Novel Use of Glucagon in a Closed-Loop System for Prevention of Hypoglycemia in Type 1 Diabetes
Open accessAbstract
OBJECTIVE: To minimize hypoglycemia in subjects with type 1 diabetes by automated glucagon delivery in a closed-loop insulin delivery system. RESEARCH DESIGN AND METHODS: Adult subjects with type 1 diabetes underwent one closed-loop study with insulin plus placebo and one study with insulin plus glucagon, given at times of impending hypoglycemia. Seven subjects received glucagon using high-gain parameters, and six subjects received glucagon in a more prolonged manner using low-gain parameters. Blood glucose levels were measured every 10 min and insulin and glucagon infusions were adjusted every 5 min. All subjects received a portion of their usual premeal insulin after meal announcement. RESULTS: Automated glucagon plus insulin delivery, compared with placebo plus insulin, significantly reduced time spent in the hypoglycemic range (15 ± 6 vs. 40 ± 10 min/day, P = 0.04). Compared with placebo, high-gain glucagon delivery reduced the frequency of hypoglycemic events (1.0 ± 0.6 vs. 2.1 ± 0.6 events/day, P = 0.01) and the need for carbohydrate treatment (1.4 ± 0.8 vs. 4.0 ± 1.4 treatments/day, P = 0.01). Glucagon given with low-gain parameters did not significantly reduce hypoglycemic event frequency (P = NS) but did reduce frequency of carbohydrate treatment (P = 0.05). CONCLUSIONS: During closed-loop treatment in subjects with type 1 diabetes, high-gain pulses of glucagon decreased the frequency of hypoglycemia. Larger and longer-term studies will be required to assess the effect of ongoing glucagon treatment on overall glycemic control.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Castle et al. were the first to demonstrate that glucagon interventions can be successfully added to an artificial pancreas system as protection against hypoglycemia.
“Castle et al.3 were the first to perform such a study and demonstrate that glucagon interventions can be successfully added to an AP system as a protection against hypoglycemia.”
From Pharmacokinetics Modeling of Exogenous Glucagon in Type 1 Diabetes Mellitus Patients (2013) · cites this paper as [3]
The Conclusions report that automated high-gain glucagon delivery reduced hypoglycemic events compared with placebo in adults with type 1 diabetes, supporting its use as protection in the studied system. The paper calls its approach novel, but does not establish that Castle et al. were the first to perform such a study; it also notes earlier animal studies of automated glucagon delivery. (LLM, conf=0.85)
Experimental — accuracy not yet measuredIn bihormonal closed-loop glucose control, glucagon has been used subcutaneously along with insulin for protection against hypoglycemia.
“More recently, in a bihormonal closed-loop glucose control, glucagon has been used subcutaneously along with insulin for protection against hypoglycemia.”
From Pharmacokinetics Modeling of Exogenous Glucagon in Type 1 Diabetes Mellitus Patients (2013) · cites this paper as [3]
In bihormonal closed-loop systems, small doses of glucagon are frequently administered.
“In this context, small doses of glucagon are frequently administered.”
From Pharmacokinetics Modeling of Exogenous Glucagon in Type 1 Diabetes Mellitus Patients (2013) · cites this paper as [3]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
HEPATOCELLULAR CARCINOMA AND HEPATITIS B VIRUS
Beasley, R. P., Lin, C., Hwang, L., & Chien, C. (1981) · The Lancet · doi:10.1016/s0140-6736(81)90585-7 · Cited by 2,856 · see citing works
Cryer, P. E., Davis, S. N., & Shamoon, H. (2003) · Diabetes Care · doi:10.2337/diacare.26.6.1902 · Cited by 1,160 · cited 1× · see citing works
“S evere hypoglycemia is an acute complication of insulin therapy that can lead to seizures, coma, and death (1) and creates a barrier to optimal glycemic control in diabetes management (2).”
BackgroundHypoglycaemia: the limiting factor in the glycaemic management of type I and type II diabetes.
Cryer, P. (2002) · Diabetologia · doi:10.1007/s00125-002-0822-9 · Cited by 794 · see citing works
Feasibility of Automating Insulin Delivery for the Treatment of Type 1 Diabetes
Steil, G. M., Rebrin, K., Darwin, C. H., Hariri, F., & Saad, M. F. (2006) · Diabetes · doi:10.2337/db06-0419 · Cited by 473 · see citing works
WEARABLE ARTIFICIAL ENDOCRINE PANCREAS WITH NEEDLE-TYPE GLUCOSE SENSOR
Shichiri, M., Yamasaki, Y., Kawamori, R., Hakui, N., & Abe, H. (1982) · The Lancet · doi:10.1016/s0140-6736(82)92788-x · Cited by 314 · see citing works
The changing face of glucagon fibrillation: structural polymorphism and conformational imprinting.
Pedersen, J., Dikov, D., Flink, J., Hjuler, H., Christiansen, G., & Otzen, D. (2006) · Journal of Molecular Biology · doi:10.1016/j.jmb.2005.09.100 · Cited by 235 · see citing works
Mini-Dose Glucagon Rescue for Hypoglycemia in Children With Type 1 Diabetes
Haymond, M. W., & Schreiner, B. (2001) · Diabetes Care · doi:10.2337/diacare.24.4.643 · Cited by 114 · see citing works
Mishandling of the Therapeutic Peptide Glucagon Generates Cytotoxic Amyloidogenic Fibrils
Onoue, S., Ohshima, K., Debari, K., Koh, K., Shioda, S., Iwasa, S., Kashimoto, K., & Yajima, T. (2004) · Pharmaceutical Research · doi:10.1023/b:pham.0000033016.36825.2c · Cited by 99 · see citing works
El-Khatib, F. H., Jiang, J., & Damiano, E. R. (2007) · Journal of Diabetes Science and Technology · doi:10.1177/193229680700100208 · Cited by 99 · see citing works
Pharmacokinetics of insulin aspart in obesity, renal impairment, or hepatic impairment
Holmes, G. B., Galitz, L., Hu, P., & Lyness, W. H. (2005) · British Journal of Clinical Pharmacology · doi:10.1111/j.1365-2125.2005.02476.x · Cited by 86 · see citing works
Amyloid Fibrils of Glucagon Characterized by High-Resolution Atomic Force Microscopy
Jong, K. L. D., Incledon, B., Yip, C. M., et al. (2006) · Biophysical Journal · doi:10.1529/biophysj.105.077438 · Cited by 73 · see citing works
A Review of Closed-Loop Algorithms for Glycemic Control in the Treatment of Type 1 Diabetes
Youssef, J. E., Castle, J. R., & Ward, W. K. (2009) · Algorithms · doi:10.3390/a2010518 · Cited by 69 · see citing works
Self-citationBolli, G., De Feo, P., Perriello, G., De Cosmo, S., Compagnucci, P., Santeusanio, F., Brunetti, P., & Unger, R. H. (1984) · Journal of Clinical Investigation · doi:10.1172/jci111315 · Cited by 64 · see citing works
Gopakumaran, B., Duman, H. M., Overholser, D. P., Federiuk, I. F., Quinn, M. J., Wood, M. D., & Ward, W. K. (2005) · Artificial Organs · doi:10.1111/j.1525-1594.2005.29096.x · Cited by 41 · see citing works
Self-citationHartley, M., Thomsett, M. J., & Cotterill, A. M. (2006) · Journal of Paediatrics and Child Health · doi:10.1111/j.1440-1754.2006.00807.x · Cited by 36 · see citing works
Graf, C. J., Woodworth, J. R., Seger, M. E., et al. (1999) · Journal of Pharmaceutical Sciences · doi:10.1021/js99007p · Cited by 34 · see citing works
El-Khatib, F. H., Jiang, J., Gerrity, R. G., & Damiano, E. R. (2007) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2006.0006 · Cited by 29 · see citing works
Ward, W. K., Engle, J. M., Duman, H. M., Bergstrom, C. P., Kim, S. F., & Federiuk, I. F. (2008) · IEEE Sensors Journal · doi:10.1109/jsen.2007.912912 · Cited by 24 · see citing works
Self-citationDesign, synthesis and crystallization of a novel glucagon analog as a therapeutic agent
Li, P., Rogers, T., Smiley, D., DiMarchi, R. D., & Zhang, F. P. Y. (2007) · Acta Crystallographica Section F Structural Biology and Crystallization Communications · doi:10.1107/s1744309107028655 · Cited by 15 · see citing works
The stability and dissolution properties of solid glucagon/γ-cyclodextrin powder
Matilainen, L., Maunu, S. L., Pajander, J. P., et al. (2008) · European Journal of Pharmaceutical Sciences · doi:10.1016/j.ejps.2008.11.006 · Cited by 13 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Artificial Pancreas: Past, Present, Future
Cobelli, C., Renard, E., & Kovatchev, B. (2011) · Diabetes · doi:10.2337/db11-0654 · Cited by 600 · see citing works
Garg, S. K., Weinzimer, S. A., Tamborlane, W. V., Buckingham, B. A., Bode, B. W., Bailey, T. S., Brazg, R. L., Ilany, J., Slover, R. H., Anderson, S. M., et al. (2017) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2016.0421 · Cited by 585 · see citing works
Continuous glucose monitoring: a review of recent studies demonstrating improved glycemic outcomes
Rodbard, D. (2017) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2017.0035 · Cited by 458 · see citing works
Home Use of an Artificial Beta Cell in Type 1 Diabetes
Thabit, H., Tauschmann, M., Allen, J. M., Leelarathna, L., Hartnell, S., Wilinska, M. E., Acerini, C. L., Dellweg, S., Benesch, C., Heinemann, L., et al. (2015) · New England Journal of Medicine · doi:10.1056/nejmoa1509351 · Cited by 450 · see citing works
Closed-loop insulin delivery from bench to clinical practice
Hovorka, R. (2011) · Nature Reviews Endocrinology · doi:10.1038/nrendo.2011.32 · Cited by 342 · see citing works
Hovorka, R., Kumareswaran, K., Harris, J., Allen, J. M., Elleri, D., Xing, D., Kollman, C., Nodale, M., Murphy, H. R., Dunger, D. B., et al. (2011) · BMJ · doi:10.1136/bmj.d1855 · Cited by 244 · see citing works
Mechanisms of hypoglycemia unawareness and implications in diabetic patients
Martín-Timón, I. (2015) · World Journal of Diabetes · doi:10.4239/wjd.v6.i7.912 · Cited by 204 · see citing works
ISPAD Clinical Practice Consensus Guidelines 2018: diabetes technologies
Sherr, J. L., Tauschmann, M., Battelino, T., de Bock, M., Forlenza, G., Roman, R., Hood, K. K., & Maahs, D. M. (2018) · Pediatric Diabetes · doi:10.1111/pedi.12731 · Cited by 197 · see citing works
Haidar, A., Legault, L., Dallaire, M., Alkhateeb, A., Coriati, A., Messier, V., Cheng, P., Millette, M., Boulet, B., & Rabasa-Lhoret, R. (2013) · Canadian Medical Association Journal · doi:10.1503/cmaj.121265 · Cited by 167 · see citing works
Castle, J. R., El Youssef, J., Wilson, L. M., Reddy, R., Resalat, N., Branigan, D., Ramsey, K., Leitschuh, J., Rajhbeharrysingh, U., Senf, B., et al. (2018) · Diabetes Care · doi:10.2337/dc18-0228 · Cited by 152 · see citing works
Self-citationSherr, J. L., Cengiz, E., Palerm, C. C., Clark, B., Kurtz, N., Roy, A., Carria, L., Cantwell, M., Tamborlane, W. V., & Weinzimer, S. A. (2013) · Diabetes Care · doi:10.2337/dc13-0010 · Cited by 125 · see citing works
Jacobs, P. G., El Youssef, J., Reddy, R., Resalat, N., Branigan, D., Condon, J., Preiser, N., Ramsey, K., Jones, M., Edwards, C., et al. (2016) · Diabetes, Obesity and Metabolism · doi:10.1111/dom.12707 · Cited by 116 · see citing works
Self-citationJacobs, P. G., Resalat, N., El Youssef, J., Reddy, R., Branigan, D., Preiser, N., Condon, J., & Castle, J. (2015) · Journal of Diabetes Science and Technology · doi:10.1177/1932296815609371 · Cited by 105 · see citing works
Self-citationHerrero, P., Georgiou, P., Oliver, N., Reddy, M., Johnston, D., & Toumazou, C. (2013) · Journal of Diabetes Science and Technology · doi:10.1177/193229681300700416 · Cited by 55 · see citing works
Psychosocial impact of the bionic pancreas during summer camp
Weissberg-Benchell, J., Hessler, D., Polonsky, W. H., & Fisher, L. (2016) · Journal of Diabetes Science and Technology · doi:10.1177/1932296816640289 · Cited by 47 · see citing works
Youssef, J. E., Castle, J. R., Branigan, D. L., Massoud, R. G., Breen, M. E., Jacobs, P. G., Bequette, B. W., & Ward, W. K. (2011) · Journal of Diabetes Science and Technology · doi:10.1177/193229681100500602 · Cited by 42 · see citing works
Self-citationRanjan, A., Schmidt, S., Madsbad, S., Holst, J. J., & Nørgaard, K. (2016) · Diabetes, Obesity and Metabolism · doi:10.1111/dom.12627 · Cited by 39 · see citing works
Ward, W. K., Castle, J. R., & Youssef, J. E. (2011) · Journal of Diabetes Science and Technology · doi:10.1177/193229681100500608 · Cited by 36 · see citing works
Self-citationModeling Glucagon Action in Patients With Type 1 Diabetes
Emami, A., Youssef, J. E., Rabasa-Lhoret, R., Pineau, J., Castle, J. R., & Haidar, A. (2017) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2016.2593630 · Cited by 20 · see citing works
Self-citationPharmacokinetics Modeling of Exogenous Glucagon in Type 1 Diabetes Mellitus Patients
Lv, D., Breton, M. D., & Farhy, L. S. (2013) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2013.0150 · Cited by 17 · see citing works
Katz, A., Shulkin, A., Housni, A., Roy‐Fleming, A., Rabasa‐Lhoret, R., Yale, J., Tsoukas, M. A., Peters, T. M., & Brazeau, A. (2026) · Diabetes, Obesity and Metabolism · doi:10.1111/dom.70465 · Cited by 3 · see citing works
Faggionato, E., Tonello, A., Laurenti, M. C., Vella, A., & Dalla Man, C. (2025) · American Journal of Physiology - Regulatory, Integrative and Comparative Physiology · doi:10.1152/ajpregu.00172.2025
- Authors
- Castle, J. R., Engle, J. M., Youssef, J. E., Massoud, R. G., Yuen, K. C. J., Kagan, R., & Ward, W. K.
- Affiliations
- Oregon Health & Science University (US)
- Legacy Health (US)
- Corresponding author
- Castle, Jessica R.
- Venue
- Diabetes Care
- Publisher
- American Diabetes Association
- Published
- 2010-03-23
- Volume
- 33
- Issue
- 6
- Pages
- 1282-1287
- ISSN
- 0149-5992 (ISSN-L)
- 1935-5548
- PMC
- PMC2875438
- OpenAlex
- W2154010909
- Cited by
- 232
- References
- 20
- Citations by year
- 2026: 2 · 2025: 7 · 2024: 5 · 2023: 4 · 2022: 5 · 2021: 10 · 2020: 9 · 2019: 15 · 2018: 15 · 2017: 14 · 2016: 17 · 2015: 26 · 2014: 29 · 2013: 22 · 2012: 28
- FWCI
- 17.91
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Diabetes Care (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- Funders
- Good Samaritan Foundation
- National Institutes of Health (RR024140)
- Oregon Clinical and Translational Research Institute (UL1RR024140, RR024140)
- National Institute of Diabetes and Digestive and Kidney Diseases (T32DK007674)
- National Center for Research Resources (UL1RR024140)
- 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 › Surgery › Pancreatic function and diabetes
- Keywords
- glucagon, type 1 diabetes, hypoglycemia prevention, artificial pancreas, time in hypoglycemia, glycemic control
- MeSH terms
- Adult, Blood Glucose, Diabetes Mellitus, Type 1, Female, Glucagon, Hormones, Humans, Hypoglycemia, Male, Treatment Outcome
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review