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Published in: Acta Diabetologica 2/2016

01-04-2016 | Original Article

Multifactorial intervention in diabetes care using real-time monitoring and tailored feedback in type 2 diabetes

Authors: Soo Lim, Seon Mee Kang, Kyoung Min Kim, Jae Hoon Moon, Sung Hee Choi, Hee Hwang, Hye Seung Jung, Kyong Soo Park, Jun Oh Ryu, Hak Chul Jang

Published in: Acta Diabetologica | Issue 2/2016

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Abstract

Aims

In 2011, we demonstrated that an individualized health management system employing advanced medical information technology, designated ubiquitous (u)-healthcare, was helpful in achieving glycemic control without hypoglycemia in patients with diabetes. Following this, we generated a new multidisciplinary u-healthcare system by upgrading our clinical decision support system (CDSS) rule engine and integrating a physical activity-monitoring device and dietary feedback into a comprehensive package.

Methods

In a randomized, controlled clinical trial, patients with type 2 diabetes aged over 60 years were assigned randomly to a self-monitored blood glucose (SMBG) group (N = 50) or u-healthcare group (N = 50) for 6 months. The primary endpoint was the proportion of patients achieving glycated hemoglobin (HbA1c) <7 % without hypoglycemia. Changes in body composition and lipid profiles were also investigated. The u-healthcare group was educated to use a specially designed glucometer and an activity monitor that automatically transferred test results to a hospital-based server. An automated CDSS rule engine generated and sent patient-specific messages about glucose, diet, and physical activity to their mobile phones and a Web site.

Results

After 6 months of follow-up, the HbA1c level was significantly decreased in the u-healthcare group [8.0 ± 0.7 % (64.2 ± 8.8 mmol/mol) to 7.3 ± 0.9 % (56.7 ± 9.9 mmol/mol)] compared with the SMBG group [8.1 ± 0.8 % (64.9 ± 9.1 mmol/mol) to 7.9 ± 1.2 % (63.2 ± 12.3 mmol/mol)] (P < 0.01). The proportion of patients with HbA1c < 7 % without hypoglycemia was greater in the u-healthcare group (26 %) than in the SMBG group (12 %; P < 0.05). Body fat mass decreased and lipid profiles improved in the u-healthcare group but not in the SMBG group.

Conclusion

This u-healthcare service provided effective management for older patients with type 2 diabetes (ClinicalTrial.Gov: NCT01137058).
Appendix
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Literature
1.
go back to reference Ding H, Moodley Y, Kanagasingam Y, Karunanithi M (2012) A mobile-health system to manage chronic obstructive pulmonary disease patients at home. Conf Proc IEEE Eng Med Biol Soc 2012:2178–2181PubMed Ding H, Moodley Y, Kanagasingam Y, Karunanithi M (2012) A mobile-health system to manage chronic obstructive pulmonary disease patients at home. Conf Proc IEEE Eng Med Biol Soc 2012:2178–2181PubMed
2.
go back to reference Steventon A, Bardsley M, Billings J, Dixon J, Doll H, Hirani S, Cartwright M, Rixon L, Knapp M, Henderson C, Rogers A, Fitzpatrick R, Hendy J, Newman S (2012) Effect of telehealth on use of secondary care and mortality: findings from the Whole System Demonstrator cluster randomised trial. BMJ 344:e3874CrossRefPubMedPubMedCentral Steventon A, Bardsley M, Billings J, Dixon J, Doll H, Hirani S, Cartwright M, Rixon L, Knapp M, Henderson C, Rogers A, Fitzpatrick R, Hendy J, Newman S (2012) Effect of telehealth on use of secondary care and mortality: findings from the Whole System Demonstrator cluster randomised trial. BMJ 344:e3874CrossRefPubMedPubMedCentral
3.
go back to reference de Jongh T, Gurol-Urganci I, Vodopivec-Jamsek V, Car J, Atun R (2012) Mobile phone messaging for facilitating self-management of long-term illnesses. Cochrane Database Syst Rev 12:CD007459 de Jongh T, Gurol-Urganci I, Vodopivec-Jamsek V, Car J, Atun R (2012) Mobile phone messaging for facilitating self-management of long-term illnesses. Cochrane Database Syst Rev 12:CD007459
4.
go back to reference Alasaarela E, Oliver NS (2009) Wireless solutions for managing diabetes: a review and future prospects. Technol Health Care 17:353–367PubMed Alasaarela E, Oliver NS (2009) Wireless solutions for managing diabetes: a review and future prospects. Technol Health Care 17:353–367PubMed
5.
go back to reference Perez-Ferre N, Galindo M, Fernandez MD, Velasco V, de la Cruz MJ, Martin P, del VL, Calle-Pascual AL (2010) A telemedicine system based on Internet and short message service as a new approach in the follow-up of patients with gestational diabetes. Diabetes Res Clin Pract 87:e15–e17 Perez-Ferre N, Galindo M, Fernandez MD, Velasco V, de la Cruz MJ, Martin P, del VL, Calle-Pascual AL (2010) A telemedicine system based on Internet and short message service as a new approach in the follow-up of patients with gestational diabetes. Diabetes Res Clin Pract 87:e15–e17
6.
go back to reference Mulvaney SA, Rothman RL, Wallston KA, Lybarger C, Dietrich MS (2010) An internet-based program to improve self-management in adolescents with type 1 diabetes. Diabetes Care 33:602–604CrossRefPubMedPubMedCentral Mulvaney SA, Rothman RL, Wallston KA, Lybarger C, Dietrich MS (2010) An internet-based program to improve self-management in adolescents with type 1 diabetes. Diabetes Care 33:602–604CrossRefPubMedPubMedCentral
7.
go back to reference Cho JH, Chang SA, Kwon HS, Choi YH, Ko SH, Moon SD, Yoo SJ, Song KH, Son HS, Kim HS, Lee WC, Cha BY, Son HY, Yoon KH (2006) Long-term effect of the Internet-based glucose monitoring system on HbA1c reduction and glucose stability: a 30-month follow-up study for diabetes management with a ubiquitous medical care system. Diabetes Care 29:2625–2631CrossRefPubMed Cho JH, Chang SA, Kwon HS, Choi YH, Ko SH, Moon SD, Yoo SJ, Song KH, Son HS, Kim HS, Lee WC, Cha BY, Son HY, Yoon KH (2006) Long-term effect of the Internet-based glucose monitoring system on HbA1c reduction and glucose stability: a 30-month follow-up study for diabetes management with a ubiquitous medical care system. Diabetes Care 29:2625–2631CrossRefPubMed
8.
go back to reference Lim S, Kang SM, Shin H, Lee HJ, Won YJ, Yu SH, Kim SY, Yoo SY, Jung HS, Park KS, Ryu JO, Jang HC (2011) Improved glycemic control without hypoglycemia in elderly diabetic patients using the ubiquitous healthcare service, a new medical information system. Diabetes Care 34:308–313CrossRefPubMedPubMedCentral Lim S, Kang SM, Shin H, Lee HJ, Won YJ, Yu SH, Kim SY, Yoo SY, Jung HS, Park KS, Ryu JO, Jang HC (2011) Improved glycemic control without hypoglycemia in elderly diabetic patients using the ubiquitous healthcare service, a new medical information system. Diabetes Care 34:308–313CrossRefPubMedPubMedCentral
9.
go back to reference Hu FB, Manson JE, Stampfer MJ, Colditz G, Liu S, Solomon CG, Willett WC (2001) Diet, lifestyle, and the risk of type 2 diabetes mellitus in women. N Engl J Med 345:790–797CrossRefPubMed Hu FB, Manson JE, Stampfer MJ, Colditz G, Liu S, Solomon CG, Willett WC (2001) Diet, lifestyle, and the risk of type 2 diabetes mellitus in women. N Engl J Med 345:790–797CrossRefPubMed
10.
go back to reference Knowler WC, Barrett-Connor E, Fowler SE, Hamman RF, Lachin JM, Walker EA, Nathan DM (2002) Reduction in the incidence of type 2 diabetes with lifestyle intervention or metformin. N Engl J Med 346:393–403CrossRefPubMed Knowler WC, Barrett-Connor E, Fowler SE, Hamman RF, Lachin JM, Walker EA, Nathan DM (2002) Reduction in the incidence of type 2 diabetes with lifestyle intervention or metformin. N Engl J Med 346:393–403CrossRefPubMed
11.
go back to reference Li G, Zhang P, Wang J, Gregg EW, Yang W, Gong Q, Li H, Li H, Jiang Y, An Y, Shuai Y, Zhang B, Zhang J, Thompson TJ, Gerzoff RB, Roglic G, Hu Y, Bennett PH (2008) The long-term effect of lifestyle interventions to prevent diabetes in the China Da Qing Diabetes Prevention Study: a 20-year follow-up study. Lancet 371:1783–1789CrossRefPubMed Li G, Zhang P, Wang J, Gregg EW, Yang W, Gong Q, Li H, Li H, Jiang Y, An Y, Shuai Y, Zhang B, Zhang J, Thompson TJ, Gerzoff RB, Roglic G, Hu Y, Bennett PH (2008) The long-term effect of lifestyle interventions to prevent diabetes in the China Da Qing Diabetes Prevention Study: a 20-year follow-up study. Lancet 371:1783–1789CrossRefPubMed
12.
go back to reference Wing RR, Bolin P, Brancati FL, Bray GA, Clark JM, Coday M, Crow RS, Curtis JM, Egan CM, Espeland MA, Evans M, Foreyt JP, Ghazarian S, Gregg EW, Harrison B, Hazuda HP, Hill JO, Horton ES, Hubbard VS, Jakicic JM, Jeffery RW, Johnson KC, Kahn SE, Kitabchi AE, Knowler WC, Lewis CE, Maschak-Carey BJ, Montez MG, Murillo A, Nathan DM, Patricio J, Peters A, Pi-Sunyer X, Pownall H, Reboussin D, Regensteiner JG, Rickman AD, Ryan DH, Safford M, Wadden TA, Wagenknecht LE, West DS, Williamson DF, Yanovski SZ (2013) Cardiovascular effects of intensive lifestyle intervention in type 2 diabetes. N Engl J Med 369:145–154CrossRefPubMed Wing RR, Bolin P, Brancati FL, Bray GA, Clark JM, Coday M, Crow RS, Curtis JM, Egan CM, Espeland MA, Evans M, Foreyt JP, Ghazarian S, Gregg EW, Harrison B, Hazuda HP, Hill JO, Horton ES, Hubbard VS, Jakicic JM, Jeffery RW, Johnson KC, Kahn SE, Kitabchi AE, Knowler WC, Lewis CE, Maschak-Carey BJ, Montez MG, Murillo A, Nathan DM, Patricio J, Peters A, Pi-Sunyer X, Pownall H, Reboussin D, Regensteiner JG, Rickman AD, Ryan DH, Safford M, Wadden TA, Wagenknecht LE, West DS, Williamson DF, Yanovski SZ (2013) Cardiovascular effects of intensive lifestyle intervention in type 2 diabetes. N Engl J Med 369:145–154CrossRefPubMed
13.
go back to reference Gerstein HC, Miller ME, Byington RP, Goff DC Jr, Bigger JT, Buse JB, Cushman WC, Genuth S, Ismail-Beigi F, Grimm RH Jr, Probstfield JL, Simons-Morton DG, Friedewald WT (2008) Effects of intensive glucose lowering in type 2 diabetes. N Engl J Med 358:2545–2559CrossRefPubMed Gerstein HC, Miller ME, Byington RP, Goff DC Jr, Bigger JT, Buse JB, Cushman WC, Genuth S, Ismail-Beigi F, Grimm RH Jr, Probstfield JL, Simons-Morton DG, Friedewald WT (2008) Effects of intensive glucose lowering in type 2 diabetes. N Engl J Med 358:2545–2559CrossRefPubMed
14.
go back to reference Patel A, MacMahon S, Chalmers J, Neal B, Billot L, Woodward M, Marre M, Cooper M, Glasziou P, Grobbee D, Hamet P, Harrap S, Heller S, Liu L, Mancia G, Mogensen CE, Pan C, Poulter N, Rodgers A, Williams B, Bompoint S, de Galan BE, Joshi R, Travert F (2008) Intensive blood glucose control and vascular outcomes in patients with type 2 diabetes. N Engl J Med 358:2560–2572CrossRefPubMed Patel A, MacMahon S, Chalmers J, Neal B, Billot L, Woodward M, Marre M, Cooper M, Glasziou P, Grobbee D, Hamet P, Harrap S, Heller S, Liu L, Mancia G, Mogensen CE, Pan C, Poulter N, Rodgers A, Williams B, Bompoint S, de Galan BE, Joshi R, Travert F (2008) Intensive blood glucose control and vascular outcomes in patients with type 2 diabetes. N Engl J Med 358:2560–2572CrossRefPubMed
15.
go back to reference Munshi MN, Maguchi M, Segal AR (2012) Treatment of type 2 diabetes in the elderly. Curr Diab Rep 12:239–245CrossRefPubMed Munshi MN, Maguchi M, Segal AR (2012) Treatment of type 2 diabetes in the elderly. Curr Diab Rep 12:239–245CrossRefPubMed
16.
go back to reference Kang SM, Kim MJ, Ahn HY, Yoon JW, Moon MK, Jung HS, Choi SH, Lim S, Park KS, Jang HC (2012) Ubiquitous healthcare service has the persistent benefit on glycemic control and body weight in older adults with diabetes. Diabetes Care 35:e19CrossRefPubMedPubMedCentral Kang SM, Kim MJ, Ahn HY, Yoon JW, Moon MK, Jung HS, Choi SH, Lim S, Park KS, Jang HC (2012) Ubiquitous healthcare service has the persistent benefit on glycemic control and body weight in older adults with diabetes. Diabetes Care 35:e19CrossRefPubMedPubMedCentral
18.
19.
go back to reference Lee Y, Shin H, Vassy JL, Kim JT, Cho SI, Kang SM, Choi SH, Kim KW, Park KS, Jang HC, Lim S (2012) Comparison of regional body composition and its relation with cardiometabolic risk between BMI-matched young and old subjects. Atherosclerosis 224:258–265CrossRefPubMed Lee Y, Shin H, Vassy JL, Kim JT, Cho SI, Kang SM, Choi SH, Kim KW, Park KS, Jang HC, Lim S (2012) Comparison of regional body composition and its relation with cardiometabolic risk between BMI-matched young and old subjects. Atherosclerosis 224:258–265CrossRefPubMed
20.
go back to reference Ko DH, Lim S, Song SH, Choi SH, Park YJ, Park KU, Jang HC, Song J (2010) Performance evaluation of the GlucoDr plus glucometer. Diabetes Technol Ther 12:307–312CrossRefPubMed Ko DH, Lim S, Song SH, Choi SH, Park YJ, Park KU, Jang HC, Song J (2010) Performance evaluation of the GlucoDr plus glucometer. Diabetes Technol Ther 12:307–312CrossRefPubMed
21.
go back to reference Snell-Bergeon JK, Wadwa RP (2012) Hypoglycemia, diabetes, and cardiovascular disease. Diabetes Technol Ther 14(Suppl 1):S51–S58PubMed Snell-Bergeon JK, Wadwa RP (2012) Hypoglycemia, diabetes, and cardiovascular disease. Diabetes Technol Ther 14(Suppl 1):S51–S58PubMed
22.
go back to reference McCoy RG, Van Houten HK, Ziegenfuss JY, Shah ND, Wermers RA, Smith SA (2012) Increased mortality of patients with diabetes reporting severe hypoglycemia. Diabetes Care 35:1897–1901CrossRefPubMedPubMedCentral McCoy RG, Van Houten HK, Ziegenfuss JY, Shah ND, Wermers RA, Smith SA (2012) Increased mortality of patients with diabetes reporting severe hypoglycemia. Diabetes Care 35:1897–1901CrossRefPubMedPubMedCentral
23.
go back to reference Lee HJ, Lee SH, Ha KS, Jang HC, Chung WY, Kim JY, Chang YS, Yoo DH (2009) Ubiquitous healthcare service using Zigbee and mobile phone for elderly patients. Int J Med Inform 78:193–198CrossRefPubMed Lee HJ, Lee SH, Ha KS, Jang HC, Chung WY, Kim JY, Chang YS, Yoo DH (2009) Ubiquitous healthcare service using Zigbee and mobile phone for elderly patients. Int J Med Inform 78:193–198CrossRefPubMed
24.
go back to reference Yoo HJ, Park MS, Kim TN, Yang SJ, Cho GJ, Hwang TG, Baik SH, Choi DS, Park GH, Choi KM (2009) A Ubiquitous Chronic Disease Care system using cellular phones and the internet. Diabet Med 26:628–635CrossRefPubMed Yoo HJ, Park MS, Kim TN, Yang SJ, Cho GJ, Hwang TG, Baik SH, Choi DS, Park GH, Choi KM (2009) A Ubiquitous Chronic Disease Care system using cellular phones and the internet. Diabet Med 26:628–635CrossRefPubMed
25.
go back to reference World Medical Association declaration of Helsinki (1997) Recommendations guiding physicians in biomedical research involving human subjects. JAMA 277:925–926CrossRef World Medical Association declaration of Helsinki (1997) Recommendations guiding physicians in biomedical research involving human subjects. JAMA 277:925–926CrossRef
Metadata
Title
Multifactorial intervention in diabetes care using real-time monitoring and tailored feedback in type 2 diabetes
Authors
Soo Lim
Seon Mee Kang
Kyoung Min Kim
Jae Hoon Moon
Sung Hee Choi
Hee Hwang
Hye Seung Jung
Kyong Soo Park
Jun Oh Ryu
Hak Chul Jang
Publication date
01-04-2016
Publisher
Springer Milan
Published in
Acta Diabetologica / Issue 2/2016
Print ISSN: 0940-5429
Electronic ISSN: 1432-5233
DOI
https://doi.org/10.1007/s00592-015-0754-8

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