Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
Review
. 2025 Mar;19(2):441-451.
doi: 10.1177/19322968231203237. Epub 2023 Oct 5.

Combining Glucose Monitoring and Insulin Infusion in an Integrated Device: A Narrative Review of Challenges and Proposed Solutions

Affiliations
Review

Combining Glucose Monitoring and Insulin Infusion in an Integrated Device: A Narrative Review of Challenges and Proposed Solutions

Michael Schoemaker et al. J Diabetes Sci Technol. 2025 Mar.

Abstract

The introduction of automated insulin delivery (AID) systems has enabled increasing numbers of individuals with type 1 diabetes (T1D) to improve their glycemic control largely. However, use of AID systems is limited due to their complexity and costs associated. The user must wear both a continuously monitoring glucose system and an insulin infusion pump. The glucose sensor and the insulin catheter must be inserted at two different body sites using different insertion devices. In addition, the user must pair and manage the different systems. These communicate with the AID software implemented on the pump or on a third device such as a dedicated display device or smart phone application. These components might be developed and commercialized by different manufacturers, which in turn can cause difficulties for patients seeking technical support. A possible solution to these challenges would be to integrate the glucose sensor and insulin catheter into a single device. This would allow the glucose sensor and insulin catheter to be inserted simultaneously, eliminating the need for pairing, and simplifying system management. In recent years, different technologies have been developed and evaluated in clinical investigations that combine the glucose sensor and the insulin catheter in one platform. The consistent finding of all these studies is that integration has no adverse effect on insulin infusion and glucose measurements provided that certain conditions are met. In this review, we discuss the perceived challenges of such an approach and discuss possible solutions that have been proposed.

Keywords: accuracy; automated insulin delivery; colocalization; continuous glucose monitoring; insulin delivery; integration.

PubMed Disclaimer

Conflict of interest statement

Declaration of Conflicting InterestsThe author(s) declared the following potential conflicts of interest with respect to the research, authorship, and/or publication of this article: MS and AM are full-time employees of PharmaSens AG; JKM is a member of advisory boards of Abbott Diabetes Care, Becton-Dickinson, Boehringer Ingelheim, Eli Lilly, Embecta, Medtronic, NovoNordisk A/S, Roche Diabetes Care, Sanofi-Aventis, Viatris and received speaker honoraria from A. Menarini Diagnostics, Abbott Diabetes Care, AstraZeneca, Boehringer Ingelheim, Dexcom, Eli Lilly, Medtrust, MSD, NovoNordisk A/S, Roche Diabetes Care, Sanofi, Servier, and Ypsomed; she is shareholder of decide Clinical Software GmbH and elyte Diagnostics where she also serves as CMO; GF has received speakers honoraria or consulting fees from Abbott, Ascensia, Berlin Chemie, Boydsense, Dexcom, Lilly, Metronom, MySugr, Novo Nordisk, PharmaSens, Roche, Sanofi, and Terumo; P-YB has received speaker honoraria from Abbott, Eli Lilly, Novo Nordisk, and Sanofi, is chief medical officer for Diabeloop, and served on advisory board panels for Abbott, Dexcom, Insulet, LifeScan, Eli Lilly, Pharmasens, Novo Nordisk, and Sanofi; Peter Diem is member of the PharmaSens AG Board of Directors; Lutz Heinemann is a consultant to several diagnostic and therapeutic companies in the development of new products, he is a shareholder in the Profil Institute for Metabolic Research in Neuss, Germany.

Figures

Figure 1.
Figure 1.
Schematic drawing of single- and dual-port integrated devices. (a) single-port device; (b) dual-port device; a, integrated body-worn device; b, dermis; c, subcutaneous tissue; d, glucose sensor with glucose sensitive tip (red); e, insulin catheter.
Figure 2.
Figure 2.
The results of all 10 subjects are displayed. The continuous line represents the blood glucose values, the dotted line represents the control sensor, and the long dashed line represents the test sensor. The time of breakfast is indicated by the arrow. Source: Reproduced from Hermanides et al.
Figure 3.
Figure 3.
Comparison of plasma and ISF-derived glucose concentrations observed during an overnight fast and oral gucose tolerance test (OGTT) in subjects with diabetes. (a) Average time course (n = 10, means ± SE) of plasma glucose concentration (•) and the tissue glucose concentration obtained with the microperfusion (MP) catheter used for insulin delivery and simultaneous glucose sampling (MPI, □). A also shows the average time course (n = 10, means ± SE) of the insulin delivery rate (bars) used to control glucose concentration during experiments. (b and c) Average time course (n = 10, means ± SE) plasma glucose (•) and the tissue glucose obtained with the mannitol-perfused microperfusion catheters (MPM1 and MPM2, □). Abbreviation: ISF, interstitial fluid. Source: Reproduced from Lindpointner et al.
Figure 4.
Figure 4.
(a) Combo-Set sensor versus (b) control Sof-Sensor glucose tracings. Abbreviations: BG, blood glucose; MBG, blood glucose measurement with a meter; SGV, sensor glucose value; CBG, meter blood glucose meter reading used for calibration. Source: Reproduced from O’Neal et al.

Similar articles

Cited by

  • Diabetes Technology Meeting 2023.
    Tian T, Aaron RE, DuNova AY, Jendle JH, Kerr D, Cengiz E, Drincic A, Pickup JC, Chen KY, Schwartz N, Muchmore DB, Akturk HK, Levy CJ, Schmidt S, Bellazzi R, Wu AHB, Spanakis EK, Najafi B, Chase JG, Seley JJ, Klonoff DC. Tian T, et al. J Diabetes Sci Technol. 2024 Sep;18(5):1208-1244. doi: 10.1177/19322968241235205. Epub 2024 Mar 25. J Diabetes Sci Technol. 2024. PMID: 38528741 Free PMC article.
  • The Future of Automated Insulin Delivery Systems.
    Hughes MS, Levy CJ. Hughes MS, et al. Endocr Pract. 2025 Jun 16:S1530-891X(25)00924-3. doi: 10.1016/j.eprac.2025.05.752. Online ahead of print. Endocr Pract. 2025. PMID: 40532759 Review.
  • Closed-loop systems: recent advancements and lived experiences.
    Kadiyala N, Hovorka R, Boughton CK. Kadiyala N, et al. Expert Rev Med Devices. 2024 Oct;21(10):927-941. doi: 10.1080/17434440.2024.2406901. Epub 2024 Oct 10. Expert Rev Med Devices. 2024. PMID: 39390689 Free PMC article. Review.
  • Combining an Electrochemical Continuous Glucose Sensor With an Insulin Delivery Cannula: A Feasibility Study.
    Yuan CY, Halim B, Kong YW, Lu J, Dutt-Ballerstadt R, Eckenberg P, Hillen K, Koski A, Milenkowic V, Netzer E, Obeyesekere V, Reid S, Sims C, Vogrin S, Wu HP, Seidl T, O'Neal DN. Yuan CY, et al. J Diabetes Sci Technol. 2024 Nov;18(6):1273-1280. doi: 10.1177/19322968241236771. Epub 2024 Mar 16. J Diabetes Sci Technol. 2024. PMID: 38491800 Free PMC article.

References

    1. Brown SA, Kovatchev BP, Raghinaru D, et al.. Six-month randomized, multicenter trial of closed-loop control in type 1 diabetes. N Engl J Med. 2019;381(18):1707-1717. - PMC - PubMed
    1. Isganaitis E, Raghinaru D, Ambler-Osborn L, et al.. Closed-loop insulin therapy improves glycemic control in adolescents and young adults: outcomes from the international diabetes closed-loop trial. Diabetes Technol Ther. 2021;23(5):342-349. - PMC - PubMed
    1. McAuley SA, Lee MH, Paldus B, et al.. Six months of hybrid closed-loop versus manual insulin delivery with fingerprick blood glucose monitoring in adults with type 1 diabetes: a randomized, controlled trial. Diabetes Care. 2020;43(12):3024-3033. - PubMed
    1. Collyns OJ, Meier RA, Betts ZL, et al.. Improved glycemic outcomes with Medtronic MiniMed advanced hybrid closed-loop delivery: results from a randomized crossover trial comparing automated insulin delivery with predictive low glucose suspend in people with type 1 diabetes. Diabetes Care. 2021;44(4):969-975. - PubMed
    1. Tauschmann M, Thabit H, Bally L, et al.. Closed-loop insulin delivery in suboptimally controlled type 1 diabetes: a multicentre, 12-week randomised trial. Lancet. 2018;392:1321-1329. - PMC - PubMed

MeSH terms