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Artificial pancreas treatment for outpatients with type 1 diabetes: systematic review and meta-analysis

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Bekiari, Eleni, Kitsios, Konstantinos, Thabit, Hood, Tauschmann, Martin, Athanasiadou, Eleni, Karagiannis, Thomas, Haidich, Anna-Bettina, Hovorka, Roman +1 more·2018·BMJ

Abstract

OBJECTIVE: To evaluate the efficacy and safety of artificial pancreas treatment in non-pregnant outpatients with type 1 diabetes. DESIGN: Systematic review and meta-analysis of randomised controlled trials. DATA SOURCES: Medline, Embase, Cochrane Library, and grey literature up to 2 February 2018. ELIGIBILITY CRITERIA FOR SELECTING STUDIES: Randomised controlled trials in non-pregnant outpatients with type 1 diabetes that compared the use of any artificial pancreas system with any type of insulin based treatment. Primary outcome was proportion (%) of time that sensor glucose level was within the near normoglycaemic range (3.9-10 mmol/L). Secondary outcomes included proportion (%) of time that sensor glucose level was above 10 mmol/L or below 3.9 mmol/L, low blood glucose index overnight, mean sensor glucose level, total daily insulin needs, and glycated haemoglobin. The Cochrane Collaboration risk of bias tool was used to assess study quality. RESULTS: 40 studies (1027 participants with data for 44 comparisons) were included in the meta-analysis. 35 comparisons assessed a single hormone artificial pancreas system, whereas nine comparisons assessed a dual hormone system. Only nine studies were at low risk of bias. Proportion of time in the near normoglycaemic range (3.9-10.0 mmol/L) was significantly higher with artificial pancreas use, both overnight (weighted mean difference 15.15%, 95% confidence interval 12.21% to 18.09%) and over a 24 hour period (9.62%, 7.54% to 11.7%). Artificial pancreas systems had a favourable effect on the proportion of time with sensor glucose level above 10 mmol/L (-8.52%, -11.14% to -5.9%) or below 3.9 mmol/L (-1.49%, -1.86% to -1.11%) over 24 hours, compared with control treatment. Robustness of findings for the primary outcome was verified in sensitivity analyses, by including only trials at low risk of bias (11.64%, 9.1% to 14.18%) or trials under unsupervised, normal living conditions (10.42%, 8.63% to 12.2%). Results were consistent in a subgroup analysis both for single hormone and dual hormone artificial pancreas systems. CONCLUSIONS: Artificial pancreas systems are an efficacious and safe approach for treating outpatients with type 1 diabetes. The main limitations of current research evidence on artificial pancreas systems are related to inconsistency in outcome reporting, small sample size, and short follow-up duration of individual trials.

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  • Quality of life and treatment satisfaction scores are superior with sensor-augmented pump systems compared with multiple daily injections and blood glucose monitoring.

    “Furthermore, scores for QoL and treatment satisfaction are also superior with SAP systems compared with MDI and BGM.1188–1191”

    From American Association of Clinical Endocrinology Clinical Practice Guideline: Developing a Diabetes Mellitus Comprehensive Care Plan-2022 Update. (2022) · cites this paper as [1188]

    The Methods > Patient involvement section says quality-of-life data were not extracted. Methods > Outcomes lists glycaemic measures but not treatment satisfaction, and the passages found do not compare SAP with MDI and blood glucose monitoring on either score. The claimed superiority cannot be verified from our copy. (LLM, conf=0.78)

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  1. [3]Group RS REPOSE Study Group Relative effectiveness of insulin pump treatment over multiple daily injections and structured education during flexible intensive insulin treatment for type 1 diabetes: cluster randomised trial (REPOSE). BMJ 2017; 356: j1285. 28360027 PMC6276869
  2. [4]Riemsma R Corro Ramos I Birnie R Integrated sensor-augmented pump therapy systems [the MiniMed Paradigm Veo system and the Vibe and G4 PLATINUM CGM (continuous glucose monitoring) system] for managing blood glucose levels in type 1 diabetes: a systematic review and economic evaluation. Health Technol Assess 2016; 20: 1- 251. 10.3310/hta20170 26933827 PMC4809467 · DOI
  3. [6]Agrawal P Welsh JB Kannard B Askari S Yang Q Kaufman FR Usage and effectiveness of the low glucose suspend feature of the Medtronic Paradigm Veo insulin pump. J Diabetes Sci Technol 2011; 5: 1137- 41. 10.1177/193229681100500514 22027306 PMC3208869 · DOI
  4. [7]Roze S Smith-Palmer J Valentine WJ Long-term health economic benefits of sensor-augmented pump therapy vs continuous subcutaneous insulin infusion alone in type 1 diabetes: a U.K. perspective. J Med Econ 2016; 19: 236- 42. 10.3111/13696998.2015.1113979 26510389 · DOI
  5. [8]Kumareswaran K Elleri D Allen JM Meta-analysis of overnight closed-loop randomized studies in children and adults with type 1 diabetes: the Cambridge cohort. J Diabetes Sci Technol 2011; 5: 1352- 62. 10.1177/193229681100500606 22226252 PMC3262701 · DOI
  6. [9]Battelino T Omladič JS Phillip M Closed loop insulin delivery in diabetes. Best Pract Res Clin Endocrinol Metab 2015; 29: 315- 25. 10.1016/j.beem.2015.03.001 26051293 · DOI
  7. [10]Weisman A Bai JW Cardinez M Kramer CK Perkins BA Effect of artificial pancreas systems on glycaemic control in patients with type 1 diabetes: a systematic review and meta-analysis of outpatient randomised controlled trials. Lancet Diabetes Endocrinol 2017; 5: 501- 12. 10.1016/S2213-8587(17)30167-5 28533136 · DOI · Paper page
  8. [15]Kovatchev BP Cox DJ Gonder-Frederick LA Young-Hyman D Schlundt D Clarke W Assessment of risk for severe hypoglycemia among adults with IDDM: validation of the low blood glucose index. Diabetes Care 1998; 21: 1870- 5. 10.2337/diacare.21.11.1870 9802735 · DOI
  9. [16]DerSimonian R Laird N Meta-analysis in clinical trials. Control Clin Trials 1986; 7: 177- 88. 10.1016/0197-2456(86)90046-2 3802833 · DOI · Paper page
  10. [21]Ding H Hu GL Zheng XY Chen Q Threapleton DE Zhou ZH The method quality of cross-over studies involved in Cochrane Systematic Reviews. PLoS One 2015; 10: e0120519. 10.1371/journal.pone.0120519 25867772 PMC4395015 · DOI
  11. [22]Egger M Davey Smith G Schneider M Minder C Bias in meta-analysis detected by a simple, graphical test. BMJ 1997; 315: 629- 34. 10.1136/bmj.315.7109.629 9310563 PMC2127453 · DOI · Paper page
  12. [25]Bally L Thabit H Kojzar H Day-and-night glycaemic control with closed-loop insulin delivery versus conventional insulin pump therapy in free-living adults with well controlled type 1 diabetes: an open-label, randomised, crossover study. Lancet Diabetes Endocrinol 2017; 5: 261- 70. 10.1016/S2213-8587(17)30001-3 28094136 PMC5379244 · DOI
  13. [26]Biester T Muller I Remus K 60 hours hybrid-closed-loop (HCL) in everyday life: The DREAM5-study. Pediatr Diabetes 2016; 17: 146.
  14. [27]Blauw H van Bon AC Koops R DeVries JH on behalf of the PCDIAB consortium Performance and safety of an integrated bihormonal artificial pancreas for fully automated glucose control at home. Diabetes Obes Metab 2016; 18: 671- 7. 10.1111/dom.12663 26996542 PMC5111773 · DOI
  15. [29]Brown SA Breton MD Anderson SM Overnight closed-loop control improves glycemic control in a multicenter study of adults with type 1 diabetes. J Clin Endocrinol Metab 2017; 102: 3674- 82. 10.1210/jc.2017-00556 28666360 PMC5630248 · DOI
  16. [30]Cherñavvsky DR DeBoer MD Keith-Hynes P Use of an artificial pancreas among adolescents for a missed snack bolus and an underestimated meal bolus. Pediatr Diabetes 2016; 17: 28- 35. 10.1111/pedi.12230 25348683 · DOI
  17. [31]de Bock MI Roy A Cooper MN Feasibility of outpatient 24-hour closed-loop insulin delivery. Diabetes Care 2015; 38: e186- 7. 10.2337/dc15-1047 26316630 PMC4613919 · DOI
  18. [32]DeBoer MD Breton MD Wakeman C Performance of an artificial pancreas system for young children with type 1 diabetes. Diabetes Technol Ther 2017; 19: 293- 8. 10.1089/dia.2016.0424 28426239 · DOI
  19. [34]El-Khatib FH Balliro C Hillard MA Home use of a bihormonal bionic pancreas versus insulin pump therapy in adults with type 1 diabetes: a multicentre randomised crossover trial. Lancet, 2016. PMC5358809 28007348
  20. [35]Del Favero S Boscari F Messori M Randomized summer camp crossover trial in 5-to 9-year-old children: outpatient wearable artificial pancreas is feasible and safe. Diabetes Care 2016; 39: 1180- 5. 10.2337/dc15-2815 27208335 · DOI · Paper page
  21. [36]Forlenza GP Raghinaru D Cameron F In-Home Closed-Loop (IHCL) Study Group Predictive hyperglycemia and hypoglycemia minimization: In-home double-blind randomized controlled evaluation in children and young adolescents. Pediatr Diabetes 2017. 10.1111/pedi.12603 29159870 PMC5951790 · DOI
  22. [37]Forlenza GP Deshpande S Ly TT Application of zone model predictive control artificial pancreas during extended use of infusion set and sensor: a randomized crossover-controlled home-use trial (correction in: Diabetes Care 2017;40:1096-102). Diabetes Care 2017; 40: 1096- 102. 10.2337/dc17-0500 28584075 PMC5521973 · DOI
  23. [38]Haidar A Legault L Matteau-Pelletier L Outpatient overnight glucose control with dual-hormone artificial pancreas, single-hormone artificial pancreas, or conventional insulin pump therapy in children and adolescents with type 1 diabetes: an open-label, randomised controlled trial. Lancet Diabetes Endocrinol 2015; 3: 595- 604. 10.1016/S2213-8587(15)00141-2 26066705 · DOI
  24. [39]Haidar A Rabasa-Lhoret R Legault L Single- and dual-hormone artificial pancreas for overnight glucose control in type 1 diabetes. J Clin Endocrinol Metab 2016; 101: 214- 23. 10.1210/jc.2015-3003 26523526 · DOI
  25. [40]Haidar A Messier V Legault L Ladouceur M Rabasa-Lhoret R Outpatient 60-hour day-and-night glucose control with dual-hormone artificial pancreas, single-hormone artificial pancreas, or sensor-augmented pump therapy in adults with type 1 diabetes: An open-label, randomised, crossover, controlled trial. Diabetes Obes Metab 2017; 19: 713- 20. 10.1111/dom.12880 28094472 · DOI
  26. [41]Hovorka R Elleri D Thabit H Overnight closed-loop insulin delivery in young people with type 1 diabetes: a free-living, randomized clinical trial. Diabetes Care 2014; 37: 1204- 11. 10.2337/dc13-2644 24757227 PMC3994941 · DOI
  27. [43]Kovatchev BP Renard E Cobelli C Safety of outpatient closed-loop control: first randomized crossover trials of a wearable artificial pancreas. Diabetes Care 2014; 37: 1789- 96. 10.2337/dc13-2076 24929429 PMC4067397 · DOI
  28. [44]Kropff J Del Favero S Place J AP@home consortium 2 month evening and night closed-loop glucose control in patients with type 1 diabetes under free-living conditions: a randomised crossover trial. Lancet Diabetes Endocrinol 2015; 3: 939- 47. 10.1016/S2213-8587(15)00335-6 26432775 · DOI
  29. [45]Leelarathna L Dellweg S Mader JK AP@home Consortium Day and night home closed-loop insulin delivery in adults with type 1 diabetes: three-center randomized crossover study. Diabetes Care 2014; 37: 1931- 7. 10.2337/dc13-2911 24963110 · DOI
  30. [46]Ly TT Breton MD Keith-Hynes P Overnight glucose control with an automated, unified safety system in children and adolescents with type 1 diabetes at diabetes camp. Diabetes Care 2014; 37: 2310- 6. 10.2337/dc14-0147 24879841 PMC4179507 · DOI
  31. [47]Ly TT Chernavvsky D DeSalvo D Shanmugham S Breton M Buckingham B Day and night closed-loop control with the DIAS system in patients with type 1 diabetes at camp. Diabetes Technol Ther 2015; 17: A97.
  32. [48]Ly TT Roy A Grosman B Day and night closed-loop control using the integrated Medtronic hybrid closed-loop system in type 1 diabetes at diabetes camp. Diabetes Care 2015; 38: 1205- 11. 10.2337/dc14-3073 26049550 · DOI
  33. [49]Ly TT Buckingham BA DeSalvo DJ Day-and-night closed-loop control using the unified safety system in adolescents with type 1 diabetes at camp. Diabetes Care 2016; 39: e106- 7. 10.2337/dc16-0817 27271182 PMC5878678 · DOI
  34. [50]Ly TT Keenan DB Roy A Automated overnight closed-loop control using a proportional-integral-derivative algorithm with insulin feedback in children and adolescents with type 1 diabetes at diabetes camp. Diabetes Technol Ther 2016; 18: 377- 84. 10.1089/dia.2015.0431 27183197 · DOI
  35. [51]Nimri R Muller I Atlas E MD-Logic overnight control for 6 weeks of home use in patients with type 1 diabetes: randomized crossover trial. Diabetes Care 2014; 37: 3025- 32. 10.2337/dc14-0835 25078901 · DOI
  36. [52]Nimri R Bratina N Kordonouri O MD-Logic overnight type 1 diabetes control in home settings: multicenter, multinational, single blind, randomized trial. Diabetes Obes Metab 2017; 19: 553- 61. 27981804
  37. [53]Phillip M Battelino T Atlas E Nocturnal glucose control with an artificial pancreas at a diabetes camp. N Engl J Med 2013; 368: 824- 33. 10.1056/NEJMoa1206881 23445093 · DOI
  38. [54]Renard E Tubiana-Rufi N Bonnemaison-Gilbert E Closed-loop outperforms threshold-low-glucose suspend insulin delivery on glucose control in prepubertal outpatients with type 1 diabetes. Diabetes 2017; 66(suppl 1): A79. 30047223
  39. [55]Russell SJ El-Khatib FH Sinha M Outpatient glycemic control with a bionic pancreas in type 1 diabetes. N Engl J Med 2014; 371: 313- 25. 10.1056/NEJMoa1314474 24931572 PMC4183762 · DOI
  40. [56]Russell SJ Hillard MA Balliro C Day and night glycaemic control with a bionic pancreas versus conventional insulin pump therapy in preadolescent children with type 1 diabetes: a randomised crossover trial. Lancet Diabetes Endocrinol 2016; 4: 233- 43. 10.1016/S2213-8587(15)00489-1 26850709 PMC4799495 · DOI
  41. [57]Schierloh U Wilinska M Thabit H Validation of a closed loop system in paediatric patients, 6 to 12 years, with type 1 diabetes. Diabetes Technol Ther 2015; 17: A98- 9.
  42. [58]Sharifi A De Bock MI Jayawardene D Glycemia, treatment satisfaction, cognition, and sleep quality in adults and adolescents with type 1 diabetes when using a closed-loop system overnight versus sensor-augmented pump with low-glucose suspend function: a randomized crossover study. Diabetes Technol Ther 2016; 18: 772- 83. 10.1089/dia.2016.0288 27835037 · DOI
  43. [59]Spaic T Driscoll M Raghinaru D In-Home Closed-Loop (IHCL) Study Group Predictive hyperglycemia and hypoglycemia minimization: in-home evaluation of safety, feasibility, and efficacy in overnight glucose control in type 1 diabetes. Diabetes Care 2017; 40: 359- 66. 10.2337/dc16-1794 28100606 PMC5319476 · DOI
  44. [60]Tauschmann M Allen JM Wilinska ME Home use of day-and-night hybrid closed-loop insulin delivery in suboptimally controlled adolescents with type 1 diabetes: a 3-week, free-living, randomized crossover trial. Diabetes Care 2016; 39: 2019- 25. 10.2337/dc16-1094 27612500 PMC5079605 · DOI
  45. [61]Tauschmann M Allen JM Wilinska ME Day-and-night hybrid closed-loop insulin delivery in adolescents with type 1 diabetes: a free-living, randomized clinical trial. Diabetes Care 2016; 39: 1168- 74. 10.2337/dc15-2078 26740634 PMC4915556 · DOI
  46. [62]Thabit H Lubina-Solomon A Stadler M Home use of closed-loop insulin delivery for overnight glucose control in adults with type 1 diabetes: a 4-week, multicentre, randomised crossover study. Lancet Diabetes Endocrinol 2014; 2: 701- 9. 10.1016/S2213-8587(14)70114-7 24943065 PMC4165604 · DOI
  47. [63]Thabit H Tauschmann M Allen JM Home use of an artificial beta cell in type 1 diabetes. N Engl J Med 2015; 373: 2129- 40. 10.1056/NEJMoa1509351 26379095 PMC4697362 · DOI · Paper page
  48. [65]Bekiari E Karagiannis T Haidich AB Tsapas A Meta-analysis of artificial pancreas trials: methodological considerations. Lancet Diabetes Endocrinol 2017; 5: 685. 10.1016/S2213-8587(17)30261-9 28842161 · DOI
  49. [66]Agiostratidou G Anhalt H Ball D Standardizing clinically meaningful outcome measures beyond HbA1cfor type 1 diabetes: a consensus report of the American Association of Clinical Endocrinologists, the American Association of Diabetes Educators, the American Diabetes Association, the Endocrine Society, JDRF International, The Leona M and Harry B Helmsley Charitable Trust, the Pediatric Endocrine Society, and the T1D Exchange. Diabetes Care 2017; 40: 1622- 30. 10.2337/dc17-1624 29162582 PMC5864122 · DOI · Paper page
  50. [68]Maahs DM Buckingham BA Castle JR Outcome measures for artificial pancreas clinical trials: a consensus report. Diabetes Care 2016; 39: 1175- 9. 10.2337/dc15-2716 27330126 PMC4915553 · DOI · Paper page
  51. [69]Huyett L Dassau E Pinsker JE Doyle FJ 3rd Kerr D Minority groups and the artificial pancreas: who is (not) in line? Lancet Diabetes Endocrinol 2016; 4: 880- 1. 10.1016/S2213-8587(16)30144-9 27492758 · DOI
  52. [70]Selph SS Ginsburg AD Chou R Impact of contacting study authors to obtain additional data for systematic reviews: diagnostic accuracy studies for hepatic fibrosis. Syst Rev 2014; 3: 107. 10.1186/2046-4053-3-107 25239493 PMC4185334 · DOI
  53. [72]Drazen JM Morrissey S Malina D Hamel MB Campion EW The importance—and the complexities—of data sharing. N Engl J Med 2016; 375: 1182- 3. 10.1056/NEJMe1611027 27653569 · DOI
  54. [73]Taichman DB Backus J Baethge C Sharing clinical trial data: a proposal from the International Committee of Medical Journal Editors. JAMA 2016; 315: 467- 8. 10.1001/jama.2015.18164 26792562 · DOI
  55. [74]Bode BW Johnson JA Hyveled L Tamer SC Demissie M Improved postprandial glycemic control with faster-acting insulin aspart in patients with type 1 diabetes using continuous subcutaneous insulin infusion. Diabetes Technol Ther 2017; 19: 25- 33. 10.1089/dia.2016.0350 28055230 PMC5248540 · DOI
  56. [75]Thabit H Hartnell S Allen JM Closed-loop insulin delivery in inpatients with type 2 diabetes: a randomised, parallel-group trial. Lancet Diabetes Endocrinol 2017; 5: 117- 24. 10.1016/S2213-8587(16)30280-7 27836235 · DOI
  57. [76]Barnard KD Hood KK Weissberg-Benchell J Aldred C Oliver N Laffel L Psychosocial assessment of artificial pancreas (AP): commentary and review of existing measures and their applicability in AP research. Diabetes Technol Ther 2015; 17: 295- 300. 10.1089/dia.2014.0305 25549042 PMC4365433 · DOI
  58. [77]Barnard KD Pinsker JE Oliver N Astle A Dassau E Kerr D Future artificial pancreas technology for type 1 diabetes: what do users want? Diabetes Technol Ther 2015; 17: 311- 5. 10.1089/dia.2014.0316 25629627 · DOI
  59. [78]Elleri D Acerini CL Allen JM Parental attitudes towards overnight closed-loop glucose control in children with type 1 diabetes. Diabetes Technol Ther 2010; 12: 35- 9. 10.1089/dia.2009.0084 20082583 · DOI
  60. [79]van Bon AC Brouwer TB von Basum G Hoekstra JB DeVries JH Future acceptance of an artificial pancreas in adults with type 1 diabetes. Diabetes Technol Ther 2011; 13: 731- 6. 10.1089/dia.2011.0013 21504332 · DOI

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Authors
Bekiari, E., Kitsios, K., Thabit, H., Tauschmann, M., Athanasiadou, E., Karagiannis, T., Haidich, A.-B., Hovorka, R., & Tsapas, A.
Affiliations
  • Aristotle University of Thessaloniki (GR)
  • University of Cambridge (GB)
Venue
BMJ
Publisher
BMJ
Published
2018-04-18
Volume
361
Pages
k1310
ISSN
  • 1756-1833 (ISSN-L)
  • 0959-8138
OpenAlex
W2802855656
Cited by
437
References
14
Citations by year
2026: 21 · 2025: 33 · 2024: 42 · 2023: 50 · 2022: 64 · 2021: 73 · 2020: 68 · 2019: 65 · 2018: 19
FWCI
8.65
Type
journal article
Language
en
Open access
Locations
  • BMJ (publishedVersion, cc-by)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • HighWire Press Open Archive (submittedVersion)
  • Research Explorer (The University of Manchester) (submittedVersion)
  • Apollo (University of Cambridge) (submittedVersion, cc-by)
  • Apollo (cc-by)
Funders
  • Wellcome Trust (100574/Z/12/Z, 100574/B/12/Z)
  • National Institute for Health and Care Research (100574/Z/12/Z, EME/14/23/09, 14/23/09)
  • Cambridge University Hospitals (146281)
  • Research Committee, Aristotle University of Thessaloniki
  • NIHR Cambridge Biomedical Research Centre (100574/Z/12/Z)
Topics
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
Keywords
artificial pancreas, type 1 diabetes, continuous glucose monitoring, insulin pump therapy, glycemic control, time in range, hypoglycemia, HbA1c, outpatients, insulin dose reduction, treatment safety, risk of bias, subgroup analysis, HbA1c variability
MeSH terms
Diabetes Mellitus, Type 1, Humans, Hyperglycemia, Hypoglycemia, Outpatients, Randomized Controlled Trials as Topic, Pancreas, Artificial, Patient Safety

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