intervention in the final 3 months of the 12-month study. Participants had or were provided a smart phone. Bone mineral density and trabecular bone scores were measured using dual-energy X-ray absorptiometry at baseline and 12 months. To assess engagement in health behavior change processes, ecological momentary assessments were administered via text messaging during the 12 months participants actively used the app. RESULTS The final sample reflects an 89.6% retention rate. There were decreases in bone mineral density over time but not among the three groups. The percentage of bone density lost over 12 months was lower than expected. Trabecular bone scores were not different over time or by group but improved across all three groups. DISCUSSION Small but positive results were observed across all groups, suggesting one or more aspects of participation might have affected outcomes, including dissemination of the intervention across groups, retention without participation, ecological momentary assessments functioning as both an intervention and measure, and selective engagement in research-based recommendations.
Collapse
Affiliation(s)
- Polly Ryan
- Polly Ryan, PhD, RN, ACNS, FAAN, is Research Scientist, School of Nursing University of Wisconsin-Madison. Roger L. Brown, MS, PhD, is Professor of Research Methodology and Medical Statistics, Director of Research Design and Statistics Unit, Schools of Nursing and Medicine and Public Health, University of Wisconsin-Madison. Mary Ellen Csuka, MD, is Professor, Department of Rheumatology, Medical College of Wisconsin, Milwaukee. Paula Papanek, PhD, MpT, LAT/ATC, FACSM, is Associate Professor and Department Chair, Department of Physical Therapy, Marquette University, Milwaukee, Wisconsin
| | | | | | | |
Collapse
|
8
|
Tomko RL, Saladin ME, Baker NL, McClure EA, Carpenter MJ, Ramakrishnan VR, Heckman BW, Wray JM, Foster KT, Tiffany ST, Metts CL, Gray KM. Sex Differences in Subjective and Behavioral Responses to Stressful and Smoking Cues Presented in the Natural Environment of Smokers. Nicotine Tob Res 2020; 22:81-88. [PMID: 30371887 PMCID: PMC7297015 DOI: 10.1093/ntr/nty234] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2018] [Accepted: 10/24/2018] [Indexed: 12/26/2022]
Abstract
INTRODUCTION Some evidence suggests that female smokers may show more context-dependent smoking and that males may show more stereotyped smoking (regardless of stress or cue exposure). The goal of this study was to characterize sex differences in response to stressful and smoking cues ecologically presented in daily life and variability in day-to-day smoking behavior. METHODS Adult smokers (N = 177) provided ratings of mood and cigarette craving before and after stress and smoking cues were presented four times daily for 14 days via a mobile device. Linear mixed models tested whether (1) female smokers exhibited greater reactivity to stressful cues than male smokers; (2) pre-cue negative affect increased reactivity to smoking cues more in female smokers than male smokers; (3) across both sexes, greater reactivity to stressful and smoking cues correlated with greater quantity of smoking within a day; and (4) female smokers exhibited greater variability in cigarettes per day (CPD) relative to males. RESULTS Relative to male smokers, female smokers reported greater negative affect, stress, and craving in response to stressful cues, but not smoking cues, after accounting for time since last cigarette and pre-cue responding. No sex differences in CPD or variability in CPD were detected. Days with higher subjective reactivity to cues were not associated with increased smoking, in either males or females. CONCLUSIONS Sex differences were observed in response to stress but not smoking cues in the natural environment of regular cigarette smokers. Further research is necessary to evaluate whether stress reactivity in female smokers is associated with reduced latency to smoke following stress exposure in daily life. IMPLICATIONS This study provides naturalistic evidence that female smokers may not be more reactive to smoking cues than males, but experience heightened stress and craving following stress exposure. There was no evidence to support the hypothesis that amount smoked per day varied more for females, relative to males, as a result of more context-driven smoking for females.
Collapse
Affiliation(s)
- Rachel L Tomko
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC
| | - Michael E Saladin
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC
- Department of Health Sciences and Research, Medical University of South Carolina, Charleston, SC
| | - Nathaniel L Baker
- Department of Public Health Sciences, Medical University of South Carolina, Charleston, SC
| | - Erin A McClure
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC
| | - Matthew J Carpenter
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC
- Department of Public Health Sciences, Medical University of South Carolina, Charleston, SC
- Hollings Cancer Center, Medical University of South Carolina, Charleston, SC
| | | | - Bryan W Heckman
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC
- Hollings Cancer Center, Medical University of South Carolina, Charleston, SC
| | - Jennifer M Wray
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC
- Ralph H. Johnson VA Medical Center, Charleston, SC
- VA Center for Integrated Healthcare, Buffalo, NY
| | | | - Stephen T Tiffany
- Department of Psychology, University at Buffalo, State University of New York, Buffalo, NY
| | - Christopher L Metts
- Department of Pathology and Laboratory Medicine, Medical University of South Carolina, Charleston, SC
| | - Kevin M Gray
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC
| |
Collapse
|
9
|
Rubin LF, Haaga DAF, Pearson JL, Gunthert KC. Depression as a moderator of the prospective relationship between mood and smoking. Health Psychol 2019; 39:99-106. [PMID: 31682148 DOI: 10.1037/hea0000816] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
OBJECTIVE Affective features of depression are uniquely involved in the depression-smoking relationship, and it follows that smokers with depression are likely to use cigarettes to alleviate negative affect. However, most ecological momentary assessment (EMA) studies demonstrate no relationship between mood and smoking, in general. Conversely, a small number of experimental studies suggest there is an association between mood and smoking and that the relationship is dependent on levels of depression. Researchers have yet to examine the impact of depression on the relationship between mood and smoking using EMA methodology. Accordingly, the aim of this study was to explore the relationship between depression, mood, and ad lib smoking among adults in "real time." METHOD Participants included 96 adult daily smokers (53% female, 67% non-Hispanic Black; age, M = 40.76, SD = 12.42) who completed baseline ratings of depressive symptoms and 7 consecutive days of in vivo data collection focused on cigarette smoking and associated mood and craving ratings. RESULTS Results indicated that depression moderates the prospective relationship between mood and smoking (even when controlling for craving), such that participants with higher levels of depressive symptoms smoke more cigarettes in response to an improvement in mood (relative to their average mood), whereas participants with lower levels of depressive symptoms smoke more in response to worsening mood states (relative to their average mood). CONCLUSIONS Attempting to maintain better mood may be a motivating factor for smoking among depressed individuals. These findings may be helpful in tailoring smoking cessation treatment programs for people exhibiting depressive symptoms. (PsycINFO Database Record (c) 2020 APA, all rights reserved).
Collapse
Affiliation(s)
| | | | - Jennifer L Pearson
- Schroeder Institute for Tobacco Research and Policy Studies, Truth Initiative
| | | |
Collapse
|
10
|
Imtiaz MH, Ramos-Garcia RI, Wattal S, Tiffany S, Sazonov E. Wearable Sensors for Monitoring of Cigarette Smoking in Free-Living: A Systematic Review. SENSORS (BASEL, SWITZERLAND) 2019; 19:E4678. [PMID: 31661856 PMCID: PMC6864810 DOI: 10.3390/s19214678] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/01/2019] [Revised: 10/23/2019] [Accepted: 10/24/2019] [Indexed: 01/28/2023]
Abstract
Globally, cigarette smoking is widespread among all ages, and smokers struggle to quit. The design of effective cessation interventions requires an accurate and objective assessment of smoking frequency and smoke exposure metrics. Recently, wearable devices have emerged as a means of assessing cigarette use. However, wearable technologies have inherent limitations, and their sensor responses are often influenced by wearers' behavior, motion and environmental factors. This paper presents a systematic review of current and forthcoming wearable technologies, with a focus on sensing elements, body placement, detection accuracy, underlying algorithms and applications. Full-texts of 86 scientific articles were reviewed in accordance with the Preferred Reporting Items for Systematic Review and Meta-Analyses (PRISMA) guidelines to address three research questions oriented to cigarette smoking, in order to: (1) Investigate the behavioral and physiological manifestations of cigarette smoking targeted by wearable sensors for smoking detection; (2) explore sensor modalities employed for detecting these manifestations; (3) evaluate underlying signal processing and pattern recognition methodologies and key performance metrics. The review identified five specific smoking manifestations targeted by sensors. The results suggested that no system reached 100% accuracy in the detection or evaluation of smoking-related features. Also, the testing of these sensors was mostly limited to laboratory settings. For a realistic evaluation of accuracy metrics, wearable devices require thorough testing under free-living conditions.
Collapse
Affiliation(s)
- Masudul H Imtiaz
- Department of Electrical and Computer Engineering, The University of Alabama, Tuscaloosa, AL 35487, USA.
| | - Raul I Ramos-Garcia
- Department of Electrical and Computer Engineering, The University of Alabama, Tuscaloosa, AL 35487, USA.
| | - Shashank Wattal
- Department of Electrical and Computer Engineering, The University of Alabama, Tuscaloosa, AL 35487, USA.
| | - Stephen Tiffany
- Department of Psychology, University at Buffalo, The State University of New York, Buffalo, NY 12246, USA.
| | - Edward Sazonov
- Department of Electrical and Computer Engineering, The University of Alabama, Tuscaloosa, AL 35487, USA.
| |
Collapse
|
11
|
Duffy KA, Green PA, Chartrand TL. Mimicry and Modeling of Health(-Risk) Behaviors: How Others Impact Our Health(-Risk) Behaviors Without Our Awareness. JOURNAL OF NONVERBAL BEHAVIOR 2019. [DOI: 10.1007/s10919-019-00318-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
|
12
|
Petersen N, London ED. Addiction and Dopamine: Sex Differences and Insights from Studies of Smoking. Curr Opin Behav Sci 2018; 23:150-159. [PMID: 30746429 PMCID: PMC6368096 DOI: 10.1016/j.cobeha.2018.07.002] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Mesolimbic dopaminergic function influences addiction through effects on reinforcement learning, decision-making, and impulsivity. This review covers sex differences in dopaminergic neurochemistry, their hormonal and genetic determinants, and how differences in dopaminergic tone interact with sex and/or ovarian hormone status to affect cognitive functions. Findings from research on cigarette smoking reveal sex differences in striatal and midbrain dopamine D2-type receptor availability and striatal dopamine release that suggest mechanisms of nicotine dependence, and stronger subjective responses to nicotine and efficacy of nicotine replacement therapies in male smokers than in their female counterparts. Opportunities exist to extend such efforts in studies of how sex and hormone status influence other addictions.
Collapse
Affiliation(s)
- Nicole Petersen
- Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, Los Angeles, CA, USA, 90024
| | - Edythe D. London
- Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, Los Angeles, CA, USA, 90024,Department of Molecular and Medical Pharmacology, University of California Los Angeles, Los Angeles, CA, USA, 90024,Brain Research Institute, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA, 90024,Corresponding author: Dr. Edythe D. London, Department of Psychiatry and Biobehavioral Sciences, Semel Institute, University of California Los Angeles, 760 Westwood Plaza, Los Angeles, CA 90025, USA, Tel: 310 825 0606, Fax: 310 825-0812,
| |
Collapse
|
13
|
Mead EL, Chen JC, Kirchner TR, Butler J, Feldman RH. An Ecological Momentary Assessment of Cigarette and Cigar Dual Use Among African American Young Adults. Nicotine Tob Res 2018; 20:S12-S21. [PMID: 30125017 PMCID: PMC6093372 DOI: 10.1093/ntr/nty061] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2017] [Accepted: 03/28/2018] [Indexed: 11/25/2022]
Abstract
Introduction The dual use of cigarettes and cigars among African American young adults is a significant public health issue. Patterns of and reasons for dual use are difficult to capture using traditional self-report methods. This study used ecological momentary assessment (EMA) to characterize patterns of dual smoking and examine the personal and environmental predictors of cigarette and cigar smoking among African American young adult dual users (ages 18-29) in real-time. Methods For 14 days, 64 participants smoked ad libitum and were prompted four times daily to record their smoking, craving, emotions, social smoking, and environment via text message on their mobile phones. The odds of single product and dual use were examined using adjusted generalized estimating equations. Results Participants smoked an average of 7.9 cigarettes and 4.2 cigars per day. Cigarettes and cigars were smoked as frequently during periods of dual use as they were during periods of single product use. Cigarette craving was positively associated with cigarette-only smoking (OR: 1.07), whereas cigar craving was positively associated with cigar-only smoking (OR: 1.43) and dual use (OR: 1.08). Cigars had the greatest odds of dual use when with others (OR: 4.69) and in others' homes (OR: 4.33). Cigarettes had the greatest odds of being smoked while alone (OR: 1.57). Conclusions EMA was useful for capturing variable smoking patterns and predictors. In this study population, cigarettes and cigars appeared to be smoked additively, and cigars smoked socially. These findings can inform future interventions addressing dual use in this high priority population. Implications This is the first study to use EMA to examine naturalistic patterns and predictors of multiple tobacco use in real-time. African American young adults smoked cigarettes and cigars during periods of dual use as frequently as during periods of single product use. This suggests that most use was additive (one product smoked in addition to another) and less often as substitution (one product smoked instead of another). Social smoking and craving were strongly associated with cigar smoking in single and dual use periods. This study suggests the need for cessation messaging specifically targeted to reduce dual use in this population.
Collapse
Affiliation(s)
- Erin L Mead
- University of Connecticut Health, School of Medicine, Farmington, CT
- University of Maryland, School of Public Health, Department of Behavioral and Community Health, Tobacco Center of Regulatory Science, College Park, MD
| | - Julia Cen Chen
- University of Maryland, School of Public Health, Department of Behavioral and Community Health, College Park, MD
| | | | - James Butler
- University of Maryland Center for Health Equity, School of Public Health, Department of Behavioral and Community Health, College Park, MD
| | - Robert H Feldman
- University of Maryland, School of Public Health, Department of Behavioral and Community Health, Tobacco Center of Regulatory Science, College Park, MD
| |
Collapse
|
14
|
Dimoff JD, Sayette MA. The case for investigating social context in laboratory studies of smoking. Addiction 2017; 112:388-395. [PMID: 27503776 PMCID: PMC5296362 DOI: 10.1111/add.13503] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/20/2016] [Revised: 03/11/2016] [Accepted: 06/22/2016] [Indexed: 11/29/2022]
Abstract
BACKGROUND With increasing frequency, addiction is conceived of as a brain disease, and such accounts seem especially pertinent with regard to the rapid delivery of nicotine to the brain via cigarette smoke. Moreover, drug administration trials (cigarette puffs) suggest that the behavior of smoking becomes automatized, with individuals developing prototypical approaches to smoking a cigarette. Compared with presumably more social activities, such as drinking alcohol, there may be little opportunity for social processes to influence smoking behavior. However, survey research examining smoking motivation often reveals a broadly defined 'social' factor and field research suggests that social context does influence smoking. ARGUMENT We posit that laboratory smoking research has largely ignored social contextual factors that may help to understand better the precise mechanisms underlying smoking behavior and smoking motivation. METHOD We reviewed laboratory studies examining the effect of social context (operationalized as modeling) on smoking behavior. Studies were identified by searching PsychInfo and Medline using the following keywords: smoking, nicotine, tobacco, cigarette, consumption, topography, puff, smoking behavior, cigarettes smoked, modeling, imitation, social context, social influence and peer pressure. The reference and citation lists of these studies were then searched to identify additional studies. CONCLUSIONS Few laboratory smoking studies target social context. Those few studies indicate that smoking behavior can be influenced by the presence of others. There is also some evidence that social context influences the effects of smoking as well as processes related to self-perception and self-regulation that reinforce smoking and hamper smoking cessation efforts.
Collapse
Affiliation(s)
- John D. Dimoff
- University of Pittsburgh; Department of Psychology; Pittsburgh PA USA
| | | |
Collapse
|
15
|
Dumortier A, Beckjord E, Shiffman S, Sejdić E. Classifying smoking urges via machine learning. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2016; 137:203-213. [PMID: 28110725 PMCID: PMC5289882 DOI: 10.1016/j.cmpb.2016.09.016] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/14/2016] [Revised: 08/12/2016] [Accepted: 09/20/2016] [Indexed: 05/30/2023]
Abstract
BACKGROUND AND OBJECTIVE Smoking is the largest preventable cause of death and diseases in the developed world, and advances in modern electronics and machine learning can help us deliver real-time intervention to smokers in novel ways. In this paper, we examine different machine learning approaches to use situational features associated with having or not having urges to smoke during a quit attempt in order to accurately classify high-urge states. METHODS To test our machine learning approaches, specifically, Bayes, discriminant analysis and decision tree learning methods, we used a dataset collected from over 300 participants who had initiated a quit attempt. The three classification approaches are evaluated observing sensitivity, specificity, accuracy and precision. RESULTS The outcome of the analysis showed that algorithms based on feature selection make it possible to obtain high classification rates with only a few features selected from the entire dataset. The classification tree method outperformed the naive Bayes and discriminant analysis methods, with an accuracy of the classifications up to 86%. These numbers suggest that machine learning may be a suitable approach to deal with smoking cessation matters, and to predict smoking urges, outlining a potential use for mobile health applications. CONCLUSIONS In conclusion, machine learning classifiers can help identify smoking situations, and the search for the best features and classifier parameters significantly improves the algorithms' performance. In addition, this study also supports the usefulness of new technologies in improving the effect of smoking cessation interventions, the management of time and patients by therapists, and thus the optimization of available health care resources. Future studies should focus on providing more adaptive and personalized support to people who really need it, in a minimum amount of time by developing novel expert systems capable of delivering real-time interventions.
Collapse
Affiliation(s)
- Antoine Dumortier
- Department of Electrical and Computer Engineering, University of Pittsburgh, Benedum Hall, Pittsburgh, PA 15260, USA
| | - Ellen Beckjord
- Department of Psychiatry, University of Pittsburgh, 5115 Centre Avenue, Suite 140, Pittsburgh, PA 15232, USA
| | - Saul Shiffman
- Department of Psychology, University of Pittsburgh, 510 BELPB, 130 N. Bellefield Avenue, Pittsburgh, PA 15260, USA
| | - Ervin Sejdić
- Department of Electrical and Computer Engineering, University of Pittsburgh, Benedum Hall, Pittsburgh, PA 15260, USA.
| |
Collapse
|
16
|
Haller CS. Trajectories of smoking behavior as a function of mood and satisfaction with life: What matters most? J Affect Disord 2016; 190:407-413. [PMID: 26547668 DOI: 10.1016/j.jad.2015.10.038] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2015] [Revised: 10/13/2015] [Accepted: 10/16/2015] [Indexed: 11/28/2022]
Abstract
BACKGROUND Worldwide, tobacco use causes more than 5 million deaths per year. The present study investigated possible preventative factors of nicotine dependence, such as mood and Satisfaction With Life (SWL). METHODS Longitudinal Internet survey of 1957 individuals assessed three times at a two week interval (2007-2010). OUTCOME MEASURES Cigarette Dependence Scale (CDS), feeling prisoner to cigarettes, smoking cessation, reduction, and relapse. PREDICTORS Time (i.e. trajectory of dependence over time), smoking status (daily, occasional or ex-smoker), mood, and SWL. All measures were assessed at each time point. RESULTS Both SWL, and mood, respectively were significantly associated with dependence (slopeSWL=-0.03, slopeSWL=-0.11, ps<0.001). With respect to feeling prisoner to cigarettes, mood but not SWL showed a significant association (slopeSWL=-0.14, p<0.001). Occasional, and ex-smokers showed significantly greater decrease in psychological dependence, as mood increased, than daily smokers (slopeoccasional=-0.28, poccasional=0.011; slopeex=-0.27, pex<0.001). Smoking cessation decreased over time, and both mood, as well as SWL had a significant impact on cessation (ORmood=1.43, pmood<0.01, ORSWL=1.15, pSWL=0.042). Reduction in smoking was predicted by SWL only (ORSWL=1.21, p=0.043), whereas relapse was predicted by mood only (ORmood=0.55, p<0.01). LIMITATIONS The participants were self-selected. Possible confounding relationships (e.g., medication) have to be further assessed. CONCLUSIONS Cigarette dependence, feeling prisoner to cigarettes, cessation, and reduction are significantly influenced by both mood and SWL. Treatments may thus tackle mood regulation, SWL, and nicotine dependence in tandem.
Collapse
Affiliation(s)
- Chiara S Haller
- Department of Psychology, Harvard University, Cambridge, MA 02138,USA; Department of Psychiatry, Massachusetts Mental Health Center, MA 02115, USA.
| |
Collapse
|
17
|
Rathbun SL, Shiffman S. Mixed effects models for recurrent events data with partially observed time-varying covariates: Ecological momentary assessment of smoking. Biometrics 2015; 72:46-55. [PMID: 26410189 DOI: 10.1111/biom.12416] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2014] [Revised: 07/01/2015] [Accepted: 07/01/2015] [Indexed: 11/29/2022]
Abstract
Cigarette smoking is a prototypical example of a recurrent event. The pattern of recurrent smoking events may depend on time-varying covariates including mood and environmental variables. Fixed effects and frailty models for recurrent events data assume that smokers have a common association with time-varying covariates. We develop a mixed effects version of a recurrent events model that may be used to describe variation among smokers in how they respond to those covariates, potentially leading to the development of individual-based smoking cessation therapies. Our method extends the modified EM algorithm of Steele (1996) for generalized mixed models to recurrent events data with partially observed time-varying covariates. It is offered as an alternative to the method of Rizopoulos, Verbeke, and Lesaffre (2009) who extended Steele's (1996) algorithm to a joint-model for the recurrent events data and time-varying covariates. Our approach does not require a model for the time-varying covariates, but instead assumes that the time-varying covariates are sampled according to a Poisson point process with known intensity. Our methods are well suited to data collected using Ecological Momentary Assessment (EMA), a method of data collection widely used in the behavioral sciences to collect data on emotional state and recurrent events in the every-day environments of study subjects using electronic devices such as Personal Digital Assistants (PDA) or smart phones.
Collapse
Affiliation(s)
- Stephen L Rathbun
- Department of Epidemiology and Biostatistics, University of Georgia, Athens, Georiga, U.S.A
| | - Saul Shiffman
- Department of Psychology, University of Pittsburgh, Pittsburgh, Pennsylvania, U.S.A
| |
Collapse
|
18
|
Ferguson SG, Frandsen M, Dunbar MS, Shiffman S. Gender and stimulus control of smoking behavior. Nicotine Tob Res 2015; 17:431-7. [PMID: 25762752 DOI: 10.1093/ntr/ntu195] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
INTRODUCTION Gender differences in smoking behavior have been proposed to account for poorer outcomes among women attempting to quit. Specifically, it has been suggested that women's smoking behavior is less motivated by nicotine-seeking and more driven by environmental cues. To date, however, few real-world studies have examined the hypothesis that women's smoking is under greater stimulus control. METHODS One hundred and ninety four daily smokers (men = 107; women = 87) completed 3 weeks of ecological momentary assessment (EMA) monitoring that provided data on real-world smoking behavior by reporting on situational contexts shown by previous research to influence smoking behavior (including social setting, cigarette availability, alcohol consumption, and mood). RESULTS Analyses of particular cues found few gender differences; however, men's smoking increased to a greater extent compared with women's when they were with others who were smoking. Idiographic analyses that allow individual subjects to have different directions of linkage to situational cues also were conducted to assess how predictable subjects' smoking was from a range of contextual characteristics. Compared with women, men's smoking was significantly more closely tied to food/alcohol consumption and tended to be more closely tied to social context. No other gender differences were found. CONCLUSIONS EMA analyses suggest that men and women are similarly influenced by cues, including mood. Where there were gender differences, it was men rather than women whose smoking behavior was more influenced by cues. The data contradict the hypothesis that women's smoking is more influenced by cues.
Collapse
Affiliation(s)
| | - Mai Frandsen
- Faculty of Health, University of Tasmania, Hobart, Australia
| | - Michael S Dunbar
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA
| | - Saul Shiffman
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA
| |
Collapse
|
19
|
Serre F, Fatseas M, Swendsen J, Auriacombe M. Ecological momentary assessment in the investigation of craving and substance use in daily life: a systematic review. Drug Alcohol Depend 2015; 148:1-20. [PMID: 25637078 DOI: 10.1016/j.drugalcdep.2014.12.024] [Citation(s) in RCA: 242] [Impact Index Per Article: 24.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2014] [Revised: 12/18/2014] [Accepted: 12/19/2014] [Indexed: 12/17/2022]
Abstract
BACKGROUND Craving is viewed as a major determinant of relapse in persons with substance addiction, but this association remains poorly understood due to its time-limited nature and the biases associated with retrospective reporting. Ecological momentary assessment (EMA) offers new opportunities to examine both craving and substance use with strong ecological validity by collecting real-time data in daily life. This review examined all published studies using EMA to: (1) assess the link between craving and substance use; and (2) identify relevant moderators of craving among substance users. METHODS We searched PubMed and PsycInfo databases up to October 31, 2013. RESULTS Ninety-one studies were selected, involving mostly tobacco smokers (73%). A majority of studies (92%) reported a positive relationship between craving and substance use, concurrently and prospectively, and among users with different levels of use for both legal and illegal substances. Results suggest that craving is a stronger predictor of relapse episodes when assessed in close temporal proximity to substance use. EMA data also confirmed the influence of diverse within-person and between-person sources of variation in daily life craving reports. CONCLUSIONS This review provides strong support for the link between craving and substance use, and underscores the importance of the timing of assessments.
Collapse
Affiliation(s)
- Fuschia Serre
- University of Bordeaux, PAC Carreire, 146 rue Léo Saignat, CS 61292, 33076 Bordeaux Cedex, France; SANPSY (Addiction Psychiatry), CNRS USR 3413, University of Bordeaux, PAC Carreire, 146 rue Léo Saignat, CS 61292, 33076 Bordeaux Cedex, France; Pôle Addictologie, CH Charles Perrens and CHU de Bordeaux, 121 rue de la Béchade, CS 81285, 33076 Bordeaux Cedex, France
| | - Melina Fatseas
- University of Bordeaux, PAC Carreire, 146 rue Léo Saignat, CS 61292, 33076 Bordeaux Cedex, France; SANPSY (Addiction Psychiatry), CNRS USR 3413, University of Bordeaux, PAC Carreire, 146 rue Léo Saignat, CS 61292, 33076 Bordeaux Cedex, France; INCIA, CNRS UMR 5287, University of Bordeaux, PAC Carreire, 146 rue Léo Saignat, CS 61292, 33076 Bordeaux Cedex, France; Pôle Addictologie, CH Charles Perrens and CHU de Bordeaux, 121 rue de la Béchade, CS 81285, 33076 Bordeaux Cedex, France
| | - Joel Swendsen
- University of Bordeaux, PAC Carreire, 146 rue Léo Saignat, CS 61292, 33076 Bordeaux Cedex, France; INCIA, CNRS UMR 5287, University of Bordeaux, PAC Carreire, 146 rue Léo Saignat, CS 61292, 33076 Bordeaux Cedex, France; Ecole Pratique des Hautes Etudes, 75014 Paris, France
| | - Marc Auriacombe
- University of Bordeaux, PAC Carreire, 146 rue Léo Saignat, CS 61292, 33076 Bordeaux Cedex, France; SANPSY (Addiction Psychiatry), CNRS USR 3413, University of Bordeaux, PAC Carreire, 146 rue Léo Saignat, CS 61292, 33076 Bordeaux Cedex, France; Pôle Addictologie, CH Charles Perrens and CHU de Bordeaux, 121 rue de la Béchade, CS 81285, 33076 Bordeaux Cedex, France; Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
| |
Collapse
|
20
|
Hitchman SC, Fong GT, Zanna MP, Thrasher JF, Laux FL. The relation between number of smoking friends, and quit intentions, attempts, and success: findings from the International Tobacco Control (ITC) Four Country Survey. PSYCHOLOGY OF ADDICTIVE BEHAVIORS 2014; 28:1144-52. [PMID: 24841185 PMCID: PMC4266625 DOI: 10.1037/a0036483] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Smokers who inhabit social contexts with a greater number of smokers may be exposed to more positive norms toward smoking and more cues to smoke. This study examines the relation between number of smoking friends and changes in number of smoking friends, and smoking cessation outcomes. Data were drawn from Wave 1 (2002) and Wave 2 (2003) of the International Tobacco Control (ITC) Project Four Country Survey, a longitudinal cohort survey of nationally representative samples of adult smokers in Australia, Canada, United Kingdom, and United States (N = 6,321). Smokers with fewer smoking friends at Wave 1 were more likely to intend to quit at Wave 1 and were more likely to succeed in their attempts to quit at Wave 2. Compared with smokers who experienced no change in their number of smoking friends, smokers who lost smoking friends were more likely to intend to quit at Wave 2, attempt to quit between Wave 1 and Wave 2, and succeed in their quit attempts at Wave 2. Smokers who inhabit social contexts with a greater number of smokers may be less likely to successfully quit. Quitting may be particularly unlikely among smokers who do not experience a loss in the number of smokers in their social context.
Collapse
Affiliation(s)
- Sara C. Hitchman
- Department of Psychology, University of Waterloo, Waterloo, Ontario, Canada
| | - Geoffrey T. Fong
- Department of Psychology, University of Waterloo, Waterloo, Ontario, Canada
- School of Public Health and Health Systems, University of Waterloo, Waterloo, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Mark P. Zanna
- Department of Psychology, University of Waterloo, Waterloo, Ontario, Canada
| | - James F. Thrasher
- Department of Health Promotion, Education, and Behavior, Arnold School of Public Health, University of South Carolina, Columbia, South Carolina, United States
| | - Fritz L. Laux
- Department of Economics, Northeastern State University, Tallequah, Oklahoma, United States
| |
Collapse
|
21
|
Hitchman SC, Fong GT, Zanna MP, Thrasher JF, Chung-Hall J, Siahpush M. Socioeconomic status and smokers' number of smoking friends: findings from the International Tobacco Control (ITC) Four Country Survey. Drug Alcohol Depend 2014; 143:158-66. [PMID: 25156228 PMCID: PMC4209373 DOI: 10.1016/j.drugalcdep.2014.07.019] [Citation(s) in RCA: 67] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2014] [Revised: 07/14/2014] [Accepted: 07/15/2014] [Indexed: 11/18/2022]
Abstract
BACKGROUND Smoking rates are higher among low socioeconomic (SES) groups, and there is evidence that inequalities in smoking are widening over time in many countries. Low SES smokers may be more likely to smoke and less likely to quit because smoking is heavily concentrated in their social contexts. This study investigated whether low SES smokers (1) have more smoking friends, and (2) are more likely to gain and less likely to lose smoking friends over time. Correlates of having more smoking friends and gaining or losing smoking friends were also considered. METHOD Respondents included 6321 adult current smokers (at recruitment) from Wave 1 (2002) and Wave 2 (2003) of the International Tobacco Control Project (ITC) Four Country Survey, a nationally representative longitudinal cohort survey of smokers in Australia, Canada, UK, and US. RESULTS Low SES smokers reported more smoking friends than moderate and high SES smokers. Low SES smokers were also more likely to gain smoking friends over time compared with high SES smokers. Smokers who were male, younger, and lived with other smokers reported more smoking friends, and were also more likely to gain and less likely to lose smoking friends. Smoking behaviours, such as higher nicotine dependence were related to reporting more smoking friends, but not to losing or gain smoking friends. CONCLUSIONS Smoking is highly concentrated in the social networks of lower SES smokers and this concentration may be increasing over time. Cessation interventions should consider how the structure of low SES smokers' social networks affects quitting.
Collapse
Affiliation(s)
- Sara C Hitchman
- Department of Addictions, Institute of Psychiatry, King's College London, 4 Windsor Walk, London SE5 8BB, United Kingdom.
| | - Geoffrey T Fong
- School of Public Health and Health Systems, University of Waterloo, 200 University Avenue West, Waterloo, ON, Canada N2L 3G1; Department of Psychology, University of Waterloo, 200 University Avenue West, Waterloo, ON, Canada N2L 3G1; Ontario Institute for Cancer Research, 101 College Street, Toronto, ON, Canada M5G 1L7
| | - Mark P Zanna
- Department of Psychology, University of Waterloo, 200 University Avenue West, Waterloo, ON, Canada N2L 3G1
| | - James F Thrasher
- Department of Health Promotion, Education, and Behavior, Arnold School of Public Health, University of South Carolina, 800 Sumter Street, Columbia, SC 29208, United States
| | - Janet Chung-Hall
- Department of Psychology, University of Waterloo, 200 University Avenue West, Waterloo, ON, Canada N2L 3G1
| | - Mohammad Siahpush
- College of Public Health, University of Nebraska Medical Center, 984365 Nebraska Medical Center , Omaha, NE 68198-4355, United States
| |
Collapse
|
22
|
Shiffman S, Dunbar MS, Li X, Scholl SM, Tindle HA, Anderson SJ, Ferguson SG. Smoking patterns and stimulus control in intermittent and daily smokers. PLoS One 2014; 9:e89911. [PMID: 24599056 PMCID: PMC3943840 DOI: 10.1371/journal.pone.0089911] [Citation(s) in RCA: 93] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2013] [Accepted: 01/24/2014] [Indexed: 11/23/2022] Open
Abstract
Intermittent smokers (ITS) – who smoke less than daily – comprise an increasing proportion of adult smokers. Their smoking patterns challenge theoretical models of smoking motivation, which emphasize regular and frequent smoking to maintain nicotine levels and avoid withdrawal, but yet have gone largely unexamined. We characterized smoking patterns among 212 ITS (smoking 4–27 days per month) compared to 194 daily smokers (DS; smoking 5–30 cigarettes daily) who monitored situational antecedents of smoking using ecological momentary assessment. Subjects recorded each cigarette on an electronic diary, and situational variables were assessed in a random subset (n = 21,539 smoking episodes); parallel assessments were obtained by beeping subjects at random when they were not smoking (n = 26,930 non-smoking occasions). Compared to DS, ITS' smoking was more strongly associated with being away from home, being in a bar, drinking alcohol, socializing, being with friends and acquaintances, and when others were smoking. Mood had only modest effects in either group. DS' and ITS' smoking were substantially and equally suppressed by smoking restrictions, although ITS more often cited self-imposed restrictions. ITS' smoking was consistently more associated with environmental cues and contexts, especially those associated with positive or “indulgent” smoking situations. Stimulus control may be an important influence in maintaining smoking and making quitting difficult among ITS.
Collapse
Affiliation(s)
- Saul Shiffman
- Department of Psychology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
- * E-mail:
| | - Michael S. Dunbar
- Department of Psychology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
| | - Xiaoxue Li
- Department of Biostatistics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
| | - Sarah M. Scholl
- Department of Psychology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
| | - Hilary A. Tindle
- Division of General Internal Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
| | - Stewart J. Anderson
- Department of Biostatistics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
| | | |
Collapse
|
23
|
Allen AM, Oncken C, Hatsukami D. Women and Smoking: The Effect of Gender on the Epidemiology, Health Effects, and Cessation of Smoking. CURRENT ADDICTION REPORTS 2014; 1:53-60. [PMID: 27213132 PMCID: PMC4871621 DOI: 10.1007/s40429-013-0003-6] [Citation(s) in RCA: 98] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Smoking is still the leading cause of premature morbidity and mortality. This paper examines new research on gender differences and the epidemiology of smoking, smoking-related morbidity and mortality, and factors that affect smoking cessation. The rate of decline in the prevalence of smoking has been slowing, especially among adolescent girls. New research suggests that, compared with men, women may be more susceptible to smoking-related morbidity and mortality. Gender-related barriers to smoking cessation include weight gain, sex hormones, and mood. Furthermore, the sensory aspects of smoking may have more of an effect on smoking treatment for women than for men. We discuss new studies that examine smoking-cessation interventions that may be particularly beneficial for women, including exercise (as an adjunct intervention), very low nicotine content cigarettes, and a variety of pharmacotherapy. Further research is needed to identify and target the gender-specific needs of smokers.
Collapse
Affiliation(s)
- Alicia M Allen
- Department of Family Medicine and Community Health, Medical School, University of Minnesota, 717 Delaware Street SE, Room 422, Minneapolis, MN 55414, USA
| | - Cheryl Oncken
- Department of Medicine and Obstetrics and Gynecology, University of Connecticut School of Medicine, 263 Farmington, Farmington, CT 06030, USA,
| | - Dorothy Hatsukami
- Department of Psychiatry, Medical School, University of Minnesota, 717 Delaware Street SE, Room 256, Minneapolis, MN 55414, USA,
| |
Collapse
|
24
|
Shiffman S. Conceptualizing analyses of ecological momentary assessment data. Nicotine Tob Res 2013; 16 Suppl 2:S76-87. [PMID: 24323571 DOI: 10.1093/ntr/ntt195] [Citation(s) in RCA: 77] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Ecological momentary assessment (EMA) methods, which involve collection of real-time data in subjects' real-world environments, are particularly well suited to studying tobacco use. Analyzing EMA datasets can be challenging, as the datasets include a large and varied number of observations per subject and are relatively unstructured. This paper suggests that time is typically a key organizing principle in EMA data and that conceptualizing the data as a timeline of events, behaviors, and experiences can help define analytic approaches. EMA datasets lend themselves to answering a diverse array of research questions, and the research question must drive how data are arranged for analysis, and the kinds of statistical models that are applied. This is illustrated this with brief examples of diverse analyses applied to answer different questions from an EMA study of tobacco use and relapse.
Collapse
Affiliation(s)
- Saul Shiffman
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA
| |
Collapse
|
25
|
Sex differences in cocaine/heroin users: drug-use triggers and craving in daily life. Drug Alcohol Depend 2013; 132:29-37. [PMID: 23357742 PMCID: PMC3664120 DOI: 10.1016/j.drugalcdep.2012.12.025] [Citation(s) in RCA: 107] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2012] [Revised: 12/21/2012] [Accepted: 12/22/2012] [Indexed: 11/22/2022]
Abstract
BACKGROUND Studies of sex differences have shown that men and women with drug-use disorders differ in course and outcome and in cue-induced activation of putative brain "control network" areas. We evaluated sex differences in daily functioning and subjective events related to drug use with ecological momentary assessment (EMA). METHODS EMA data were collected from cocaine- and heroin-using outpatients (72 men; 42 women) in methadone maintenance in 2-5 randomly prompted (RP) entries per day and in participant-initiated entries for heroin or cocaine use or craving, for up to 25 weeks. Urine drug screens were conducted three times weekly. Data were analyzed via repeated-measures logistic regression, using sex as a predictor of responses. RESULTS In RP reports, women and men reported significantly different patterns of drug-cue exposure, with women significantly more likely to report having seen cocaine or been tempted to use in the past hour. Women also had higher craving after past-hour exposure to drug cues. In reports of drug use, women, compared to men, were more likely to report that they had used more cocaine than they had meant to, tended to feel guilty more often after drug use, and to have used despite trying not to use. CONCLUSIONS These findings provide real-time behavioral evidence that women respond differently than men to exposure to drug cues and to drug use, consistent with laboratory and brain-imaging findings. This information may be useful for development of sex-specific treatment strategies.
Collapse
|
26
|
Piasecki TM, Trela CJ, Hedeker D, Mermelstein RJ. Smoking antecedents: separating between- and within-person effects of tobacco dependence in a multiwave ecological momentary assessment investigation of adolescent smoking. Nicotine Tob Res 2013; 16 Suppl 2:S119-26. [PMID: 23990475 DOI: 10.1093/ntr/ntt132] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
INTRODUCTION Ecological momentary assessment (EMA) investigations have shown that the antecedents of smoking vary with individual differences in tobacco dependence. This has been interpreted as indicating that the transition to dependence is characterized by an erosion of external stimulus control over smoking. Rigorously testing this requires collecting multiple waves of EMA data, which permits separation of the influence of between- and within-person tobacco dependence variation in multilevel models. METHODS Adolescents (n = 313, 9th or 10th grade at baseline) participated in up to 4 waves of week-long EMA assessment over the course of 2 years as part of a larger longitudinal, observational study. At each wave, participants recorded contextual features and subjective states in response to prompted diary assessments and when smoking. They completed a youth-specific form of the Nicotine Dependence Syndrome Scale at each wave. RESULTS In cross-sectional multilevel analyses, smoking was less contingent on alcohol/drug use and was more common at home and in the morning for adolescents with higher levels of dependence. Multiwave analyses demonstrated that these effects were largely attributable to between-person variation in dependence, although parameter estimates for intraindividual dependence × antecedent effects tended to be in the predicted direction. DISCUSSION Findings provided partial support for the contention that the antecedents of smoking shift as an individual progresses to higher levels of dependence. Distinctive choices concerning smoking settings also appear to reflect between-person differences in propensity to dependence. More generally, the findings illustrate the value of using multilevel modeling and repeated EMA assessments to investigate the correlates of tobacco dependence at different levels of analysis.
Collapse
Affiliation(s)
- Thomas M Piasecki
- Department of Psychological Sciences, University of Missouri, Columbia, MO
| | | | | | | |
Collapse
|
27
|
Loh WY, Piper ME, Schlam TR, Fiore MC, Smith SS, Jorenby DE, Cook JW, Bolt DM, Baker TB. Should all smokers use combination smoking cessation pharmacotherapy? Using novel analytic methods to detect differential treatment effects over 8 weeks of pharmacotherapy. Nicotine Tob Res 2012; 14:131-41. [PMID: 22180577 PMCID: PMC3265742 DOI: 10.1093/ntr/ntr147] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2011] [Accepted: 06/09/2011] [Indexed: 12/18/2022]
Abstract
INTRODUCTION Combination pharmacotherapy for smoking cessation has been shown to be more effective than monotherapy in meta-analyses. We address the question of whether combination pharmacotherapy should be used routinely with smokers or if some types of smokers show little or no benefit from combination pharmacotherapy versus monotherapy. METHODS Two smoking cessation trials were conducted using the same assessments and medications (bupropion, nicotine lozenge, nicotine patch, bupropion + lozenge, and patch + lozenge). Participants were smokers presenting either to primary care clinics in southeastern Wisconsin for medical treatment (Effectiveness trial, N = 1,346) or volunteering for smoking cessation treatment at smoking cessation clinics in Madison and Milwaukee, WI (Efficacy trial, N = 1,504). For each trial, decision tree analyses identified variables predicting outcome from combination pharmacotherapy versus monotherapy at the end of treatment (smoking 8 weeks after the target quit day). RESULTS All smokers tended to benefit from combination pharmacotherapy except those low in nicotine dependence (longer latency to smoke in the morning as per item 1 of the Fagerström Test of Nicotine Dependence) who also lived with a spouse or partner who smoked. CONCLUSIONS Combination pharmacotherapy was generally more effective than monotherapy among smokers, but one group of smokers, those who were low in nicotine dependence and who lived with a smoking spouse, did not show greater benefit from using combination pharmacotherapy. Use of monotherapy with these smokers might be justified considering the expense and side effects of combination pharmacotherapy.
Collapse
Affiliation(s)
- Wei-Yin Loh
- Department of Statistics, University of Wisconsin, Madison, WI
| | - Megan E. Piper
- Center for Tobacco Research and Intervention, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI
| | - Tanya R. Schlam
- Center for Tobacco Research and Intervention, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI
| | - Michael C. Fiore
- Center for Tobacco Research and Intervention, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI
| | - Stevens S. Smith
- Center for Tobacco Research and Intervention, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI
| | - Douglas E. Jorenby
- Center for Tobacco Research and Intervention, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI
| | - Jessica W. Cook
- Center for Tobacco Research and Intervention, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI
| | - Daniel M. Bolt
- Center for Tobacco Research and Intervention, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI
- Department of Educational Psychology, University of Wisconsin School of Medicine and Public Health, Madison, WI
| | - Timothy B. Baker
- Center for Tobacco Research and Intervention, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI
| |
Collapse
|