Sleep Quality and Associated Factors in Adults with Type 2 Diabetes: A Retrospective Cohort Study
Abstract
:1. Introduction
2. Method
2.1. Study Design and Participants
2.2. Ethical Considerations
2.3. Data Collection
2.4. Measures
2.4.1. Demographic Data and Duration of Diabetes
2.4.2. Sleep Quality
2.4.3. Control of Diabetes
2.4.4. Complications of Diabetes
2.4.5. Lifestyle Behaviors and Sleep Environment
2.4.6. Anxiety and Depression
2.5. Data Analysis
3. Results
3.1. Basic Patient Characteristics
3.2. Status of Diabetes Control, Complications, Nighttime Sleep, and Excessive Daytime Sleepiness
3.3. Factors Related to Nighttime Sleep and Excessive Daytime Sleepiness in Patients with Type 2 Diabetes
4. Discussion
4.1. Contributors to Poor Nighttime Sleep Quality
4.2. Contributors to Excessive Daytime Sleepiness
4.3. Diabetes Control and Complications
4.4. Limitations of the Study
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- WHO. Global Report on Diabetes. 2016; World Health Organization: Geneva, Switzerland, 2016. [Google Scholar]
- Chao, C.-Y.; Wu, J.-S.; Yang, Y.-C.; Shih, C.-C.; Wang, R.-H.; Lu, F.-H.; Chang, C.-J. Sleep duration is a potential risk factor for newly diagnosed type 2 diabetes mellitus. Metabolism 2011, 60, 799–804. [Google Scholar] [CrossRef]
- Zhu, B.; Hershberger, P.E.; Kapella, M.C.; Fritschi, C. The relationship between sleep disturbance and glycaemic control in adults with type 2 diabetes: An integrative review. J. Clin. Nurs. 2017, 26, 4053–4064. [Google Scholar] [CrossRef] [Green Version]
- Lamond, N.; Tiggemann, M.; Dawson, D. Factors Predicting Sleep Disruption in Type II Diabetes. Sleep 2000, 23, 415–416. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Luyster, F.S.; Dunbar-Jacob, J. Sleep Quality and Quality of Life in Adults with Type 2 Diabetes. Diabetes Educ. 2011, 37, 347–355. [Google Scholar] [CrossRef] [Green Version]
- Ramtahal, R.; Khan, C.; Maharaj-Khan, K.; Nallamothu, S.; Hinds, A.; Dhanoo, A.; Yeh, H.-C.; Hill-Briggs, F.; Lazo, M. Prevalence of self-reported sleep duration and sleep habits in type 2 diabetes patients in South Trinidad. J. Epidemiol. Glob. Health 2015, 5 (Suppl. 1), S35–S43. [Google Scholar] [CrossRef] [Green Version]
- Lam, D.C.; Lui, M.M.; Lam, J.C.; Ong, L.H.; Lam, K.S.; Ip, M.S. Prevalence and Recognition of Obstructive Sleep Apnea in Chinese Patients With Type 2 Diabetes Mellitus. Chest 2010, 138, 1101–1107. [Google Scholar] [CrossRef] [PubMed]
- Trento, M.; Broglio, F.; Riganti, F.; Basile, M.; Borgo, E.; Kucich, C.; Passera, P.; Tibaldi, P.; Tomelini, M.; Cavallo, F.; et al. Sleep abnormalities in type 2 diabetes may be associated with glycemic control. Acta Diabetol. 2008, 45, 225–229. [Google Scholar] [CrossRef] [PubMed]
- Bhati, P.; Hussain, M.E. Sleep duration is a significant predictor of cardiac autonomic neuropathy in type 2 diabetes mellitus. Prim. Care Diabetes 2019, 13, 452–461. [Google Scholar] [CrossRef] [PubMed]
- Barone, M.T.; Menna-Barreto, L. Diabetes and sleep: A complex cause-and-effect relationship. Diabetes Res. Clin. Pract. 2010, 91, 129–137. [Google Scholar] [CrossRef]
- Spiegel, K.; Tasali, E.; Leproult, R.; Van Cauter, E. Effects of poor and short sleep on glucose metabolism and obesity risk. Nat. Rev. Endocrinol. 2009, 5, 253–261. [Google Scholar] [CrossRef]
- Surani, S.; Brito, V.; Surani, A.; Ghamande, S. Effect of diabetes mellitus on sleep quality. World J. Diabetes 2015, 6, 868–873. [Google Scholar] [CrossRef] [PubMed]
- Ohida, T.; Kamal, A.; Uchiyama, M.; Kim, K.; Takemura, S.; Sone, T.; Ishii, T. The Influence of Lifestyle and Health Status Factors on Sleep Loss Among the Japanese General Population. Sleep 2001, 24, 333–338. [Google Scholar] [CrossRef]
- Zigmond, A.S.; Snaith, R.P. The Hospital Anxiety and Depression Scale. Acta Psychiatr. Scand. 1983, 67, 361–370. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Crum, R.M.; Anthony, J.C.; Bassett, S.S.; Folstein, M.F. Population-based norms for the Mini-Mental State Examination by age and educational level. JAMA 1993, 269, 2386–2391. [Google Scholar] [CrossRef] [PubMed]
- Zheng, Y.; Ley, S.H.; Hu, F.B. Global aetiology and epidemiology of type 2 diabetes mellitus and its complications. Nat. Rev. Endocrinol. 2018, 14, 88–98. [Google Scholar] [CrossRef]
- Wold Health Organization. WHO expert consultation, Appropriate body-mass index for Asian populations and its implications for policy and intervention strategies. Lancet 2004, 363, 157–163. [Google Scholar] [CrossRef]
- Taiwan Ministry of Health Welfare. Is Evercyone’s Healthy Weight Standard the Same? 28 October 2019. Available online: https://www.hpa.gov.tw/EngPages/Detail.aspx?nodeid=4106&pid=11731 (accessed on 17 February 2021).
- Buysse, D.J.; Reynolds, C.F.; Monk, T.H.; Berman, S.R.; Kupfer, D.J. The Pittsburgh sleep quality index: A new instrument for psychiatric practice and research. Psychiatry Res. 1989, 28, 193–213. [Google Scholar] [CrossRef]
- Johns, M.W. A New Method for Measuring Daytime Sleepiness: The Epworth Sleepiness Scale. Sleep 1991, 14, 540–545. [Google Scholar] [CrossRef] [Green Version]
- Chen, N.; Johns, M.W.; Li, H.; Chu, C.; Liang, S.; Shu, Y.; Chuang, M.; Wang, P. Validation of a Chinese version of the Epworth sleepiness scale. Qual. Life Res. 2002, 11, 817–821. [Google Scholar] [CrossRef]
- American Diabetes Association Diabetes Care in the Hospital:Standards of Medical Care in Diabetes—2018. Diabetes Care 2018, 41 (Suppl. 1), S144–S151. [CrossRef] [Green Version]
- Jemere, T.; Mossie, A.; Berhanu, H.; Yeshaw, Y. Poor sleep quality and its predictors among type 2 diabetes mellitus patients attending Jimma University Medical Center, Jimma, Ethiopia. BMC Res. Notes 2019, 12, 488. [Google Scholar] [CrossRef]
- Hashimoto, Y.; Sakai, R.; Ikeda, K.; Fukui, M. Association between sleep disorder and quality of life in patients with type 2 diabetes: A cross-sectional study. BMC Endocr. Disord. 2020, 20, 98. [Google Scholar] [CrossRef]
- Furukawa, S.; Sakai, T.; Niiya, T.; Miyaoka, H.; Miyake, T.; Yamamoto, S.; Maruyama, K.; Tanaka, K.; Ueda, T.; Senba, H.; et al. Microvascular Complications and Prevalence of Nocturia in Japanese Patients With Type 2 Diabetes Mellitus: The Dogo Study. Urology 2016, 93, 147–151. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Liu, H.-Y.; Chung, M.-S.; Wang, H.-J.; Liu, R.-T.; Chuang, Y.-C. Nocturia indicates a poor health status and increases mortality in male patients with type 2 diabetes mellitus. Int. Urol. Nephrol. 2016, 48, 1209–1214. [Google Scholar] [CrossRef]
- Cunha, M.C.; Zanetti, M.L.; Hass, V.J. Sleep quality in type 2 diabetics. Rev. Lat. Am. Enfermagem. 2008, 16, 850–855. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Chung, M.-S.; Chuang, Y.-C.; Lee, J.-J.; Lee, W.-C.; Chancellor, M.B.; Liu, R.-T. Prevalence and associated risk factors of nocturia and subsequent mortality in 1,301 patients with type 2 diabetes. Int. Urol. Nephrol. 2014, 46, 1269–1275. [Google Scholar] [CrossRef] [PubMed]
- Jee, D.; Keum, N.; Kang, S.; Arroyo, J.G. Sleep and diabetic retinopathy. Acta Ophthalmol. 2017, 95, 41–47. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Duffy, J.F.; Czeisler, C.A. Effect of Light on Human Circadian Physiology. Sleep Med. Clin. 2009, 4, 165–177. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Basner, M.; Fomberstein, K.M.; Razavi, F.M.; Banks, S.; William, J.H.; Rosa, R.R.; Dinges, D.F. American Time Use Survey: Sleep Time and Its Relationship to Waking Activities. Sleep 2007, 30, 1085–1095. [Google Scholar] [CrossRef] [Green Version]
- Atkinson, G.; Davenne, D. Relationships between sleep, physical activity and human health. Physiol. Behav. 2007, 90, 229–235. [Google Scholar] [CrossRef] [Green Version]
- Kuwata, H.; Okamura, S.; Hayashino, Y.; Tsujii, S.; Ishii, H. Higher levels of physical activity are independently associated with a lower incidence of diabetic retinopathy in Japanese patients with type 2 diabetes: A prospective cohort study, Diabetes Distress and Care Registry at Tenri (DDCRT15). PLoS ONE 2017, 12, e0172890. [Google Scholar] [CrossRef]
- Schmitt, E.E.; Johnson, E.C.; Yusifova, M.; Bruns, D.R. The renal molecular clock: Broken by aging and restored by exercise. Am. J. Physiol. Renal. Physiol. 2019, 317, F1087–F1093. [Google Scholar] [CrossRef]
- Kara, B.; Kilic, O. Predictors of poor sleep quality and excessive daytime sleepiness in Turkish adults with type 2 diabetes. J. Clin. Nurs. 2014, 24, 1436–1439. [Google Scholar] [CrossRef]
- Raj, J.P.; Hansdak, S.G.; Naik, D.; Mahendri, N.V.; Thomas, N. SLEep among diabetic patients and their GlycaEmic control (SLEDGE): A pilot observational study. J. Diabetes 2019, 11, 122–128. [Google Scholar] [CrossRef]
- Medeiros, C.; Bruin, V.; Férrer, D.; Paiva, T.; Júnior, R.M.; Forti, A.; Bruin, P. Excessive daytime sleepiness in type 2 diabetes. Arq. Bras. Endocrinol. Metabol. 2013, 57, 425–430. [Google Scholar] [CrossRef] [Green Version]
- Johns, M.W. Sensitivity and specificity of the multiple sleep latency test (MSLT), the maintenance of wakefulness test and the Epworth sleepiness scale: Failure of the MSLT as a gold standard. J. Sleep Res. 2000, 9, 5–11. [Google Scholar] [CrossRef]
- Vgontzas, A.N.; Bixler, E.O.; Chrousos, G.P. Sleep apnea is a manifestation of the metabolic syndrome. Sleep Med. Rev. 2005, 9, 211–224. [Google Scholar] [CrossRef] [PubMed]
- Gabryelska, A.; Karuga, F.F.; Szmyd, B.; Białasiewicz, P. HIF-1α as a Mediator of Insulin Resistance, T2DM, and Its Complications: Potential Links With Obstructive Sleep Apnea. Front. Physiol. 2020, 11, 1035. [Google Scholar] [CrossRef] [PubMed]
- Buyukaydin, B.; Akkoyunlu, M.E.; Kazancioglu, R.; Karakose, F.; Özçelik, H.K.; Erkoç, R.; Kart, L. The effect of sleep apnea syndrome on the development of diabetic nephropathy in patients with type 2 diabetes. Diabetes Res. Clin. Pract. 2012, 98, 140–143. [Google Scholar] [CrossRef] [PubMed]
- Siwasaranond, N.; Nimitphong, H.; Manodpitipong, A.; Saetung, S.; Chirakalwasan, N.; Thakkinstian, A.; Reutrakul, S. The Relationship between Diabetes-Related Complications and Obstructive Sleep Apnea in Type 2 Diabetes. J. Diabetes Res. 2018, 2018, 9269170. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Artom, M.; Moss-Morris, R.; Caskey, F.; Chilcot, J. Fatigue in advanced kidney disease. Kidney Int. 2014, 86, 497–505. [Google Scholar] [CrossRef] [Green Version]
- Rodbard, H.W.; Blonde, L.; Braithwaite, S.S.; Brett, E.M.; Cobin, R.H.; Handelsman, Y.; Hellman, R.; Jellinger, P.S.; Jovanovic, L.G.; Levy, P.; et al. American Association of Clinical Endocrinologists medical guidelines for clinical practice for the management of diabetes mellitus. Endocr. Pract. 2007, 13 (Suppl. 1), 1–68. [Google Scholar] [CrossRef] [Green Version]
- Ji, L.; Tsai, S.-T.; Lin, J.; Bhambani, S. National Variations in Comorbidities, Glycosylated Hemoglobin Reduction, and Insulin Dosage in Asian Patients with Type 2 Diabetes: The FINE-Asia Registry. Diabetes Ther. 2015, 6, 519–530. [Google Scholar] [CrossRef] [Green Version]
- Floyd, J.A.; Medler, S.M.; Ager, J.W.; Janisse, J.J. Age-related changes in initiation and maintenance of sleep: A meta-analysis. Res. Nurs. Health 2000, 23, 106–117. [Google Scholar] [CrossRef]
- Nanayakkara, N.; Curtis, A.J.; Heritier, S.; Gadowski, A.M.; Pavkov, M.E.; Kenealy, T.; Owens, D.R.; Thomas, R.L.; Song, S.; Wong, J.; et al. Impact of age at type 2 diabetes mellitus diagnosis on mortality and vascular complications: Systematic review and meta-analyses. Diabetologia 2021, 64, 275–287. [Google Scholar] [CrossRef]
Variable | M ± SD | Range | n | % |
---|---|---|---|---|
Personal characteristics | ||||
Age | 63.1 ± 10.5 | 33–86 | ||
31–49 | 18 | 10.8 | ||
50–64 | 69 | 41.6 | ||
65–74 | 53 | 31.9 | ||
≥75 | 26 | 15.7 | ||
Sex | ||||
Female | 87 | 52.4 | ||
Male | 79 | 47.6 | ||
Occupation | ||||
No | 61 | 36.8 | ||
Retired | 50 | 30.1 | ||
Yes | 55 | 33.1 | ||
Education | ||||
Illiterate | 18 | 10.8 | ||
Elementary and middle school | 88 | 53.0 | ||
High school and higher | 60 | 36.2 | ||
Marriage | ||||
Married | 122 | 73.5 | ||
Single/widower/widow | 44 | 26.5 | ||
DM duration | 10.1 ± 7.9 | 0.5–51 | ||
0.5–10 years | 104 | 62.7 | ||
11–20 years | 47 | 28.3 | ||
20–30 years | 9 | 5.4 | ||
≥31 years | 6 | 3.6 | ||
BMI | 25.9 ± 3.7 | 17.7–36.2 | ||
<18.5 | 2 | 1.2 | ||
18.5–24 | 55 | 33.3 | ||
24–27 | 48 | 29.1 | ||
27–30 | 35 | 21.2 | ||
≥30 | 25 | 15.2 | ||
Mental status | ||||
Anxiety (≥11) | 11 | 6.6 | ||
Depression (≥11) | 21 | 12.7 | ||
Life style behaviors | ||||
Smoking, current (yes) | 21 | 12.7 | ||
Drinking (sometimes) | 8 | 4.8 | ||
Drinking (often) | 19 | 11.4 | ||
Exercise to sweating (yes) | 86 | 51.8 | ||
Sleep Environment (0 no ~10 extremely) | ||||
Noising (yes, >5) | 18 | 10.8 | ||
Disrupted (yes, >5) | 10 | 6.0 |
Variable | n | % |
---|---|---|
Glycemic control | ||
HbA1C ≤ 7% | 46 | 27.7 |
HbA1C > 7% | 120 | 72.3 |
Blood pressure control | ||
≤130/80 mmHg | 49 | 29.5 |
>130/80 mmHg | 117 | 70.5 |
Lipid control 1 | ||
Normal | 21 | 12.7 |
Abnormal | 145 | 87.3 |
Diabetes control 2 | ||
0 (normal) | 2 | 1.2 |
1 (one abnormal) | 25 | 15.1 |
2 (two abnormal) | 60 | 36.1 |
3 (three abnormal) | 79 | 47.6 |
Complications | ||
Neuropathy 3 | 36 | 21.7 |
Vascular disease 4 | 94 | 56.6 |
Nephropathy 5 | 12 | 7.2 |
Ophthalmological problems 6 | 44 | 26.5 |
No. of complications | ||
0 (normal) | 48 | 28.9 |
1 (one abnormal) | 66 | 39.8 |
2 (two abnormal) | 37 | 22.3 |
3 (three abnormal) | 14 | 8.4 |
4 (four abnormal) | 1 | 0.6 |
Variable | Mean ± SD | Median (IQR) | n | % |
---|---|---|---|---|
Excessive daytime sleepiness | 6.3 ± 4.4 | 5 (3–9) | ||
Normal (ESS 1 < 10) | 126 | 75.9 | ||
Abnormal (ESS ≥ 10) | 40 | 24.1 | ||
Night time sleep quality | 7.0 ± 4.1 | 6 (4–10) | ||
Good (PSQI 2 ≤ 5) | 73 | 44.0 | ||
Poor (PSQI > 5) | 93 | 56.0 | ||
Night time sleep hours | ||||
>7 h | 54 | 32.5 | ||
6–7 h | 60 | 36.2 | ||
5–5.9 h | 36 | 21.7 | ||
<5 h | 16 | 9.6 | ||
Night time sleep latency | ||||
≤15 min | 66 | 39.8 | ||
16–30 min | 51 | 30.7 | ||
31–60 min | 25 | 15.0 | ||
≥60 min | 24 | 14.5 | ||
Sleep efficiency (%) | ||||
≥85 | 99 | 59.6 | ||
75–84 | 33 | 19.9 | ||
65–74 | 16 | 9.6 | ||
<65 | 18 | 10.9 | ||
Sleep disturbances for three or more times a week | ||||
Have to get up to use bathroom | 83 | 50.0 | ||
Cannot get to sleep within 30 min | 51 | 30.7 | ||
Wake up in the middle of night or early morning | 34 | 20.5 | ||
Cough or snore loudly | 30 | 18.1 | ||
Night mare | 22 | 13.3 | ||
Pain | 10 | 6.0 | ||
Feel hot | 3 | 1.8 | ||
Cannot breathe comfortably | 2 | 1.2 | ||
Feel cold | 2 | 1.2 |
PSQ 1 | EDS 2 | |||||
---|---|---|---|---|---|---|
OR | 95% CI | p | OR | 95% CI | p | |
Age | 1.020 | 0.990–1.051 | 0.192 | 1.027 | 0.991~1.065 | 0.145 |
Sex 3 | 0.290 | 0.153–0.552 | <0.000 | 0.872 | 0.427–1.781 | 0.707 |
BMI | 1.012 | 0.931–1.100 | 0.782 | 1.048 | 0.952–1.153 | 0.338 |
DM duration (year) | 1.029 | 0.988–1.073 | 0.171 | 1.017 | 0.974–1.062 | 0.435 |
PSQ 1 | - | 4.262 | 1.822–9.971 | 0.001 | ||
Anxiety 4 | 0.938 | 0.275–3.204 | 0.919 | 2.857 | 0.823–9.924 | 0.098 |
Depression 5 | 2.147 | 0.789–5.846 | 0.130 | 1.697 | 0.633–4.553 | 0.294 |
Smoking 6 | 0.845 | 0.338–2.115 | 0.719 | 0.486 | 0.136–1.746 | 0.269 |
Drinking 7 | 1.073 | 0.670–1.719 | 0.769 | 0.621 | 0.315–1.227 | 0.170 |
Exercise to sweating 8 | 0.491 | 0.263–0.916 | 0.025 | 0.909 | 0.446–1.852 | 0.793 |
Noise volume > 5 | 1.265 | 0.465–3.443 | 0.645 | 1.242 | 0.414–3.726 | 0.699 |
Noise disruption > 5 | 3.341 | 0.687–16.241 | 0.135 | 0.776 | 0.158–3.815 | 0.755 |
Glycemic control 9 | 1.098 | 0.555–2.175 | 0.789 | 2.113 | 0.860–5.192 | 0.103 |
Lipid control 10 | 2.302 | 0.899–5.897 | 0.082 | 1.018 | 0.348–2.980 | 0.974 |
BP Control 11 | 0.579 | 0.290–1.155 | 0.121 | 1.138 | 0.516–2.512 | 0.748 |
Diabetes control 12 | 0.999 | 0.669–1.493 | 0.998 | 1.342 | 0.820–2.196 | 0.242 |
Neuropathy 13 | 1.688 | 0.679–4.197 | 0.260 | 1.059 | 0.389–2.881 | 0.911 |
Vascular disease 13 | 1.884 | 1.010–3.515 | 0.047 | 1.200 | 0.582–2.474 | 0.621 |
Nephropathy 13 | 1.624 | 0.469–5.619 | 0.444 | 3.529 | 1.070–11.647 | 0.038 |
Ophthalmological problems 13 | 3.100 | 1.437–6.690 | 0.004 | 1.259 | 0.573–2.764 | 0.566 |
Complications 14 | 1.740 | 1.217–2.488 | 0.002 | 1.165 | 0.803–1.690 | 0.422 |
OR 1 | 95% CI | p | ||
---|---|---|---|---|
Poor night time sleep quality 2 | ||||
Age | 0.99 | 0.956 | 1.025 | 0.589 |
Sex | 0.29 | 0.147 | 0.584 | 0.000 |
Exercise to sweating | 0.48 | 0.244 | 0.941 | 0.033 |
Ophthalmological problems | 3.17 | 1.316 | 7.633 | 0.010 |
Vascular disease | 1.35 | 0.681 | 2.681 | 0.389 |
Nagelkerke R2 = 0.213 | ||||
Excessive daytime sleepiness 3 | ||||
Age | 1.03 | 0.992 | 1.071 | 0.127 |
Sex | 1.27 | 0.559 | 2.859 | 0.573 |
Sleep quality | 4.35 | 1.765 | 10.732 | 0.001 |
Nephropathy | 3.78 | 1.031 | 13.848 | 0.045 |
Nagelkerke R2 = 0.164 |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
Share and Cite
Kuo, C.-P.; Lu, S.-H.; Huang, C.-N.; Liao, W.-C.; Lee, M.-C. Sleep Quality and Associated Factors in Adults with Type 2 Diabetes: A Retrospective Cohort Study. Int. J. Environ. Res. Public Health 2021, 18, 3025. https://doi.org/10.3390/ijerph18063025
Kuo C-P, Lu S-H, Huang C-N, Liao W-C, Lee M-C. Sleep Quality and Associated Factors in Adults with Type 2 Diabetes: A Retrospective Cohort Study. International Journal of Environmental Research and Public Health. 2021; 18(6):3025. https://doi.org/10.3390/ijerph18063025
Chicago/Turabian StyleKuo, Ching-Pyng, Shu-Hua Lu, Chien-Ning Huang, Wen-Chun Liao, and Meng-Chih Lee. 2021. "Sleep Quality and Associated Factors in Adults with Type 2 Diabetes: A Retrospective Cohort Study" International Journal of Environmental Research and Public Health 18, no. 6: 3025. https://doi.org/10.3390/ijerph18063025
APA StyleKuo, C. -P., Lu, S. -H., Huang, C. -N., Liao, W. -C., & Lee, M. -C. (2021). Sleep Quality and Associated Factors in Adults with Type 2 Diabetes: A Retrospective Cohort Study. International Journal of Environmental Research and Public Health, 18(6), 3025. https://doi.org/10.3390/ijerph18063025