Bidirectional relationships between weight change and sleep apnea in a behavioral weight loss intervention
Open accessAbstract
Objective To examine the bidirectional relationship between weight change and obstructive sleep apnea (OSA) in the context of a behavioral weight loss intervention.Patients and methods Adults who were overweight or obese (N=114) participated in a 12-month behavioral weight loss intervention from April 17, 2012, through February 9, 2015. The apnea-hypopnea index (AHI), a marker of the presence and severity of OSA, was assessed at baseline, 6 months, and 12 months. Linear mixed models evaluated the effect of weight change on the AHI and the effect of OSA (AHI ≥5) on subsequent weight loss. Secondary analyses evaluated the effect of OSA on intervention attendance, meeting daily calorie goals, and accelerometer-measured physical activity.Results At baseline, 51.8% of the sample (n=59) had OSA. Adults who achieved at least 5% weight loss had an AHI reduction that was 2.1±0.9 (adjusted mean ± SE) events/h greater than those with less than 5% weight loss (P<.05). Adults with OSA lost a mean ± SE of 2.2%±0.9% less weight during the subsequent 6-month interval compared with those without OSA (P=.02). Those with OSA were less adherent to daily calorie goals (mean ± SE: 25.2%±3.3% vs 34.8%±3.4% of days; P=.006) and had a smaller increase in daily activity (mean ± SE: 378.3±353.7 vs 1060.1±377.8 steps/d; P<.05) over 12 months than those without OSA.Conclusion Behaviorally induced weight loss in overweight/obese adults was associated with significant AHI reduction. However, the presence of OSA was associated with blunted weight loss, potentially via reduced adherence to behaviors supporting weight loss. These results suggest that OSA screening before attempting weight loss may be helpful to identify who may benefit from additional behavioral counseling.
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Patients with obstructive sleep apnea lose less weight than their peers.
“Patients with OSA lose less weight than their peers, even though studies suggest that patients with OSA may demonstrate greater engagement with lifestyle-based weight management programs.7,8”
From Receipt of Glucagon-Like Peptide-1 Receptor Agonists Among Rural Patients with Obstructive Sleep Apnea and Excess Weight (2026) · cites this paper as [7]
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Cites
Increased Prevalence of Sleep-Disordered Breathing in Adults
Peppard, P. E., Young, T., Barnet, J. H., Palta, M., Hagen, E. W., & Hla, K. M. (2013) · American Journal of Epidemiology · doi:10.1093/aje/kws342 · Cited by 4,618 · see citing works
Calibration of the Computer Science and Applications, Inc. accelerometer
FREEDSON, P. S., MELANSON, E., & SIRARD, J. (1998) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-199805000-00021 · Cited by 3,825 · see citing works
Adult Obstructive Sleep Apnea Task Force of the American Academy of Sleep Medicine, Epstein, L. J., Kristo, D., Strollo, P. J., Friedman, N., Malhotra, A., Patil, S. P., Ramar, K., Rogers, R., Schwab, R. J., et al. (2009) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.27497 · Cited by 3,360 · see citing works
Self-citationExcess weight and sleep-disordered breathing
Young, T., Peppard, P. E., & Taheri, S. (2005) · Journal of Applied Physiology · doi:10.1152/japplphysiol.00587.2005 · Cited by 854 · see citing works
Obesity and Obstructive Sleep Apnea: Pathogenic Mechanisms and Therapeutic Approaches
Schwartz, A. R., Patil, S. P., Laffan, A. M., Polotsky, V., Schneider, H., & Smith, P. L. (2008) · Proceedings of the American Thoracic Society · doi:10.1513/pats.200708-137mg · Cited by 730 · see citing works
CPAP, Weight Loss, or Both for Obstructive Sleep Apnea
Chirinos, J. A., Gurubhagavatula, I., Teff, K., Rader, D. J., Wadden, T. A., Townsend, R., Foster, G. D., Maislin, G., Saif, H., Broderick, P., et al. (2014) · New England Journal of Medicine · doi:10.1056/nejmoa1306187 · Cited by 523 · see citing works
Qaseem, A., Dallas, P., Owens, D. K., Starkey, M., Holty, J.-E. C., & Shekelle, P. (2014) · Annals of Internal Medicine · doi:10.7326/m12-3187 · Cited by 520 · see citing works
St-Onge, M.-P., Roberts, A. L., Chen, J., Kelleman, M., O’Keeffe, M., RoyChoudhury, A., & Jones, P. J. (2011) · The American Journal of Clinical Nutrition · doi:10.3945/ajcn.111.013904 · Cited by 463 · see citing works
Impact of untreated obstructive sleep apnea on glucose control in type 2 diabetes
Aronsohn, R. S., Whitmore, H., Van Cauter, E., & Tasali, E. (2010) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.200909-1423oc · Cited by 453 · see citing works
Lifestyle Intervention with Weight Reduction: First-line Treatment in Mild Obstructive Sleep Apnea
Tuomilehto, H., Seppä, J., Partinen, M., Peltonen, M., Gylling, H., Tuomilehto, J., Vanninen, E. J., Kokkarinen, J. I., Sahlman, J., Martikainen, T., et al. (2008) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.200805-669oc · Cited by 438 · see citing works
Kruger, J., Galuska, D. A., Serdula, M. K., & Jones, D. A. (2004) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2004.02.001 · Cited by 342 · see citing works
Executive summary: Guidelines (2013) for the management of overweight and obesity in adults
Members, E. P., Jensen, M. D., Ryan, D. H., Donato, K. A., Apovian, C. M., Ard, J. D., Comuzzie, A. G., Hu, F. B., Hubbard, V. S., Jakicic, J. M., et al. (2014) · Obesity · doi:10.1002/oby.20821 · Cited by 337 · see citing works
The Impact of Bariatric Surgery on Obstructive Sleep Apnea: A Systematic Review
Sarkhosh, K., Switzer, N. J., El-Hadi, M., Birch, D. W., Shi, X., & Karmali, S. (2013) · Obesity Surgery · doi:10.1007/s11695-012-0862-2 · Cited by 293 · see citing works
Leptin and ghrelin levels in patients with obstructive sleep apnoea: effect of CPAP treatment
Harsch, I. A., Konturek, P. C., Koebnick, C., Kuehnlein, P. P., Fuchs, F. S., Schahin, S. P., Wiest, G. H., Hahn, E. G., Lohmann, T., & Ficker, J. H. (2003) · European Respiratory Journal · doi:10.1183/09031936.03.00010103 · Cited by 286 · see citing works
Drager, L. F., Brunoni, A. R., Jenner, R., Lorenzi-Filho, G., Bensenor, I. M., & Lotufo, P. A. (2015) · Thorax · doi:10.1136/thoraxjnl-2014-205361 · Cited by 277 · see citing works
Burke, L. E., Shiffman, S., Music, E., Styn, M. A., Kriska, A., Smailagic, A., Siewiorek, D., Ewing, L. J., Chasens, E., French, B., et al. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7138 · Cited by 267 · see citing works
Self-citationObesity and obstructive sleep apnea – Clinical significance of weight loss
Tuomilehto, H., Seppä, J., & Uusitupa, M. (2013) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2012.08.002 · Cited by 215 · see citing works
Araghi, M. H., Chen, Y.-F., Jagielski, A., Choudhury, S., Banerjee, D., Hussain, S., Thomas, G. N., & Taheri, S. (2013) · Sleep · doi:10.5665/sleep.3056 · Cited by 214 · cited 2× · see citing works
“The behavioral weight loss intervention was associated with significant AHI reduction, which aligns with findings from most other behavioral weight loss interventions.(6,19) Although the 12-month reduction in AHI was relatively small given the weight loss observeddapproximately 16% AHI reduction with 9% weight lossdth…”
Behavioral Approaches to the Treatment of Obesity
Bray, G. A., & Bouchard, C. (2003) · CRC Press eBooks · doi:10.1201/b14234-12 · Cited by 202 · see citing works
Handbook of obesity—clinical applications
Levine, A. S. (2004) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/80.3.794a · Cited by 151 · see citing works
Kajaste, S., Brander, P. E., Telakivi, T., Partinen, M., & Mustajoki, P. (2004) · Sleep Medicine · doi:10.1016/j.sleep.2003.07.007 · Cited by 151 · see citing works
Sleep Restriction Decreases the Physical Activity of Adults at Risk for Type 2 Diabetes
Bromley, L. E., Booth, J. N., Kilkus, J. M., Imperial, J., & Penev, P. D. (2012) · SLEEP · doi:10.5665/sleep.1964 · Cited by 136 · see citing works
MITCHELL, L. J., Davidson, Z. E., Bonham, M. P., O’Driscoll, D. M., Hamilton, G. S., & Truby, H. (2014) · Sleep Medicine · doi:10.1016/j.sleep.2014.05.012 · Cited by 121 · see citing works
Obstructive sleep apnea and energy balance regulation: A systematic review
Shechter, A. (2016) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2016.07.001 · Cited by 94 · see citing works
Lindberg, E., Benediktsdóttir, B., Franklin, K. A., Holm, M., Johannessen, A., Jögi, R., Gíslason, Þ., Real, F. G., Schlünssen, V., & Janson, C. (2017) · Sleep Medicine · doi:10.1016/j.sleep.2017.02.032 · Cited by 88 · see citing works
Evaluation of a Single-Channel Portable Monitor for the Diagnosis of Obstructive Sleep Apnea
Oktay, B. K., Rice, T. B., Atwood, C. W., Passero, M. A., Gupta, N., Givelber, R. J., Drumheller, O. J., Houck, P. R., Gordon, N. D., & Strollo, P. J. (2011) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.1196 · Cited by 71 · see citing works
Self-citationBorel, A., Leblanc, X., Alméras, N., Tremblay, A., Bergeron, J., Poirier, P., Després, J., & Sériès, F. (2012) · Thorax · doi:10.1136/thoraxjnl-2011-201001 · Cited by 69 · see citing works
Verwimp, J., Ameye, L., & Bruyneel, M. (2013) · Sleep And Breathing · doi:10.1007/s11325-012-0796-x · Cited by 49 · see citing works
de Raaff, C. A. L., Coblijn, U. K., de Vries, N., Heymans, M. W., van den Berg, B. T. J., van Tets, W. F., & van Wagensveld, B. A. (2015) · Obesity Surgery · doi:10.1007/s11695-015-1830-4 · Cited by 47 · see citing works
Patterns of self-weighing behavior and weight change in a weight loss trial
Zheng, Y., Burke, L. E., Danford, C. A., Ewing, L. J., Terry, M. A., & Sereika, S. M. (2016) · International Journal of Obesity · doi:10.1038/ijo.2016.68 · Cited by 45 · see citing works
Self-citationTuomilehto, H., Seppä, J., Uusitupa, M. I. J., Peltonen, M., Martikainen, T., Sahlman, J., Kokkarinen, J. I., Randell, J. T., Pukkila, M. J., Vanninen, E. J., et al. (2014) · Sleep Medicine · doi:10.1016/j.sleep.2013.11.786 · Cited by 44 · see citing works
Subjective and Objective Appraisal of Activity in Adults with Obstructive Sleep Apnea
Chasens, E. R., Sereika, S. M., Houze, M. P., & Strollo, P. J. (2011) · Journal of Aging Research · doi:10.4061/2011/751819 · Cited by 41 · see citing works
Self-citationCao, Y., Wittert, G., Taylor, A. W., Adams, R., & Shi, Z. (2016) · Nutrients · doi:10.3390/nu8040207 · Cited by 37 · see citing works
The influence of sleep disordered breathing on weight loss in a national weight management program
Janney, C. A., Kilbourne, A. M., Germain, A., Lai, Z., Hoerster, K. D., Goodrich, D. E., Klingaman, E. A., Verchinina, L., & Richardson, C. R. (2016) · Sleep · doi:10.5665/sleep.5318 · Cited by 26 · see citing works
Igelström, H., Martin, C., Emtner, M., Lindberg, E., & Åsenlöf, P. (2012) · Behavioral Sleep Medicine · doi:10.1080/15402002.2011.574763 · Cited by 18 · see citing works
Obstructive sleep apnea and weight loss treatment outcome among adults with metabolic syndrome.
Whited, M. C., Olendzki, E., Ma, Y., Waring, M. E., Schneider, K. L., Appelhans, B. M., Busch, A. M., Chesebro, J. H., & Pagoto, S. (2016) · Health Psychology · doi:10.1037/hea0000379 · Cited by 12 · see citing works
Spörndly-Nees, S., Igelström, H., Lindberg, E., Martin, C., & Åsenlöf, P. (2013) · Disability and Rehabilitation · doi:10.3109/09638288.2013.782354 · Cited by 9 · see citing works
Flagged first, then by citations
1 of the 38 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- [10]Eraslan A, Selcuk OT, Eyigor H, Erkal Z, Osma U. Success rate of outpatient weight management in obese patients with obstructive sleep apnea. Acta Medica Mediterr. 2016; 32(5): 1705– 1712.
Cited by
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Chasens, E. R., Imes, C. C., Kariuki, J. K., Luyster, F. S., Morris, J. L., DiNardo, M. M., Godzik, C. M., Jeon, B., & Yang, K. (2021) · Nursing Clinics of North America · doi:10.1016/j.cnur.2020.10.012 · Cited by 102 · see citing works
Self-citationSong, S. O., He, K., Narla, R. R., Kang, H. G., Ryu, H. U., & Boyko, E. J. (2019) · Diabetes & Metabolism Journal · doi:10.4093/dmj.2018.0256 · Cited by 101 · see citing works
Kline, C. E., Chasens, E. R., Bizhanova, Z., Sereika, S. M., Buysse, D. J., Imes, C. C., Kariuki, J. K., Mendez, D. D., Cajita, M. I., Rathbun, S. L., et al. (2021) · International Journal of Obesity · doi:10.1038/s41366-020-00728-8 · Cited by 56 · see citing works
Self-citationFattal, D., Hester, S., & Wendt, L. H. (2022) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.10190 · Cited by 45 · see citing works
Heffernan, A., Duplančić, D., Kumrić, M., Kurir, T. T., & Božić, J. (2024) · International Journal of Molecular Sciences · doi:10.3390/ijms25063243 · Cited by 33 · see citing works
Insufficient sleep predicts poor weight loss maintenance after 1 year
Bogh, A. F., Jensen, S. B. K., Juhl, C. R., Janus, C., Sandsdal, R. M., Lundgren, J. R., Noer, M. H., Vu, N. Q., Fiorenza, M., Stallknecht, B. M., et al. (2022) · SLEEP · doi:10.1093/sleep/zsac295 · Cited by 22 · see citing works
Creasy, S. A., Ostendorf, D. M., Blankenship, J. M., Grau, L., Arbet, J., Bessesen, D. H., Melanson, E. L., & Catenacci, V. A. (2022) · International Journal of Obesity · doi:10.1038/s41366-022-01141-z · Cited by 21 · see citing works
Bizhanova, Z., Sereika, S. M., Brooks, M. M., Rockette‐Wagner, B., Kariuki, J. K., & Burke, L. E. (2022) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000003114 · Cited by 14 · see citing works
Self-citationImes, C. C., Bizhanova, Z., Kline, C. E., Rockette‐Wagner, B., Chasens, E. R., Sereika, S. M., & Burke, L. E. (2021) · SLEEP Advances · doi:10.1093/sleepadvances/zpab004 · Cited by 14 · see citing works
Self-citationWang, J., Campos, A. I., García‐Marín, L. M., Rentería, M. E., & Xu, L. (2023) · Obesity · doi:10.1002/oby.23669 · Cited by 11 · see citing works
Bailly, S., Fabre, O., Cals-Maurette, M., Pantagis, L., Terrail, R., Legrand, R., Astrup, A. V., & Pépin, J. (2022) · Journal of Clinical Medicine · doi:10.3390/jcm11236890 · Cited by 10 · see citing works
Guggino, J., Tamisier, R., Betry, C., Coumes, S., Arvieux, C. C., Wion, N., Reche, F., Pépin, J., & Borel, A. (2021) · International Journal of Obesity · doi:10.1038/s41366-021-00903-5 · Cited by 8 · see citing works
Carneiro‐Barrera, A., Amaro‐Gahete, F. J., Lucas, J.-F., Sáez-Roca, G., Martín-Carrasco, C., Lavie, C. J., & Ruiz, J. R. (2024) · Psychology of sport and exercise · doi:10.1016/j.psychsport.2024.102614 · Cited by 6 · see citing works
Zunica, E. R. M., Heintz, E. C., Dantas, W. S., Hebert, R. C., Tanksley, M., Beyl, R. A., Mader, E. C., Kirwan, J. P., Axelrod, C. L., & Singh, P. (2024) · Physiological Reports · doi:10.14814/phy2.15948 · Cited by 5 · see citing works
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Self-citationDupuy-McCauley, K. L., Benzo, R., & Barwise, A. K. (2022) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.10354 · Cited by 5 · see citing works
The impact of thyroidectomy on obstructive sleep apnea: a systematic review and meta-analysis
Masarwy, R., Kampel, L., Ungar, O. J., Warshavsky, A., Horowitz, G., Rosenzweig, E., Tauman, R., & Muhanna, N. (2022) · European Archives of Oto-Rhino-Laryngology · doi:10.1007/s00405-022-07461-0 · Cited by 4 · see citing works
Beatty, C., Landry, S. A., Lee, J., Joosten, S. A., Turton, A., O’Driscoll, D. M., Wong, A., Thomson, L. D. J., Edwards, B. A., & Hamilton, G. S. (2020) · Sleep and Biological Rhythms · doi:10.1007/s41105-020-00291-9 · Cited by 3 · see citing works
Weight Loss Outcomes in a Veterans Affairs Pharmacotherapy-based Weight Management Clinic
Ni, K., Rogowitz, E., Farahmand, A., Grau, L., Arbet, J., Cunningham, C. R., Thomas, E. A., & Saxon, D. R. (2024) · Journal of the Endocrine Society · doi:10.1210/jendso/bvae042 · Cited by 3 · see citing works
Leonhard, A. G., Josey, K., Castaneda, J. M., Chee, M., Duan, K. I., Nadeem, H., Plumley, R., Triplette, M., Smith, N. L., Au, D. H., et al. (2026) · Annals of the American Thoracic Society · doi:10.1093/annalsats/aaoag047 · Cited by 3 · see citing works
Effects of semaglutide on obstructive sleep apnea risk and outcomes in patients with obesity
Wu, J., Lin, Y., Hsu, W., Liu, T.-H., Tsai, Y., Huang, P., Chuang, M.-H., Yu, T., & Lai, C. (2026) · Annals of the American Thoracic Society · doi:10.1093/annalsats/aaoaf070 · Cited by 2 · see citing works
Donovan, L. M., McDowell, J., Pannick, A. P., Pai, J., Bais, A. F., Plumley, R., Wai, T. H., Grunwald, G. K., Josey, K., Sayre, G. G., et al. (2023) · Contemporary Clinical Trials · doi:10.1016/j.cct.2023.107378 · Cited by 2 · see citing works
Metabolic syndrome, dyssomnia, and melatonin
Сергієнко, В. О., Sehin, V. B., Hotsko, M. E., Serhiyenko, L. M., & Serhiyenko, O. (2024) · INTERNATIONAL JOURNAL OF ENDOCRINOLOGY (Ukraine) · doi:10.22141/2224-0721.20.2.2024.1375 · Cited by 2 · see citing works
Bironneau, V., & Meurice, J.-C. (2019) · Médecine du Sommeil · doi:10.1016/j.msom.2019.10.002 · Cited by 1 · see citing works
Leonhard, A. G., Coggeshall, S. S., Gleason, E., Collins, M. P., Barjaktarević, I., Bascom, R., Bon, J. M., Comellas, A. P., Diaz, P. T., Hanania, N. A., et al. (2025) · Annals of the American Thoracic Society · doi:10.1513/annalsats.202504-410oc
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Ahola, A. J., Joki, A., Venäläinen, M. S., Kupila, S. K. E., Suojanen, L.-U., Paavonen, E. J., & Pietiläinen, K. H. (2025) · Obesity Medicine · doi:10.1016/j.obmed.2025.100653
González-Cuello, C. L., Bosco, G., Navarro-Mediano, R. A., Molina, M. G. C., Scarcella, A., & Plaza‐Mayor, G. (2025) · Revista ORL · doi:10.14201/orl.33510
Kline, C. E., Conroy, M. B., Brooks, M. M., Kriska, A. M., & Barinas-Mitchell, E. J. W. (2026) · Behavioral Sleep Medicine · doi:10.1080/15402002.2026.2648510
Self-citationSleep Disorders in Pelvic and Women’s Health
Özkutlu, Ö., & İnal, Ö. (2026) · Springer eBooks · doi:10.1007/978-3-032-28741-0_25
- Authors
- Kline, C. E., Burke, L. E., Sereika, S. M., Imes, C. C., Rockette-Wagner, B., Mendez, D. D., Strollo, P. J., Zheng, Y., Rathbun, S. L., & Chasens, E. R.
- Affiliations
- University of Pittsburgh (US)
- Boston College (US)
- University of Georgia (US)
- Corresponding author
- Kline, Christopher E.
- ORCID
- Venue
- Mayo Clinic Proceedings
- Publisher
- Elsevier BV
- Published
- 2018-09
- Volume
- 93
- Issue
- 9
- Pages
- 1290-1298
- ISSN
- 0025-6196 (ISSN-L)
- PMC
- PMC6129208
- OpenAlex
- W2885031393
- Cited by
- 30
- References
- 38
- Citations by year
- 2026: 5 · 2025: 3 · 2024: 5 · 2023: 2 · 2022: 7 · 2021: 5 · 2020: 1 · 2019: 2
- FWCI
- 1.38
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Mayo Clinic Proceedings (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health (R01HL107370, R01HL107370-S1, K24NR016685, K23HL118318)
- Agency for Healthcare Research and Quality (K12HS022989)
- Topics
- Health Sciences › Medicine › Physiology › Obstructive Sleep Apnea Research
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and related disorders
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Obesity, Physical Activity, Diet
- Keywords
- obstructive sleep apnea, weight change, behavioral weight loss, apnea-hypopnea index, bidirectional relationship, obesity, overweight adults, physical activity, sleep apnea screening
- MeSH terms
- Adult, Aged, Female, Humans, Longitudinal Studies, Male, Middle Aged, Obesity, Weight Loss, Linear Models, Treatment Outcome, Sleep Apnea, Obstructive, Overweight, Weight Reduction Programs
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