Toward Defining the Threshold Between Low and High Glucose Variability in Diabetes
Abstract
OBJECTIVE: To define the threshold for excess glucose variability (GV), one of the main features of dysglycemia in diabetes. RESEARCH DESIGN AND METHODS: A total of 376 persons with diabetes investigated at the University Hospital of Montpellier (Montpellier, France) underwent continuous glucose monitoring. Participants with type 2 diabetes were divided into several groups—groups 1, 2a, 2b, and 3 (n = 82, 28, 65, and 79, respectively)—according to treatment: 1) diet and/or insulin sensitizers alone; 2) oral therapy including an insulinotropic agent, dipeptidyl peptidase 4 inhibitors (group 2a) or sulfonylureas (group 2b); or 3) insulin. Group 4 included 122 persons with type 1 diabetes. Percentage coefficient of variation for glucose (%CV = [(SD of glucose)/(mean glucose)] × 100) and frequencies of hypoglycemia (interstitial glucose <56 mg/dL [3.1 mmol/L]) were computed. RESULTS: Percentages of CV (median [interquartile range]; %) increased significantly (P < 0.0001) from group 1 (18.1 [15.2–23.9]) to group 4 (37.2 [31.0–42.3]). In group 1, the upper limit of %CV, which served as reference for defining excess GV, was 36%. Percentages of patients with %CVs above this threshold in groups 2a, 2b, 3, and 4 were 0, 12.3, 19.0, and 55.7%, respectively. Hypoglycemia was more frequent in group 2b (P < 0.01) and groups 3 and 4 (P < 0.0001) when subjects with a %CV >36% were compared with those with %CV ≤36%. CONCLUSIONS: A %CV of 36% appears to be a suitable threshold to distinguish between stable and unstable glycemia in diabetes because beyond this limit, the frequency of hypoglycemia is significantly increased, especially in insulin-treated subjects.
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In a mixed population of people with type 2 diabetes, the incidence of hypoglycemic events was three to six times greater in patients with a within-day CV of more than 36% compared with a CV less than 36%, irrespective of treatment with oral diabetes drugs or insulin.
“In a mixed population of people with T2D, the incidence of hypoglycemic events was three to six times greater in patients with a within-day CV of more than 36% compared with a CV less than 36%, irrespective of the type of treatment with oral diabetes drugs or insulin.47”
From Glycemic variability and cardiovascular disease in patients with type 2 diabetes (2021) · cites this paper as [47]
Cites
Baltosser, W. H., & Zar, J. H. (1996) · Ecology · doi:10.2307/2265725 · Cited by 35,166 · see citing works
(1993) · New England Journal of Medicine · doi:10.1056/nejm199309303291401 · Cited by 24,667 · see citing works
Inflammation, Atherosclerosis, and Coronary Artery Disease
Hansson, G. K. (2005) · New England Journal of Medicine · doi:10.1056/nejmra043430 · Cited by 8,773 · see citing works
10-year follow-up of intensive glucose control in type 2 diabetes
Holman, R. R., Paul, S. K., Bethel, M. A., Matthews, D. R., & Neil, H. A. W. (2008) · New England Journal of Medicine · doi:10.1056/nejmoa0806470 · Cited by 7,751 · see citing works
Biostatistical Analysis (2nd ed.).
Breen, T. J., & Zar, J. H. (1986) · Journal of the American Statistical Association · doi:10.2307/2289268 · Cited by 5,815 · see citing works
Drucker, D. J., & Nauck, M. A. (2006) · The Lancet · doi:10.1016/s0140-6736(06)69705-5 · Cited by 3,896 · see citing works
Inzucchi, S. E., Bergenstal, R. M., Buse, J. B., Diamant, M., Ferrannini, E., Nauck, M., Peters, A. L., Tsapas, A., Wender, R., & Matthews, D. R. (2015) · Diabetes Care · doi:10.2337/dc14-2441 · Cited by 3,066 · see citing works
Monnier, L., Mas, E., Ginet, C., Michel, F., Villon, L., Cristol, J.-P., & Colette, C. (2006) · JAMA · doi:10.1001/jama.295.14.1681 · Cited by 2,444 · see citing works
Self-citationDefining and Reporting Hypoglycemia in Diabetes
American Diabetes Association Workgroup on Hypoglycemia (2005) · Diabetes Care · doi:10.2337/diacare.28.5.1245 · Cited by 1,146 · see citing works
The Diabetes Control and Complications Trial (DCCT)/Epidemiology of Diabetes Interventions and Complications (EDIC) Study Research Group (2016) · Diabetes Care · doi:10.2337/dc15-1990 · Cited by 712 · see citing works
Follow-up of glycemic control and cardiovascular outcomes in type 2 diabetes
Hayward, R. A., Reaven, P. D., Wiitala, W. L., Bahn, G. D., Reda, D. J., Ge, L., McCarren, M., Duckworth, W. C., & Emanuele, N. V. (2015) · New England Journal of Medicine · doi:10.1056/nejmoa1414266 · Cited by 668 · see citing works
Kovatchev, B. P., Cox, D. J., Gonder-Frederick, L. A., Young-Hyman, D. L., Schlundt, D. G., & Clarke, W. L. (1998) · Diabetes Care · doi:10.2337/diacare.21.11.1870 · Cited by 309 · see citing works
Glycemic Variability and Diabetes Complications: Does It Matter? Of Course It Does!
Hirsch, I. B. (2015) · Diabetes Care · doi:10.2337/dc14-2898 · Cited by 286 · see citing works
Glucose Variability: Timing, Risk Analysis, and Relationship to Hypoglycemia in Diabetes
Kovatchev, B. P., & Cobelli, C. (2016) · Diabetes Care · doi:10.2337/dc15-2035 · Cited by 260 · see citing works
Glucose Variability: Where It Is Important and How to Measure It
DeVries, J. H. (2013) · Diabetes · doi:10.2337/db12-1610 · Cited by 236 · see citing works
Glycemic Goals in Diabetes: Trade-off Between Glycemic Control and Iatrogenic Hypoglycemia
Cryer, P. E. (2014) · Diabetes · doi:10.2337/db14-0059 · Cited by 233 · see citing works
New and Improved Methods to Characterize Glycemic Variability Using Continuous Glucose Monitoring
Rodbard, D. (2009) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2009.0015 · Cited by 230 · see citing works
American Diabetes Association (2015) · Diabetes Care · doi:10.2337/dc16-s008 · Cited by 216 · see citing works
Kilpatrick, E. S., Rigby, A. S., Goode, K. M., & Atkin, S. L. (2007) · Diabetologia · doi:10.1007/s00125-007-0820-z · Cited by 208 · see citing works
Monsod, T. P., Flanagan, D., Rife, F., Saenz, R., Caprio, S., Sherwin, R. S., & Tamborlane, W. V. (2002) · Diabetes Care · doi:10.2337/diacare.25.5.889 · Cited by 173 · see citing works
The Contribution of Glucose Variability to Asymptomatic Hypoglycemia in Persons with Type 2 Diabetes
Monnier, L., Wojtusciszyn, A., Colette, C., & Owens, D. R. (2011) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2011.0049 · Cited by 168 · see citing works
Self-citationBergenstal, R. M. (2015) · Diabetes Care · doi:10.2337/dc15-0099 · Cited by 140 · see citing works
The FLAT-SUGAR Trial Investigators (2016) · Diabetes Care · doi:10.2337/dc15-2782 · Cited by 135 · see citing works
Glycemic Variability: It's Not Just About A1C Anymore!
Hirsch, I. B. (2005) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2005.7.780 · Cited by 130 · see citing works
Prediction of Severe Hypoglycemia
Cox, D. J., Gonder-Frederick, L., Ritterband, L., Clarke, W., & Kovatchev, B. P. (2007) · Diabetes Care · doi:10.2337/dc06-1386 · Cited by 129 · see citing works
Clinical Interpretation of Indices of Quality of Glycemic Control and Glycemic Variability
Rodbard, D. (2011) · Postgraduate Medicine · doi:10.3810/pgm.2011.07.2310 · Cited by 127 · see citing works
Guerci, B., Floriot, M., Böhme, P., Durain, D., Bénichou, M., Jellimann, S., & Drouin, P. (2003) · Diabetes Care · doi:10.2337/diacare.26.3.582 · Cited by 126 · see citing works
Rodbard, D. (2012) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2012.0062 · Cited by 88 · see citing works
Monnier, L., Colette, C., & Owens, D. (2011) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2011.10.014 · Cited by 88 · see citing works
Self-citationThe Assessment of Glycemic Variability and Its Impact on Diabetes-Related Complications: An Overview
Weber, C., & Schnell, O. (2009) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2009.0043 · Cited by 72 · see citing works
Glycemic Variability in Nondiabetic Morbidly Obese Persons
Salkind, S. J., Huizenga, R., Fonda, S. J., Walker, M. S., & Vigersky, R. A. (2014) · Journal of Diabetes Science and Technology · doi:10.1177/1932296814537039 · Cited by 54 · see citing works
Fabris, C., Facchinetti, A., Sparacino, G., Zanon, M., Guerra, S., Maran, A., & Cobelli, C. (2014) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2013.0252 · Cited by 48 · see citing works
Kohnert, K., Heinke, P., Fritzsche, G., Vogt, L., Augstein, P., & Salzsieder, E. (2013) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2012.0303 · Cited by 47 · see citing works
Evaluation of the Menarini–Arkray HA 8140 hemoglobin A1c analyzer
John, W. G., Braconnier, F., Miedema, K., Aulesa, C., & Piras, G. (1997) · Clinical Chemistry · doi:10.1093/clinchem/43.6.968 · Cited by 42 · see citing works
The FLAT-SUGAR Trial Investigators (2015) · Diabetes Care · doi:10.2337/dc14-2689 · Cited by 38 · see citing works
Near normal HbA1c with stable glucose homeostasis: the ultimate target/aim of diabetes therapy
Monnier, L., Colette, C., Dejager, S., & Owens, D. R. (2016) · Reviews in Endocrine and Metabolic Disorders · doi:10.1007/s11154-016-9325-8 · Cited by 29 · see citing works
Self-citationLuijf, Y. M., Avogaro, A., Benesch, C., Bruttomesso, D., Cobelli, C., Ellmerer, M., Heinemann, L., Mader, J. K., & DeVries, J. H. (2012) · Journal of Diabetes Science and Technology · doi:10.1177/193229681200600514 · Cited by 25 · see citing works
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Sorted by citations
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
“*Some studies suggest that lower %CV targets (,33%) provide additional protection against hypoglycemia for those receiving insulin or sulfonylureas (45,90,91).”
BackgroundInternational consensus on use of continuous glucose monitoring
Danne, T., Nimri, R., Battelino, T., Bergenstal, R. M., Close, K. L., DeVries, J. H., Garg, S., Heinemann, L., Hirsch, I., Amiel, S. A., et al. (2017) · Diabetes Care · doi:10.2337/dc17-1600 · Cited by 2,069 · see citing works
Continuous glucose monitoring and metrics for clinical trials: an international consensus statement
Battelino, T., Alexander, C. M., Amiel, S. A., Arreaza-Rubin, G., Beck, R. W., Bergenstal, R. M., Buckingham, B. A., Carroll, J., Ceriello, A., Chow, E., et al. (2023) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(22)00319-9 · Cited by 831 · see citing works
Glycaemic variability in diabetes: clinical and therapeutic implications
Ceriello, A., Monnier, L., & Owens, D. (2019) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(18)30136-0 · Cited by 588 · see citing works
Self-citationCappon, G., Vettoretti, M., Sparacino, G., & Facchinetti, A. (2019) · Diabetes & Metabolism Journal · doi:10.4093/dmj.2019.0121 · Cited by 477 · see citing works
Yapanis, M., James, S., Craig, M. E., O'Neal, D. N., & Ekinci, E. I. (2022) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgac034 · Cited by 302 · 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
A View Beyond HbA1c: Role of Continuous Glucose Monitoring
Chehrehgosha, H., Khamseh, M. E., Malek, M., Hosseinpanah, F., & Ismail‐Beigi, F. (2019) · Diabetes Therapy · doi:10.1007/s13300-019-0619-1 · Cited by 240 · 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
Review of methods for detecting glycemic disorders
Bergman, M., Abdul‐Ghani, M. A., DeFronzo, R. A., Manco, M., Sesti, G., Fiorentino, T. V., Ceriello, A., Rhee, M. K., Phillips, L. S., Chung, S. T., et al. (2020) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2020.108233 · Cited by 202 · see citing works
Self-citationContinuous glucose monitoring: A review of the evidence in type 1 and 2 diabetes mellitus
Lin, R., Brown, F., James, S., Jones, J., & Ekinci, E. (2021) · Diabetic Medicine · doi:10.1111/dme.14528 · Cited by 197 · see citing works
Positioning time in range in diabetes management
Advani, A. (2020) · Diabetologia · doi:10.1007/s00125-019-05027-0 · Cited by 170 · see citing works
Glycemic variability and cardiovascular disease in patients with type 2 diabetes
Martinez, M., Santamarina, J., Pavesi, A., Musso, C., & Umpierrez, G. E. (2021) · BMJ Open Diabetes Research & Care · doi:10.1136/bmjdrc-2020-002032 · Cited by 155 · 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
Glucose Variability: A Review of Clinical Applications and Research Developments
Rodbard, D. (2018) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2018.0092 · Cited by 154 · see citing works
Continuous glucose monitoring: The achievement of 100 years of innovation in diabetes technology
Galindo, R. J., & Aleppo, G. (2020) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2020.108502 · Cited by 138 · see citing works
Rama Chandran, S., Tay, W. L., Lye, W. K., Lim, L. L., Ratnasingam, J., Tan, A. T. B., & S.L. Gardner, D. (2018) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2017.0388 · Cited by 114 · see citing works
Malahi, A. E., Elsen, M. V., Charleer, S., Dirinck, E. L., Ledeganck, K. J., Keymeulen, B., Crenier, L., Radermecker, R. P., Taes, Y., Vercammen, C., et al. (2021) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgab688 · Cited by 115 · see citing works
The application of simple metrics in the assessment of glycaemic variability
Monnier, L., Colette, C., & Owens, D. R. (2018) · Diabetes & Metabolism · doi:10.1016/j.diabet.2018.02.008 · Cited by 106 · see citing works
Self-citationJohnson, M. L., Martens, T. W., Criego, A. B., Carlson, A. L., Simonson, G. D., & Bergenstal, R. M. (2019) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2019.0034 · Cited by 104 · see citing works
The competitive athlete with type 1 diabetes
Riddell, M. C., Scott, S. N., Fournier, P. A., Colberg, S. R., GALLEN, I. W., Moser, O., Stettler, C., Yardley, J. E., Zaharieva, D. P., Adolfsson, P., et al. (2020) · Diabetologia · doi:10.1007/s00125-020-05183-8 · Cited by 104 · see citing works
Musso, G., Gambino, R., Cassader, M., & Paschetta, E. (2019) · BMJ · doi:10.1136/bmj.l1328 · Cited by 94 · see citing works
Time in Range from Continuous Glucose Monitoring: A Novel Metric for Glycemic Control
Yoo, J. H., & Kim, J. H. (2020) · Diabetes & Metabolism Journal · doi:10.4093/dmj.2020.0257 · Cited by 95 · see citing works
Peyser, T. A., Balo, A. K., Buckingham, B. A., Hirsch, I. B., & Garcia, A. (2017) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2017.0187 · Cited by 90 · see citing works
Buckingham, B. A., Forlenza, G. P., Pinsker, J. E., Christiansen, M. P., Wadwa, R. P., Schneider, J. A., Peyser, T. A., Dassau, E., Lee, J. B., OCONNOR, J. B., et al. (2018) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2017.0346 · Cited by 79 · see citing works
A Consensus Statement for Continuous Glucose Monitoring Metrics for Inpatient Clinical Trials
Spanakis, E. K., Cook, C. B., Kulasa, K. M., Aloi, J., Bally, L., Davis, G. M., Dungan, K. M., Galindo, R. J., Mendez, C. E., Pasquel, F. J., et al. (2023) · Journal of Diabetes Science and Technology · doi:10.1177/19322968231191104 · Cited by 81 · see citing works
Current Eligibility Requirements for CGM Coverage Are Harmful, Costly, and Unjustified
Anderson, J. E., Gavin, J. R., & Kruger, D. F. (2019) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2019.0303 · Cited by 77 · see citing works
Rodbard, D. (2020) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2019.0440 · Cited by 75 · see citing works
Karges, B., Tittel, S. R., Bey, A., Freiberg, C., Klinkert, C., Kordonouri, O., Thiele‐Schmitz, S., Schröder, C., Steigleder‐Schweiger, C., & Holl, R. W. (2023) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(23)00061-x · Cited by 77 · see citing works
Offline reinforcement learning for safer blood glucose control in people with type 1 diabetes
Emerson, H., Guy, M., & McConville, R. (2023) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2023.104376 · Cited by 74 · see citing works
A Multitask Learning Approach to Personalized Blood Glucose Prediction
Daniels, J., Herrero, P., & Georgiou, P. (2021) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2021.3100558 · Cited by 76 · see citing works
Borot, S., Benhamou, P., Atlan, C., Bismuth, É., Bonnemaison, É., Catargi, B., Charpentier, G., Farret, A., Filhol, N., Franc, S., et al. (2017) · Diabetes & Metabolism · doi:10.1016/j.diabet.2017.10.009 · Cited by 69 · see citing works
Real-World Evidence and Glycemic Improvement Using Dexcom G6 Features
Aktürk, H. K., Dowd, R., Shankar, K., & Derdzinski, M. (2021) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2020.0654 · Cited by 67 · 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
Glucose variability: a new risk factor for cardiovascular disease
Belli, M., Bellia, A., Sergi, D., Barone, L., Lauro, D., & Barillà, F. (2023) · Acta Diabetologica · doi:10.1007/s00592-023-02097-w · Cited by 66 · see citing works
Aleppo, G., & Webb, K. M. (2018) · Journal of Diabetes Science and Technology · doi:10.1177/1932296818813581 · Cited by 54 · see citing works
Glycaemic variability: The under‐recognized therapeutic target in type 1 diabetes care
Wilmot, E. G., Choudhary, P., Leelarathna, L., & Baxter, M. (2019) · Diabetes Obesity and Metabolism · doi:10.1111/dom.13842 · Cited by 65 · see citing works
Monnier, L., Wojtusciszyn, A., Molinari, N., Colette, C., Renard, É., & Owens, D. R. (2020) · Diabetes Care · doi:10.2337/dc19-1549 · Cited by 60 · see citing works
Self-citationMetas no tratamento do diabetes
de Almeida-Pititto, B., Rodrigues, M. L. D., de Moura, F. F., Lamounier, R. N., Vencio, S. A. C., Calliari, L. E., & Bertoluci, M. C. (2022) · Conectando Pessoas eBooks · doi:10.29327/557753.2022-3 · Cited by 87 · see citing works
Monnier, L., Colette, C., & Owens, D. R. (2021) · Diabetes & Metabolism · doi:10.1016/j.diabet.2021.101225 · Cited by 59 · see citing works
Self-citationTrajectories of fasting plasma glucose variability and mortality in type 2 diabetes
Lee, C.-L., Sheu, W. H., Lee, I., Lin, S., Liang, W., Wang, J., & Li, Y. (2017) · Diabetes & Metabolism · doi:10.1016/j.diabet.2017.09.001 · Cited by 53 · see citing works
Ohara, M., Nagaike, H., Goto, S., Fukase, A., Tanabe, Y., Tomoyasu, M., Yamamoto, T., Hayashi, T., Fukui, T., & Hirano, T. (2018) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2018.02.017 · Cited by 55 · see citing works
Hjort, A., Iggman, D., & Rosqvist, F. (2024) · Clinical Nutrition · doi:10.1016/j.clnu.2024.02.014 · Cited by 55 · see citing works
Cherubini, V., Bonfanti, R., Casertano, A., Nitto, E. D., Iannilli, A., Lombardo, F., Maltoni, G., Marigliano, M., Bassi, M., Minuto, N., et al. (2020) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2020.0031 · Cited by 53 · see citing works
Clinical recommendations for the use of the ambulatory glucose profile in diabetes care
Kröger, J., Reichel, A., Siegmund, T., & Ziegler, R. (2020) · Journal of Diabetes Science and Technology · doi:10.1177/1932296819883032 · Cited by 51 · see citing works
Buckingham, B. A., Christiansen, M. P., Forlenza, G. P., Wadwa, R. P., Peyser, T. A., Lee, J. B., OCONNOR, J. B., Dassau, E., Huyett, L. M., Layne, J. E., et al. (2018) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2018.0138 · Cited by 47 · see citing works
Rodrigues, R., de Medeiros, L. A., Cunha, L. M., Garrote-Filho, M. D. S., Neto, M. B., Jorge, P. T., Resende, E. S., & Penha‐Silva, N. (2018) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2018.01.031 · Cited by 47 · 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
International consensus on use of continuous glucose monitoring
Danne, T., Nimri, R., Battelino, T., Bergenstal, R. M., Close, K. L., DeVries, J. H., Garg, S. K., Heinemann, L., Hirsch, I. B., Amiel, S. A., et al. (2018) · Yearbook of pediatric endocrinology · doi:10.1530/ey.15.10.10 · Cited by 44 · see citing works
Mo, Y., Lu, J., & Zhou, J. (2023) · Journal of Diabetes Investigation · doi:10.1111/jdi.14112 · Cited by 48 · see citing works
Gómez, A. M., Múñoz, Ó., Sánchez, A. M., Fonseca, M. C., Rondón, M., Gómez, M. A. R., Sanko, A. A., Luján, D., Maira, G., & Vargas, F. M. L. (2018) · Journal of Diabetes Science and Technology · doi:10.1177/1932296818758105 · Cited by 44 · see citing works
Sandig, D., Grimsmann, J. M., Reinauer, C., Melmer, A., Zimny, S., Müller-Korbsch, M., Forestier, N., Zeyfang, A., Bramlage, P., Danne, T., et al. (2020) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2020.0019 · Cited by 43 · see citing works
Zhao, Q., Zhou, F., Zhang, Y., Zhou, X., & Ying, C. (2018) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2018.12.010 · Cited by 43 · see citing works
Gómez, A. M., Henao, D. C., Madero, A. I., Taboada, L. B., Cruz, V., Gómez, M. A. R., Rondón, M., Múñoz, Ó., Maira, G., & Vargas, F. M. L. (2019) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2019.0075 · Cited by 41 · see citing works
Significance of Glycemic Variability in Diabetes Mellitus
Kusunoki, Y., Konishi, K., Tsunoda, T., & Koyama, H. (2022) · Internal Medicine · doi:10.2169/internalmedicine.8424-21 · Cited by 40 · see citing works
Torimoto, K., Okada, Y., Hajime, M., Tanaka, K., & Tanaka, Y. (2018) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2018.0017 · Cited by 40 · see citing works
Forlenza, G. P., Buckingham, B. A., Christiansen, M. P., Wadwa, R. P., Peyser, T. A., Lee, J. B., OCONNOR, J. B., Dassau, E., Huyett, L. M., Layne, J. E., et al. (2019) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2019.0017 · Cited by 39 · see citing works
Lin, Y. K., Groat, D., Chan, O. T. M., Hung, M., Sharma, A. R., Varner, M. W., Gouripeddi, R., Facelli, J. C., & Fisher, S. J. (2020) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2020.0016 · Cited by 38 · see citing works
Benhamou, P., Lablanche, S., Vambergue, A., Doron, M., Franc, S., & Charpentier, G. (2020) · Diabetes Obesity and Metabolism · doi:10.1111/dom.14214 · Cited by 38 · see citing works
Cichosz, S. L., Kronborg, T., Laugesen, E., Hangaard, S., Fleischer, J., Hansen, T. K., Jensen, M. H., Poulsen, P. L., & Vestergaard, P. (2024) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2024.0226 · Cited by 36 · see citing works
Mo, Y., Ma, X., Lu, J., Shen, Y., Wang, Y., Zhang, L., Lu, W., Zhu, W., Bao, Y., & Zhou, J. (2020) · Journal of Diabetes Investigation · doi:10.1111/jdi.13453 · Cited by 36 · see citing works
Galindo, R. J., Parkin, C. G., Aleppo, G., Carlson, A. L., Kruger, D. F., Levy, C. J., Umpierrez, G. E., & McGill, J. B. (2021) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2021.0107 · Cited by 36 · see citing works
Forecasting Causal Effects of Interventions versus Predicting Future Outcomes
Gische, C., West, S., & Voelkle, M. (2020) · Structural equation modeling : a multidisciplinary journal · doi:10.1080/10705511.2020.1780598 · Cited by 32 · see citing works
A Comparison of Two Hybrid Closed-Loop Systems in Italian Children and Adults With Type 1 Diabetes
Bassi, M., Teliti, M., Lezzi, M., Iosca, A., Strati, M. F., Carmisciano, L., d’Annunzio, G., Minuto, N., & Maggi, D. C. (2022) · Frontiers in Endocrinology · doi:10.3389/fendo.2021.802419 · Cited by 35 · see citing works
Livingstone, R., Boyle, J. G., & Petrie, J. R. (2020) · Diabetic Medicine · doi:10.1111/dme.13911 · Cited by 34 · see citing works
Key indices of glycaemic variability for application in diabetes clinical practice
Monnier, L., Bonnet, F., Colette, C., Renard, É., & Owens, D. R. (2023) · Diabetes & Metabolism · doi:10.1016/j.diabet.2023.101488 · Cited by 34 · see citing works
Self-citationChristensen, M. B., Gæde, P., Hommel, E. E., Gotfredsen, A., & Nørgaard, K. (2019) · Diabetes & Metabolism · doi:10.1016/j.diabet.2019.02.002 · Cited by 34 · see citing works
MOSQUERA-LOPEZ, C. M., & Jacobs, P. G. (2021) · Journal of Diabetes Science and Technology · doi:10.1177/19322968211042621 · Cited by 34 · see citing works
Turton, J. L., Brinkworth, G. D., Parker, H. M., Lim, D. M., Lee, K., Rush, A., Johnson, R., & Rooney, K. B. (2023) · PLoS ONE · doi:10.1371/journal.pone.0288440 · Cited by 34 · see citing works
Kalra, S., Shaikh, S. S., Priya, G., Baruah, M., Verma, A., Das, A. K., Shah, M., Das, S., Khandelwal, D., Sanyal, D., et al. (2020) · Diabetes Therapy · doi:10.1007/s13300-020-00973-0 · Cited by 32 · see citing works
Clinical Application of Time in Range and Other Metrics
Aleppo, G. (2021) · Diabetes Spectrum · doi:10.2337/ds20-0093 · Cited by 31 · see citing works
Ajjan, R. (2024) · Diabetes Obesity and Metabolism · doi:10.1111/dom.16098 · Cited by 35 · see citing works
Distinct patterns of daily glucose variability by pubertal status in youth with type 1 diabetes
Zhu, J., Volkening, L. K., & Laffel, L. M. (2020) · Diabetes Care · doi:10.2337/dc19-0083 · Cited by 30 · see citing works
Devices for continuous monitoring of glucose: update in technology
Gómez, A. M., Carrillo, D. C. H., & Múñoz, Ó. (2017) · Medical Devices Evidence and Research · doi:10.2147/mder.s110121 · Cited by 29 · see citing works
Monnier, L., Colette, C., Schlienger, J.-L., Bauduceau, B., & Owens, D. R. (2019) · Diabetes & Metabolism · doi:10.1016/j.diabet.2019.01.007 · Cited by 29 · see citing works
Self-citationHeterogeneity of glycaemic phenotypes in type 1 diabetes
Fagherazzi, G., Aguayo, G., Zhang, L., Hanaire, H. P., Picard, S., Sablone, L., Vergès, B. L., Hamamouche, N., Detournay, B., Joubert, M., et al. (2024) · Diabetologia · doi:10.1007/s00125-024-06179-4 · Cited by 30 · see citing works
Continuous Glucose Monitoring at High Altitude—Effects on Glucose Homeostasis
Hill, N. E., Deighton, K., Matu, J., Misra, S., Oliver, N. S., NEWMAN, C., Mellor, A. J., O'Hara, J. P., & Woods, D. R. (2018) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000001624 · Cited by 28 · see citing works
Psoma, O., Makris, M., Tselepis, A. D., & Tsimihodimos, V. (2022) · Journal of Diabetes Science and Technology · doi:10.1177/19322968221146808 · Cited by 31 · see citing works
Qi, L., Geng, X., Feng, R.-L., Wu, S., Fu, T., Li, N., Ji, H., Cheng, R., Wu, H., Wu, D., et al. (2024) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2024.111869 · Cited by 27 · see citing works
Marchand, L., Reffet, S., Vouillarmet, J., Cugnet‐Anceau, C., Disse, E., & Thivolet, C. H. (2018) · Diabetes & Metabolism · doi:10.1016/j.diabet.2018.05.009 · Cited by 27 · see citing works
Nagaike, H., Ohara, M., Kohata, Y., Hiromura, M., Tomoyasu, M., Takada, M., Yamamoto, T., Hayashi, T., Fukui, T., & Hirano, T. (2019) · Diabetes Therapy · doi:10.1007/s13300-018-0560-8 · Cited by 27 · see citing works
Julla, J., Jacquemier, P., Fagherazzi, G., Vidal-Trécan, T., Juddoo, V., Jaziri, A., Mersel, H., Venteclef, N., Roussel, R., Massin, P., et al. (2021) · Diabetes Care · doi:10.2337/dc20-1847 · Cited by 26 · see citing works
Helleputte, S., Backer, T. L. M. D., Lapauw, B., Shadid, S., Celie, B. M., Eetvelde, B. V., Wyngaert, K. V., & Calders, P. (2020) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.3301 · Cited by 26 · see citing works
Gomez-Peralta, F., Abreu, C., Gomez-Rodriguez, S., Cruz-Bravo, M., María-Sanchez, C., Poza, G., & Ruiz-Valdepeñas, L. (2020) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2019.0427 · Cited by 25 · see citing works
Future horizons in diabetes: integrating AI and personalized care
Zhang, K., Qi, Y. P., Wang, W., Tian, X., Wang, J., Xu, L., & Zhai, X. (2025) · Frontiers in Endocrinology · doi:10.3389/fendo.2025.1583227 · Cited by 26 · see citing works
Glycaemic control in people with diabetes following acute myocardial infarction
Esdaile, H., Hill, N. E., Mayet, J., & Oliver, N. S. (2023) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2023.110644 · Cited by 27 · see citing works
Battelino, T., Bosnyak, Z., Danne, T., Mukherjee, B., Edelman, S., Pilorget, V., Choudhary, P., Renard, E., & Bergenstal, R. (2020) · Diabetes Therapy · doi:10.1007/s13300-020-00781-6 · Cited by 23 · see citing works
Chung, S. M., Lee, Y. H., Kim, C. O., Lee, J. Y., Jin, S., Yoo, S.-H., Moon, J. S., & Kim, K. J. (2021) · Journal of Korean Medical Science · doi:10.3346/jkms.2021.36.e190 · Cited by 23 · see citing works
Gao, F., Ma, X., Peng, J., Lu, J., Lu, W., Zhu, W., Bao, Y., Vigersky, R. A., Jia, W., & Zhou, J. (2019) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2019.0290 · Cited by 24 · see citing works
Targets for blood glucose: What have the trials told us
Valensi, P. E., Prévost, G., Schnell, O., Standl, E., & Ceriello, A. (2019) · European Journal of Preventive Cardiology · doi:10.1177/2047487319885456 · Cited by 23 · see citing works
Beyond A1C: exploring continuous glucose monitoring metrics in managing diabetes
Friedman, J. G., Coyne, K., Aleppo, G., & Szmuilowicz, E. D. (2023) · Endocrine Connections · doi:10.1530/ec-23-0085 · Cited by 22 · see citing works
Time in range—A new gold standard in type 2 diabetes research?
Goshrani, A., Lin, R., O'Neal, D. N., & Ekinci, E. I. (2025) · Diabetes Obesity and Metabolism · doi:10.1111/dom.16279 · Cited by 23 · see citing works
Samson, S. L., Vellanki, P., Blonde, L., Hirsch, I. B., Hoang, T. D., Isaacs, S. D., Izuora, K. E., Wang, C. C. L., Ooi, C. P., Padilla, B. I., et al. (2026) · Endocrine Practice · doi:10.1016/j.eprac.2026.01.006 · Cited by 27 · see citing works
Park, S. H., Yao, J., Chua, X. H., CHANDRAN, S. R., Gardner, D. S.-L., Khoo, C. M., Müller‐Riemenschneider, F., Whitton, C., & van Dam, R. M. (2022) · Nutrients · doi:10.3390/nu14020366 · Cited by 23 · see citing works
Piccini, B., Pessina, B., Casalini, E., Lenzi, L., & Toni, S. (2022) · Pediatric Diabetes · doi:10.1111/pedi.13440 · Cited by 22 · see citing works
Zhou, J. J., Nuyujukian, D. S., & Reaven, P. D. (2021) · Current Cardiology Reports · doi:10.1007/s11886-021-01454-x · Cited by 21 · see citing works
Quality of Glycemic Control: Assessment Using Relationships Between Metrics for Safety and Efficacy
Rodbard, D. (2021) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2021.0115 · Cited by 21 · see citing works
Professional flash continuous glucose monitoring as a supplement to A1C in primary care
Hirsch, I. B. (2017) · Postgraduate Medicine · doi:10.1080/00325481.2017.1383137 · Cited by 23 · see citing works
Kim, S. H., Kim, J. Y., Kim, E. S., Park, I. R., Ha, E. Y., Chung, S. M., Moon, J. S., Yoon, J. S., Won, K. C., & Lee, H. W. (2022) · Annals of Medicine · doi:10.1080/07853890.2022.2128399 · Cited by 20 · see citing works
Phillips, N. E., Collet, T., & Naef, F. (2023) · Cell Reports Methods · doi:10.1016/j.crmeth.2023.100545 · Cited by 20 · see citing works
- Authors
- Monnier, L., Colette, C., Wojtusciszyn, A., Dejager, S., Renard, E., Molinari, N., & Owens, D. R.
- Affiliations
- Université de Montpellier (FR)
- Pitié-Salpêtrière Hospital (FR)
- Department of Endocrinology, Diabetes, and Nutrition, Montpellier University Hospital, University of Montpellier, Montpellier, France
- Swansea University (GB)
- Corresponding author
- Monnier, Louis
- Venue
- Diabetes Care
- Publisher
- American Diabetes Association
- Published
- 2016-12-30
- Volume
- 40
- Issue
- 7
- Pages
- 832-838
- ISSN
- 0149-5992 (ISSN-L)
- 1935-5548
- OpenAlex
- W2566952971
- Cited by
- 390
- References
- 40
- Citations by year
- 2026: 25 · 2025: 41 · 2024: 45 · 2023: 39 · 2022: 48 · 2021: 53 · 2020: 44 · 2019: 44 · 2018: 33 · 2017: 17
- FWCI
- 31.40
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Diabetes Care (publishedVersion)
- PubMed (publishedVersion)
- HAL (submittedVersion)
- 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, Cardiovascular Risks, and Lipoproteins
- Keywords
- glycemic variability, type 2 diabetes, type 1 diabetes, coefficient of variation, hypoglycemia, continuous glucose monitoring, insulin therapy, DPP-4 inhibitors, sulfonylureas, insulin sensitizers, glycemic stability, threshold
- MeSH terms
- Aged, Blood Glucose, Diabetes Mellitus, Type 1, Diabetes Mellitus, Type 2, Female, Humans, Hypoglycemia, Hypoglycemic Agents, Insulin, Male, Middle Aged, Sulfonylurea Compounds, Treatment Outcome, Dipeptidyl-Peptidase IV Inhibitors
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