Chronic Obstructive Pulmonary Disease Effect of Nonapnea Sleep Disorder on the Risk of Obesity: A Nationwide Population-Based Case–Control Study
Abstract
:1. Introduction
2. Materials and Methods
2.1. Data Source
2.2. Determining Cases and Controls
2.3. Identifying SDs, Obesity, and Comorbidities
2.4. Statistical Analysis
3. Results
3.1. Demographic Data
3.2. Logistic Regression of Obesity Variables
3.3. Logistic Regression to Stratify the Obesity Factors of the Listed Variables
3.4. Logistic Regression to Analyze Obesity Factors between Different Periods of NASD Exposure
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Kyrou, I.; Randeva, H.S.; Tsigos, C.; Kaltsas, G.; Weickert, M.O. Clinical problems caused by obesity. Updated 2018 Jan 11. In Endotext [Internet]; Feingold, K.R., Anawalt, B., Boyce, A., Chrousos, G., de Herder, W.W., Dhatariya, K., Dungan, K., Hershman, J.M., Hofland, J., Kalra, S., et al., Eds.; MDText.com, Inc.: South Dartmouth, MA, USA, 2000. Available online: https://www.ncbi.nlm.nih.gov/books/NBK278973/ (accessed on 14 March 2022).
- World Health Organization (WHO). Global Health Observatory (GHO) Data. Available online: https://www.who.int/topics/obesity/en/2018 (accessed on 14 March 2022).
- Health Promotion Administration, Ministry of Health and Welfare, Taiwan, ROC. 2018. Available online: https://ghdx.healthdata.org/organizations/health-promotion-administration-ministry-health-and-welfare-taiwan (accessed on 14 March 2022).
- National Health Service, Ministry of Health and Welfare. 2020. Available online: https://www.hpa.gov.tw/Home/Index.aspx (accessed on 14 March 2022).
- Sateia, M.J. International classification of sleep disorders-third edition: Highlights and modifications. Chest 2014, 146, 1387–1394. [Google Scholar] [CrossRef] [PubMed]
- Huang, S.T.; Lin, C.L.; Yu, T.M.; Yang, T.-C.; Kao, C.-H. Nonapnea sleep disorders and incident chronic kidney disease: A population-based retrospective cohort study. Medicine 2015, 94, e429. [Google Scholar] [CrossRef] [PubMed]
- Hung, H.M.; Chen, C.H. Using alternative therapies in treating sleep disturbance. Hu Li Za Zhi 2011, 58, 73–78. [Google Scholar] [PubMed]
- Lin, C.L.; Liu, T.C.; Lin, F.H.; Chung, C.-H.; Chien, W.-C. Association between sleep disorders and hypertension in Taiwan: A nationwide population-based retrospective cohort study. J. Hum. Hypertens. 2017, 31, 220–224. [Google Scholar] [CrossRef] [PubMed]
- Carotenuto, M.; Santoro, N.; Grandone, A.; Santoro, E.; Pascotto, C.; Pascotto, A.; Perrone, L.; Miraglia del Giudice, E. The insulin gene variable number of tandem repeats (INS VNTR) genotype and sleep disordered breathing in childhood obesity. J. Endocrinol. Investig. 2009, 32, 752–755. [Google Scholar] [CrossRef]
- Carotenuto, M.; Bruni, O.; Santoro, N.; Miraglia del Giudice, E.; Perrone, L.; Pascottoa, A. Waist circumference predicts the occurrence of sleep-disordered breathing in obese children and adolescents: A questionnaire-based study. Sleep Med. 2006, 7, 357–361. [Google Scholar] [CrossRef]
- Rennard, S.; Decramer, M.; Calverley, P.M.A.; Pride, N.B.; Soriano, J.B.; Vermeire, P.A.; Vestbo, J. Impact of COPD in North America and Europe in 2000: Subjects’ perspective of confronting COPD international survey. Eur. Respir. J. 2002, 20, 799–805. [Google Scholar] [CrossRef]
- McSharry, D.G.; Ryan, S.; Calverley, P.; Edwards, J.C.; Mcnicholas, W.T. Sleep quality in chronic obstructive pulmonary disease. Respirology 2012, 17, 1119–1124. [Google Scholar] [CrossRef]
- Agusti, A.; Hedner, J.; Marin, J.M.; Barbé, F.; Cazzola, M.; Rennard, S. Night-time symptoms: A forgotten dimension of COPD. Eur. Respir. Rev. 2011, 20, 183–194. [Google Scholar] [CrossRef]
- Punjabi, N.M.; Shahar, E.; Redline, S.; Gottlieb, D.J.; Givelber, R.; Resnick, H.E. Sleep-disordered breathing, glucose intolerance, and insulin resistance: The sleep heart health study. Am. J. Epidemiol. 2004, 160, 521–530. [Google Scholar] [CrossRef] [Green Version]
- Somers, V.K.; White, D.P.; Amin, R.; Abraham, W.T.; Costa, F.; Culebras, A.; Daniels, S.; Floras, J.S.; Hunt, C.E.; Olson, L.J.; et al. Sleep apnea and cardiovascular disease: An American Heart Association/American College of Cardiology Foundation Scientific statement from the American Heart Association Council for High Blood Pressure Research Professional Education Committee, Council on Clinical Cardiology, Stroke Council, and Council on Cardiovascular Nursing. In Collaboration with the National Heart, Lung, and Blood Institute National Center on Sleep Disorders Research. Circulation 2008, 118, 1080–1111. [Google Scholar] [PubMed]
- Slee, V.N. The International Classification of Diseases: Ninth revision (ICD-9). Ann. Intern. Med. 1978, 88, 424–426. [Google Scholar] [CrossRef] [PubMed]
- Kanter, R.; Caballero, B. Global gender disparities in obesity: A review. Adv. Nutr. 2012, 3, 491–498. [Google Scholar] [CrossRef] [PubMed]
- McKee, A.; Morley, J.E. Obesity in the elderly. Updated 2018 Oct 12. In Endotext [Internet]; Feingold, K.R., Anawalt, B., Boyce, A., Chrousos, G., de Herder, W.W., Dhatariya, K., Dungan, K., Hershman, J.M., Hofland, J., Kalra, S., et al., Eds.; MDText.com, Inc.: South Dartmouth, MA, USA, 2000. [Google Scholar]
- Ma, Y.; Olendzki, B.C.; Li, W.; Hafner, A.R.; Chiriboga, D.; Hebert, J.R.; Campbell, M.; Sarnie, M.; Ockene, I.S. Seasonal variation in food intake, physical activity, and body weight in a predominantly overweight population. Eur. J. Clin. Nutr. 2006, 60, 519–528. [Google Scholar] [CrossRef] [PubMed]
- Lin, C.L.; Liu, T.C.; Wang, Y.N.; Chung, C.-H.; Chien, W.-C. The association between sleep disorders and the risk of colorectal cancer in patients: A population-based nested case–control study. In Vivo 2019, 33, 573–579. [Google Scholar] [CrossRef] [Green Version]
- Hargens, T.A.; Kaleth, A.S.; Edwards, E.S.; Butner, K.L. Association between Sleep Disorders, Obesity, and Exercise: A review. Nat. Sci. Sleep 2013, 5, 27–35. [Google Scholar] [CrossRef] [Green Version]
- Eriksson, B.; Backman, H.; Bossios, A.; Bjerg, A.; Hedman, L.; Lindberg, A.; Rönmark, E.; Lundbäck, B. Only severe COPD is associated with being underweight: Results from a population survey. ERJ Open Res. 2016, 2, 00051-2015. [Google Scholar] [CrossRef] [Green Version]
- Lambert, A.A.; Putcha, N.; Drummond, M.B.; Boriek, A.M.; Hanania, N.A.; Kim, V.; Kinney MPH, G.L.; McDonald, M.-L.N.; Brigham, E.P.; Wise, R.A. Obesity is associated with increased morbidity in moderate to severe COPD. Chest 2017, 151, 68–77. [Google Scholar] [CrossRef] [Green Version]
- Fried, T.R.; Vaz Fragoso, C.A.V.; Rabow, M.W. Caring for the older person with chronic obstructive pulmonary disease. JAMA 2012, 308, 1254–1263. [Google Scholar] [CrossRef] [Green Version]
- Omachi, T.A.; Blanc, P.D.; Claman, D.M.; Chen, H.; Yelin, E.H.; Julian, J.; Katz, P.P. Disturbed sleep among COPD patients is longitudinally associated with mortality and adverse COPD outcomes. Sleep Med. 2012, 13, 476–483. [Google Scholar] [CrossRef] [Green Version]
- Agustí, A.; Vogelmeier, C.; Faner, R. COPD 2020: Changes and challenges. Am. J. Physiol.-Lung Cell. Mol. Physiol. 2020, 319, L879–L883. [Google Scholar] [CrossRef] [PubMed]
- McNicholas, W.T. Impact of sleep in COPD. Chest 2000, 117 (Suppl. 2), 48S–53S. [Google Scholar] [CrossRef] [PubMed]
Obesity | Total | Cases | Controls | p Value | |
---|---|---|---|---|---|
Variables | n % | n % | n % | ||
Total | 121,815 | 24,363 20.00 | 97,452 80.00 | <0.001 | |
NASD | |||||
Without | 117,307 96.30 | 23,079 94.73 | 94,228 96.69 | ||
With | 4508 3.70 | 1284 5.27 | 3224 3.31 | ||
Sex | 0.999 | ||||
Male | 52,105 42.77 | 10,421 42.77 | 41,684 42.77 | ||
Female | 69,710 57.23 | 13,942 57.23 | 55,768 57.23 | ||
Age (mean ± SD, years) | 44.30 ± 15.64 | 44.25 ± 15.53 | 44.31 ± 15.67 | 0.592 | |
Age group (years) | 0.999 | ||||
20–44 | 74,135 47.48 | 14,827 47.48 | 59,308 47.48 | ||
45–64 | 34,330 21.99 | 6866 21.99 | 27,464 21.99 | ||
≥65 | 47,680 30.54 | 9536 30.54 | 38,144 30.54 | ||
Married | <0.001 | ||||
Without | 55,599 45.64 | 11,298 46.37 | 44,301 45.46 | ||
With | 66,216 54.36 | 13,065 53.63 | 53,151 54.54 | ||
Education (years) | |||||
<12 | 64,421 52.88 | 12,897 52.94 | 51,524 52.87 | 0.769 | |
≥12 | 57,394 47.12 | 11,466 47.06 | 45,928 47.13 | ||
Insured premium (NT$) | |||||
<18,000 | 119,074 97.75 | 23,808 97.72 | 95,266 97.76 | 0.173 | |
18,000–34,999 | 1933 1.59 | 409 1.68 | 1524 1.56 | ||
≥35,000 | 808 0.66 | 146 0.60 | 662 0.68 | ||
COPD | |||||
Without | 118,017 96.88 | 22,841 93.75 | 95,176 97.66 | <0.001 | |
With | 3798 3.12 | 1522 6.25 | 2276 2.34 | ||
Liver cirrhosis | |||||
Without | 121,691 99.90 | 24,300 99.74 | 97,391 99.94 | <0.001 | |
With | 124 0.10 | 63 0.26 | 61 0.06 | ||
CHF | |||||
Without | 121,765 99.96 | 24,353 99.96 | 97,412 99.96 | <0.001 | |
With | 50 0.04 | 10 0.04 | 40 0.04 | ||
CCI_R | 0.04 ± 0.35 | 0.05 ± 0.37 | 0.04 ± 0.35 | <0.001 | |
Season | <0.001 | ||||
Spring (Mar–May) | 28,696 23.56 | 6246 25.64 | 22,450 23.04 | ||
Summer (Jun–Aug) | 30,814 25.30 | 6513 26.73 | 24,301 24.94 | ||
Autumn (Sep–Nov) | 32,794 26.92 | 6029 24.75 | 26,765 27.46 | ||
Winter (Dec–Feb) | 29,511 24.23 | 5575 22.88 | 23,936 24.56 | ||
Location | <0.001 | ||||
Northern Taiwan | 53,640 44.03 | 13,152 53.98 | 40,488 41.55 | ||
Middle Taiwan | 32,803 26.93 | 5118 21.01 | 27,685 28.41 | ||
Southern Taiwan | 27,980 22.97 | 4793 19.67 | 23,187 23.79 | ||
Eastern Taiwan | 6836 5.61 | 1250 5.13 | 5586 5.73 | ||
Outlets islands | 556 0.46 | 50 0.21 | 506 0.52 | ||
Urbanization level | <0.001 | ||||
1 (The highest) | 39,975 32.82 | 8823 36.21 | 31,152 31.97 | ||
2 (Second) | 51,737 42.47 | 9840 40.39 | 41,897 42.99 | ||
3 (Third) | 10,931 8.97 | 1865 7.66 | 9066 9.30 | ||
4 (The lowest) | 19,172 15.74 | 3835 15.74 | 15,337 15.74 | ||
Level of care | <0.001 | ||||
Hospital center | 40,650 33.37 | 9198 37.75 | 31,452 32.27 | ||
Regional hospital | 56,112 46.06 | 12,305 50.51 | 43,807 44.95 | ||
Local hospital | 25,053 20.57 | 2860 11.74 | 22,193 22.77 |
Variables | Adjusted OR | 95% CI | p Value |
---|---|---|---|
NASD | |||
Without | Reference | ||
With | 1.693 | 1.575–1.821 | <0.001 |
Sex | |||
Male | 0.810 | 0.785–0.865 | <0.001 |
Female | Reference | ||
Age group (years) | |||
20–44 | Reference | ||
45–64 | 0.596 | 0.574–0.619 | <0.001 |
≥65 | 0.415 | 0.392–0.439 | <0.001 |
Married | |||
Without | 0.872 | 0.411–1.298 | 0.583 |
With | Reference | ||
Education (years) | |||
<12 | Reference | ||
≥12 | 0.831 | 0.311–1.385 | 0.682 |
Insured premium (TWD) | |||
<18,000 | Reference | ||
18,000–34,999 | 1.051 | 0.935–1.182 | 0.401 |
≥35,000 | 0.895 | 0.740–1.081 | 0.249 |
COPD | |||
Without | Reference | ||
With | 3.050 | 2.838–3.278 | <0.001 |
Liver cirrhosis | |||
Without | Reference | ||
With | 0.000 | <0.999 | |
CHF | |||
Without | Reference | ||
With | 0.000 | <0.999 | |
Season | |||
Spring | Reference | ||
Summer | 0.990 | 0.950–1.032 | 0.651 |
Autumn | 0.825 | 0.791–0.860 | <0.001 |
Winter | 0.863 | 0.824–0.902 | <0.001 |
Urbanization level | |||
1 (highest) | 1.853 | 1.812–1.897 | <0.001 |
2 (second) | 1.696 | 1.655–1.729 | <0.001 |
3 (third) | 1.659 | 1.616–1.704 | <0.001 |
4 (lowest) | Reference | ||
Level of care | |||
Hospital center | 2.593 | 2.461–2.731 | <0.001 |
Regional hospital | 2.269 | 2.162–2.370 | <0.001 |
Local hospital | Reference |
Group | With NASD vs. without NASD (Reference) | ||
---|---|---|---|
Stratified | Adjusted OR | 95% CI | p Value |
Total | 1.693 | 1.575–1.821 | <0.001 |
Sex | |||
Male | 1.408 | 1.310–1.515 | <0.001 |
Female | 1.926 | 1.791–2.071 | <0.001 |
Age group (years) | |||
20–44 | 1.959 | 1.822–2.107 | <0.001 |
45–64 | 1.545 | 1.438–1.662 | <0.001 |
≥65 | 1.392 | 1.295–1.498 | <0.001 |
Married | |||
Without | 1.583 | 1.472–1.702 | <0.001 |
With | 1.777 | 1.653–1.911 | <0.001 |
Education (years) | |||
<12 | 1.702 | 1.584–1.831 | <0.001 |
≥12 | 1.683 | 1.565–1.810 | <0.001 |
Insured premium (TWD) | |||
<18,000 | 1.509 | 1.403–1.623 | <0.001 |
18,000–34,999 | 1.700 | 1.581–1.828 | <0.001 |
≥35,000 | 1.156 | 1.076–1.244 | 0.002 |
COPD | |||
Without | 1.598 | 1.486–1.718 | <0.001 |
With | 1.606 | 1.494–1.728 | <0.001 |
Liver cirrhosis | |||
Without | 1.693 | 1.575–1.821 | <0.001 |
With | |||
CHF | |||
Without | 1.693 | 1.575–1.821 | <0.001 |
With | |||
Season | |||
Spring | 1.976 | 1.838–2.125 | <0.001 |
Summer | 1.767 | 1.644–1.901 | <0.001 |
Autumn | 1.461 | 1.360–1.572 | <0.001 |
Winter | 1.722 | 1.602–1.852 | <0.001 |
Urbanization level | |||
1 (highest) | 1.874 | 1.743–2.016 | <0.001 |
2 (second) | 1.768 | 1.644–1.901 | <0.001 |
3 (third) | 1.591 | 1.480–1.711 | <0.001 |
4 (lowest) | 1.412 | 1.314–1.519 | <0.001 |
Level of care | |||
Hospital center | 2.451 | 2.280–2.636 | <0.001 |
Regional hospital | 1.414 | 1.315–1.521 | <0.001 |
Local hospital | 1.387 | 1.290–1.491 | <0.001 |
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Yu, P.-C.; Chung, R.-J.; Huang, Y.-C.; Huang, S.-H.; Wang, B.-L.; Chien, W.-C.; Chung, C.-H.; Sun, C.-A.; Yang, S.-S.; Wu, G.-J. Chronic Obstructive Pulmonary Disease Effect of Nonapnea Sleep Disorder on the Risk of Obesity: A Nationwide Population-Based Case–Control Study. Int. J. Environ. Res. Public Health 2022, 19, 4118. https://doi.org/10.3390/ijerph19074118
Yu P-C, Chung R-J, Huang Y-C, Huang S-H, Wang B-L, Chien W-C, Chung C-H, Sun C-A, Yang S-S, Wu G-J. Chronic Obstructive Pulmonary Disease Effect of Nonapnea Sleep Disorder on the Risk of Obesity: A Nationwide Population-Based Case–Control Study. International Journal of Environmental Research and Public Health. 2022; 19(7):4118. https://doi.org/10.3390/ijerph19074118
Chicago/Turabian StyleYu, Pi-Ching, Ren-Jei Chung, Yao-Ching Huang, Shi-Hao Huang, Bing-Long Wang, Wu-Chien Chien, Chi-Hsiang Chung, Chien-An Sun, Sung-Sen Yang, and Gwo-Jang Wu. 2022. "Chronic Obstructive Pulmonary Disease Effect of Nonapnea Sleep Disorder on the Risk of Obesity: A Nationwide Population-Based Case–Control Study" International Journal of Environmental Research and Public Health 19, no. 7: 4118. https://doi.org/10.3390/ijerph19074118