Abstract
Objective
This study was aimed to evaluate the link between sleep characteristics and type 2 diabetes of middle-aged and elderly individuals.
Methods
Twenty thousand four hundred ninety-seven individuals enrolled in National Health and Nutritional Examination Survey (NHANES) form periods of 2005–2008 were included in this study, and 3965 individuals aged 45 years and older with complete data were detected. Variables related to sleep characteristics were analyzed by univariate analysis to identify the risk factors of type 2 diabetes, the logistic regression model was used to test for the tendency across the sections of sleep duration, and the link between sleep duration and risk of type 2 diabetes was manifested as odds ratio (OR) and 95% confidence interval (CI).
Results
Six hundred ninety-four individuals with type 2 diabetes were identified and enrolled in the type 2 diabetes group, while the remaining individuals (n = 3271) were enrolled in the non-type 2 diabetes group. Individuals in the type 2 diabetes group (63.9 ± 10.2) were older than those in the non-type 2 diabetes group (61.2 ± 11.5, P < 0.001). Factors of taking longer time to fall asleep (P < 0.001), sleeping less (≤ 4 h) or more (≥ 9 h) (P < 0.001), having trouble in falling asleep (P = 0.001), frequent snoring (P < 0.001), frequent sleep apnea (P < 0.001), frequent nighttime awakenings (P = 0.004), and frequent excessive daytime sleepiness (P < 0.001) were linked to the risk of type 2 diabetes.
Conclusion
Our study revealed that sleep characteristics were closely linked to type 2 diabetes in middle-aged and elderly individuals, and a longer sleep duration might have protective effects against type 2 diabetes, but it should be constrained within 9 h/night.
Similar content being viewed by others
Data availability
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Hanafy MM, Lindeque JZ, El-Maraghy SA, Abdel-Hamid AZ, Shahin NN (2021) Time-based investigation of urinary metabolic markers for type 2 diabetes: metabolomics approach for diabetes management. BioFactors 47:645–657
Paing AC, Kirk AF, Collier A, Kubiak T, Chastin SFM (2018) Are glucose profiles well-controlled within the targets recommended by the International Diabetes Federation in type 2 diabetes? A meta-analysis of results from continuous glucose monitoring based studies. Diabetes Res Clin Pract 146:289–299
Sanz M, Ceriello A, Buysschaert M, Chapple I, Demmer RT, Graziani F, Herrera D, Jepsen S, Lione L, Madianos P, Mathur M, Montanya E, Shapira L, Tonetti M, Vegh D (2018) Scientific evidence on the links between periodontal diseases and diabetes: consensus report and guidelines of the joint workshop on periodontal diseases and diabetes by the International Diabetes Federation and the European Federation of Periodontology. J Clin Periodontol 45:138–149
Zhao X, Huo L, Yu X, Zhang X (2021) Association of bone metabolism indices and bone mineral density with diabetic retinopathy in elderly patients with type 2 diabetes mellitus: a cross-sectional inpatient study in China. J Diabetes Res 2021:8853622
Tao YEM, Shi J, Zhang Z (2021) Sulfonylureas use and fractures risk in elderly patients with type 2 diabetes mellitus: a meta-analysis study. Aging Clin Exp Res 33:2133–2139
Zhang Y, Pan XF, Chen J, Xia L, Cao A, Zhang Y, Wang J, Li H, Yang K, Guo K, He M, Pan A (2020) Combined lifestyle factors and risk of incident type 2 diabetes and prognosis among individuals with type 2 diabetes: a systematic review and meta-analysis of prospective cohort studies. Diabetologia 63:21–33
Zhang SB, Chen H, Xu HW, Yi YY, Fang XY, Wang SJ (2022) Computed tomography-based paravertebral muscle density predicts subsequent vertebral fracture risks independently of bone mineral density in postmenopausal women following percutaneous vertebral augmentation. Aging Clin Exp Res 34:2797–2805
Parker D, Bucks RS, Rainey-Smith SR, Hodgson E, Fine L, Sohrabi HR, Martins RN, Weinborn M (2021) Sleep Mediates age-related executive function for older adults with limited cognitive reserve. J Int Neuropsychol Soc 27:711–721
Scullin MK, Bliwise DL (2015) Sleep, cognition, and normal aging: integrating a half century of multidisciplinary research. Perspect Psychol Sci 10:97–137
Zhang S, Xie L, Yu H, Zhang W, Qian B (2019) Association between nighttime-daytime sleep patterns and chronic diseases in Chinese elderly population: a community-based cross-sectional study. BMC Geriatr 19:124
Lu C, Liao B, Nie J, Wang W, Wang Y (2020) The association between sleep duration and chronic diseases: a population-based cross-sectional study. Sleep Med 73:217–222
Chen X, Wang SB, Li XL, Huang ZH, Tan WY, Lin HC, Hou CL, Jia FJ (2020) Relationship between sleep duration and sociodemographic characteristics, mental health and chronic diseases in individuals aged from 18 to 85 years old in Guangdong province in China: a population-based cross-sectional study. BMC Psychiatry 20:455
Holliday EG, Magee CA, Kritharides L, Banks E, Attia J (2013) Short sleep duration is associated with risk of future diabetes but not cardiovascular disease: a prospective study and meta-analysis. PLoS ONE 8:e82305
Maskarinec G, Jacobs S, Amshoff Y, Setiawan VW, Shvetsov YB, Franke AA, Kolonel LN, Haiman CA, Le Marchand L (2018) Sleep duration and incidence of type 2 diabetes: the multiethnic cohort. Sleep Health 4:27–32
Barone MT, Menna-Barreto L (2011) Diabetes and sleep: a complex cause-and-effect relationship. Diabetes Res Clin Pract 91:129–137
Schaller L, Arzt M, Jung B, Böger CA, Heid IM, Stadler S (2021) Long-Term weight change and glycemic control in patients with type 2 diabetes mellitus and treated vs. untreated sleep-disordered breathing-analysis from the DIAbetes COhoRtE. Front Neurol 12:745049
Li CI, Lin CC, Liu CS, Lin CH, Yang SY, Li TC (2022) Sleep duration predicts subsequent long-term mortality in patients with type 2 diabetes: a large single-center cohort study. Cardiovasc Diabetol 21:60
Gil-Lozano M, Hunter PM, Behan LA, Gladanac B, Casper RF, Brubaker PL (2016) Short-term sleep deprivation with nocturnal light exposure alters time-dependent glucagon-like peptide-1 and insulin secretion in male volunteers. Am J Physiol Endocrinol Metab 310:E41–50
Shigiyama F, Kumashiro N, Tsuneoka Y, Igarashi H, Yoshikawa F, Kakehi S, Funato H, Hirose T (2018) Mechanisms of sleep deprivation-induced hepatic steatosis and insulin resistance in mice. Am J Physiol Endocrinol Metab 315:E848–E858
Zhang YW, Lu PP, Li YJ, Wang H, Zhao YK, Chen H, Rui YF (2023) Short report: relationship between self-reported sleep characteristics and falls-associated fractures in elderly individuals: a population-based study. Psychol Health Med 28:946–954
Zhang YW, Lu PP, Li YJ, Dai GC, Cao MM, Xie T, Zhang C, Shi L, Rui YF (2021) Low dietary choline intake is associated with the risk of osteoporosis in elderly individuals: a population-based study. Food Funct 12:6442–6451
Xu C, Liang J, Xu S, Liu Q, Xu J, Gu A (2020) Increased serum levels of aldehydes are associated with cardiovascular disease and cardiovascular risk factors in adults. J Hazard Mater 400:123134
Tseng CH, Chong CK, Tseng CP, Tai TY (2008) The association between urinary albumin excretion and ankle-brachial index in elderly Taiwanese patients with type 2 diabetes mellitus. Age Ageing 37:77–82
Samuel-Hodge CD, Headen SW, Skelly AH, Ingram AF, Keyserling TC, Jackson EJ, Ammerman AS, Elasy TA (2000) Influences on day-to-day self-management of type 2 diabetes among African-American women: spirituality, the multi-caregiver role, and other social context factors. Diabetes Care 23:928–933
Zhang YW, Cao MM, Li YJ, Chen XX, Yu Q, Rui YF (2022) A narrative review of the moderating effects and repercussion of exercise intervention on osteoporosis: ingenious involvement of gut microbiota and its metabolites. J Transl Med 20:490
Zhang YW, Cao MM, Li YJ, Lu PP, Dai GC, Zhang M, Wang H, Rui YF (2022) Fecal microbiota transplantation ameliorates bone loss in mice with ovariectomy-induced osteoporosis via modulating gut microbiota and metabolic function. J Orthop Translat 37:46–60
Zhang YW, Cao MM, Li YJ, Zhang RL, Wu MT, Yu Q, Rui YF (2022) Fecal microbiota transplantation as a promising treatment option for osteoporosis. J Bone Miner Metab 40:874–889
Liu M, Ahmed WL, Zhuo L, Yuan H, Wang S, Zhou F (2022) Association of sleep patterns with type 2 diabetes mellitus: a cross-sectional study based on latent class analysis. Int J Environ Res Public Health 20
Zhao S, Fu S, Ren J, Luo L (2018) Poor sleep is responsible for the impaired nocturnal blood pressure dipping in elderly hypertensive: a cross-sectional study of elderly. Clin Exp Hypertens 40:582–588
Lou P, Chen P, Zhang L, Zhang P, Chang G, Zhang N, Li T, Qiao C (2014) Interaction of sleep quality and sleep duration on impaired fasting glucose: a population-based cross-sectional survey in China. BMJ Open 4:e004436
Kita T, Yoshioka E, Satoh H, Saijo Y, Kawaharada M, Okada E, Kishi R (2012) Short sleep duration and poor sleep quality increase the risk of diabetes in Japanese workers with no family history of diabetes. Diabetes Care 35:313–318
Reutrakul S, Van Cauter E (2018) Sleep influences on obesity, insulin resistance, and risk of type 2 diabetes. Metabolism 84:56–66
Cottet S, Dupraz P, Hamburger F, Dolci W, Jaquet M, Thorens B (2002) cFLIP protein prevents tumor necrosis factor-alpha-mediated induction of caspase-8-dependent apoptosis in insulin-secreting betaTc-Tet cells. Diabetes 51:1805–1814
Liu M, Jing D, Wang Y, Liu Y, Yin S (2015) Overexpression of angiotensin II type 2 receptor promotes apoptosis and impairs insulin secretion in rat insulinoma cells. Mol Cell Biochem 400:233–244
Antza C, Kostopoulos G, Mostafa S, Nirantharakumar K, Tahrani A (2021) The links between sleep duration, obesity and type 2 diabetes mellitus. J Endocrinol 252:125–141
Orzeł-Gryglewska J (2010) Consequences of sleep deprivation. Int J Occup Med Environ Health 23:95–114
Moraes DA, Venancio DP, Suchecki D (2014) Sleep deprivation alters energy homeostasis through non-compensatory alterations in hypothalamic insulin receptors in Wistar rats. Horm Behav 66:705–712
Tan X, Chapman CD, Cedernaes J, Benedict C (2018) Association between long sleep duration and increased risk of obesity and type 2 diabetes: a review of possible mechanisms. Sleep Med Rev 40:127–134
Bayrak M, Çadirci K (2022) Quality of sleep in elderly patients with diabetes mellitus from Turkey: a cross-sectional observational study. Exp Aging Res 48:373–386
Gu KM, Min SH, Cho J (2022) Sleep duration and mortality in patients with diabetes: results from the 2007–2015 Korea national health and nutrition examination survey. Diabetes Metab 48:101312
Anothaisintawee T, Reutrakul S, Van Cauter E, Thakkinstian A (2016) Sleep disturbances compared to traditional risk factors for diabetes development: systematic review and meta-analysis. Sleep Med Rev 30:11–24
Grandner MA, Jackson NJ, Pak VM, Gehrman PR (2012) Sleep disturbance is associated with cardiovascular and metabolic disorders. J Sleep Res 21:427–433
Henderson LA, Macefield VG (2016) Obstructive sleep apnoea and hypertension: the role of the central nervous system. Curr Hypertens Rep 18:59
Khalil M, Power N, Graham E, Deschênes SS, Schmitz N (2020) The association between sleep and diabetes outcomes - a systematic review. Diabetes Res Clin Pract 161:108035
Tsereteli N, Vallat R, Fernandez-Tajes J, Delahanty LM, Ordovas JM, Drew DA, Valdes AM, Segata N, Chan AT, Wolf J, Berry SE, Walker MP, Spector TD, Franks PW (2022) Impact of insufficient sleep on dysregulated blood glucose control under standardised meal conditions. Diabetologia 65:356–365
Lee SWH, Ng KY, Chin WK (2017) The impact of sleep amount and sleep quality on glycemic control in type 2 diabetes: a systematic review and meta-analysis. Sleep Med Rev 31:91–101
Zhang YW, Cao MM, Li YJ, Dai GC, Lu PP, Zhang M, Bai LY, Chen XX, Shi L, Zhang C, Rui Y-F (2022) Dietary protein intake in relation to the risk of osteoporosis in middle-aged and older individuals: a cross-sectional study. J Nutr Health Aging 26:252–258
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Ethics approval and consent to participate
This study was conducted in accordance with the principles of Declaration of Helsinki. The NHANES database used in this study did not contain identifiable nor protected the health information and is publicly available for download. In addition, this current study is simply an exempt study and involves secondary processing data, which is approved by Research Ethics Review Board of NCHS and the written informed consent are also provided by the included participants.
Competing interests
The authors declare no competing interests.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Xia, WH., Yang, CL. Self-reported sleep characteristics are linked to type 2 diabetes in middle-aged and elderly individuals: a cross-sectional study based on NHANES. Ir J Med Sci 192, 2769–2776 (2023). https://doi.org/10.1007/s11845-023-03352-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11845-023-03352-3