Advanced hybrid closed loop therapy versus conventional treatment in adults with type 1 diabetes (ADAPT): a randomised controlled study
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BACKGROUND Adults with type 1 diabetes who are treated with multiple daily injections of insulin plus intermittently scanned continuous glucose monitoring (isCGM) can have suboptimal glucose control. We aimed to assess the efficacy of an advanced hybrid closed loop (AHCL) system compared with such therapy in this population. METHODS The Advanced Hybrid Closed Loop Study in Adult Population with Type 1 Diabetes (ADAPT) trial is a prospective, multicentre, open-label, randomised controlled trial that involved 14 centres in three European countries (France, Germany, and the UK). We enrolled patients who were at least 18 years of age, had a type 1 diabetes duration of at least 2 years, HbA1c of at least 8% (64 mmol/mol), and were using multiple daily injections of insulin plus isCGM (cohort A) or real time continuous glucose monitoring (cohort B) for at least 3 months. Here, only results for cohort A are reported. Participants were randomly allocated 1:1 to AHCL therapy or continuation of multiple daily injections of insulin plus continuous glucose monitoring for 6 months with an investigator-blinded block randomisation procedure. Participants and treating clinicians could not be masked to the arm assignment. The primary endpoint was the between-group difference in mean HbA1c change from baseline to 6 months in the intention-to-treat population using AHCL therapy and those using multiple daily injections of insulin plus isCGM. The primary endpoint was analysed using a repeated measures random-effects model with the study arm and period as factors. Safety endpoints included the number of device deficiencies, severe hypoglycaemic events, diabetic ketoacidosis, and serious adverse events. This study is registered with ClinicalTrials.gov, NCT04235504. FINDINGS Between July 13, 2020, and March 12, 2021, 105 people were screened and 82 randomly assigned to treatment (41 in each arm). At 6 months, mean HbA1c had decreased by 1·54% (SD 0·73), from 9·00% to 7·32% in the AHCL group and 0·20% (0·80) in the multiple daily injections of insulin plus isCGM from 9·07% to 8·91% (model-based difference -1·42%, 95% CI -1·74 to -1·10; p<0·0001). No diabetic ketoacidosis, severe hypoglycaemia, or serious adverse events related to study devices occurred in either group; two severe hypoglycaemic events occurred in the run-in phase. 15 device-related non-serious adverse events occurred in the AHCL group, compared with three in the multiple daily injections of insulin plus isCGM group. Two serious adverse events occurred (one in each group), these were breast cancer (in one patient in the AHCL group) and intravitreous haemorrhage (in one patient in the multiple daily injections of insulin plus isCGM group). INTERPRETATION In people with type 1 diabetes using multiple daily injections of insulin plus isCGM and with HbA1c of at least 8%, the use of AHCL confers benefits in terms of glycaemic control beyond those that can be achieved with multiple daily injections of insulin plus isCGM. These data support wider access to AHCL in people with type 1 diabetes not at target glucose levels. FUNDING Medtronic International Trading Sàrl.
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The most substantial HbA1c reduction among automated insulin delivery studies was observed with closed-loop systems compared to MDI + CGM (−1.0%, P<0.001) in Choudhary et al. (2022).
“The most substantial HbA1c reduction was observed with closed-loop systems compared to MDI + CGM (−1.0 %, P-value<0.001) in the study by Choudhary et al. (2022).”
From Effectiveness of continuous glucose monitoring systems on glycemic control in adults with type 1 diabetes: A systematic review and meta-analysis (2025) · cites this paper as Choudhary et al. (2022)
Studies evaluating closed-loop systems (Choudhary et al., 2022; Matejko et al., 2022) reported significant improvements in quality of life measures.
“the studies evaluating closed-loop systems (Choudhary et al., 2022, Matejko et al., 2022) reported significant improvements in quality of life measures.”
From Effectiveness of continuous glucose monitoring systems on glycemic control in adults with type 1 diabetes: A systematic review and meta-analysis (2025) · cites this paper as Choudhary et al., 2022
Both generation 1 low-glucose-suspend and generation 2 hybrid closed-loop systems improve glycated haemoglobin concentrations, time in target range, and time below target range in children, adolescents, and adults.
“Both generation 1 low-glucose-suspend33 and generation 2 hybrid closed-loop systems improve glycated haemoglobin concentrations, the time in target range and the time below target range in children, adolescents34 and adults.35-37”
From Blood glucose monitoring devices: current considerations (2023) · cites this paper as [36]
Cites
Intensive diabetes treatment and cardiovascular disease in patients with type 1 diabetes
(2005) · New England Journal of Medicine · doi:10.1056/nejmoa052187 · Cited by 5,138 · see citing works
Battelino, T., Danne, T., Bergenstal, R. M., Amiel, S. A., Beck, R., Biester, T., Bosi, E., Buckingham, B. A., Cefalu, W. T., Close, K. L., et al. (2019) · Diabetes Care · doi:10.2337/dci19-0028 · Cited by 4,032 · see citing works
State of Type 1 Diabetes Management and Outcomes from the T1D Exchange in 2016–2018
Foster, N. C., Beck, R. W., Miller, K. M., Clements, M. A., Rickels, M. R., DiMeglio, L. A., Maahs, D. M., Tamborlane, W. V., Bergenstal, R., Smith, E., et al. (2019) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2018.0384 · Cited by 1,907 · see citing works
Beck, R. W., Riddlesworth, T., Ruedy, K., Ahmann, A., Bergenstal, R., Haller, S., Kollman, C., Kruger, D., McGill, J. B., Polonsky, W., et al. (2017) · JAMA · doi:10.1001/jama.2016.19975 · Cited by 1,185 · see citing works
Effect of intensive therapy on the microvascular complications of type 1 diabetes mellitus
The Writing Team for the Diabetes Control and Complications Trial/Epidemiology of Diabetes Interventions and Complications Research Group (2002) · JAMA: The Journal of the American Medical Association · doi:10.1001/jama.287.19.2563 · Cited by 941 · see citing works
Bolinder, J., Antuna, R., Geelhoed-Duijvestijn, P., Kröger, J., & Weitgasser, R. (2016) · The Lancet · doi:10.1016/s0140-6736(16)31535-5 · Cited by 893 · see citing works
Epidemiology of severe hypoglycemia in the diabetes control and complications trial
(1991) · The American Journal of Medicine · doi:10.1016/0002-9343(91)80085-z · Cited by 807 · see citing works
Lind, M., Polonsky, W., Hirsch, I. B., Heise, T., Bolinder, J., Dahlqvist, S., Schwarz, E., Ólafsdóttir, A. F., Frid, A., Wedel, H., et al. (2017) · JAMA · doi:10.1001/jama.2016.19976 · Cited by 705 · see citing works
A Randomized Trial of Closed-Loop Control in Children with Type 1 Diabetes
Breton, M. D., Kanapka, L. G., Beck, R. W., Ekhlaspour, L., Forlenza, G. P., Cengiz, E., Schoelwer, M., Ruedy, K. J., Jost, E., Carria, L., et al. (2020) · New England Journal of Medicine · doi:10.1056/nejmoa2004736 · Cited by 455 · see citing works
Adjusting for partially missing baseline measurements in randomized trials
White, I. R., & Thompson, S. G. (2005) · Statistics in Medicine · doi:10.1002/sim.1981 · Cited by 378 · see citing works
Bergenstal, R. M., Nimri, R., Beck, R. W., Criego, A., Laffel, L., Schatz, D., Battelino, T., Danne, T., Weinzimer, S. A., Sibayan, J., et al. (2021) · The Lancet · doi:10.1016/s0140-6736(20)32514-9 · Cited by 344 · see citing works
Grunberger, G., Sherr, J., Allende, M., Blevins, T., Bode, B., Handelsman, Y., Hellman, R., Lajara, R., Roberts, V. L., Rodbard, D., et al. (2021) · Endocrine Practice · doi:10.1016/j.eprac.2021.04.008 · Cited by 288 · see citing works
Brown, S. A., Forlenza, G. P., Bode, B. W., Pinsker, J. E., Levy, C. J., Criego, A. B., Hansen, D. W., Hirsch, I. B., Carlson, A. L., Bergenstal, R. M., et al. (2021) · Diabetes Care · doi:10.2337/dc21-0172 · Cited by 286 · see citing works
Optimal Sampling Duration for Continuous Glucose Monitoring to Determine Long-Term Glycemic Control
Riddlesworth, T. D., Beck, R. W., Gal, R. L., Connor, C. G., Bergenstal, R. M., Lee, S., & Willi, S. M. (2018) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2017.0455 · Cited by 266 · see citing works
Charleer, S., De Block, C., Van Huffel, L., Broos, B., Fieuws, S., Nobels, F., Mathieu, C., & Gillard, P. (2020) · Diabetes Care · doi:10.2337/dc19-1610 · Cited by 261 · see citing works
Dunn, T. C., Xu, Y., Hayter, G., & Ajjan, R. A. (2018) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2017.12.015 · Cited by 239 · see citing works
Carlson, A. L., Sherr, J. L., Shulman, D. I., Garg, S. K., Pop-Busui, R., Bode, B. W., Lilenquist, D. R., Brazg, R. L., Kaiserman, K. B., Kipnes, M. S., et al. (2022) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2021.0319 · Cited by 230 · see citing works
Self-citationDeSalvo, D. J., Miller, K. M., Hermann, J. M., Maahs, D. M., Hofer, S. E., Clements, M. A., Lilienthal, E., Sherr, J. L., Tauschmann, M., Holl, R. W., et al. (2018) · Pediatric Diabetes · doi:10.1111/pedi.12711 · Cited by 212 · see citing works
van den Boom, L., Karges, B., Auzanneau, M., Rami-Merhar, B., Lilienthal, E., von Sengbusch, S., Datz, N., Schröder, C., Kapellen, T., Laimer, M., et al. (2019) · Diabetes Care · doi:10.2337/dc19-0345 · Cited by 191 · see citing works
Deshmukh, H., Wilmot, E. G., Gregory, R., Barnes, D., Narendran, P., Saunders, S., Furlong, N., Kamaruddin, S., Banatwalla, R., Herring, R., et al. (2020) · Diabetes Care · doi:10.2337/dc20-0738 · Cited by 175 · see citing works
Roussel, R., Riveline, J.-P., Vicaut, E., de Pouvourville, G., Detournay, B., Emery, C., Levrat-Guillen, F., & Guerci, B. (2021) · Diabetes Care · doi:10.2337/dc20-1690 · Cited by 173 · see citing works
Hermanides, J., Nørgaard, K., Bruttomesso, D., Mathieu, C., Frid, A. H., Dayan, C. M., Diem, P., Fermon, C., Wentholt, I. M. E., Hoekstra, J. B. L., et al. (2011) · Diabetic Medicine · doi:10.1111/j.1464-5491.2011.03256.x · Cited by 169 · see citing works
Visser, M. M., Charleer, S., Fieuws, S., De Block, C., Hilbrands, R., Van Huffel, L., Maes, T., Vanhaverbeke, G., Dirinck, E., Myngheer, N., et al. (2021) · The Lancet · doi:10.1016/s0140-6736(21)00789-3 · Cited by 165 · see citing works
Fokkert, M., van Dijk, P., Edens, M., Barents, E., Mollema, J., Slingerland, R., Gans, R., & Bilo, H. (2019) · BMJ Open Diabetes Research & Care · doi:10.1136/bmjdrc-2019-000809 · Cited by 163 · see citing works
Arrieta, A., Battelino, T., Scaramuzza, A. E., Silva, J. D., Castañeda, J., Cordero, T. L., Shin, J., & Cohen, O. (2022) · Diabetes Obesity and Metabolism · doi:10.1111/dom.14714 · Cited by 157 · see citing works
Self-citationBeck, R. W., Riddlesworth, T. D., Ruedy, K. J., Kollman, C., Ahmann, A. J., Bergenstal, R. M., Bhargava, A., Bode, B. W., Haller, S., Kruger, D. F., et al. (2017) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(17)30217-6 · Cited by 119 · see citing works
Gerhardsson, P., Schwandt, A., Witsch, M., Kordonouri, O., Svensson, J., Forsander, G., Battelino, T., Veeze, H. J., Danne, T., & on Behalf of the SWEET Study Group (2021) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2020.0618 · Cited by 107 · see citing works
Beato-Víbora, P. I., Gallego-Gamero, F., Ambrojo-López, A., Gil-Poch, E., Martín-Romo, I., & Arroyo-Díez, F. J. (2021) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2021.0037 · Cited by 88 · see citing works
Pease, A., Lo, C., Earnest, A., Kiriakova, V., Liew, D., & Zoungas, S. (2020) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2019.0417 · Cited by 82 · see citing works
Hood, K. K., Laffel, L. M., Danne, T., Nimri, R., WEINZIMER, S. A., Sibayan, J., Bailey, R. J., Schatz, D., Bratina, N., Bello, R., et al. (2021) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2021.0153 · Cited by 57 · see citing works
Lachin, J. M., Bebu, I., & Nathan, D. M. (2021) · Diabetes Care · doi:10.2337/dc21-1331 · Cited by 56 · see citing works
Time-in-range for monitoring glucose control: Is it time for a change?
Bellido, V., Pinés-Corrales, P. J., Villar‐Taibo, R., & Ampudia‐Blasco, F. J. (2021) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2021.108917 · Cited by 46 · see citing works
JENDLE, J. H., Buompensiere, M. I., Holm, A. L., de Portu, S., Malkin, S. J. P., & Cohen, O. (2021) · Diabetes Therapy · doi:10.1007/s13300-021-01157-0 · Cited by 41 · see citing works
Self-citationChoudhary, P., Campbell, F., Joule, N., Kar, P. S., & on behalf of Diabetes, U. K. (2019) · Diabetic Medicine · doi:10.1111/dme.13933 · Cited by 38 · see citing works
Self-citationFang, Z., Liu, M., Tao, J., Li, C., Zou, F., & Zhang, W. (2022) · Journal of Endocrinological Investigation · doi:10.1007/s40618-021-01674-6 · Cited by 38 · see citing works
Lambadiari, V., Saltik, A. Z. O., de Portu, S., Buompensiere, M. I., Kountouri, A., Korakas, E., Sharland, H., & Cohen, O. (2021) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2021.0443 · Cited by 29 · see citing works
Self-citationCandidate Selection for Hybrid Closed Loop Systems
Forlenza, G. P., Breton, M. D., & Kovatchev, B. P. (2021) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2021.0217 · Cited by 20 · see citing works
Préau, Y., Galie, S., Schaepelynck, P., Armand, M., & Raccah, D. (2021) · Sensors · doi:10.3390/s21186131 · Cited by 16 · see citing works
Eeg‐Olofsson, K., Svensson, J., Franzén, S., Ismail, H., & Levrat‐Guillen, F. (2020) · Diabetes · doi:10.2337/db20-74-lb · Cited by 12 · see citing works
de Portu, S., Vorrink, L., Ré, R., Shin, J., Castañeda, J., Habteab, A., & Cohen, O. (2022) · BMJ Open · doi:10.1136/bmjopen-2021-050635 · Cited by 6 · see citing works
Self-citationWylie, T. A. F., Shah, C., Burgess, L. C., Robertson, E. J., Dupont, D., Swindell, R., Hovorka, R., Murphy, H. R., & Heller, S. R. (2021) · Diabetic Medicine · doi:10.1111/dme.14647 · Cited by 5 · see citing works
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American Diabetes Association Professional Practice Committee, ElSayed, N. A., McCoy, R. G., Aleppo, G., Bajaj, M., Balapattabi, K., Beverly, E. A., Briggs Early, K., Bruemmer, D., Echouffo-Tcheugui, J. B., et al. (2025) · Diabetes Care · doi:10.2337/dc25-s009 · Cited by 728 · see citing works
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Bajaj, M. S., McCoy, R. G., Balapattabi, K., Bannuru, R. R., Bellini, N. J., Bennett, A. K., Beverly, E. A., Early, K. B., ChallaSivaKanaka, S., Echouffo-Tcheugui, J. B., et al. (2025) · Diabetes Care · doi:10.2337/dc26-s009 · Cited by 302 · see citing works
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Peacock, S., Frizelle, I., & Hussain, S. (2023) · Diabetes Therapy · doi:10.1007/s13300-023-01394-5 · Cited by 122 · see citing works
Castañeda, J., Arrieta, A., van den Heuvel, T., Battelino, T., & Cohen, O. (2024) · Diabetes Care · doi:10.2337/dc23-1581 · Cited by 107 · see citing works
Self-citationBiester, T., Berget, C., Boughton, C. K., Cudizio, L., Ekhlaspour, L., Hilliard, M. E., Reddy, L., Sap, S. N. U., Schoelwer, M. J., Sherr, J. L., et al. (2024) · Hormone Research in Paediatrics · doi:10.1159/000543034 · Cited by 110 · see citing works
Crabtree, T. S. J., Griffin, T. P., Yap, Y. W., Narendran, P., Gallen, G., Furlong, N. J., CRANSTON, I. C., Chakera, A. J., Philbey, C., Karamat, M. A., et al. (2023) · Diabetes Care · doi:10.2337/dc23-0635 · Cited by 95 · see citing works
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Nwokolo, M., & Hovorka, R. (2023) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgad068 · Cited by 93 · see citing works
Choudhary, P., Arrieta, A., van den Heuvel, T. R. A., Castañeda, J., Smaniotto, V., & Cohen, O. (2024) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0433 · Cited by 83 · see citing works
Self-citationMolfetta, S. D., Gioia, L. D., Caruso, I., Cignarelli, A., Green, S. C., Natale, P., Strippoli, G. F., Sorice, G. P., Perrini, S., Natalicchio, A., et al. (2024) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.3842 · Cited by 86 · see citing works
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Paci, M. M., Saha, T., Djassemi, O., Wu, S. T., Chua, C. Y. X., Wang, J., & Grattoni, A. (2025) · Nature Reviews Bioengineering · doi:10.1038/s44222-025-00328-z · Cited by 85 · see citing works
Godoi, A., Marques, I. R., Padrão, E. M. H., Mahesh, A., Hespanhol, L. C., Júnior, J. E. R. L., de Souza, I. A. F., Moreira, V. C. S., Silva, C. H., Miyawaki, I. A., et al. (2023) · Diabetology & Metabolic Syndrome · doi:10.1186/s13098-023-01144-4 · Cited by 71 · see citing works
Passanisi, S., Piona, C. A., Salzano, G., Marigliano, M., Bombaci, B., Morandi, A., Alibrandi, A., Maffeis, C., & Lombardo, F. (2023) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0373 · Cited by 66 · see citing works
Grassi, B. A., Gómez, A. M., Calliari, L. E., Franco, D. R., Raggio, M., Riera, F., Castro, M., MCVEAN, J. J. F., van den Heuvel, T. R. A., Arrieta, A., et al. (2023) · Diabetes Obesity and Metabolism · doi:10.1111/dom.15023 · Cited by 57 · see citing works
Self-citationRoos, T., Hermanns, N., Groß, C., Kulzer, B., Haak, T., & Ehrmann, D. (2024) · EClinicalMedicine · doi:10.1016/j.eclinm.2024.102852 · Cited by 54 · see citing works
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Fan, W., Deng, C., Xu, R., Liu, Z., Leslie, R. D., Zhou, Z., & Li, X. (2024) · Diabetes & Metabolism Journal · doi:10.4093/dmj.2024.0130 · Cited by 47 · see citing works
Talbo, M. K., Katz, A., Hill, L., Peters, T. M., Yale, J., & Brazeau, A. (2023) · EClinicalMedicine · doi:10.1016/j.eclinm.2023.102119 · Cited by 44 · see citing works
Passanisi, S., Salzano, G., Bombaci, B., Minuto, N., Bassi, M., Bonfanti, R., Scialabba, F., Mozzillo, E., Candia, F. D., Monti, S. M., et al. (2024) · Diabetes Care · doi:10.2337/dc23-2311 · Cited by 41 · see citing works
Boucsein, A., Watson, A. S., Frewen, C. M., Sanders, O. J., Haszard, J. J., Jones, S. D., Milford-Hughes, P. J., de Bock, M. I., & Wheeler, B. J. (2023) · Diabetes Care · doi:10.2337/dc22-1971 · Cited by 40 · see citing works
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Self-citationPetrovski, G., Campbell, J., Pasha, M., Hussain, K., Khalifa, A., Umer, F., Almajaly, D., Hamdar, M., van den Heuvel, T. R. A., & Edd, S. N. (2024) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0429 · Cited by 37 · see citing works
Shah, V. N., Peters, A. L., Umpierrez, G. E., Sherr, J. L., Akturk, H. K., Aleppo, G., Bally, L., Cengiz, E., Cinar, A., Dungan, K., et al. (2025) · Journal of Diabetes Science and Technology · doi:10.1177/19322968241291512 · Cited by 36 · see citing works
Visser, H. S. D., Waraich, S., Chhabra, M., Yamamoto, J. M., Zenlea, I. S., Askin, N., Rabbani, R., McGavock, J., TEAM Trial Patient Coresearchers, Greenberg, D. T., et al. (2025) · Archives of Pediatrics and Adolescent Medicine · doi:10.1001/jamapediatrics.2025.2740 · Cited by 38 · see citing works
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Henry, Z., Fimbel, S., Bendelac, N., Perge, K., & Thivolet, C. H. (2023) · Diabetes Obesity and Metabolism · doi:10.1111/dom.15344 · Cited by 36 · see citing works
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Self-citationBhargava, A., Bergenstal, R. M., Warren, M., Thrasher, J. R., Dempsey, M. A., Bode, B. W., LaRocque, J., Carlson, A. L., Keiter, A., Ma, H., et al. (2025) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2024.0586 · Cited by 31 · see citing works
Self-citationMichaels, V. R., Boucsein, A., Watson, A. S., Frewen, C. M., Sanders, O. J., Haszard, J. J., Jones, S., Milford-Hughes, P. J., de Bock, M. I., & Wheeler, B. J. (2023) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0334 · Cited by 28 · see citing works
De Meulemeester, J., Keymeulen, B., De Block, C., Van Huffel, L., Taes, Y., Ballaux, D., Spincemaille, K., Lapauw, B., Vanhaverbeke, G., Lowyck, I., et al. (2025) · Diabetologia · doi:10.1007/s00125-025-06366-x · Cited by 27 · see citing works
Closed-loop systems: recent advancements and lived experiences
Kadiyala, N., Hovorka, R., & Boughton, C. K. (2024) · Expert Review of Medical Devices · doi:10.1080/17434440.2024.2406901 · Cited by 29 · see citing works
Matabuena, M., Pazos-Couselo, M., Alonso‐Sampedro, M., Fernández‐Merino, C., González‐Quintela, A., & Gudé, F. (2023) · Scientific Reports · doi:10.1038/s41598-023-40949-1 · Cited by 26 · see citing works
Conway, R. B. N., Gonzalez, A. G., Shah, V. N., Rasmussen, C. G., Aktürk, H. K., Pyle, L. L., Forlenza, G. P., Alonso, G. T., & Snell‐Bergeon, J. K. (2023) · Diabetes Metabolic Syndrome and Obesity · doi:10.2147/dmso.s416192 · Cited by 26 · see citing works
Nørgaard, K., Ranjan, A. G., Laugesen, C., Tidemand, K. G., Green, A., Selmer, C., Svensson, J., Andersen, H. U., Vistisen, D., & Carstensen, B. (2023) · Diabetes Care · doi:10.2337/dc23-1137 · Cited by 26 · see citing works
Abraham, M. B., Smith, G. J., Dart, J., Clarke, A. D., Bebbington, K. R., Fairchild, J. M., Ambler, G. R., Cameron, F. J., Davis, E. A., & Jones, T. W. (2024) · Diabetes Care · doi:10.2337/dc24-0276 · Cited by 23 · see citing works
McCarthy, O. M., Christensen, M. B., Kristensen, K. B., Schmidt, S., Ranjan, A. G., Bain, S. C., Bracken, R. M., & Nørgaard, K. (2023) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0009 · Cited by 23 · see citing works
Lepore, G., Borella, N. D., Castagna, G., Ippolito, S., Bonfadini, S., Corsi, A. M., Scaranna, C., Dodesini, A. R., Bellante, R., & Trevisan, R. (2023) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0261 · Cited by 22 · see citing works
Smaniotto, V., Heller, S. R., O'Neal, D. N., JENDLE, J. H., Cukierman‐Yaffe, T., Arrieta, A., Thijs, I., Castañeda, J., van den Heuvel, T. R. A., & Cohen, O. (2025) · Diabetes Obesity and Metabolism · doi:10.1111/dom.16227 · Cited by 20 · see citing works
Self-citationClosed-Loop Control, Artificial Intelligence–Based Decision-Support Systems, and Data Science
Nimri, R., Phillip, M., Clements, M. A., & Kovatchev, B. P. (2024) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2024.2505 · Cited by 19 · see citing works
Matejko, B., Juza, A., Kieć‐Wilk, B., CYRANKA, K. M., Krzyżowska, S., Cohen, O., Malecki, M. T., & Klupa, T. (2023) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0059 · Cited by 18 · see citing works
Self-citationCastañeda, J., Arrieta, A., van den Heuvel, T. R. A., & Cohen, O. (2023) · Diabetes Obesity and Metabolism · doi:10.1111/dom.15139 · Cited by 18 · see citing works
Self-citationMolfetta, S. D., Gioia, L. D., Caruso, I., Caporusso, M., Trerotoli, P., Natalicchio, A., Perrini, S., Laviola, L., & Giorgino, F. (2025) · Diabetes Obesity and Metabolism · doi:10.1111/dom.70150 · Cited by 18 · see citing works
Shannon, N., Castañeda, J., Choudhary, P., Kolassa, R., Keuthage, W., Kroeger, J., Thivolet, C. H., Evans, M. L., Ré, R., Cellot, J., et al. (2023) · Diabetes Obesity and Metabolism · doi:10.1111/dom.15217 · Cited by 18 · see citing works
Self-citationJENDLE, J. H., Buompensiere, M. I., Saltik, A. Z. O., de Portu, S., Smith‐Palmer, J., Pollock, R. F., & Cohen, O. (2023) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0297 · Cited by 17 · see citing works
Self-citationBismuth, É., Tubiana‐Rufi, N., Rynders, C. A., Dalla‐Vale, F., Bonnemaison, É., Coutant, R., Farret, A., Poidvin, A., Bouhours‐Nouet, N., Storey, C., et al. (2024) · Diabetes Care · doi:10.2337/dc24-0916 · Cited by 17 · see citing works
McCarthy, O. M., Christensen, M. B., Kristensen, K. B., Schmidt, S., Ranjan, A. G., Bain, S. C., Bracken, R. M., & Nørgaard, K. (2023) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2022.0542 · Cited by 17 · see citing works
Mittal, R., Koutras, N., Maya, J., Lemos, J. R. N., & Hirani, K. (2024) · Frontiers in Endocrinology · doi:10.3389/fendo.2024.1352302 · Cited by 17 · see citing works
Gardner, D. S.-L., Lakkad, M., Qiu, Z., Inoue, Y., CHANDRAN, S. R., & Wherry, K. (2024) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0455 · Cited by 16 · see citing works
Resmini, E., Zarra, E., Dotti, S., Rotondi, G., Cornaghi, A. V., Madaschi, S., Cimino, E., Massari, G., Pezzaioli, L. C., Buoso, C., et al. (2024) · European journal of medical research · doi:10.1186/s40001-024-01946-w · Cited by 14 · see citing works
Samuel, P., Khan, N., Klein, G., Skobkarev, S., Mammon, B., Fournier, M., Hawke, K., Weissinger, A., & Elliott, T. G. (2023) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2023.09.003 · Cited by 14 · see citing works
Singh, R., Imberg, H., Ahmadi, S. S., Hallström, S., JENDLE, J. H., Tengmark, B.-O., Folino, A., Marie, E., & Lind, M. (2024) · Journal of Diabetes Science and Technology · doi:10.1177/19322968241242386 · Cited by 13 · see citing works
Elbarbary, N. S., Alguwaihes, A. M., ZARIF, H. A., Hassanein, M., Deeb, A., Petrovski, G., Aldahash, R., Amoudi, R. A., Hussain, S., Ibrahim, M. A., et al. (2024) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2024.0200 · Cited by 13 · see citing works
Dekker, P., van den Heuvel, T. R. A., Arrieta, A., Castañeda, J., Mul, D., Veeze, H. J., Cohen, O., & Aanstoot, H. (2024) · Journal of Diabetes Science and Technology · doi:10.1177/19322968241290259 · Cited by 13 · see citing works
Self-citationKommareddi, M., Wherry, K., & Vigersky, R. A. (2023) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgad046 · Cited by 12 · see citing works
Advances in Automated Insulin Delivery with the Medtronic 780G: The Australian Experience
Halim, B., Abraham, M. B., Manos, G., Arrieta, A., Dai, Z., Vogrin, S., Lu, J., MacIsaac, R. J., Ekinci, E. I., Davis, E. A., et al. (2024) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0348 · Cited by 12 · see citing works
Self-citationAlfadli, S. F., Alotaibi, Y. S., Aqdi, M. J., Almozan, L. A., Alzubaidi, Z. B., Altemani, H. A., Almutairi, S. D., Alabdullah, H. A., Almehmadi, A. A., Alanzi, A. L., et al. (2025) · Metabolism Open · doi:10.1016/j.metop.2025.100382 · Cited by 11 · see citing works
Winterdijk, P., Aanstoot, H., & Nefs, G. (2023) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2023.110886 · Cited by 13 · see citing works
Blood glucose monitoring devices: current considerations
Sly, B., & Taylor, J. (2023) · Australian Prescriber · doi:10.18773/austprescr.2023.013 · Cited by 11 · see citing works
Boucsein, A., Zhou, Y., Haszard, J. J., Jefferies, C., Wiltshire, E. J., Styles, S. E., Crocket, H. R., Galland, B. C., Pasha, M., Petrovski, G., et al. (2024) · Journal of Diabetes & Metabolic Disorders · doi:10.1007/s40200-024-01397-4 · Cited by 10 · see citing works
Tripyla, A., Ferreira, A., Schoenenberger, K., Näf, N. H., Inderbitzin, L. E., Cossu, L., Cappon, G., Facchinetti, A., Herzig, D., & Bally, L. (2023) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.2525.abstracts · Cited by 10 · see citing works
Šumnı́k, Z., Pavlı́ková, M., Neuman, V., Petruželková, L., Konečná, P., Venháčová, P., Škvor, J., Pomahačová, R., Neumann, D., Vosáhlo, J., et al. (2023) · Hormone Research in Paediatrics · doi:10.1159/000530833 · Cited by 12 · see citing works
Tumminia, A., Santoro, G. M., Oteri, V., Galeano, F., Baratta, R., Gullo, D., Frittitta, L., Sciacca, L., Moli, R. L., Piticchio, T., et al. (2025) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2025.112173 · Cited by 9 · see citing works
van den Heuvel, T. R. A., Kolassa, R., Keuthage, W., Kroeger, J., Ré, R., de Portu, S., Vorrink, L., Shin, J., Castañeda, J., Vigersky, R. A., et al. (2023) · Journal of Diabetes Science and Technology · doi:10.1177/19322968231161320 · Cited by 9 · see citing works
Self-citationBombaci, B., Passanisi, S., Valenzise, M., Macrì, F., Calderone, M., Hasaj, S., Zullo, S., Salzano, G., & Lombardo, F. (2023) · Journal of Diabetes Science and Technology · doi:10.1177/19322968231185115 · Cited by 9 · see citing works
12-Month Efficacy of Advanced Hybrid Closed-Loop System in Adult Type 1 Diabetes Patients
Nigi, L., Sareri, G. I., Cataldo, D., & Dotta, F. (2023) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0319 · Cited by 9 · see citing works
Time With Rapid Change of Glucose
Christensen, M., Nørgaard, L. J., Bohl, M., Bibby, B. M., & Hansen, K. W. (2024) · Journal of Diabetes Science and Technology · doi:10.1177/19322968241255127 · Cited by 9 · see citing works
Molfetta, S. D., Rossi, A., Assaloni, R., Franceschi, R., Grancini, V., Guardasole, V., Scaramuzza, A. E., Scarpitta, A. M., Trombetta, M., Zanfardino, A., et al. (2025) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2025.112117 · Cited by 11 · see citing works
Konantambigi, A., Wang, W., Boggild, D., Rana, A., Syphers, L., Presley, C., Cummins, C., Malabu, U. H., Hawke, K., Shenoy, V. V., et al. (2025) · Diabetes Obesity and Metabolism · doi:10.1111/dom.16485 · Cited by 9 · see citing works
Wilmot, E. G., Beltrand, J., Guerci, B., Berot, A., Hanaire, H. P., Bismuth, É., Gillard, P., Saade, M., Joubert, M., Salet, R., et al. (2026) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(25)00364-x · Cited by 8 · see citing works
Self-citationChristensen, M. B., Ranjan, A. G., Rytter, K., McCarthy, O. M., Schmidt, S., & Nørgaard, K. (2024) · Journal of Diabetes Science and Technology · doi:10.1177/19322968241242399 · Cited by 9 · see citing works
Morrison, D., Vogrin, S., & Zaharieva, D. P. (2024) · Journal of Diabetes Science and Technology · doi:10.1177/19322968241246458 · Cited by 8 · see citing works
Perea, V., Quirós, C., Herrera-Arranz, M. T., Azriel, S., Wägner, A. M., Beato-Víbora, P. I., Soldevila, B., Barquiel, B., Pardo, R. M., Díaz-Soto, G., et al. (2024) · Acta Diabetologica · doi:10.1007/s00592-024-02430-x · Cited by 8 · see citing works
Berget, C., Annan, F., Biester, T., Choudhary, P., Forlenza, G. P., Peters, A. L., Renard, É., & Deiss, D. (2025) · Diabetes Obesity and Metabolism · doi:10.1111/dom.16321 · Cited by 7 · see citing works
Self-citationAnandhakrishnan, A., Pender, S., Johnston, T., Hyslop, R., Liu, Y., Kariyawasam, D., Brackenridge, A., Karalliedde, J. J., & Hussain, S. (2025) · Diabetes Obesity and Metabolism · doi:10.1111/dom.16553 · Cited by 8 · see citing works
Bombaci, B., Calderone, M., Pisa, A. D., Rocca, M. L., Torre, A., Lombardo, F., Salzano, G., & Passanisi, S. (2025) · Medicina · doi:10.3390/medicina61091602 · Cited by 7 · see citing works
MiniMed 780G Advanced Hybrid Closed-Loop System Use During Days Without User-Initiated Boluses
Niu, F., Liu, M., Yovanovich, C., Vigersky, R. A., Shin, J. J., & MCVEAN, J. J. F. (2026) · Diabetes Care · doi:10.2337/dc25-2124 · Cited by 7 · see citing works
Self-citationRenard, É., Tubiana‐Rufi, N., Chaillous, L., Bonnemaison, É., Hanaire, H. P., Bismuth, É., Joubert, M., Coutant, R., Schaepelynck, P., Beltrand, J., et al. (2024) · Médecine des Maladies Métaboliques · doi:10.1016/j.mmm.2024.04.002 · Cited by 7 · see citing works
Self-citationBismuth, É., Joubert, M., Renard, É., Tubiana‐Rufi, N., Chaillous, L., Bonnemaison, É., Hanaire, H. P., Coutant, R., Schaepelynck, P., Beltrand, J., et al. (2025) · Diabetes & Metabolism · doi:10.1016/j.diabet.2025.101637 · Cited by 7 · see citing works
Self-citationOne-year evaluation of automated insulin delivery systems in adults with type 1 diabetes
Pujante, P., García, A. V., Villa-Fernández, E., García‐Villarino, M., González‐Vidal, T., Díaz-Naya, L., Gutiérrez-Buey, G., Veiguela, B., Rivas‐Otero, D., Torre, E. L. M., et al. (2025) · Frontiers in Digital Health · doi:10.3389/fdgth.2025.1596188 · Cited by 7 · see citing works
ENTPD3-specific CAR regulatory T cells for local immune control in T1DPreprint
Pieper, T., Riët, T., Saetzler, V., Bergerhoff, K. F., McGovern, J. L., Delsing, L., Atkinson, M. A., Lodie, T. A., Jermutus, L., Noyan, F., et al. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.11.12.622951 · Cited by 6 · see citing works
Hussain, S., Saltik, A. Z. O., Yu, J. J., de Portu, S., Pollock, R. F., Pöhlmann, J., & Cohen, O. (2025) · Diabetes Technology & Therapeutics · doi:10.1177/15209156251380593 · Cited by 6 · see citing works
Self-citationCastañeda, J., de Galan, B. E., van Kuijk, S. M. J., Arrieta, A., van den Heuvel, T. R. A., & Cohen, O. (2024) · Diabetes Obesity and Metabolism · doi:10.1111/dom.15955 · Cited by 6 · see citing works
Self-citationNigi, L., Batzibal, M. S., Cataldo, D., & Dotta, F. (2024) · Diabetes Therapy · doi:10.1007/s13300-024-01656-w · Cited by 6 · see citing works
Monnier, L., Colette, C., Renard, É., Benhamou, P., Aouinti, S., Molinari, N., & Owens, D. (2024) · Diabetes & Metabolism · doi:10.1016/j.diabet.2024.101589 · Cited by 7 · see citing works
Elbarbary, N. S., & Ismail, E. A. R. (2025) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2025.112042 · Cited by 8 · see citing works
Transitioning between automated insulin delivery systems: A focus on personalisation
Beato-Víbora, P. I., Chico, A. I., Moreno-Fernández, J., Azriel, S., Nattero‐Chávez, L., Mora, M. R. V., Alonso-Carril, N., Simó‐Servat, O., Aguilera, E., Reyes, L., et al. (2025) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2025.112070 · Cited by 6 · see citing works
Glycaemic control and novel technology management strategies in pregestational diabetes mellitus
Newman, C., Ero, A., & Dunne, F. (2023) · Frontiers in Endocrinology · doi:10.3389/fendo.2022.1109825 · Cited by 6 · see citing works
Stathi, D., Johnston, T., Hyslop, R., Brackenridge, A., & Karalliedde, J. J. (2023) · Journal of Diabetes Investigation · doi:10.1111/jdi.14019 · Cited by 6 · see citing works
Metabolic Models, in Silico Trials, and Algorithms
Çınar, A., Basu, A., Bequette, B. W., Breton, M. D., Buckingham, B. A., Cengiz, E., Cobelli, C., Dassau, E., Doyle, F. J., Fabris, C., et al. (2025) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2025.18800.ac · Cited by 5 · see citing works
Stimson, R. H., Strachan, M. W. J., Forbes, S., Wright, R. J., Mackenzie, S. D., McRobert, G., McMurray, E. M., Lyall, M. J., Dover, A. R., & Gibb, F. W. (2025) · Diabetic Medicine · doi:10.1111/dme.70137 · Cited by 5 · see citing works
Gallen, G., Alice, R., Alonso-Carril, N., Arbeli, S., Bahon, V., Vanessa, B., Kerstin, E., Gulotta, F., Audrey, H., Jolley, A., et al. (2024) · Acta Diabetologica · doi:10.1007/s00592-024-02388-w · Cited by 5 · see citing works
Lei, M., Ling, P., Lin, B., Lv, J., Liu, Z., Zhou, Y., Deng, H., Yang, D., Wang, C., Yang, X., et al. (2025) · Diabetes Obesity and Metabolism · doi:10.1111/dom.16505 · Cited by 5 · see citing works
Grundman, J., PERKINS, A. G., Monaghan, M. C., Meighan, S., Streisand, R. M., & Marks, B. E. (2023) · Journal of Clinical & Translational Endocrinology · doi:10.1016/j.jcte.2023.100319 · Cited by 5 · see citing works
GRAF, S. F., Hofer, G., Hirschmann, R., Lehmann, R., & Cavelti‐Weder, C. (2025) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2025.112035 · Cited by 6 · see citing works
Tahir, S., Naeem, S., Nayyab, I., Batool, A., Emeish, S., Hasan, I., Dhir, A., Shahid, J., Sheraz, M. A., Singh, J., et al. (2025) · European Journal of Obstetrics & Gynecology and Reproductive Biology · doi:10.1016/j.ejogrb.2025.113969 · Cited by 5 · see citing works
Closed loop insulin delivery–Opportunities and limitations
Weiss, R. (2023) · Journal of Diabetes · doi:10.1111/1753-0407.13490 · Cited by 4 · see citing works
- Authors
- Choudhary, P., Kolassa, R., Keuthage, W., Kroeger, J., Thivolet, C., Evans, M., Ré, R., de Portu, S., Vorrink, L., Shin, J., Habteab, A., Castañeda, J., da Silva, J., & Cohen, O.
- Affiliations
- University of Leicester (GB)
- Hospices Civils de Lyon (FR)
- University of Cambridge (GB)
- Medtronic (Switzerland) (CH)
- Medtronic (United States) (US)
- Medtronic (Netherlands) (NL)
- Corresponding author
- Cohen, Ohad
- Venue
- The Lancet Diabetes & Endocrinology
- Publisher
- Elsevier BV
- Published
- 2022-10
- Volume
- 10
- Issue
- 10
- Pages
- 720-731
- ISSN
- 2213-8587 (ISSN-L)
- OpenAlex
- W4294215685
- Semantic Scholar
- 04dc98442e2375f436f290b55f4eb6ad236201dd
- Cited by
- 204
- References
- 41
- Citations by year
- 2026: 44 · 2025: 50 · 2024: 54 · 2023: 55 · 2022: 1
- FWCI
- 29.63
- Type
- journal article
- Language
- en
- Update notices
- erratum (2023-07-01)
- Open access
- green
- figshare.com
- Licence
- Locations
- The Lancet Diabetes & Endocrinology (publishedVersion)
- PubMed (publishedVersion)
- HAL (submittedVersion)
- Figshare (submittedVersion, cc-by)
- Funders
- Medtronic Inc
- King's College London
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Keywords
- type 1 diabetes, multiple daily insulin injections, real-time continuous glucose monitoring, HbA1c, glycemic control, hypoglycemia, diabetic ketoacidosis, device safety, adults with type 1 diabetes, insulin pump therapy, artificial pancreas, ADAPT trial, serious adverse events
- MeSH terms
- Adult, Blood Glucose, Diabetes Mellitus, Type 1, Glycated Hemoglobin, Humans, Hypoglycemic Agents, Insulin, Prospective Studies, Blood Glucose Self-Monitoring, Diabetic Ketoacidosis, Treatment Outcome
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