Copyright
©The Author(s) 2021.
World J Diabetes. Feb 15, 2021; 12(2): 170-197
Published online Feb 15, 2021. doi: 10.4239/wjd.v12.i2.170
Published online Feb 15, 2021. doi: 10.4239/wjd.v12.i2.170
Ref. | Number centres, funding | Participants I/C | Design, location (country/territory) | Mean age intervention (SD)/mean age control (SD) (yr) | Sex (M/F) | Intervention type | Control | Measured outcomes | Key results | PEDro | Notes |
Alanzi et al[36] 2018 | 4, none stated | 10/10 | NB, Saudi Arabia | 8 × (18-40), 2 × (41-50)/9 × (18-40), 1 × (41-50) | 15/5 | Mobile application; Bluetooth transmission of blood glucose, social networking, cognitive behavioral therapy (6 mo) | Usual care | HbA1c | Greater decrease in HbA1c for intervention vs control | 5 | - |
Arora et al[37] 2014 | 1, Agile Health LLC and McKesson foundation | 64/64 | NB, United States | 50.5 (10.3)/51 (10.2) | 46/82 | Twice daily text messages about self-care and medication adherence (6 mo) | Usual care | HbA1c | No significant differences | 4 | Data converted from median (range)a |
Bujnowska-Fedak et al[38] 2011 | Multi-centre, none stated | 50/50 | NB, Poland | 53.1 (25.2)/57.5 (27.4) | 51/44 | Transmission of blood glucose to computer network via glucometer, systems sends text to GP (6 mo) | Usual care with glucometer | HbA1c, FPG, PPG, BMI, SBP, DBP, TC | No significant differences | 5 | - |
Cho et al[39] 2017 | 3, Korean Government | 244/240 | NB, South Korea | 52.9 (9.2)/53.4 (8.7) | 307/177 | Glucometer and blood pressure measurements sent via internet connected device, doctors and nurses send back recommendations (6 mo) | Usual care | HbA1c, FPG, weight, BMI, SBP, DBP, TC, HDL, LDL, TG, WC, PPG, QoL | Greater decrease in HbA1c, PPG and WC for intervention vs control | 6 | - |
Crowley et al[40] 2016 | 1, Veterans Affairs | 25/25 | NB, United States | 60 (8.4)/60 (9.2) | 48/2 | Glucose testing sent via telephone voice system daily + fortnightly self-management modules via telephone (6 mo) | Usual care | HbA1c, SBP, DBP, Depression | Greater decrease in HbA1c, SBP, DBP for intervention vs control | 6 | - |
Dafoulas et al[41] 2015 | Multicentre, European Community | 74/80 | SB, Greece | 58.28 (0.93)/64.11 (0.6) | 68/86 | Transmission of blood glucose weekly via mobile app + calls from doctors as required (12 mo) | Usual care | HbA1c, QoL | Greater decrease in HbA1c, QoL physical, QoL mental and physical activity for intervention vs control | 5 | - |
Dario et al[42] 2017 | 3, European Commission and RENEWING HEALTH project | 208/91 | NB, Italy | 73.05 (5.79)/73.04 (5.28) | 168/131 | Transmission of glucometer via online gateway to doctor | Usual care | HbA1c, QoL, depression, anxiety | No significant differences | 5 | - |
Fortmann et al[43] 2017 | 4, Mckesson foundation and National center for advancing translational sciences grant | 63/63 | NB, United States | 47.8 (9.0)/49.1 (10.6) | 32/94 | Text messages, up to 3 per day; motivational, educational or call-to-action (6 mo) | Usual care | HbA1c, FPG, TC, HDL, LDL, TG, SBP, DBP, BMI, weight | Greater decrease in HbA1c for intervention vs control | 6 | - |
Fountoulakis et al[44] 2015 | 2, None stated | 54/26 | NB, Greece | 61.3 (11.4)/63.5 (13.8) | 55/25 | USB-connected modem compatible with glucometer, data transmitted to computers of Department of Endocrinology | Usual care | HbA1c, BMI | Greater decrease in HbA1c for intervention vs control | 5 | Separates T1D and T2D data. Recruitment ‘n’ not provided |
Holmen et al[45] 2014 | 2, European Union + 6 others | (1) 51/50, (2) 50/50 | NB, Norway | 58.6 (11.8)/55.9 (12.2) | (1) 64/37, (2) 55/45 | (1) mobile phone based self-management system app (automatic blood glucose transmission, input of diet and exercise info, goal managing). (2) Intervention 1 + telephone behaviour-change counselling from nurse for first 4 mo (12 mo) | Usual care | HbA1c, weight | No significant differences | 5 | 3 arm (2 interventions) |
Jeong et al[46] 2018 | 4, Ministry of Health and Welfare, Republic of Korea and Ministry of Trade, Industry, and Energy South Korea | (1) 113/113, (2)112/113 | NB, South Korea | 53.65 (9.10)/53.16 (9.06) | (1) 64/37, (2) 55/45 | (1) telemonitoring: outpatient clinic + tablet unit with auto blood glucose and weight transmission, diet and exercise monitoring with automated feedback texts. (2) telemedicine: intervention 1 + videoconference outpatient clinic (24 wk) | Usual care | HbA1c, FPG, PPG, BMI, body weight, SBP, DBP, HDL, LDL, TG | Greater decrease in FPG for (1) telemonitoring group and (2) telemedicine group vs control | 6 | 3 arm (2 interventions)a |
Kempf et al[47] 2017 | Multicentre, Boehringer Ingelheim International and University Dusseldorf | 102/100 | SB, Germany | 59 (9)/60 (8) | 90/77 | Glucometer, weight and pedometer data auto uploaded to online portal + weekly phone calls about lifestyle change and self-management (12 wk, 52 wk follow-up data) | Usual care with self-management guide, scale and step counter | HbA1c, FPG, weight, BMI, SBP, DBP, TC, HDL, LDL, QoL | Greater decease in HbA1c, body weight, BMI, SBP and QoL for intervention vs control | 8 | TG excluded as median (IQR) and skewed |
Kim et al[48] 2007 | 1, College of Nursing Catholic University of Korea | 30/30 | NB, Korea | 46.8 (8.8)/47.5 (9.1) | 22/29 | Self-monitored glucose and medication use was submitted online and weekly recommendations were sent via text (6 mo) | Usual care | HbA1c, FPG, PPG | Greater decrease in PPG for intervention vs control | 5 | - |
Kim et al[49] 2008 | 1, Korean Government | 20/20 | NB, Korea | 45.5 (9.1)/48.5 (8) | 16/18 | Medications and self-monitored glucose readings were used to create online medical record + weekly recommendations sent via text message (12 mo) | Usual care | HbA1c, FPG, PPG | Greater decrease in HbA1c for intervention vs control | 5 | - |
Kim et al[50] 2016 | 1, UB care | 110/110 | NB, China | 52.5 (9.1)/55.6 (10) | 88/94 | Internet-based self-monitoring of blood glucose + recommendations via a website (6 mo) | Usual care | HbA1c, SBP, DBP, TC, TG, HDL, LDL | Greater decrease in HbA1c and FPG for intervention vs control | 4 | - |
Kim et al[51] 2019 | 3, HealthConnect Co. | 97/94 | NB, South Korea | 60 (8.4)/56.7 (9.1) | 99/73 | Smartphone modules for Bluetooth glucometer, diet, exercise via activity tracker + clinical decision support (24 wk) | Usual care + Manual glucose logbook | HbA1c, FPG, weight, SBP, DBP, TC, TG, LDL, HDL | Greater decrease in HbA1c for intervention vs control | 5 | a |
Kleinman et al[52] 2017 | 3, Gather Health LLC | 44/46 | NB, India | 48.8 (9)/48 (9.5) | 63/27 | Mobile app provided daily reminders for self-management tasks and data + provider communication and treatment adjustment (6 mo) | Usual care | HbA1c, FPG, BMI | Greater decrease in HbA1c, greater increase self-reported medication adherence and BG testing for intervention vs control | 7 | |
Lee et al[53] 2020 | 11, Ministery of Science, Technology and Innovation Malaysia | 120/120 | SB, Malaysia | 56.1 (9.2)/56.3 (8.6) | 108/132 | Auto transmission of glucometer data via online portal with automatic feedback + team encouraged self-management monthly + change to medication if required (12 mo) | Usual care | HbA1c, FPG, SBP, DBP, TC, TG, HDL, LDL, QoL | Greater decrease in HbA1c for intervention vs control | 7 | a |
Lim et al[54] 2016 | 1, Korea healthcare technology R&D project | 50/50 | NB, Korea | 64.3 (5.2)/65.8 (4.7) | 75/25 | Bluetooth glucometer and activity monitor, and dietary and exercise transmission to website + tailored feedback to device or mobile (6 mo) | Usual care + self monitored blood glucose | HbA1c, BMI, SBP, DBP, TC, TG, LDL, HDL, WC, FPG, PPG | Greater decrease in HbA1c for intervention vs control | 5 | - |
Liou et al[55] 2014 | 6, none stated | 54/41 | NB, Taiwan | 56.6 (7.7)/57 (7.5) | 48/47 | 6 sessions about diet, medication, stress management, goal setting and foot care, including 2 via teleconference (6 mo) | Usual care + 1 in-person education session by nurse | HbA1c, BMI, SBP, DBP, TC, TG, LDL, HDL | Greater decrease in HbA1c for intervention vs control | 5 | TG excluded as log-transformeda |
Luley et al[56] 2011 | 1, none stated | 35/35 | NB, Germany | 59 (9)/58 (7) | 34/36 | Bluetooth transmission from scales and accelerometer via Homebox to server + weekly feedback and progress via letters + low calorie diet (6 mo) | Usual care + conventional low fat diet | Weight, BMI, HBA1c, TG, HDL, FPG | Greater decrease in HbA1c weight, BMI and FPG for intervention vs control | 5 | a |
Nicolucci et al[57] 2015 | Multi-centre, MSD Italia grant | 153/149 | NB, Italy | 59.1(10.3)/57.8(8.9) | 94/92 | Bluetooth transmission weight, blood glucose and blood pressure measurements to server via internet + remote support and GP feedback | Usual care | HbA1c, weight, SBP, DBP, TC, HDL, LDL, TG, QoL | Greater decrease of HbA1c and increase of mental summary QoL for intervention vs control | 4 | - |
Or et al[58] 2020 | 1, Food and Health Bureau | 151/148 | NB, Hong Kong | 63.9 (10.2)/63.7 (9.6) | 192/107 | Bluetooth glucometer and BP monior + website-based technological surrogate nursing care encouraged self-management via tablet with resources (24 wk) | Usual care | HbA1c, SBP, DBP | No significant differences | 7 | - |
Orsama et al[59] 2013 | 1, Finnish funding agency, Technical Research centre Finland & Bayer HealthCare | 27/29 | NB, Finland | 62.3 (6.5)/61.5 (9.1) | 26/22 | Mobile app transmission of weight, blood glucose, stepcount and blood pressure + automatic feedback with behaviour change focus + website viewing of health record | Usual care | HbA1c, weight, SBP, DBP | Greater decrease in HbA1c and weight for intervention vs control | 5 | Baseline HbA1c up to 2 months were used |
Pacaud et al[60] 2012 | 1, Lawson Foundation | (1) 18/21, (2) 29/21 | NB, Canada | 52.1 (8.8)/56.3 (8.1) | (1) 10/8, (2) 12/17 | (1) Webstatic: email consults (12 mo). 1A-male, 1B-female. (2) Web Interactive: online chat and email consults. 2A-male, 2B-female. (12 mo) | Usual care + education (face-to-face education, group sessions) | HbA1c, QoL | No significant differences | 5 | 5 arm (2 interventions and separation by sex). Post-test 'n 'not givena |
Pressman et al[61] 2014 | Multi-centre, Samsung | 118/107 | SB, America | 54.8 (9.8)/56.4 (8.7) | 122/76 | Weekly transmission of blood glucose, blood pressure and weight to case manager via device + tailored telephone feedback (6 mo) | Usual care | Weight, BMI, SBP, LDL, HbA1c | No significant differences | 6 | a |
Quinn et al[62] 2016 | Multi-centre, University of Maryland and WellDoc | (1) 37/29, (2) 25/27 | NB, United States | 47.3 (6.8)/47.4 (7.5) | (1) 32/34, (2) 27/25 | Mobile phone coaching App, entering blood glucose, diet, medication info with behavioural, motivation or feedback messages + Web portal (12 mo) | Usual care | HbA1c | Greater decease in HbA1c for intervention vs control, no statistical difference for age groups | 4 | 3 arm (separated by age < 55 and > 55) |
Ramadas et al[63] 2018 | 3, Monash University | 66/62 | NB, Malaysia | 49.6 (10.7)/51.5 (10.3) | 77/51 | Web-based nutrition lesson plan and dietary intervention (12 mo) | Usual care | FBG, HbA1c | No significant differences | 7 | Mean difference provided by study for HbA1ca |
Rodríguez-Idígoras et al[64] 2009 | Multi-centre, Roche Diagnostics Spain | 161/167 | NB, Spain | 63.32 (11.13)/64.52 (10.32) | 169/159 | Transmission of glucometer data via mobile + mobile contact by patient or healthcare staff when required + teleconsults (12 mo) | Usual care | HbA1c | Greater decrease in HbA1c for intervention vs control | 7 | - |
Shea et al[65] 2009 | 2, Medicare and Medicaid + 6 more | 844/821 | SB, United States | 70.8 (6.5)/ 70.9 (6.8) | 616/1049 | Home unit with web-enabled computer access to website with education + webcam for videoconferencing + auto uploading glucometer and blood pressure data (5 yr) | Usual care | HbA1c, LDL, SBP, DBP | Greater decrease in HbA1c (years 4-5) and LDL (years 1-4) and SBP (years 1-5) and DBP (years 1-5) for intervention vs control | 5 | Changed from Weinstock 2011, Adjusted mean used |
Stone et al[66] 2010 | Multi-centre, U.S. Air Force | 64/73 | SB, United States | 3 × (< 45), 38 × (45-65), 23 × (> 65)/4 × (< 45), 43 × (45-65), 26 × (> 65) | 135/2 | Transmission of blood glucose, blood pressure and weight via internet-connected device + monthly phone calls: self-management education, medication changes (6 mo) | Monthly phone call | HbA1c, weight, SBP, DBP, TC, HDL, LDL, TG | Greater decrease in HbA1c for intervention vs control | 7 | - |
Sun et al[67] 2019 | 1, Science Technology Department Jilin and Jilin University | 44/47 | NB, China | 67.9 (66,71), 68.04 (66, 72) Median (IQR) | 37/54 | Mobile phone application + Bluetooth glucometer + advice every 2 wk via app (6 mo) | Usual care + glucometer + outpatient visits | HbA1c, PPG, FPG, TC, TG, BMI, SBP | Greater decrease in HbA1c and PPG for intervention vs control | 5 | HDL, LDL, BMI, DBP excluded due to median (IQR) and skewed |
Tang et al[68] 2013 | 1, Agency for Health Research and Quality | 193/189 | SB, United States | 54 (10.7)/53.5 (10.2) | 249/166 | Bluetooth glucometer readings + uploaded nutrition, exercise logs, insulin record online + messages with healthcare team and personalised text and video | Usual care | HbA1c, LDL, weight, SBP, DBP | No significant differences at 12 mo, but greater decrease in HbA1c at 6 months of intervention vs control | 7 | - |
Vinitha et al[69] 2019 | 5, AstraZeneca Pharma India Ltd | 126/122 | NB, India | 42.4 (8.5)/44.1 (8.9) | 168/80 | Text messages 3 times weekly: education, lifestyle, medication (24 mo) | Usual care | HbA1c, weight, BMI, WC, SBP, DBP, FPG, PPG, TC, HDL, LDL, QoL | Greater decrease in HbA1c, SBP and FPG for intervention vs control | 6 | TG excluded due to median (IQR) and skewed |
Wang et al[70] 2017 | 1, Science Technology Department Jilin | 106/106 | NB, China | 52.6 (9.1)/54.7 (10.3) | 116/104 | Transfer of glucometer data to health centre via website + receival of information/advice (6 mo) | Usual care | HbA1c, TC, HDL, LDL | Greater decrease in HbA1c, PPG, FPG and TG for intervention vs control | 4 | FPG, TG, BMI, SBP, DBP, PPG excluded due to median (IQR) and skewed |
Wang et al[71] 2018 | 1, National Center for Clinical and Translational Sciences grant | 11/6 | NB, United States | 58.8 (5.9)/49.2 (10.2) | 7/10 | Smartphone application + Bluetooth scale and glucometer + 12 in-person behaviour-change sessions (6 mo) | Usual care | HbA1c | Greater decrease in HbA1c for intervention vs control | 5 | Paper group intervention not included here |
Wayne et al[72] 2015 | 2, Public Health Agency Canada | 67/64 | NB, Canada | 53.1 (10.9)/53.3 (11.9) | 28/72 | Mobile phone monitoring and health coaching (6 mo) | Health coaching without mobile | HbA1c, weight, WC, BMI, depression, anxiety, QoL | Greater decrease in BMI and greater increase in QoL (Mental SF-12) for intervention vs control | 5 | - |
Welch et al[73] 2011 | 1, Baystate Medical Center | 25/21 | NB, United States | 54.4 (10.4)/57.5 (9.5) | 31/15 | Transmission of comprehensive patient data to clinician via internet + 7 in-person visits of 1 h diabetes education (12 mo) | 7 in-person visits of 1 h diabetes education | HbA1c, SBP, DBP, BMI | Greater decrease in HbA1c and SBP for intervention vs control | 4 | Depression excluded due to nil measure of variance |
Whittemore et al[74] 2020 | 5, none stated | 26/21 | SB, Mexico | 53.9 (9.2)/56.8 (8.3) | 16/31 | 7 weekly self-management group sessions + 6 mo daily text messages about behaviour change + unconnected glucometer (6 mo) | Usual care (waitlist for intervention) | HbA1c, SBP, DBP BMI, depression | No significant differences | 7 | a |
Wild et al[75] 2016 | 4, Chief Scientist Office Grant | 160/161 | SB, United Kingdom | 60.5 (9.8)/61.4 (9.8) | 214/107 | Bluetooth transmission of glucose, blood pressure and weight to website + called when lifestyle and medication changes required (9 mo) | Usual care | HbA1c, SBP, DBP, weight | Greater decrease in HbA1c, SBP and DBP for intervention vs control | 7 | - |
Williams et al[76] 2012 | 3, QLD Health, HCF Health and Medical Research Foundation | 60/60 | NB, Australia | 58.4 (8.2)/56.4 (8.3) | 76/44 | Bluetooth Glucometer + Interactive automated telephone system encouraging self-management behaviours (6 mo) | Usual care | HbA1c, QoL | Greater decrease in HbA1c and improved mental HRQL for intervention vs control | 5 | - |
Xu et al[77] 2020 | 1, National Institutes of Health, Veterans Affairs | 33/32 | NB, United States | 54.6 (1.82)/55.34 (1.94) | 20/44 | Glucose data self reported and collected by automated phone calls/texts, shared with providers with bidirectional communication (12 mo) | Usual care | HbA1c | No significant differences | 5 | Excluded FPG measures as it was patient-reported |
Yip et al[78] 2002 | 1, none stated | 41/41 | SB, China | 55.29 (8.63)/57.54 (8.52) | 70/52 | 4 educational sessions via videoconference + telephone monitoring (4.5 mo). Outcomes measured at 6 mo) | Usual care | HbA1c | No significant differences | 5 | Additional non-telehealth group not included |
Variables | Studies (n) | Participant (n) | Mean difference | Effect size | Publications Bias | ||||
MD (95%CI) | Q test | I2 (%) | Effect size (95%CI) | Q test | I2 (%) | Egger’s t (95%CI) | |||
HbA1c | 47 | 6932 | -0.486 (-0.561, -0.410)c | 2689.381 | 98.290c | -1.523 (-1.896, -1.150)c | 1857.351 | 97.523c | 2.604 (-6.389, -0.815)a |
SBP | 22 | 4053 | -0.458 (-1.403, 0.486) | 2772.104 | 99.206c | -0.117 (-0.603, 0.370) | 1060.208 | 98.019c | 0.937 (-2.814, 7.432) |
DBP | 20 | 3764 | -0.875 (-1.429, -0.321)b | 683.275 | 97.219c | -0.376 (-0.743, -0.009)a | 535.388 | 96.451c | 0.896 (-5.695, 2.280) |
PPG | 6 | 1497 | -1.458 (-2.648, -0.268)b | 437.802 | 98.858c | -1.091 (-1.695, -0.486)c | 256.915 | 98.054 | 0.035 (-9.234, 8.984) |
FPG | 15 | 2508 | -0.577 (-0.710, -0.443)c | 163.957 | 91.461c | -1.098 (-1.575, -0.622)c | 396.579 | 96.470c | 2.730 (-4.501, -0.524)a |
Weight | 17 | 3235 | -0.243 (-0.442, -0.045)a | 120.538 | 86.726c | -0.549 (-0.950, -0.149)b | 145.580 | 89.009c | 1.225 (-3.014, 0.814) |
BMI | 15 | 2357 | -0.304 (-0.563, -0.045)a | 120.110 | 88.344c | -0.346 (-0.514, -0.178)c | 232.373 | 93.975c | 2.963 (-4.376, -0.701)a |
Cholesterol | 15 | 2951 | -0.070 (-0.141, 0.002) | 492.468 | 97.157c | -0.339 (-0.741, 0.063)a | 379.019 | 96.306c | 1.180 (-7.845, 2.304) |
Mental QoL | 6 | 634 | 2.210 (0.053, 4.367)a | 842.443 | 99.406c | 0.739 (-0.709, 2.186) | 736.156 | 99.185c | 1.124 (-13.969, 32.978) |
Physical QoL | 7 | 1467 | 1.312 (0.545, 2.080)c | 210.628 | 97.151c | 1.111 (0.432, 1.790)c | 192.042 | 96.876c | 0.425 (-8.626, 12.046) |
Subgroups | Studies | Participant | Mean difference | Effect size | ||||
Q test | Mean difference (95%CI) | I2 (%) | Q test | Effect size (95%CI) | I2 (%) | |||
Mode of intervention | ||||||||
Text message | 5 | 469 | 55.331 | -0.591 (-0.892, -0.290)c | 92.771c | 133.957 | -1.377 (-2.503, -0.252)a | 97.014c |
Mobile app | 12 | 1154 | 321.220 | -0.359 (-0.502, -0.215)c | 96.576c | 281.110 | -1.308 (-2.009, -0.607)c | 96.087c |
Interactive telephone | 2 | 170 | 9.069 | -0.782 (-1.172, -0.391)c | 88.974b | 2.226 | -2.600 (-3.243, -1.957)c | 55.074 |
Internet server/computer network | 7 | 1288 | 353.994 | -0.431 (-0.558, -0.304)c | 98.305c | 332.245 | -1.751 (-2.819, -0.684)c | 98.194c |
Website | 14 | 1875 | 843.158 | -0.539 (-0.706, -0.371)c | 98.458c | 696.131 | -1.747 (-2.587, -0.907)c | 98.133c |
Video conference | 2 | 164 | 1.687 | -0.845 (-1.144, -0.546)c | 40.719 | 25.261 | -1.450 (-3.323, 0.424) | 96.041c |
Device or tablet | 5 | 1812 | 332.123 | -0.278 (-0.747, 0.191)c | 98.796c | 162.677 | -0.905 (-1.725, -0.085)a | 97.541c |
Duration of intervention, months | ||||||||
≤ 6 | 6 | 1158 | 222.519 | -0.363 (-0.567, -0.159)c | 97.753c | 239.478 | -1.290 (-2.186, -0.394)b | 97.912c |
6 | 20 | 2234 | 1260.455 | -0.626 (-0.766, -0.486)c | 98.493c | 740.442 | -2.054 (-2.712, -1.396)c | 97.434c |
> 6 | 21 | 2565 | 1173.100 | -0.380 (-0.507, -0.252)c | 98.295c | 674.872 | -1.080 (-1.583, -0.578)c | 97.036c |
Focus of intervention | ||||||||
Biomedical parameters | 16 | 2633 | 1830.624 | -0.687 (-0.821, -0.553)c | 99.181c | 844.645 | -2.406 (-3.174, -1.639)c | 98.224c |
Self-management behaviors | 7 | 334 | 64.189 | -0.360 (-0.805, 0.086) | 90.653c | 139.861 | -0.740 (-1.753, 0.274) | 95.710c |
Biomedical and self-management | 24 | 3965 | 687.693 | -0.348 (-0.442, -0.253)c | 96.655c | 645.659 | -1.171 (-1.583, -0.759)c | 96.438c |
Telemedicine method | ||||||||
Telemonitoring | 19 | 3076 | 1872.902 | -0.553 (-0.662, -0.445)c | 99.039c | 1107.777 | -2.263 (-2.991, -1.534)c | 98.375c |
Tele-education | 12 | 994 | 125.448 | -0.495 (-0.683, -0.307)c | 91.231c | 289.370 | -1.068 (-1.767, -0.368)b | 96.199c |
Telemonitoring and tele-education | 16 | 2862 | 501.993 | -0.391 (-0.542, -0.240)c | 97.012c | 287.276 | -1.002 (-1.415, -0.588)c | 94.779c |
Model of intervention | ||||||||
Behavior change | 28 | 2773 | 629.401 | -0.452 (-0.575, -0.329)c | 95.710c | 596.338 | -1.041 (-1.426, -0.656)c | 95.472c |
Treatment | 13 | 2248 | 1518.194 | -0.589 (-0.725, -0.453)c | 99.210c | 710.693 | -2.386 (-3.249, -1.522)c | 98.312c |
Behavior change and treatment | 6 | 1911 | 448.804 | -0.401 (-0.612, -0.189)c | 98.886c | 332.288 | -1.934 (-3.070, -0.799)c | 98.495c |
Intervention lead | ||||||||
Doctor | 11 | 987 | 522.974 | -0.288 (-0.512, -0.064)a | 98.088c | 391.153 | -0.922 (-1.795, -0.048)a | 97.443c |
Nurse | 15 | 2747 | 868.940 | -0.491 (-0.655, -0.327)c | 98.389c | 474.130 | -1.606 (-2.205, -1.006)c | 97.047c |
Multi-disciplinary | 17 | 2941 | 1237.843 | -0.534 (-0.643, -0.425)c | 98.707c | 852.270 | -2.038 (-2.702, -1.375)c | 98.123c |
Allied health | 4 | 257 | 8.094 | -0.939 (-1.651, -0.227)b | 62.935a | 11.197 | -0.600 (-1.137, -0.062)a | 73.208b |
Dropout rate | ||||||||
0%-9.9% | 20 | 2659 | 779.280 | -0.458 (-0.584, -0.333)c | 97.562c | 571.285 | -1.138 (-1.62, -0.657)c | 96.674c |
10%-19.9% | 16 | 2795 | 709.022 | -0.645 (-0.786, -0.504)c | 97.884c | 740.889 | -2.329 (-3.107, -1.552)c | 97.975c |
20% + | 10 | 994 | 365.413 | -0.297 (-0.472, -0.121)c | 97.537c | 267.256 | -0.902 (-1.632, -0.171)a | 96.632c |
Frequency of intervention | ||||||||
Daily | 19 | 2176 | 996.897 | -0.439 (-0.577, -0.302)c | 98.194c | 593.016 | -1.408 (-1.959, -0.857)c | 96.965c |
< daily to > weekly | 10 | 2005 | 627.889 | -0.307 (-0.462, -0.152)c | 98.567c | 602.249 | -1.452 (-2.300, -0.605)c | 98.506c |
Weekly | 7 | 1095 | 448.790 | -0.791 (-1.167, -0.416)c | 98.663c | 353.155 | -2.340 (-3.576, -1.105)c | 98.301c |
< weekly | 5 | 1162 | 30.212 | -0.835 (-1.068, -0.602)c | 86.760c | 131.622 | -2.423 (-3.943, -0.902)b | 96.961c |
Not mentioned | 6 | 494 | 33.795 | -0.227 (-0.690, 0.237) | 85.205c | 42.744 | -0.360 (-1.010, 0.290) | 88.302c |
Rate of use/engagement | ||||||||
≤ 70% | 5 | 808 | 406.483 | -0.212 (-0.526, 0.102) | 99.016c | 254.620 | -1.060 (-2.422, 0.303) | 98.429c |
> 70% | 8 | 1287 | 150.709 | -0.576 (-0.696, -0.455)c | 95.355c | 204.974 | -2.492 (-3.514, -1.469)c | 96.585c |
Not mentioned | 34 | 4837 | 1782.085 | -0.496 (-0.589, -0.403)c | 98.148c | 1231.652 | -1.361 (-1.771, -0.951)c | 97.321c |
Self-care: Medication adherence | ||||||||
No significant differences | 4 | 557 | 57.285 | -0.268 (-0.459, -0.077)b | 94.763c | 39.413 | -0.650 (-1.254, -0.047)a | 92.388c |
Intervention significantly better | 3 | 541 | 22.004 | -0.265 (-0.677, 0.147) | 90.911c | 60.687 | -0.783 (-1.810, 0.245) | 96.704c |
Not mentioned | 40 | 5834 | 2414.200 | -0.522 (-0.605, -0.44)c | 98.385c | 1538.553 | -1.664 (-2.09, -1.237)c | 97.465c |
Self -care: Disease knowledge | ||||||||
No significant differences | 7 | 685 | 33.269 | -0.025 (-0.169, 0.118) | 81.965c | 39.012 | -0.142 (-0.535, 0.252) | 84.620c |
Intervention significantly better | 2 | 197 | 5.253 | -0.590 (-1.401, 0.222) | 80.963a | 42.653 | -1.220 (-3.543, 1.102) | 97.655c |
Not mentioned | 38 | 6050 | 2399.254 | -0.530 (-0.611, -0.449)c | 98.458c | 1584.253 | -1.802 (-2.234, -1.37)c | 97.655c |
Self-care: Behavior change | ||||||||
No significant differences | 3 | 379 | 0.374 | -0.100 (-0.134, -0.065)c | 0.000 | 10.944 | -0.318 (-0.769, 0.132) | 81.726c |
Intervention significantly better | 4 | 328 | 94.795 | -0.532 (-1.153, 0.090) | 96.835c | 70.276 | -1.145 (-2.347, 0.057) | 95.731c |
Not mentioned | 40 | 6225 | 2477.596 | -0.508 (-0.59, -0.427)c | 98.426c | 1678.368 | -1.656 (-2.079, -1.234)c | 97.676c |
Self-care: Glucose monitoring | ||||||||
No significant differences | 1 | 299 | 0.000 | -0.100 (-0.136, -0.064)c | 0.000 | 0.000 | -0.634 (-0.866, -0.401)c | 0.000 |
Intervention significantly better | 3 | 434 | 103.754 | -0.505 (-0.923, -0.087)a | 98.072c | 31.471 | -1.795 (-2.897, -0.693)c | 93.645c |
Not mentioned | 43 | 6199 | 2441.038 | -0.498 (-0.580, -0.416)c | 98.279c | 1807.229 | -1.527 (-1.942, -1.113)c | 97.676c |
Self-care: Hospital visits needed | ||||||||
No significant differences | 2 | 339 | 29.741 | -0.440 (-0.744, -0.137)b | 96.638c | 0.510 | -2.467 (-2.750, -2.184)c | 0.000 |
Intervention significantly better | 1 | 246 | 0.000 | 0.010 (-0.023, 0.043) | 0.000 | 0.000 | 0.082 (-0.187, 0.351) | 0.000 |
Not mentioned | 44 | 6347 | 2341.454 | -0.505 (-0.586, -0.424)c | 98.164c | 1692.930 | -1.519 (-1.906, -1.133)c | 97.460c |
Self-care: self-efficacy | ||||||||
No significant differences | 6 | 1071 | 90.786 | -0.232 (-0.360, -0.105)c | 94.493c | 71.592 | -0.636 (-1.093, -0.178)b | 93.016c |
Intervention significantly better | 1 | 47 | 0.000 | -0.810 (-1.013, -0.607)c | 0.000 | 0.000 | -2.290 (-3.029, -1.552)c | 0.000 |
Not mentioned | 40 | 5814 | 2311.342 | -0.514 (-0.597, -0.430)c | 98.313c | 1633.909 | -1.638 (-2.077, -1.199)c | 97.613c |
Self-care: nutrition | ||||||||
No significant differences | 4 | 380 | 42.368 | -0.642 (-0.845, -0.440)c | 92.919c | 7.474 | -2.190 (-2.608, -1.772)c | 59.861 |
Not mentioned | 43 | 6552 | 2567.224 | -0.466 (-0.546, -0.387)c | 98.364c | 1785.184 | -1.457 (-1.853, -1.061)c | 97.647c |
Self-care: Exercise | ||||||||
No significant differences | 2 | 132 | 7.605 | -0.641 (-0.943, -0.338)c | 86.850b | 0.209 | -2.427 (-2.877, -1.976)c | 0.000 |
Not mentioned | 45 | 6800 | 2636.871 | -0.477 (-0.554, -0.400)c | 98.331c | 1824.510 | -1.485 (-1.866, -1.104)c | 97.588c |
Racial | ||||||||
Hispanic | 2 | 148 | 2.118 | -0.867 (-1.052, -0.682)c | 52.782 | 0.502 | -2.791 (-3.245, -2.337)c | 0.000 |
Not mentioned | 45 | 6784 | 2560.239 | -0.464 (-0.540, -0.388)c | 98.281c | 1804.224 | -1.471 (-1.85, -1.092)c | 97.561c |
Comorbid disease | ||||||||
Overweight/obese | 4 | 318 | 50.425 | -1.270 (-1.971, -0.568)c | 94.051c | 50.979 | -2.034 (-3.280, -0.788)c | 94.115c |
Hypertension | 1 | 299 | 0.000 | -0.100 (-0.136, -0.064)c | 0.000 | 0.000 | -0.634 (-0.866, -0.401)c | 0.000 |
Not mentioned | 42 | 6315 | 2376.371 | -0.439 (-0.516, -0.361)c | 98.275c | 1787.062 | -1.499 (-1.910, -1.087)c | 97.706c |
- Citation: De Groot J, Wu D, Flynn D, Robertson D, Grant G, Sun J. Efficacy of telemedicine on glycaemic control in patients with type 2 diabetes: A meta-analysis. World J Diabetes 2021; 12(2): 170-197
- URL: https://www.wjgnet.com/1948-9358/full/v12/i2/170.htm
- DOI: https://dx.doi.org/10.4239/wjd.v12.i2.170