The automated correction index (ACI), a novel report-derived metric correlated to glucose control and variability in patients with type 1 diabetes on advanced hybrid closed loop therapy
Open accessAbstract
Objective This study aimed to correlate the parameters of advanced hybrid closed loop (AHCL) function to the glycometabolic outcomes in a cohort of patients with type 1 diabetes (T1D) using different AHCL systems. Research design and methods This was a retrospective cross-sectional study on 124 adult (n = 87) and pediatric (n = 37) patients correlating the total daily insulin dose (TDD), the total daily basal (TDBa) and bolus (TDBo) insulin doses, the percentage of auto-bolus out of total daily bolus (Automated Correction Index - ACI) to the glycated hemoglobin (HbA1c) and the sensor-derived metrics. Results The ACI was the only AHCL-derived parameter directly associated to HbA1c (p = 0.03) and time above range (TAR 180-250 mg/dL, 10-13.9 mmol/L , p 70-180 mg/dL, 3.9-10 mmol/L , p 70 % (OR 3.18, CI 1.19-8.46, p = 0.02) and coefficient of variation (CV) Conclusion The ACI could represent a useful and easy-to-assess metric for AHCL-treated individuals with T1D. In our cohort an ACI < 30 % was associated to better glucose control and variability.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
CGM helps characterize the timing, amplitude, and frequency of excursions, and provides quantitative metrics such as TIR, time in hypoglycemia (TBR) and hyperglycemia (TAR), and indices of glycemic variability, which are increasingly used as clinically meaningful targets in diabetes management.
“CGM helps characterize the timing, amplitude, and frequency of excursions [133–139], and provides quantitative metrics such as TIR, time in hypoglycemia (TBR) and hyperglycemia (TAR), and indices of glycemic variability, which are increasingly used as clinically meaningful targets in diabetes management [140–144].”
From Diabetic gastroparesis: pathophysiology and impact on insulin timing choices (2026) · cites this paper as [139]
Cites
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
Estimation of the Youden Index and its Associated Cutoff Point
Fluss, R., Faraggi, D., & Reiser, B. (2005) · Biometrical Journal · doi:10.1002/bimj.200410135 · Cited by 2,604 · see citing works
9. Pharmacologic Approaches to Glycemic Treatment: Standards of Care in Diabetes—2025
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
Phillip, M., Nimri, R., Bergenstal, R. M., Barnard-Kelly, K., Danne, T., Hovorka, R., Kovatchev, B. P., Messer, L. H., Parkin, C. G., Ambler-Osborn, L., et al. (2023) · Endocrine Reviews · doi:10.1210/endrev/bnac022 · Cited by 443 · see citing works
6. Glycemic Goals and Hypoglycemia: Standards of Care in Diabetes—2025
American Diabetes Association Professional Practice Committee, ElSayed, N. A., McCoy, R. G., Aleppo, G., Balapattabi, K., Beverly, E. A., Briggs Early, K., Bruemmer, D., Echouffo-Tcheugui, J. B., Ekhlaspour, L., et al. (2025) · Diabetes Care · doi:10.2337/dc25-s006 · Cited by 440 · see citing works
Maiorino, M. I., Signoriello, S., Maio, A., Chiodini, P., Bellastella, G., Scappaticcio, L., Longo, M., Giugliano, D., & Esposito, K. (2020) · Diabetes Care · doi:10.2337/dc19-1459 · Cited by 364 · see citing works
7. Diabetes Technology: Standards of Care in Diabetes—2025
American Diabetes Association Professional Practice Committee, ElSayed, N. A., McCoy, R. G., Aleppo, G., Balapattabi, K., Beverly, E. A., Briggs Early, K., Bruemmer, D., Echouffo-Tcheugui, J. B., Ekhlaspour, L., et al. (2025) · Diabetes Care · doi:10.2337/dc25-s007 · Cited by 348 · see citing works
Automated insulin delivery in women with pregnancy complicated by type 1 diabetes
Lee, T. T. M., Collett, C., Bergford, S., Hartnell, S., Scott, E. M., Lindsay, R. S., Hunt, K. F., McCance, D. R., Barnard-Kelly, K., Rankin, D., et al. (2023) · New England Journal of Medicine · doi:10.1056/nejmoa2303911 · Cited by 241 · see citing works
Choudhary, P., Kolassa, R., Keuthage, W., Kroeger, J., Thivolet, C., Evans, M., Ré, R., de Portu, S., Vorrink, L., Shin, J., et al. (2022) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(22)00212-1 · Cited by 204 · see citing works
A Systematic Review of Commercial Hybrid Closed-Loop Automated Insulin Delivery Systems
Peacock, S., Frizelle, I., & Hussain, S. (2023) · Diabetes Therapy · doi:10.1007/s13300-023-01394-5 · Cited by 122 · see citing works
Predictors of time in target glucose range in real‐world users of the MiniMed 780G system
Castañeda, J., Mathieu, C., Aanstoot, H., Arrieta, A., Silva, J. D., Shin, J., & Cohen, O. (2022) · Diabetes Obesity and Metabolism · doi:10.1111/dom.14807 · Cited by 108 · see citing works
Tumminia, A., Crimi, S., Sciacca, L., Buscema, M., Frittitta, L., Squatrito, S., Vigneri, R., & Tomaselli, L. (2015) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.2557 · Cited by 100 · 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
Digital Technology for Diabetes
Hughes, M. S., Addala, A., & Buckingham, B. (2023) · New England Journal of Medicine · doi:10.1056/nejmra2215899 · Cited by 59 · see citing works
Continuous Glucose Monitoring with Multiple Daily Insulin Treatment: Outcome Studies
McGill, J. B., & Ahmann, A. (2017) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2017.0090 · Cited by 49 · see citing works
A fifth amendment for the Declaration of Helsinki
Lancet, T. (2000) · The Lancet · doi:10.1016/s0140-6736(00)02746-x · Cited by 40 · see citing works
Zhang, Z., Wang, Y., Lu, J., & Zhou, J. (2024) · Diabetes Obesity and Metabolism · doi:10.1111/dom.16033 · Cited by 36 · see citing works
Bassi, M., Franzone, D., Dufour, F., Strati, M. F., Scalas, M., Tantari, G., Aloi, C., Salina, A., d’Annunzio, G., Maghnie, M., et al. (2023) · Life · doi:10.3390/life13030783 · Cited by 32 · see citing works
Benhamou, P., Huneker, E., Franc, S., Doron, M., & Charpentier, G. (2018) · Acta Diabetologica · doi:10.1007/s00592-018-1123-1 · Cited by 31 · see citing works
Bozzetto, L., Giorgini, M., Alderisio, A., Costagliola, L., Giacco, A., Riccardi, G., Rivellese, A. A., & Annuzzi, G. (2015) · Acta Diabetologica · doi:10.1007/s00592-015-0716-1 · Cited by 27 · see citing works
Continuous Subcutaneous Insulin Infusion in Italy: Third National Survey
Bruttomesso, D., Laviola, L., Lepore, G., Bonfanti, R., Bozzetto, L., Orsi, E., Blasi, V. D., Girelli, A., Grassi, G., Iafusco, D., et al. (2014) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2014.0242 · Cited by 26 · see citing works
Donzeau, A., Bonnemaison, É., Vautier, V., Menut, V., Houdon, L., Bendelac, N., Bismuth, É., Bouhours‐Nouet, N., Quemener, E., Baron, S., et al. (2020) · Pediatric Diabetes · doi:10.1111/pedi.13076 · Cited by 25 · see citing works
Tumminia, A., Milluzzo, A., Festa, C., Fresa, R., Pintaudi, B., Scavini, M., Vitacolonna, E., Napoli, A., & Sciacca, L. (2021) · Nutrition Metabolism and Cardiovascular Diseases · doi:10.1016/j.numecd.2021.03.013 · Cited by 25 · see citing works
Self-citationPiona, C., Passanisi, S., Bombaci, B., Marigliano, M., Lombardo, F., Mancioppi, V., Morandi, A., Maffeis, C., & Salzano, G. (2024) · Diabetes, obesity and metabolism · doi:10.1111/dom.15791 · Cited by 25 · see citing works
Schiaffini, R., Lumaca, A., Martino, M., Rapini, N., Deodati, A., Amodeo, M. E., Ciampalini, P., Matteoli, M. C., Pampanini, V., & Cianfarani, S. (2024) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.3826 · Cited by 21 · see citing works
Tumminia, A., Sciacca, L., Frittitta, L., Squatrito, S., Vigneri, R., Le Moli, R., & Tomaselli, L. (2015) · Patient Preference and Adherence · doi:10.2147/ppa.s69482 · Cited by 20 · see citing works
Self-citationIs It Time to Replace Time-in-Range with Time-in-Tight-Range? Maybe Not
Beck, R. W. (2023) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0602 · Cited by 20 · see citing works
Nattero‐Chávez, L., Pascual, E. L., de la Villa, E. D. L. C., Cebada, A. B., Ruiz, T., Tobar, A. Q., Lorenzo, M., Sánchez, C., Izquierdo, A., Luque‐Ramírez, M., et al. (2023) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2023.110627 · Cited by 19 · see citing works
Polonsky, W. H., Guzman, S., & Fisher, L. (2023) · Clinical Diabetes · doi:10.2337/cd22-0131 · Cited by 18 · see citing works
Kesavadev, J., Basanth, A., Krishnan, G., Shankar, A., Sanal, G., & Jothydev, S. (2023) · Diabetes Therapy · doi:10.1007/s13300-023-01427-z · Cited by 16 · see citing works
Annuzzi, G., Triggiani, R., Angelis, R. D., Rainone, C., Corrado, A., Scidà, G., Lupoli, R., & Bozzetto, L. (2024) · Journal of Diabetes and its Complications · doi:10.1016/j.jdiacomp.2024.108689 · Cited by 15 · see citing works
Chico, A., Navas de Solís, S., Lainez, M., Rius, F., & Cuesta, M. (2023) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2022.0449 · Cited by 14 · see citing works
Kristensen, K. B., Ranjan, A. G., McCarthy, O. M., Bracken, R. M., Nørgaard, K., & Schmidt, S. (2024) · Nutrients · doi:10.3390/nu16020199 · Cited by 12 · see citing works
Predictive Low-Glucose Suspend to Prevent Hypoglycemia
Pinsker, J. E., & Dassau, E. (2017) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2017.0064 · Cited by 10 · see citing works
Glycometabolic outcomes in adult type 1 diabetic patients switching to closed-loop systems
Papa, G. F. S., Cannarella, R., Condorelli, R. A., Finocchiaro, C., Calogero, A. E., & Vignera, S. L. (2023) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2023.110907 · Cited by 10 · see citing works
Simplified Meal Management in Adults Using an Advanced Hybrid Closed-Loop System
Minsky, N. C., Shalit, R., Benedetti, A., Laron-Hirsh, M., Cohen, O., Kurtz, N., Roy, A., Grosman, B., & Tirosh, A. (2024) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2024.0224 · Cited by 10 · see citing works
Zhong, T., He, B., Li, X.-Y., Lei, K., Tang, R., Zhao, B., & Li, X. (2023) · Diabetologia · doi:10.1007/s00125-023-06042-y · Cited by 7 · see citing works
Piccini, B., Felicioni, M., Pessina, B., Bertini, M., Casalini, E., Ceccotti, C., Fariña, S., Ferrari, M., Lenzi, L., Monzali, F., et al. (2023) · Nutrients · doi:10.3390/nu15234875 · Cited by 7 · see citing works
Digital Technology for Diabetes
Kinny-Köster, B., Michalski, C. W., & Loos, M. (2024) · New England Journal of Medicine · doi:10.1056/nejmc2315000 · Cited by 6 · see citing works
Flagged first, then by citations
1 of the 40 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Papa, G. F. S., Cannarella, R., Gusmano, C., Finocchiaro, C., Anzaldi, M., Gruttadauria, G., Patti, L., Presti, D. L., Calabrisotto, S. S., Condorelli, R. A., et al. (2025) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2025.112476 · Cited by 5 · see citing works
Aktürk, H. K., Nally, L. M., Lal, R., Warren, M., Demeterco‐Berggren, C., Forlenza, G. P., Reed, J. H. C., Shulman, D. I., Kipnes, M. S., Bode, B. W., et al. (2026) · Diabetes Technology & Therapeutics · doi:10.1177/15209156261444994 · Cited by 2 · see citing works
Long-Term Patterns in Automated Insulin Delivery and Carbohydrate Announcement: A 24-Month Follow-Up
Godard, E., Penfornis, A., & Amadou, C. (2025) · Diabetes Technology & Therapeutics · doi:10.1177/15209156251362499 · Cited by 2 · see citing works
Papa, G., Cannarella, R., Finocchiaro, C., Anzaldi, M., Gusmano, C., Palazzolo, R., Gruttadauria, G., Patti, L., Presti, D. L., Calabrisotto, S. S., et al. (2026) · Journal of Diabetes Science and Technology · doi:10.1177/19322968261446967 · Cited by 1 · see citing works
Self-citationDiabetic gastroparesis: pathophysiology and impact on insulin timing choices
Galeano, F., Tumminia, A., Oteri, V., Le Moli, R., Piticchio, T., Scilletta, S., Di Marco, M., Di Pino, A., & Frasca, F. (2026) · Endocrine · doi:10.1007/s12020-026-04693-6
“CGM helps characterize the timing, amplitude, and frequency of excursions [133–139], and provides quantitative metrics such as TIR, time in hypoglycemia (TBR) and hyperglycemia (TAR), and indices of glycemic variability, which are increasingly used as clinically meaningful targets in diabetes…”
Self-citationPresti, D. L., Calabrisotto, S. S., Tomaselli, L. G., Pezzino, G., Frasca, F., Baratta, R., Sciacca, L., Latina, C., Spina, N. L., Galeano, F., et al. (2026) · Endocrine · doi:10.1007/s12020-026-04705-5
Self-citationTumminia, A., Papa, G., Cannarella, R., Galeano, F., Oteri, V., Amato, V., Baratta, R., Condorelli, R. A., Palazzolo, R., Gusmano, C., et al. (2026) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2026.113613
Self-citationReal-World MiniMed ™ 780G Advanced Hybrid Closed-Loop Performance Across the Asia-Pacific Region
Shin, J. J., Gardner, D. S.-L., CHANDRAN, S. R., Vigersky, R. A., Cordero, T. L., Niu, F., Cohen, O., Mohan, V., Jenkins, A. J., Wheeler, B. J., et al. (2026) · Diabetes Technology & Therapeutics · doi:10.1177/15209156261499158
Galeano, F., Mobilia, A. R. C., Fimognari, F. L., Oteri, V., Cannarella, R., Papa, G., Moli, R. L., Piticchio, T., Pino, A. D., Marco, M. D., et al. (2026) · Endocrine · doi:10.1007/s12020-026-04816-z
Self-citation
- Authors
- Tumminia, A., Santoro, G. M., Oteri, V., Galeano, F., Baratta, R., Gullo, D., Frittitta, L., Sciacca, L., Moli, R. L., Piticchio, T., Pino, A. D., Pezzino, G., Frasca, F., & Tomaselli, L. G.
- Affiliations
- Ospedale Garibaldi (IT)
- University of Catania (IT)
- Università degli Studi di Enna Kore (IT)
- Corresponding author
- Tumminia, Andrea
- Santoro, Gaetano Maria
- Oteri, Vittorio
- Galeano, Francesco
- Baratta, Roberto
- Gullo, Damiano
- Frittitta, Lucia
- Sciacca, Laura
- Moli, Rosario Le
- Piticchio, Tommaso
- Pino, Antonino Di
- Pezzino, Giulia
- Frasca, Francesco
- Tomaselli, Letizia Grazia
- ORCID
- Venue
- Diabetes Research and Clinical Practice
- Publisher
- Elsevier BV
- Published
- 2025-06
- Volume
- 224
- Pages
- 112173
- ISSN
- 0168-8227 (ISSN-L)
- OpenAlex
- W4409318202
- Cited by
- 9
- References
- 40
- Citations by year
- 2026: 7 · 2025: 2
- FWCI
- 6.11
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Diabetes Research and Clinical Practice (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Diabetes and associated disorders
- Keywords
- type 1 diabetes, insulin pump therapy, HbA1c, glycemic variability, time in range, coefficient of variation, glycemic control
- MeSH terms
- Glycemic Control, Adolescent, Adult, Blood Glucose, Child, Cross-Sectional Studies, Diabetes Mellitus, Type 1, Female, Glycated Hemoglobin, Humans, Hypoglycemic Agents, Insulin, Insulin Infusion Systems, Male, Middle Aged, Retrospective Studies, Blood Glucose Self-Monitoring, Young Adult
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