Nocturnal continuous glucose and sleep stage data in adults with type 1 diabetes in real-world conditions

Journal of Diabetes Science and Technology

Volumn 7, Issue 5, 2013, Pages 1337-1345

  Feupe, Stephanie Feudjio ^a   Frias, Patrick F ^b   Mednick, Sara C ^c   McDevitt, Elizabeth A ^c   Heintzman, Nathaniel D ^a,d  

^a UNIVERSITY OF CALIFORNIA SAN DIEGO   (United States)

^b UNIVERSITY OF ARIZONA   (United States)

^c UNIVERSITY OF CALIFORNIA   (United States)

^d UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Hypoglycemia; Real world monitoring; Sleep; Type 1 diabetes mellitus

Indexed keywords

GLUCOSE; HEMOGLOBIN A1C; GLUCOSE BLOOD LEVEL;

ADULT; ADULT DISEASE; ALGORITHM; ARTICLE; BLOOD GLUCOSE MONITORING; CLINICAL ARTICLE; CONTROLLED STUDY; DAYTIME SOMNOLENCE; EPWORTH SLEEPINESS SCALE; FEMALE; GLYCEMIC CONTROL; HUMAN; INSULIN DEPENDENT DIABETES MELLITUS; MALE; NIGHT; NOCTURNAL HYPOGLYCEMIA; PATIENT ASSESSMENT; PILOT STUDY; REM SLEEP; SLEEP STAGE; SLEEP TIME; WAKEFULNESS; ANALYSIS; GLUCOSE BLOOD LEVEL; MIDDLE AGED; PATHOPHYSIOLOGY; PHYSIOLOGIC MONITORING; PHYSIOLOGY; SLEEP; YOUNG ADULT;

ADULT; BLOOD GLUCOSE; DIABETES MELLITUS, TYPE 1; FEMALE; HUMANS; MALE; MIDDLE AGED; MONITORING, PHYSIOLOGIC; SLEEP; YOUNG ADULT;

EID: 84900524237     PISSN: None     EISSN: 19322968     Source Type: Journal    
DOI: 10.1177/193229681300700525     Document Type: Article

References (48)

1. Mednick SC, Cai DJ, Shuman T, Anagnostaras S, Wixted JT. An opportunistic theory of cellular and systems consolidation. Trends Neurosci. 2011;34(10):504-14.
2. Williamson AM, Feyer AM. Moderate sleep deprivation produces impairments in cognitive and motor performance equivalent to legally prescribed levels of alcohol intoxication. Occup Environ Med. 2000;57(10):649-55.
3. Taylor DJ, Lichstein KL, Durrence HH, Reidel BW, Bush AJ. Epidemiology of insomnia, depression, and anxiety. Sleep. 2005;28(11):1457-64. (Pubitemid 41572796)
4. Roehrs T, Roth T. Sleep, sleepiness, sleep disorders and alcohol use and abuse. Sleep Med Rev. 2001;5(4):287-97. (Pubitemid 32822066)
5. Mednick SC, Christakis NA, Fowler JH. The spread of sleep loss influences drug use in adolescent social networks. PLoS One. 2010;5(3):e9775.
6. Cappuccio FP, Cooper D, D'Elia L, Strazzullo P, Miller MA. Sleep duration predicts cardiovascular outcomes: a systematic review and metaanalysis of prospective studies. Eur Heart J. 2011;32(12):1484-92.
7. Cappuccio FP, D'Elia L, Strazzullo P, Miller MA. Sleep duration and all-cause mortality: a systematic review and meta-analysis of prospective studies. Sleep. 2010;33(5):585-92.
8. 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(5):253-61.
9. Cappuccio FP, D'Elia L, Strazzullo P, Miller MA. Quantity and quality of sleep and incidence of type 2 diabetes: a systematic review and meta-analysis. Diabetes Care. 2010;33(2):414-20.
10. Jauch-Chara K, Schmid SM, Hallschmid M, Born J, Schultes B. Altered neuroendocrine sleep architecture in patients with type 1 diabetes. Diabetes Care. 2008;31(6):1183-8.
11. Donga E, van Dijk M, van Dijk JG, Biermasz NR, Lammers GJ, van Kralingen K, Hoogma RP, Corssmit EP, Romijn JA. Partial sleep restriction decreases insulin sensitivity in type 1 diabetes. Diabetes Care. 2010;33(7):1573-7.
12. Van Dijk M, Donga E, van Dijk JG, Lammers GJ, van Kralingen KW, Dekkers OM, Corssmit EP, Romijn JA. Disturbed subjective sleep characteristics in adult patients with long-standing type 1 diabetes mellitus. Diabetologia. 2011;54(8):1967-76.
13. Cryer PE. Hypoglycemia in type 1 diabetes mellitus. Endocrinol Metab Clin North Am. 2010;39(3):641-54.
14. Jauch-Chara K, Schultes B. Sleep and the response to hypoglycaemia. Best Pract Res Clin Endocrinol Metab. 2010;24(5):801-15.
15. Banarer S, Cryer PE. Sleep-related hypoglycemia-associated autonomic failure in type 1 diabetes: reduced awakening from sleep during hypoglycemia. Diabetes. 2003;52(5):1195-203. (Pubitemid 36523356)
16. Pillar G, Schuscheim G, Weiss R, Malhotra A, McCowen KC, Shlitner A, Peled N, Shehadeh N. Interactions between hypoglycemia and sleep architecture in children with type 1 diabetes mellitus. J Pediatr. 2003;142(2):163-8. (Pubitemid 36232906)
17. Matyka KA, Crawford C, Wiggs L, Dunger DB, Stores G. Alterations in sleep physiology in young children with insulin-dependent diabetes mellitus: relationship to nocturnal hypoglycemia. J Pediatr. 2000;137(2):233-8. (Pubitemid 30659232)
18. Shambroom J, Fabregas SE. Age related changes in objectively measured sleep observed in a large population in the home. Sleep. 2010;33:A348.
19. Fabregas SE, Shambroom JR. Objective in-home weekday vs. weekend sleep in a sample of the US population. Sleep. 2010;33:214.
20. Shambroom JR, Fábregas SE, Johnstone J. Validation of an automated wireless system to monitor sleep in healthy adults. J Sleep Res. 2012;21(2):221-30.
21. Heintzman ND, Chen B, Dave T, Ohno-Machado L. The DMITRI pilot study: exploring the diabetes data ecosystem. To be submitted.
22. Johns MW. A new method for measuring daytime sleepiness: the Epworth Sleepiness Scale. Sleep. 1991;14(6):540-5.
23. Iber C, Ancoli-Israel S, Chesson A, Quan SF, eds. The AASM manual for the scoring of sleep and associated events: rules, terminology, and technical specification. 1st ed. Westchester: American Academy of Sleep Medicine; 2007.
24. Hobson JA, Pace-Schott EF. The cognitive neuroscience of sleep: neuronal systems, consciousness and learning. Nat Rev Neurosci. 2002;3(9):679-93. (Pubitemid 135706674)
25. Spiegel K, Tasali E, Leproult R, Scherberg N, Van Cauter E. Twenty-four-hour profiles of acylated and total ghrelin: relationship with glucose levels and impact of time of day and sleep. J Clin Endocrinol Metab. 2011;96(2):486-93.
26. Vervoort G, Goldschmidt HM, van Doorn LG. Nocturnal blood glucose profiles in patients with type 1 diabetes mellitus on multiple (> or = 4) daily insulin injection regimens. Diabet Med. 1996;13(9):794-9. (Pubitemid 26317175)
27. Brownlee M, Hirsch IB. Glycemic variability: a hemoglobin A1c-independent risk factor for diabetic complications. JAMA. 2006;295(14):1707-8.
28. Rodbard D. New and improved methods to characterize glycemic variability using continuous glucose monitoring. Diabetes Technol Ther. 2009;11(9):551-65.
29. Hill NR, Oliver NS, Choudhary P, Levy JC, Hindmarsh P, Matthews DR. Normal reference range for mean tissue glucose and glycemic variability derived from continuous glucose monitoring for subjects without diabetes in different ethnic groups. Diabetes Technol Ther. 2011;13(9):921-8.
30. .Frias PF, Frias JP, Heintzman ND. Glycemic variability during road cycling in elite athletes with type 1 diabetes. Presented at: Diabetes Technology Meeting, Bethesda, MD, 2012.
31. National Sleep Foundation. 2011 sleep in America poll. National Sleep Foundation: Washington DC; 2011.
32. Perfect MM, Patel PG, Scott RE, Wheeler MD, Patel C, Griffin K, Sorensen ST, Goodwin JL, Quan SF. Sleep, glucose, and daytime functioning in youth with type 1 diabetes. Sleep. 2012;35(1):81-8.
33. Tasali E, Leproult R, Ehrmann DA, Van Cauter E. Slow-wave sleep and the risk of type 2 diabetes in humans. Proc Natl Acad Sci U S A. 2008;105(3):1044-9. (Pubitemid 351282078)
34. Dijk DJ. Slow-wave sleep, diabetes, and the sympathetic nervous system. Proc Natl Acad Sci U S A. 2008;105(4):1107-8.
35. Serrano Ríos M, Navascués I, Ordóñez A, Sabán J, Núnez A, Sánchez M, García Austt E. Nocturnal growth hormone surges in type 1 diabetes mellitus are both sleep- and glycemia-dependent: assessment under continuous sleep monitoring. Diabetes Res Clin Pract. 1990;10(1):1-8. (Pubitemid 20281510)
36. Pallayova M, Donic V, Gresova S, Peregrim I, Tomori Z. Do diferences in sleep architecture exist between persons with type 2 diabetes and nondiabetic controls? J Diabetes Sci Technol. 2010;4(2):344-52.
37. Juhl CB, Højlund K, Elsborg R, Poulsen MK, Selmar PE, Holst JJ, Christiansen C, Beck-Nielsen H. Automated detection of hypoglycemiainduced EEG changes recorded by subcutaneous electrodes in subjects with type 1 diabetes--the brain as a biosensor. Diabetes Res Clin Pract. 2010;88(1):22-8.
38. Snogdal LS, Folkestad L, Elsborg R, Remvig LS, Beck-Nielsen H, Thorsteinsson B, Jennum P, Gjerstad M, Juhl CB. Detection of hypoglycemia associated EEG changes during sleep in type 1 diabetes mellitus. Diabetes Res Clin Pract. 2012;98(1):91-7.
39. Nguyen LB, Ling SS, Jones TW, Nguyen HT. Identification of hypoglycemic states for patients with T1DM using various parameters derived from EEG signals. Conf Proc IEEE Eng Med Biol Soc. 2011;2011:2760-3.
40. Nguyen LB, Nguyen AV, Ling SH, Nguyen HT. An adaptive strategy of classification for detecting hypoglycemia using only two EEG channels. Conf Proc IEEE Eng Med Biol Soc. 2012;2012:3515-8.
41. Choudhary P, Shin J, Wang Y, Evans ML, Hammond PJ, Kerr D, Shaw JA, Pickup JC, Amiel SA. Insulin pump therapy with automated insulin suspension in response to hypoglycemia: reduction in nocturnal hypoglycemia in those at greatest risk. Diabetes Care. 2011;34(9):2023-5.
42. O'Connor A. New technologies aim to help you sleep better. New York Times; July 10, 2012. http://well.blogs.nytimes.com/2012/07/10/new-technologies- aim-at-sounder-sleep/. Accessed March 15, 2013.
43. Quantified Self: Guide to Self-Tracking Tools. 34 tools tagged "sleep." http://quantifiedself.com/guide/tag/sleep. Accessed March 15, 2013.
44. Quantified Self. http://quantifiedself.com/. Accessed March 15, 2013.
45. Swan M. Crowdsourced health research studies: an important emerging complement to clinical trials in the public health research ecosystem. J Med Internet Res. 2012;14(2):e46.
46. Lillie EO, Patay B, Diamant J, Issell B, Topol EJ, Schork NJ. The n-of-1 clinical trial: the ultimate strategy for individualizing medicine? Per Med. 2011;8(2):161-173.
47. Smarr L. Quantifying your body: a how-to guide from a systems biology perspective. Biotechnol J. 2012;7(8):980-91.
48. Hood L, Flores M. A personal view on systems medicine and the emergence of proactive P4 medicine: predictive, preventive, personalized and participatory. N Biotechnol. 2012;29(6):613-24.