Short- and Long-Term Effects on Glucose Control of Nonadherence to Insulin Therapy in People With Type 2 Diabetes An In Silico Study
Background: Strict adherence to multiple daily insulin (MDI) therapy is a cornerstone for the achievement of good glucose control in people with advanced type 2 diabetes (T2D). Here, we aim to in silico assess glucose control in T2D subjects with poor adherence to MDI therapy. Methods: We tuned the...
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| Published in | Journal of diabetes science and technology Vol. 18; no. 2; pp. 309 - 317 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Los Angeles, CA
SAGE Publications
01.03.2024
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1932-2968 1932-3107 1932-3107 |
| DOI | 10.1177/19322968231223936 |
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| Abstract | Background:
Strict adherence to multiple daily insulin (MDI) therapy is a cornerstone for the achievement of good glucose control in people with advanced type 2 diabetes (T2D). Here, we aim to in silico assess glucose control in T2D subjects with poor adherence to MDI therapy.
Methods:
We tuned the Padova T2D Simulator, originally describing early-stage T2D physiology, around advanced T2D people. One hundred in silico advanced T2D subjects were generated and equipped with optimal MDI therapy: specifically, basal and bolus insulin amounts and injection times were individualized for each subject by applying titration algorithms that iteratively update insulin dose based on glucose deviation from its target. Then, the effect of nonadhering to MDI therapy was assessed using standard glucose control metrics calculated in two 6-month 3-meal/day in silico scenarios: in Scenario 1, subjects received the optimal basal and prandial insulin bolus at each meal; in Scenario 2, subjects received optimal basal insulin and randomly delayed or skipped the prandial insulin bolus in 3 lunches during working days and 1 dinner during weekends.
Results:
A statistically significant degradation was found in all glucose control outcome metrics in Scenario 2 versus Scenario 1: e.g., percent time above 180 mg/dL increased by 22.2% and glucose management index by 0.2%.
Conclusions:
Impaired adherence to MDI therapy in T2D leads to glucose control deteriorations in both short and long terms. Interestingly, short-term hyperglycemia seems being contrasted by residual endogenous insulin secretion, which statistically increased by 3-fold after delayed/skipped insulin boluses compared with optimal ones. |
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| AbstractList | Background:
Strict adherence to multiple daily insulin (MDI) therapy is a cornerstone for the achievement of good glucose control in people with advanced type 2 diabetes (T2D). Here, we aim to in silico assess glucose control in T2D subjects with poor adherence to MDI therapy.
Methods:
We tuned the Padova T2D Simulator, originally describing early-stage T2D physiology, around advanced T2D people. One hundred in silico advanced T2D subjects were generated and equipped with optimal MDI therapy: specifically, basal and bolus insulin amounts and injection times were individualized for each subject by applying titration algorithms that iteratively update insulin dose based on glucose deviation from its target. Then, the effect of nonadhering to MDI therapy was assessed using standard glucose control metrics calculated in two 6-month 3-meal/day in silico scenarios: in Scenario 1, subjects received the optimal basal and prandial insulin bolus at each meal; in Scenario 2, subjects received optimal basal insulin and randomly delayed or skipped the prandial insulin bolus in 3 lunches during working days and 1 dinner during weekends.
Results:
A statistically significant degradation was found in all glucose control outcome metrics in Scenario 2 versus Scenario 1: e.g., percent time above 180 mg/dL increased by 22.2% and glucose management index by 0.2%.
Conclusions:
Impaired adherence to MDI therapy in T2D leads to glucose control deteriorations in both short and long terms. Interestingly, short-term hyperglycemia seems being contrasted by residual endogenous insulin secretion, which statistically increased by 3-fold after delayed/skipped insulin boluses compared with optimal ones. Strict adherence to multiple daily insulin (MDI) therapy is a cornerstone for the achievement of good glucose control in people with advanced type 2 diabetes (T2D). Here, we aim to in silico assess glucose control in T2D subjects with poor adherence to MDI therapy.BACKGROUNDStrict adherence to multiple daily insulin (MDI) therapy is a cornerstone for the achievement of good glucose control in people with advanced type 2 diabetes (T2D). Here, we aim to in silico assess glucose control in T2D subjects with poor adherence to MDI therapy.We tuned the Padova T2D Simulator, originally describing early-stage T2D physiology, around advanced T2D people. One hundred in silico advanced T2D subjects were generated and equipped with optimal MDI therapy: specifically, basal and bolus insulin amounts and injection times were individualized for each subject by applying titration algorithms that iteratively update insulin dose based on glucose deviation from its target. Then, the effect of nonadhering to MDI therapy was assessed using standard glucose control metrics calculated in two 6-month 3-meal/day in silico scenarios: in Scenario 1, subjects received the optimal basal and prandial insulin bolus at each meal; in Scenario 2, subjects received optimal basal insulin and randomly delayed or skipped the prandial insulin bolus in 3 lunches during working days and 1 dinner during weekends.METHODSWe tuned the Padova T2D Simulator, originally describing early-stage T2D physiology, around advanced T2D people. One hundred in silico advanced T2D subjects were generated and equipped with optimal MDI therapy: specifically, basal and bolus insulin amounts and injection times were individualized for each subject by applying titration algorithms that iteratively update insulin dose based on glucose deviation from its target. Then, the effect of nonadhering to MDI therapy was assessed using standard glucose control metrics calculated in two 6-month 3-meal/day in silico scenarios: in Scenario 1, subjects received the optimal basal and prandial insulin bolus at each meal; in Scenario 2, subjects received optimal basal insulin and randomly delayed or skipped the prandial insulin bolus in 3 lunches during working days and 1 dinner during weekends.A statistically significant degradation was found in all glucose control outcome metrics in Scenario 2 versus Scenario 1: e.g., percent time above 180 mg/dL increased by 22.2% and glucose management index by 0.2%.RESULTSA statistically significant degradation was found in all glucose control outcome metrics in Scenario 2 versus Scenario 1: e.g., percent time above 180 mg/dL increased by 22.2% and glucose management index by 0.2%.Impaired adherence to MDI therapy in T2D leads to glucose control deteriorations in both short and long terms. Interestingly, short-term hyperglycemia seems being contrasted by residual endogenous insulin secretion, which statistically increased by 3-fold after delayed/skipped insulin boluses compared with optimal ones.CONCLUSIONSImpaired adherence to MDI therapy in T2D leads to glucose control deteriorations in both short and long terms. Interestingly, short-term hyperglycemia seems being contrasted by residual endogenous insulin secretion, which statistically increased by 3-fold after delayed/skipped insulin boluses compared with optimal ones. Strict adherence to multiple daily insulin (MDI) therapy is a cornerstone for the achievement of good glucose control in people with advanced type 2 diabetes (T2D). Here, we aim to assess glucose control in T2D subjects with poor adherence to MDI therapy. We tuned the Padova T2D Simulator, originally describing early-stage T2D physiology, around advanced T2D people. One hundred advanced T2D subjects were generated and equipped with optimal MDI therapy: specifically, basal and bolus insulin amounts and injection times were individualized for each subject by applying titration algorithms that iteratively update insulin dose based on glucose deviation from its target. Then, the effect of nonadhering to MDI therapy was assessed using standard glucose control metrics calculated in two 6-month 3-meal/day scenarios: in , subjects received the optimal basal and prandial insulin bolus at each meal; in , subjects received optimal basal insulin and randomly delayed or skipped the prandial insulin bolus in 3 lunches during working days and 1 dinner during weekends. A statistically significant degradation was found in all glucose control outcome metrics in versus : e.g., percent time above 180 mg/dL increased by 22.2% and glucose management index by 0.2%. Impaired adherence to MDI therapy in T2D leads to glucose control deteriorations in both short and long terms. Interestingly, short-term hyperglycemia seems being contrasted by residual endogenous insulin secretion, which statistically increased by 3-fold after delayed/skipped insulin boluses compared with optimal ones. |
| Author | Dalla Man, Chiara Visentin, Roberto Cobelli, Claudio Sieber, Jochen |
| AuthorAffiliation | 1 Department of Information Engineering, University of Padua, Padua, Italy 3 Medical Affairs, Embecta, Heidelberg, Germany 2 Department of Woman and Child’s Health, University of Padua, Padua, Italy |
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| References | Bergenstal, Beck, Close 2018; 41 Basu, Dalla Man, Basu, Toffolo, Cobelli, Rizza 2009; 32 Basu, Di Camillo, Toffolo 2003; 284 Randløv, Poulsen 2008; 2 Brazeau, Mircescu, Desjardins 2013; 99 Schiavon, Dalla Man, Cobelli 2018; 65 Basu, Dalla Man, Campioni 2006; 55 Steenkamp, Eby, Gulati, Liao 2022; 16 Sieber, Wienbarg, Mahoney, Haak 2023; 72 Visentin, Dalla Man, Cobelli 2016; 63 Visentin, Cobelli, Dalla Man 2020; 22 Møller, Dalla Man, Overgaard 2014; 99 Polonsky, Henry 2016; 10 Shah, Levy 2021; 13 Vallis, Ryan, Berard 2023; 47 Datye, Boyle, Simmons 2018; 12 Uzunlulu, Oguz, Arslan Bahadir, Erbakan, Vural Keskinler, Alpaslan Mesci 2019; 13 Jaser, Datye 2016; 18 Unni, Gupta, Sternbach 2022; 32 Riddle, Bolli, Ziemen 2014; 37 Battelino, Danne, Bergenstal 2019; 42 Visentin, Campos-Náñez, Schiavon 2018; 12 Bock, Dalla Man, Campioni 2006; 55 Visentin, Schiavon, Bonet, Riz, Wagenhuber, Dalla Man Clements, Foster, Maahs 2016; 17 Schiavon, Visentin, Giegerich 2020; 22 Burdick, Chase, Slover 2004; 113 Hoffman 2002; 28 Wallia, Molitch 2014; 311 2020; 43 Imai, Li, Hardie, Georgiou 2021; 30 Vettoretti, Facchinetti, Sparacino, Cobelli 2017; 11 Holst, Buse, Rodbard 2015; 10 Cherñavvsky, DeBoer, Keith-Hynes 2016; 17 Vella, Bock, Giesler 2007; 56 Facchinetti, Del Favero, Sparacino, Cobelli 2015; 53 bibr3-19322968231223936 bibr6-19322968231223936 bibr16-19322968231223936 bibr9-19322968231223936 bibr19-19322968231223936 bibr26-19322968231223936 Glycemic targets: standards of medical care in diabetes—2020 (bibr29-19322968231223936) 2020; 43 bibr13-19322968231223936 bibr10-19322968231223936 bibr1-19322968231223936 bibr27-19322968231223936 bibr7-19322968231223936 bibr34-19322968231223936 bibr21-19322968231223936 bibr11-19322968231223936 bibr4-19322968231223936 bibr31-19322968231223936 bibr37-19322968231223936 bibr14-19322968231223936 bibr17-19322968231223936 bibr12-19322968231223936 bibr25-19322968231223936 bibr35-19322968231223936 bibr15-19322968231223936 bibr32-19322968231223936 bibr22-19322968231223936 bibr2-19322968231223936 bibr18-19322968231223936 bibr28-19322968231223936 Visentin R (bibr24-19322968231223936) bibr20-19322968231223936 bibr33-19322968231223936 bibr30-19322968231223936 bibr8-19322968231223936 bibr23-19322968231223936 bibr5-19322968231223936 bibr36-19322968231223936 |
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Strict adherence to multiple daily insulin (MDI) therapy is a cornerstone for the achievement of good glucose control in people with advanced type... Strict adherence to multiple daily insulin (MDI) therapy is a cornerstone for the achievement of good glucose control in people with advanced type 2 diabetes... |
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| SubjectTerms | Blood Glucose Diabetes Mellitus, Type 2 - drug therapy Glucose Humans Insulin Insulin, Regular, Human Special Section: Algorithms for Predicting Complications of Diabetes |
| Title | Short- and Long-Term Effects on Glucose Control of Nonadherence to Insulin Therapy in People With Type 2 Diabetes An In Silico Study |
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