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Erschienen in: International Journal of Behavioral Medicine 2/2014

01.04.2014

Stochastic Variability in Stress, Sleep Duration, and Sleep Quality Across the Distribution of Body Mass Index: Insights from Quantile Regression

verfasst von: Tse-Chuan Yang, Stephen A. Matthews, Vivian Y.-J. Chen

Erschienen in: International Journal of Behavioral Medicine | Ausgabe 2/2014

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Abstract

Background

Obesity has become a problem in the USA and identifying modifiable factors at the individual level may help to address this public health concern. A burgeoning literature has suggested that sleep and stress may be associated with obesity; however, little is know about whether these two factors moderate each other and even less is known about whether their impacts on obesity differ by gender.

Purpose

This study investigates whether sleep and stress are associated with body mass index (BMI) respectively, explores whether the combination of stress and sleep is also related to BMI, and demonstrates how these associations vary across the distribution of BMI values.

Methods

We analyze the data from 3,318 men and 6,689 women in the Philadelphia area using quantile regression (QR) to evaluate the relationships between sleep, stress, and obesity by gender.

Results

Our substantive findings include: (1) high and/or extreme stress were related to roughly an increase of 1.2 in BMI after accounting for other covariates; (2) the pathways linking sleep and BMI differed by gender, with BMI for men increasing by 0.77–1 units with reduced sleep duration and BMI for women declining by 0.12 unit with 1 unit increase in sleep quality; (3) stress- and sleep-related variables were confounded, but there was little evidence for moderation between these two; (4) the QR results demonstrate that the association between high and/or extreme stress to BMI varied stochastically across the distribution of BMI values, with an upward trend, suggesting that stress played a more important role among adults with higher BMI (i.e., BMI > 26 for both genders); and (5) the QR plots of sleep-related variables show similar patterns, with stronger effects on BMI at the upper end of BMI distribution.

Conclusions

Our findings suggested that sleep and stress were two seemingly independent predictors for BMI and their relationships with BMI were not constant across the BMI distribution.
Literatur
1.
Zurück zum Zitat Vgontzas AN et al. Obesity and self-reported short sleep duration: a marker of sleep complaints and chronic psychosocial stress. Sleep Med Clin. 2009;4(1):65–75.CrossRef Vgontzas AN et al. Obesity and self-reported short sleep duration: a marker of sleep complaints and chronic psychosocial stress. Sleep Med Clin. 2009;4(1):65–75.CrossRef
2.
Zurück zum Zitat Vgontzas AN et al. Short sleep duration and obesity: the role of emotional stress and sleep disturbances. Int J Obes. 2008;32(5):801–9.CrossRef Vgontzas AN et al. Short sleep duration and obesity: the role of emotional stress and sleep disturbances. Int J Obes. 2008;32(5):801–9.CrossRef
3.
Zurück zum Zitat Schulz A et al. Do neighborhood economic characteristics, racial composition, and residential stability predict perceptions of stress associated with the physical and social environment? Findings from a multilevel analysis in Detroit. J Urban Health. 2008;85(5):642–61.PubMedCentralPubMedCrossRef Schulz A et al. Do neighborhood economic characteristics, racial composition, and residential stability predict perceptions of stress associated with the physical and social environment? Findings from a multilevel analysis in Detroit. J Urban Health. 2008;85(5):642–61.PubMedCentralPubMedCrossRef
4.
Zurück zum Zitat Kawada T, Inagaki H, Suzuki S. Sleep duration and body mass index. Sleep Med. 2008;9(7):808–8.PubMedCrossRef Kawada T, Inagaki H, Suzuki S. Sleep duration and body mass index. Sleep Med. 2008;9(7):808–8.PubMedCrossRef
6.
Zurück zum Zitat Fortunato VJ, Harsh J. Stress and sleep quality: the moderating role of negative affectivity. Personal Individ Differ. 2006;41(5):825–36.CrossRef Fortunato VJ, Harsh J. Stress and sleep quality: the moderating role of negative affectivity. Personal Individ Differ. 2006;41(5):825–36.CrossRef
7.
Zurück zum Zitat Knudsen HK, Ducharme LJ, Roman PM. Job stress and poor sleep quality: data from an American sample of full-time workers. Soc Sci Med. 2007;64(10):1997–2007.PubMedCentralPubMedCrossRef Knudsen HK, Ducharme LJ, Roman PM. Job stress and poor sleep quality: data from an American sample of full-time workers. Soc Sci Med. 2007;64(10):1997–2007.PubMedCentralPubMedCrossRef
8.
Zurück zum Zitat Utsugi M et al. Relationships of occupational stress to insomnia and short sleep in Japanese workers. Sleep. 2005;28(6):728–35.PubMed Utsugi M et al. Relationships of occupational stress to insomnia and short sleep in Japanese workers. Sleep. 2005;28(6):728–35.PubMed
9.
Zurück zum Zitat Gangwisch JE et al. Inadequate sleep as a risk factor for obesity: analyses of the NHANES I. Sleep. 2005;28(10):1289–96.PubMed Gangwisch JE et al. Inadequate sleep as a risk factor for obesity: analyses of the NHANES I. Sleep. 2005;28(10):1289–96.PubMed
10.
Zurück zum Zitat Kohatsu ND et al. Sleep duration and body mass index in a rural population. Arch Intern Med. 2006;166(16):1701–5.PubMedCrossRef Kohatsu ND et al. Sleep duration and body mass index in a rural population. Arch Intern Med. 2006;166(16):1701–5.PubMedCrossRef
11.
Zurück zum Zitat Chen CM, Chang CK, Yeh CY. A quantile regression approach to re-investigate the relationship between sleep duration and body mass index in Taiwan. Int J Public Health. 2012;57:485–93.PubMedCrossRef Chen CM, Chang CK, Yeh CY. A quantile regression approach to re-investigate the relationship between sleep duration and body mass index in Taiwan. Int J Public Health. 2012;57:485–93.PubMedCrossRef
12.
Zurück zum Zitat Belasco E et al. Using quantile regression to measure the differential impact of economic and demographic variables on obesity. J Health Behav Public Health. 2012;2(2):35–45. Belasco E et al. Using quantile regression to measure the differential impact of economic and demographic variables on obesity. J Health Behav Public Health. 2012;2(2):35–45.
13.
Zurück zum Zitat Koenker R, Bassett G. Quantile regression. Econometrica. 1978;46(1):33–50.CrossRef Koenker R, Bassett G. Quantile regression. Econometrica. 1978;46(1):33–50.CrossRef
14.
Zurück zum Zitat Li Y, Graubard BI, Korn EL. Application of nonparametric quantile regression to body mass index percentile curves from survey data. Stat Med. 2010;29(5):558–72.PubMedCentralPubMed Li Y, Graubard BI, Korn EL. Application of nonparametric quantile regression to body mass index percentile curves from survey data. Stat Med. 2010;29(5):558–72.PubMedCentralPubMed
15.
Zurück zum Zitat Vgontzas AN, Bixler EO. Short sleep and obesity: are poor sleep, chronic stress, and unhealthy behaviors the link? Sleep. 2008;31(9):1203.PubMedCentralPubMed Vgontzas AN, Bixler EO. Short sleep and obesity: are poor sleep, chronic stress, and unhealthy behaviors the link? Sleep. 2008;31(9):1203.PubMedCentralPubMed
17.
Zurück zum Zitat Ãkerstedt T. Psychosocial stress and impaired sleep. Scand J Work Environ Heal. 2006;32(6):493–501.CrossRef Ãkerstedt T. Psychosocial stress and impaired sleep. Scand J Work Environ Heal. 2006;32(6):493–501.CrossRef
18.
Zurück zum Zitat Cohen S, Janicki-Deverts D, Miller GE. Psychological stress and disease. Jama-J Am Med Assoc. 2007;298:1685–7.CrossRef Cohen S, Janicki-Deverts D, Miller GE. Psychological stress and disease. Jama-J Am Med Assoc. 2007;298:1685–7.CrossRef
19.
Zurück zum Zitat Taheri S. The link between short sleep duration and obesity: we should recommend more sleep to prevent obesity. Arch Dis Child. 2006;91(11):881–4.PubMedCentralPubMedCrossRef Taheri S. The link between short sleep duration and obesity: we should recommend more sleep to prevent obesity. Arch Dis Child. 2006;91(11):881–4.PubMedCentralPubMedCrossRef
20.
Zurück zum Zitat PHMC, The 2008 Household Health Survey. 2008. PHMC, The 2008 Household Health Survey. 2008.
21.
Zurück zum Zitat Wang Y, Beydoun MA. The obesity epidemic in the United States—gender, age, socioeconomic, racial/ethnic, and geographic characteristics: a systematic review and meta-regression analysis. Epidemiol Rev. 2007;29:6–28.PubMedCrossRef Wang Y, Beydoun MA. The obesity epidemic in the United States—gender, age, socioeconomic, racial/ethnic, and geographic characteristics: a systematic review and meta-regression analysis. Epidemiol Rev. 2007;29:6–28.PubMedCrossRef
22.
Zurück zum Zitat Lawlor DA et al. Reverse causality and confounding and the associations of overweight and obesity with mortality. Obesity. 2006;14:2294–304.PubMedCrossRef Lawlor DA et al. Reverse causality and confounding and the associations of overweight and obesity with mortality. Obesity. 2006;14:2294–304.PubMedCrossRef
23.
Zurück zum Zitat Pi-Sunyer FX. The obesity epidemic: pathophysiology and consequences of obesity. Obes Res. 2002;10:97S–104S.PubMedCrossRef Pi-Sunyer FX. The obesity epidemic: pathophysiology and consequences of obesity. Obes Res. 2002;10:97S–104S.PubMedCrossRef
24.
Zurück zum Zitat Flegal KM et al. Prevalence and trends in obesity among US adults, 1999–2000. Jama-J Am Med Assoc. 2002;288(14):1723–7.CrossRef Flegal KM et al. Prevalence and trends in obesity among US adults, 1999–2000. Jama-J Am Med Assoc. 2002;288(14):1723–7.CrossRef
25.
Zurück zum Zitat Kripke DF et al. Mortality associated with sleep duration and insomnia. Arch Gen Psychiatry. 2002;59(2):131–6.PubMedCrossRef Kripke DF et al. Mortality associated with sleep duration and insomnia. Arch Gen Psychiatry. 2002;59(2):131–6.PubMedCrossRef
26.
Zurück zum Zitat Singh M et al. The association between obesity and short sleep duration: a population-based study. J Clin Sleep Med. 2005;1(4):357–63.PubMed Singh M et al. The association between obesity and short sleep duration: a population-based study. J Clin Sleep Med. 2005;1(4):357–63.PubMed
27.
Zurück zum Zitat Tamakoshi A, Ohno Y. Self-reported sleep duration as a predictor of all-cause mortality: results from the JACC Study, Japan. Sleep. 2004;27(1):51–4.PubMed Tamakoshi A, Ohno Y. Self-reported sleep duration as a predictor of all-cause mortality: results from the JACC Study, Japan. Sleep. 2004;27(1):51–4.PubMed
28.
Zurück zum Zitat Gorber SC, Tremblay MS. The bias in self-reported obesity from 1976 to 2005: a Canada–US comparison. Obesity. 2005;18(2):354–61.CrossRef Gorber SC, Tremblay MS. The bias in self-reported obesity from 1976 to 2005: a Canada–US comparison. Obesity. 2005;18(2):354–61.CrossRef
29.
Zurück zum Zitat Hao L, Naiman DQ, Regression Q. Quantile regression. Quantitative applications in the social sciences. Thousand Oaks CA: Sage Publication; 2007. Hao L, Naiman DQ, Regression Q. Quantile regression. Quantitative applications in the social sciences. Thousand Oaks CA: Sage Publication; 2007.
30.
Zurück zum Zitat Chou SY, Grossman M, Saffer H. An economic analysis of adult obesity: results from the Behavioral Risk Factor Surveillance System. J Heal Econ. 2004;23(3):565–87.CrossRef Chou SY, Grossman M, Saffer H. An economic analysis of adult obesity: results from the Behavioral Risk Factor Surveillance System. J Heal Econ. 2004;23(3):565–87.CrossRef
31.
Zurück zum Zitat Froom P et al. Smoking cessation and body mass index of occupationally active men: the Israeli CORDIS study. Am J Public Health. 1999;89(5):718–22.PubMedCentralPubMedCrossRef Froom P et al. Smoking cessation and body mass index of occupationally active men: the Israeli CORDIS study. Am J Public Health. 1999;89(5):718–22.PubMedCentralPubMedCrossRef
32.
Zurück zum Zitat Lazarus R. Theory-based stress measurement. Psychol Inq. 1990;1:3–13.CrossRef Lazarus R. Theory-based stress measurement. Psychol Inq. 1990;1:3–13.CrossRef
33.
Zurück zum Zitat Matthews SA, Yang T-C. Exploring the world of built and social neighborhood environments in moderating stress and health. Ann Behav Med. 2010;39:171–83.CrossRef Matthews SA, Yang T-C. Exploring the world of built and social neighborhood environments in moderating stress and health. Ann Behav Med. 2010;39:171–83.CrossRef
34.
Zurück zum Zitat Muller D, Judd C, Yzerbyt V. When moderation is mediated and mediation is moderated. J Personal Soc Psychol. 2005;89(6):852–63.CrossRef Muller D, Judd C, Yzerbyt V. When moderation is mediated and mediation is moderated. J Personal Soc Psychol. 2005;89(6):852–63.CrossRef
35.
Zurück zum Zitat Koenker R, Hallock KF. Quantile regression. J Econ Perspect. 2001;15(4):143–56.CrossRef Koenker R, Hallock KF. Quantile regression. J Econ Perspect. 2001;15(4):143–56.CrossRef
36.
Zurück zum Zitat Koenker R, Dorey V. A remark on Algorithm AS-229—computing dual regression quantiles and regression rank scores. Appl Stat-J R Stat Soc Ser C. 1994;43(2):410–4. Koenker R, Dorey V. A remark on Algorithm AS-229—computing dual regression quantiles and regression rank scores. Appl Stat-J R Stat Soc Ser C. 1994;43(2):410–4.
37.
Zurück zum Zitat Centers for Disease Control and Prevention, Behavioral Risk Factor Surveillance System Survey Data. 2008, Department of Health and Human Services, Atlanta, GA. Centers for Disease Control and Prevention, Behavioral Risk Factor Surveillance System Survey Data. 2008, Department of Health and Human Services, Atlanta, GA.
38.
Zurück zum Zitat Shields M. Stress, health and the benefit of social support. Health Rep. 2004;15:9–38.PubMed Shields M. Stress, health and the benefit of social support. Health Rep. 2004;15:9–38.PubMed
39.
Zurück zum Zitat Irwin MR, Cole JC, Nicassio PM. Comparative meta-analysis of behavioral interventions for insomnia and their efficacy in middle-aged adults and in older adults 55 + years of age. Heal Psychol. 2006;25(1):3–14.CrossRef Irwin MR, Cole JC, Nicassio PM. Comparative meta-analysis of behavioral interventions for insomnia and their efficacy in middle-aged adults and in older adults 55 + years of age. Heal Psychol. 2006;25(1):3–14.CrossRef
40.
Zurück zum Zitat Li FZ et al. Tai chi and self-rated quality of sleep and daytime sleepiness in older adults: a randomized controlled trial. J Am Geriatr Soc. 2004;52(6):892–900.PubMedCrossRef Li FZ et al. Tai chi and self-rated quality of sleep and daytime sleepiness in older adults: a randomized controlled trial. J Am Geriatr Soc. 2004;52(6):892–900.PubMedCrossRef
41.
Zurück zum Zitat Chernozhukov V, Hansen C. Instrumental variable quantile regression: a robust inference approach. J Econ. 2008;142(1):379–98.CrossRef Chernozhukov V, Hansen C. Instrumental variable quantile regression: a robust inference approach. J Econ. 2008;142(1):379–98.CrossRef
42.
Zurück zum Zitat Chernozhukov V, Hansen C, Jansson M. Inference approaches for instrumental variable quantile regression. Econ Lett. 2007;95(2):272–7.CrossRef Chernozhukov V, Hansen C, Jansson M. Inference approaches for instrumental variable quantile regression. Econ Lett. 2007;95(2):272–7.CrossRef
43.
Zurück zum Zitat Chernozhukov V, Hansen C. Instrumental quantile regression inference for structural and treatment effect models. J Econ. 2006;132(2):491–525.CrossRef Chernozhukov V, Hansen C. Instrumental quantile regression inference for structural and treatment effect models. J Econ. 2006;132(2):491–525.CrossRef
45.
Zurück zum Zitat Kelly T et al. Global burden of obesity in 2005 and projections to 2030. Int J Obes. 2008;32(9):1431–7.CrossRef Kelly T et al. Global burden of obesity in 2005 and projections to 2030. Int J Obes. 2008;32(9):1431–7.CrossRef
46.
Zurück zum Zitat Matthews SA, Moudon AV, Daniel M. Work group II: using geographic information systems for enhancing research relevant to policy on diet, physical activity, and weight. Am J Prev Med. 2009;36(4):S171–6.PubMedCrossRef Matthews SA, Moudon AV, Daniel M. Work group II: using geographic information systems for enhancing research relevant to policy on diet, physical activity, and weight. Am J Prev Med. 2009;36(4):S171–6.PubMedCrossRef
47.
Zurück zum Zitat Oakes JM, Masse LC, Messer LC. Work group III: methodologic issues in research on the food and physical activity environments addressing data complexity. Am J Prev Med. 2009;36(4):S177–81.PubMedCrossRef Oakes JM, Masse LC, Messer LC. Work group III: methodologic issues in research on the food and physical activity environments addressing data complexity. Am J Prev Med. 2009;36(4):S177–81.PubMedCrossRef
Metadaten
Titel
Stochastic Variability in Stress, Sleep Duration, and Sleep Quality Across the Distribution of Body Mass Index: Insights from Quantile Regression
verfasst von
Tse-Chuan Yang
Stephen A. Matthews
Vivian Y.-J. Chen
Publikationsdatum
01.04.2014
Verlag
Springer US
Erschienen in
International Journal of Behavioral Medicine / Ausgabe 2/2014
Print ISSN: 1070-5503
Elektronische ISSN: 1532-7558
DOI
https://doi.org/10.1007/s12529-013-9293-2

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