Skip to main content
Top
Published in: BMC Public Health 1/2019

Open Access 01-12-2019 | Research article

Daily stress as link between disadvantage and smoking: an ecological momentary assessment study

Authors: Tina Jahnel, Stuart G. Ferguson, Saul Shiffman, Benjamin Schüz

Published in: BMC Public Health | Issue 1/2019

Login to get access

Abstract

Background

There is a well-established social gradient in smoking, but little is known about the underlying behavioral mechanisms. Here, we take a social-ecological perspective by examining daily stress experience as a process linking social disadvantage to smoking behavior.

Method

A sample of 194 daily smokers, who were not attempting to quit, recorded their smoking and information about situational and contextual factors for three weeks using an electronic diary. We tested whether socioeconomic disadvantage (indicated by educational attainment, income and race) exerts indirect effects on smoking (cigarettes per day) via daily stress. Stress experience was assessed at the end of each day using Ecological Momentary Assessment methods. Data were analyzed using random effects regression with a lower-level (2-1-1) mediation model.

Results

On the within-person level lower educated and African American smokers reported significantly more daily stress across the monitoring period, which in turn was associated with more smoking. This resulted in a small significant indirect effect of daily stress experience on social disadvantage and smoking when using education and race as indicator for social disadvantage. No such effects were found when for income as indicator for social disadvantage.

Conclusion

These findings highlight the potential for future studies investigating behavioral mechanisms underlying smoking disparities. Such information would aid in the development and improvement of interventions to reduce social inequality in smoking rates and smoking rates in general.
Literature
1.
go back to reference Fidler JA, Jarvis MJ, Mindell J, West R. Nicotine intake in cigarette smokers in England: distribution and demographic correlates. Cancer Epidemiol Biomark Prev. 2008;17:3331–6.CrossRef Fidler JA, Jarvis MJ, Mindell J, West R. Nicotine intake in cigarette smokers in England: distribution and demographic correlates. Cancer Epidemiol Biomark Prev. 2008;17:3331–6.CrossRef
2.
go back to reference Hiscock R, Bauld L, Amos A, Fidler JA, Munafo M. Socioeconomic status and smoking: a review. Ann N Y Acad Sci. 2012;1248:107–23.CrossRef Hiscock R, Bauld L, Amos A, Fidler JA, Munafo M. Socioeconomic status and smoking: a review. Ann N Y Acad Sci. 2012;1248:107–23.CrossRef
4.
go back to reference Gregoraci G, van Lenthe FJ, Artnik B, et al. Contribution of smoking to socioeconomic inequalities in mortality: a study of 14 European countries, 1990–2004. Tob Control. 2017;26:260–8.CrossRef Gregoraci G, van Lenthe FJ, Artnik B, et al. Contribution of smoking to socioeconomic inequalities in mortality: a study of 14 European countries, 1990–2004. Tob Control. 2017;26:260–8.CrossRef
5.
go back to reference Van der Heyden JHA, Schaap MM, Kunst AE, et al. Socioeconomic inequalities in lung cancer mortality in 16 European populations. Lung Cancer. 2009;63:322–30.CrossRef Van der Heyden JHA, Schaap MM, Kunst AE, et al. Socioeconomic inequalities in lung cancer mortality in 16 European populations. Lung Cancer. 2009;63:322–30.CrossRef
6.
go back to reference De Lew N, Weinick RM. An overview: eliminating racial, ethnic, and SES disparities in health care. Health Care Financ Rev. 2000;21:1–7.PubMedPubMedCentral De Lew N, Weinick RM. An overview: eliminating racial, ethnic, and SES disparities in health care. Health Care Financ Rev. 2000;21:1–7.PubMedPubMedCentral
7.
go back to reference Poland B, Frohlich K, Haines RJ, et al. The social context of smoking: the next frontier in tobacco control? Tob Control. 2006;15:59–63.CrossRef Poland B, Frohlich K, Haines RJ, et al. The social context of smoking: the next frontier in tobacco control? Tob Control. 2006;15:59–63.CrossRef
8.
go back to reference Harwood GA, Salsberry P, Ferketich AK, Wewers ME. Cigarette smoking, socioeconomic status, and psychosocial factors: examining a conceptual framework. Public Health Nurs. 2007;24:361–71.CrossRef Harwood GA, Salsberry P, Ferketich AK, Wewers ME. Cigarette smoking, socioeconomic status, and psychosocial factors: examining a conceptual framework. Public Health Nurs. 2007;24:361–71.CrossRef
9.
go back to reference Cohen S, Janicki-Deverts D. Who's Stressed? Distributions of Psychological Stress in the United States in Probability Samples from 1983, 2006, and 20091. J Appl Soc Psychol. 2012;42:1320–34.CrossRef Cohen S, Janicki-Deverts D. Who's Stressed? Distributions of Psychological Stress in the United States in Probability Samples from 1983, 2006, and 20091. J Appl Soc Psychol. 2012;42:1320–34.CrossRef
10.
go back to reference Mulder BC, de Bruin M, Schreurs H, van Ameijden EJ, van Woerkum CM. Stressors and resources mediate the association of socioeconomic position with health behaviours. BMC Public Health. 2011;11:798.CrossRef Mulder BC, de Bruin M, Schreurs H, van Ameijden EJ, van Woerkum CM. Stressors and resources mediate the association of socioeconomic position with health behaviours. BMC Public Health. 2011;11:798.CrossRef
11.
go back to reference Adler NE, Snibbe AC. The role of psychosocial processes in explaining the gradient between socioeconomic status and health. Curr Dir Psychol Sci. 2003;12:119–23.CrossRef Adler NE, Snibbe AC. The role of psychosocial processes in explaining the gradient between socioeconomic status and health. Curr Dir Psychol Sci. 2003;12:119–23.CrossRef
12.
go back to reference Carr D, Umberson D. The social psychology of stress, health, and coping. In: DeLamater J, Ward A, editors. Handbooks of sociology and social research. Handbook of social psychology (pp. 465-487). New York: Springer Science + Business Media; 2013.CrossRef Carr D, Umberson D. The social psychology of stress, health, and coping. In: DeLamater J, Ward A, editors. Handbooks of sociology and social research. Handbook of social psychology (pp. 465-487). New York: Springer Science + Business Media; 2013.CrossRef
13.
go back to reference De Vogli R, Santinello M. Unemployment and smoking: does psychosocial stress matter? Tob Control. 2005;14:389–95.CrossRef De Vogli R, Santinello M. Unemployment and smoking: does psychosocial stress matter? Tob Control. 2005;14:389–95.CrossRef
14.
go back to reference Kaplan SA, Madden VP, Mijanovich T, Purcaro E. The perception of stress and its impact on health in poor communities. J Community Health. 2013;38:142–9.CrossRef Kaplan SA, Madden VP, Mijanovich T, Purcaro E. The perception of stress and its impact on health in poor communities. J Community Health. 2013;38:142–9.CrossRef
15.
go back to reference Hajek P, Taylor T, McRobbie H. The effect of stopping smoking on perceived stress levels. Addiction. 2010;105:1466–71.CrossRef Hajek P, Taylor T, McRobbie H. The effect of stopping smoking on perceived stress levels. Addiction. 2010;105:1466–71.CrossRef
16.
go back to reference Park CL, Iacocca MO. A stress and coping perspective on health behaviors: theoretical and methodological considerations. Anxiety Stress Coping. 2014;27:123–37.CrossRef Park CL, Iacocca MO. A stress and coping perspective on health behaviors: theoretical and methodological considerations. Anxiety Stress Coping. 2014;27:123–37.CrossRef
17.
go back to reference Bandiera FC, Atem F, Ma P, Businelle MS, Kendzor DE. Post-quit stress mediates the relation between social support and smoking cessation among socioeconomically disadvantaged adults. Drug Alcohol Depend. 2016;163:71–6.CrossRef Bandiera FC, Atem F, Ma P, Businelle MS, Kendzor DE. Post-quit stress mediates the relation between social support and smoking cessation among socioeconomically disadvantaged adults. Drug Alcohol Depend. 2016;163:71–6.CrossRef
18.
go back to reference Pearlin LI, Schieman S, Fazio EM, Meersman SC. Stress, health, and the life course: some conceptual perspectives. J Health Soc Behav. 2005;46:205–19.CrossRef Pearlin LI, Schieman S, Fazio EM, Meersman SC. Stress, health, and the life course: some conceptual perspectives. J Health Soc Behav. 2005;46:205–19.CrossRef
19.
go back to reference Grzywacz JG, Almeida DM, Neupert SD, Ettner SL. Socioeconomic status and health: a micro-level analysis of exposure and vulnerability to daily stressors. J Health Soc Behav. 2004;45:1–16.CrossRef Grzywacz JG, Almeida DM, Neupert SD, Ettner SL. Socioeconomic status and health: a micro-level analysis of exposure and vulnerability to daily stressors. J Health Soc Behav. 2004;45:1–16.CrossRef
20.
go back to reference Todd M. Daily processes in stress and smoking: effects of negative events, nicotine dependence, and gender. Psychol Addict Behav. 2004;18:31–9.CrossRef Todd M. Daily processes in stress and smoking: effects of negative events, nicotine dependence, and gender. Psychol Addict Behav. 2004;18:31–9.CrossRef
21.
go back to reference Slopen N, Kontos EZ, Ryff CD, et al. Psychosocial stress and cigarette smoking persistence, cessation, and relapse over 9-10 years: a prospective study of middle-aged adults in the United States. Cancer Causes Control. 2013;24:1849–63.CrossRef Slopen N, Kontos EZ, Ryff CD, et al. Psychosocial stress and cigarette smoking persistence, cessation, and relapse over 9-10 years: a prospective study of middle-aged adults in the United States. Cancer Causes Control. 2013;24:1849–63.CrossRef
22.
go back to reference Jorm AF, Rodgers PA, Christensen H, Henderson S, Korten AE. Smoking and mental health: results from a community survey. Med J Aust. 1999;170:74–7.CrossRef Jorm AF, Rodgers PA, Christensen H, Henderson S, Korten AE. Smoking and mental health: results from a community survey. Med J Aust. 1999;170:74–7.CrossRef
23.
go back to reference Vollrath M. Smoking, coping and health behavior among university students. Psychol Health. 1998;13:431–41.CrossRef Vollrath M. Smoking, coping and health behavior among university students. Psychol Health. 1998;13:431–41.CrossRef
24.
go back to reference Kassel JD, Stroud LR, Paronis CA. Smoking, stress, and negative affect: correlation, causation, and context across stages of smoking. Psychol Bull. 2003;129:270–304.CrossRef Kassel JD, Stroud LR, Paronis CA. Smoking, stress, and negative affect: correlation, causation, and context across stages of smoking. Psychol Bull. 2003;129:270–304.CrossRef
27.
go back to reference Schüz B. Socio-economic status and theories of health behaviour: time to upgrade a control variable. Br J Health Psychol. 2017;22:1–7.CrossRef Schüz B. Socio-economic status and theories of health behaviour: time to upgrade a control variable. Br J Health Psychol. 2017;22:1–7.CrossRef
28.
go back to reference Elo IT, Preston SH. Educational differences in mortality: United States, 1979-85. Soc Sci Med. 1996;42:47–57.CrossRef Elo IT, Preston SH. Educational differences in mortality: United States, 1979-85. Soc Sci Med. 1996;42:47–57.CrossRef
29.
go back to reference Ross CE, Wu CL. The links between education and health. Am Sociol Rev. 1995;60:719–45.CrossRef Ross CE, Wu CL. The links between education and health. Am Sociol Rev. 1995;60:719–45.CrossRef
30.
go back to reference Businelle MS, Kendzor DE, Costello TJ, et al. Light versus heavy smoking among African American men and women. Addict Behav. 2009;34:197–203.CrossRef Businelle MS, Kendzor DE, Costello TJ, et al. Light versus heavy smoking among African American men and women. Addict Behav. 2009;34:197–203.CrossRef
31.
go back to reference Slopen N, Dutra LM, Williams DR, et al. Psychosocial stressors and cigarette smoking among African American adults in midlife. Nicotine Tob Res. 2012;14:1161–9.CrossRef Slopen N, Dutra LM, Williams DR, et al. Psychosocial stressors and cigarette smoking among African American adults in midlife. Nicotine Tob Res. 2012;14:1161–9.CrossRef
32.
go back to reference Hill LK, Hoggard LS, Richmond AS, et al. Examining the association between perceived discrimination and heart rate variability in African Americans. Cultur Divers Ethnic Minor Psychol. 2017;23:5–14.CrossRef Hill LK, Hoggard LS, Richmond AS, et al. Examining the association between perceived discrimination and heart rate variability in African Americans. Cultur Divers Ethnic Minor Psychol. 2017;23:5–14.CrossRef
33.
go back to reference Shiffman S, Dunbar MS, Ferguson SG. Stimulus control in intermittent and daily smokers. Psychol Addict Behav. 2015;29:847–55.CrossRef Shiffman S, Dunbar MS, Ferguson SG. Stimulus control in intermittent and daily smokers. Psychol Addict Behav. 2015;29:847–55.CrossRef
34.
go back to reference Krull JL, MacKinnon DP. Multilevel modeling of individual and group level mediated effects. Multivar Behav Res. 2001;36:249–77.CrossRef Krull JL, MacKinnon DP. Multilevel modeling of individual and group level mediated effects. Multivar Behav Res. 2001;36:249–77.CrossRef
35.
go back to reference Preacher KJ, Zyphur MJ, Zhang Z. A general multilevel SEM framework for assessing multilevel mediation. Am Psychol Assoc. 2010;15:209–33. Preacher KJ, Zyphur MJ, Zhang Z. A general multilevel SEM framework for assessing multilevel mediation. Am Psychol Assoc. 2010;15:209–33.
36.
go back to reference Muthén LK, Muthén BO. MPlus User’s Guide. 7th ed. Los Angeles: Muthén & Muthén; 2012. Muthén LK, Muthén BO. MPlus User’s Guide. 7th ed. Los Angeles: Muthén & Muthén; 2012.
38.
go back to reference Benowitz NL, Pomerleau OF, Pomerleau CS, Jacob P 3rd. Nicotine metabolite ratio as a predictor of cigarette consumption. Nicotine Tob Res. 2003;5(5):621–4 6DCURVYMPL1C6UQ5.CrossRef Benowitz NL, Pomerleau OF, Pomerleau CS, Jacob P 3rd. Nicotine metabolite ratio as a predictor of cigarette consumption. Nicotine Tob Res. 2003;5(5):621–4 6DCURVYMPL1C6UQ5.CrossRef
39.
go back to reference Algren MH, Ekholm O, Nielsen L, et al. Associations between perceived stress, socioeconomic status, and health-risk behaviour in deprived neighbourhoods in Denmark: a cross-sectional study. BMC Public Health. 2018;18:250.CrossRef Algren MH, Ekholm O, Nielsen L, et al. Associations between perceived stress, socioeconomic status, and health-risk behaviour in deprived neighbourhoods in Denmark: a cross-sectional study. BMC Public Health. 2018;18:250.CrossRef
40.
go back to reference Almeida DM, Neupert SD, Banks SR, Serido J. Do daily stress processes account for socioeconomic health disparities? J Gerontol Series B. 2005;60B:34–9.CrossRef Almeida DM, Neupert SD, Banks SR, Serido J. Do daily stress processes account for socioeconomic health disparities? J Gerontol Series B. 2005;60B:34–9.CrossRef
41.
go back to reference Littman AJ, White E, Satia JA, Bowen DJ, Kristal AR. Reliability and validity of 2 single-item measures of psychosocial stress. Epidemiology. 2006;17:398–403.CrossRef Littman AJ, White E, Satia JA, Bowen DJ, Kristal AR. Reliability and validity of 2 single-item measures of psychosocial stress. Epidemiology. 2006;17:398–403.CrossRef
42.
go back to reference Jones M, Taylor A, Liao Y, Intille SS, Dunton GF. Real-time subjective assessment of psychological stress: associations with objectively-measured physical activity levels. Psychol Sport Exerc. 2017;31:79–87.CrossRef Jones M, Taylor A, Liao Y, Intille SS, Dunton GF. Real-time subjective assessment of psychological stress: associations with objectively-measured physical activity levels. Psychol Sport Exerc. 2017;31:79–87.CrossRef
43.
go back to reference Galobardes B, Shaw M, Lawlor DA, Lynch JW, Davey Smith G. Indicators of socioeconomic position (part 1). J Epidemiol Community Health. 2006;60:7–12.CrossRef Galobardes B, Shaw M, Lawlor DA, Lynch JW, Davey Smith G. Indicators of socioeconomic position (part 1). J Epidemiol Community Health. 2006;60:7–12.CrossRef
44.
go back to reference Parrott AC. Does cigarette smoking cause stress? Am Psychol. 1999;54:817–20.CrossRef Parrott AC. Does cigarette smoking cause stress? Am Psychol. 1999;54:817–20.CrossRef
45.
go back to reference Siahpush M, Borland R, Yong HH. Sociodemographic and psychosocial correlates of smoking-induced deprivation and its effect on quitting: findings from the International Tobacco Control Policy Evaluation Survey. Tob Control. 2007;16:e2.CrossRef Siahpush M, Borland R, Yong HH. Sociodemographic and psychosocial correlates of smoking-induced deprivation and its effect on quitting: findings from the International Tobacco Control Policy Evaluation Survey. Tob Control. 2007;16:e2.CrossRef
46.
go back to reference Childs E, de Wit H. Effects of acute psychosocial stress on cigarette craving and smoking. Nicotine Tob Res. 2010;12:449–53.CrossRef Childs E, de Wit H. Effects of acute psychosocial stress on cigarette craving and smoking. Nicotine Tob Res. 2010;12:449–53.CrossRef
47.
go back to reference McKee SA, Sinha R, Weinberger AH, et al. Stress decreases the ability to resist smoking and potentiates smoking intensity and reward. J Psychopharmacol. 2011;25:490–502.CrossRef McKee SA, Sinha R, Weinberger AH, et al. Stress decreases the ability to resist smoking and potentiates smoking intensity and reward. J Psychopharmacol. 2011;25:490–502.CrossRef
48.
go back to reference Hufford MR, Shields AL, Shiffman S, Paty J, Balabanis M. Reactivity to ecological momentary assessment: an example using undergraduate problem drinkers. Psychol Addict Behav. 2002;16:205–11.CrossRef Hufford MR, Shields AL, Shiffman S, Paty J, Balabanis M. Reactivity to ecological momentary assessment: an example using undergraduate problem drinkers. Psychol Addict Behav. 2002;16:205–11.CrossRef
49.
go back to reference Rowan PJ, Cofta-Woerpel L, Mazas CA, et al. Evaluating reactivity to ecological momentary assessment during smoking cessation. Exp Clin Psychopathol. 2007;15:382–9.CrossRef Rowan PJ, Cofta-Woerpel L, Mazas CA, et al. Evaluating reactivity to ecological momentary assessment during smoking cessation. Exp Clin Psychopathol. 2007;15:382–9.CrossRef
50.
go back to reference Schwarz N. Retrospective and concurrent self-reports: the rationale for real-time data capture. In: Stone AA, Shiffman S, Atienza A, Nebeling L, editors. The science of real-time data capture: self-reports in health research. New York: Oxford University Press; 2007. p. 11–26. Schwarz N. Retrospective and concurrent self-reports: the rationale for real-time data capture. In: Stone AA, Shiffman S, Atienza A, Nebeling L, editors. The science of real-time data capture: self-reports in health research. New York: Oxford University Press; 2007. p. 11–26.
51.
go back to reference Jahnel T, Ferguson SG, Shiffman S, Thrul J, Schüz B. Momentary smoking context as a mediator of the relationship between SES and smoking. Addict Behav. 2018;83:136–41.CrossRef Jahnel T, Ferguson SG, Shiffman S, Thrul J, Schüz B. Momentary smoking context as a mediator of the relationship between SES and smoking. Addict Behav. 2018;83:136–41.CrossRef
52.
go back to reference Burns RJ, Rothman AJ, Fu SS, Lindgren B, Joseph AM. The relation between social support and smoking cessation: revisiting an established measure to improve prediction. Ann Behav Med. 2014;47:369–75.CrossRef Burns RJ, Rothman AJ, Fu SS, Lindgren B, Joseph AM. The relation between social support and smoking cessation: revisiting an established measure to improve prediction. Ann Behav Med. 2014;47:369–75.CrossRef
53.
go back to reference Creswell KG, Cheng Y, Levine MD. A test of the stress-buffering model of social support in smoking cessation: is the relationship between social support and time to relapse mediated by reduced withdrawal symptoms? Nicotine Tob Res. 2015;17:566–71.CrossRef Creswell KG, Cheng Y, Levine MD. A test of the stress-buffering model of social support in smoking cessation: is the relationship between social support and time to relapse mediated by reduced withdrawal symptoms? Nicotine Tob Res. 2015;17:566–71.CrossRef
Metadata
Title
Daily stress as link between disadvantage and smoking: an ecological momentary assessment study
Authors
Tina Jahnel
Stuart G. Ferguson
Saul Shiffman
Benjamin Schüz
Publication date
01-12-2019
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2019
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-019-7631-2

Other articles of this Issue 1/2019

BMC Public Health 1/2019 Go to the issue