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Thomsen CHN, Hangaard S, Kronborg T, Vestergaard P, Hejlesen O, Jensen MH. Time for Using Machine Learning for Dose Guidance in Titration of People With Type 2 Diabetes? A Systematic Review of Basal Insulin Dose Guidance. J Diabetes Sci Technol 2024; 18:1185-1197. [PMID: 36562599 DOI: 10.1177/19322968221145964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
BACKGROUND Real-world studies of people with type 2 diabetes (T2D) have shown insufficient dose adjustment during basal insulin titration in clinical practice leading to suboptimal treatment. Thus, 60% of people with T2D treated with insulin do not reach glycemic targets. This emphasizes a need for methods supporting efficient and individualized basal insulin titration of people with T2D. However, no systematic review of basal insulin dose guidance for people with T2D has been found. OBJECTIVE To provide an overview of basal insulin dose guidance methods that support titration of people with T2D and categorize these methods by characteristics, effect, and user experience. METHODS The review was conducted according to the Preferred Reporting Items for Systematic Review and Meta-Analysis (PRISMA) guidelines. Studies about basal insulin dose guidance, including adults with T2D on basal insulin analogs published before September 7, 2022, were included. Joanna Briggs Institute critical appraisal checklists were applied to assess risk of bias. RESULTS In total, 35 studies were included, and three categories of dose guidance were identified: paper-based titration algorithms, telehealth solutions, and mathematical models. Heterogeneous reporting of glycemic outcomes challenged comparison of effect between the three categories. Few studies assessed user experience. CONCLUSIONS Studies mainly used titration algorithms to titrate basal insulin as telehealth or in paper format, except for studies using mathematical models. A numerically larger proportion of participants seemed to reach target using telehealth solutions compared to paper-based titration algorithms. Exploring capabilities of machine learning may provide insights that could pioneer future research while focusing on holistic development.
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Affiliation(s)
- Camilla Heisel Nyholm Thomsen
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
- Steno Diabetes Center North Denmark, Aalborg, Denmark
| | - Stine Hangaard
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
- Steno Diabetes Center North Denmark, Aalborg, Denmark
| | - Thomas Kronborg
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
- Steno Diabetes Center North Denmark, Aalborg, Denmark
| | - Peter Vestergaard
- Steno Diabetes Center North Denmark, Aalborg, Denmark
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
- Department of Endocrinology, Aalborg University Hospital, Aalborg, Denmark
| | - Ole Hejlesen
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
| | - Morten Hasselstrøm Jensen
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
- Steno Diabetes Center North Denmark, Aalborg, Denmark
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Seufert J, Wiesli P, Fritsche A, Anderten H, Pegelow K, Pscherer S, Pfohl M. Switching the basal insulin to insulin glargine 300 U/ml in people with type 2 diabetes under basal insulin supported oral therapy: Observational trial on effectiveness and safety. Diabetes Obes Metab 2022; 24:72-81. [PMID: 34514696 DOI: 10.1111/dom.14549] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 08/27/2021] [Accepted: 09/06/2021] [Indexed: 11/29/2022]
Abstract
AIMS This study evaluated the effectiveness and safety of switching the basal insulin (BI) in a BI-supported oral therapy (BOT) to insulin glargine 300 U/ml (Gla-300) in adults with inadequately controlled type 2 diabetes (T2D). MATERIALS AND METHODS This was a non-interventional, multicentre, prospective 12-month study, conducted in Germany, Austria and Switzerland. The study documented people with T2D with glycated haemoglobin (HbA1c) between 7.5% and 10.0%, currently treated by a non-Gla-300 BOT regimen, after the physician had decided to switch the BI to Gla-300. Primary endpoint was the proportion of patients achieving the fasting plasma glucose (FPG; ≤110 mg/dl) target. RESULTS In total, 1194 participants comprised the full analysis set, of which 793 completed documentation of 12 months Gla-300 treatment (FAS-M12). The main previous BI was insulin glargine 100 U/ml (Gla-100; 47.2%). Twelve months after switching to Gla-300, 27.0% of FAS-M12 participants achieved the FPG target and 44.8% their individualized HbA1c target. The greatest FPG target achievements were seen in previous Gla-100 (29.3%), and greatest HbA1c target achievements in previous insulin detemir users (57.7%). The mean FPG decreased by -36.3 ± 51.2 mg/dl to 135.5 ± 36.9 mg/dl and mean HbA1c by -0.79 ± 1.01% to 7.45 ± 0.94%. Symptomatic and nocturnal hypoglycaemia incidence significantly decreased over 12 months of Gla-300 treatment. Body weight remained unchanged. CONCLUSIONS Switching the BI to Gla-300 in a BOT regimen improved metabolic control and treatment satisfaction in a substantial proportion of patients with T2D and inadequate target achievement within 12 months in clinical practice with a decreased risk of symptomatic and nocturnal hypoglycaemia and without weight gain.
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Affiliation(s)
- Jochen Seufert
- Division of Endocrinology and Diabetology, Department of Medicine II, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Peter Wiesli
- Hospital for Internal Medicine, Kantonsspital Frauenfeld, Frauenfeld, Switzerland
| | - Andreas Fritsche
- Hospital for Internal Medicine IV, University of Tuebingen, Tuebingen, Germany
- Institute for Diabetes Research and Metabolic Diseases of the Helmholtz Center Munich, University of Tuebingen (IDM), Tuebingen, Germany
| | | | | | - Stefan Pscherer
- Department of Internal Medicine III, Sophien- and Hufeland-Hospital, Weimar, Germany
| | - Martin Pfohl
- Medical Clinic I, Evang. Bethesda-Hospital Duisburg, Duisburg, Germany
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Wan H, Wen B, Wang X, Wang J, Zhang Y, Ning T, Duan B, Li Y, Feng W, Zhang X, Cui N, Ji L. Effect of Baseline Characteristics on Hypoglycaemia Risk with Insulin Glargine 100 U/mL: Post Hoc Analysis of the BEYOND 7 Study. Diabetes Ther 2021; 12:2359-2369. [PMID: 34286454 PMCID: PMC8385002 DOI: 10.1007/s13300-021-01112-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Accepted: 06/30/2021] [Indexed: 11/02/2022] Open
Abstract
INTRODUCTION BEYOND 7 demonstrated that a higher starting dose (0.3 U/kg) of insulin glargine 100 U/mL (Gla-100) is as safe as the standard starting dose (0.2 U/kg) in Chinese individuals with type 2 diabetes who had uncontrolled hyperglycaemia despite receiving oral antihyperglycaemic drugs. This post hoc analysis determined the effect of baseline characteristics on hypoglycaemia risk in these individuals. METHODS Participants from BEYOND 7 were assessed based on their age at baseline (< 60 vs. ≥ 60 years), duration of diabetes (< 10 vs. ≥ 10 years), glycated haemoglobin (HbA1c; < 9 vs. ≥ 9%) and fasting plasma glucose level (FPG; < 11 vs. ≥ 11 mmol/L). Endpoints included the proportion of participants with overall confirmed (≤ 3.9 mmol/L) and symptomatic hypoglycaemia, as well as the proportion of participants who achieved an HbA1c < 7% without hypoglycaemia, the time to first achievement of fasting blood glucose (FBG) < 7 mmol/L and the change in HbA1c from baseline between the two treatment arms in each of these subgroups. RESULTS The proportion of participants with overall confirmed (6.1-16.7%) or symptomatic hypoglycaemia (5.7-18.4%) or the proportion who achieved HbA1c < 7.0% without hypoglycaemia (23.6-47.4%) was similar between the two treatment arms in all subgroups, with the exception of participants with a baseline duration of diabetes ≥ 10 years who experienced more symptomatic hypoglycaemia if initiating Gla-100 at a dose of 0.3 versus 0.2 U/kg. Participants aged < 60 years with an HbA1c < 9% or ≥ 9% or a duration of diabetes of 2-10 years achieved an FBG < 7.0 mmol/L in a significantly shorter time with Gla-100 starting dose of 0.3 U/kg versus 0.2 U/kg (all p < 0.001). No significant differences were seen among the subgroups in terms of change from baseline in HbA1c. CONCLUSIONS Baseline age, duration of diabetes, HbA1c level and FPG level do not affect the risk of hypoglycaemia with a higher starting dose of Gla-100 versus its standard starting dose. TRIAL REGISTRATION ClinicalTrials.gov: NCT02836704.
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Affiliation(s)
| | - Binhong Wen
- People's Hospital of Liaoning Province, Liaoning, China
| | | | - Junfen Wang
- The Second Hospital of Shijiazhuang, Shijiazhuang, China
| | | | - Tao Ning
- Baotou Central Hospital, Baotou, China
| | | | - Yufang Li
- Anshan Shuangshan Hospital, Anshan, China
| | | | | | - Nan Cui
- Sanofi China, Shanghai, China
| | - Linong Ji
- Peking University People's Hospital, Beijing, China.
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Ji L, Wan H, Wen B, Wang X, Wang J, Bian R, Pang W, Tian J, Wang Y, Bian F, Gao Z, Condoleon A, Feng W, Zhang X, Cui N. Higher versus standard starting dose of insulin glargine 100 U/mL in overweight or obese Chinese patients with type 2 diabetes: Results of a multicentre, open-label, randomized controlled trial (BEYOND VII). Diabetes Obes Metab 2020; 22:838-846. [PMID: 31944546 PMCID: PMC7187195 DOI: 10.1111/dom.13967] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/03/2019] [Revised: 01/10/2020] [Accepted: 01/13/2020] [Indexed: 12/29/2022]
Abstract
AIM To determine the safety of a higher starting dose of basal insulin in overweight/obese patients with type 2 diabetes (T2D). MATERIALS AND METHODS This 16-week, randomized, multicentre, open-label trial enrolled adults with T2D (body mass index 25-40 kg/m2 ) and suboptimal glycaemic control (glycated haemoglobin [HbA1c] 7.5-11.0% [58-97 mmol/mol] and fasting plasma glucose [FPG] >9.0 mmol/L) with two to three oral anti-hyperglycaemic drugs at 51 centres in China. Patients were randomized (1:1) to a higher (0.3 U/kg) or standard (0.2 U/kg) starting dose of insulin glargine 100 U/mL, which was then titrated to achieve a self-monitored fasting blood glucose (FBG) of 4.4 to 5.6 mmol/L. The primary endpoint was the percentage of patients with ≥1 episode of overall confirmed hypoglycaemia (≤3.9 mmol/L or severe). RESULTS At the end of study (n = 866), 11.0% patients treated with the 0.3 U/kg starting insulin dose experienced overall confirmed hypoglycaemia versus 8.6% of patients treated with 0.2 U/kg (estimated difference 2.1%, 95% confidence interval - 1.68, 5.89). The proportions of patients with symptomatic (9.8% vs 7.0%; P = 0.128) and nocturnal hypoglycaemia (2.7% vs 1.2%; P = 0.102) were similar in the two groups. There were no events of severe hypoglycaemia or FBG <3.0 mmol/L during the 16-week treatment, and achievement of HbA1c <7.0% (53 mmol/mol) (37.1% vs 37.1%) or FPG <5.6 mmol/L (15.9% vs 16.3%), <6.1 mmol/L (27.6% vs 26.1%), or < 7.0 mmol/L (48.8% vs 48.3%) without hypoglycaemia were comparable in the two groups. Moreover, the mean time was shorter (4.53, 3.95 and 2.74 weeks vs 5.51, 5.21 and 3.64 weeks) and number of titrations was lower (3.5, 3.0 and 2.0 vs 4.3, 4.0 and 2.8) to achieve self-monitored FBG targets of <5.6, <6.1 and <7.0 mmol/L in the higher versus the standard insulin dose group (all P < 0.01). CONCLUSIONS Among overweight/obese patients with T2D, a higher insulin starting dose was as safe as the standard starting dose, and self-monitored FBG targets were achieved earlier with the higher versus the standard dose.
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Affiliation(s)
- Linong Ji
- Department of Endocrinology and MetabolismPeking University People's HospitalBeijingChina
| | - Hailong Wan
- Department of Endocrinology, Panjin Central HospitalPanjinChina
| | - Binhong Wen
- Department of Endocrinology, People's Hospital of Liaoning ProvinceLiaoningChina
| | - Xueying Wang
- Department of Endocrinology, Jinzhou Central HospitalJinzhouChina
| | - Junfen Wang
- Department of Endocrinology, Second Hospital of ShijiazhuangShijiazhuangChina
| | - Rongwen Bian
- Department of Endocrinology and MetabolismJiangsu Province Institute of GeriatricsNanjingJiangsuChina
| | - Wuyan Pang
- Department of Endocrinology and MetabolismHuaihe Hospital of Henan UniversityKaifengHenanChina
| | - Jian Tian
- Department of Endocrinology and MetabolismCentral Hospital Affiliated to Shenyang Medical CollegeShenyangChina
| | - Yan Wang
- Department of Endocrinology, Second Hospital of Chaoyang CityChaoyang CityChina
| | - Fang Bian
- Department of Endocrinology, Cangzhou People's HospitalCangzhouChina
| | - Zhengnan Gao
- Department of Endocrinology and MetabolismDalian Municipal Central Hospital Affiliated of Dalian Medical UniversityDalianLiaoningChina
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Pfohl M, Jornayvaz FR, Fritsche A, Pscherer S, Anderten H, Pegelow K, Seufert J. Effectiveness and safety of insulin glargine 300 U/mL in insulin-naïve patients with type 2 diabetes after failure of oral therapy in a real-world setting. Diabetes Obes Metab 2020; 22:759-766. [PMID: 31903680 PMCID: PMC7187365 DOI: 10.1111/dom.13952] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2019] [Revised: 12/12/2019] [Accepted: 12/26/2019] [Indexed: 11/28/2022]
Abstract
AIM To evaluate the effectiveness and safety of initiating basal insulin-supported oral therapy (BOT) with insulin glargine 300 U/mL (Gla-300) in patients with type 2 diabetes inadequately controlled on oral antidiabetic drugs (OADs). MATERIALS AND METHODS This non-interventional, multi-centre, prospective 52-week study, conducted in Germany and Switzerland, documented patients with type 2 diabetes with an HbA1c of between 7.5% and 10.0%, currently treated with OADs, after the physician had decided to start a BOT regimen with Gla-300. The primary endpoint was the rate of achievement of the individualized predefined HbA1c target. RESULTS Of 1748 patients included, 1153 comprised the full analysis set, of whom 721 completed documentation of 12 months of Gla-300 treatment. Twelve months after starting Gla-300, 49.9% achieved their individualized HbA1c target, and 61.1% achieved either their HbA1c target or a fasting plasma glucose (FPG) of ≤110 mg/dL. Mean HbA1c decreased by -1.22% ± 1.05% to 7.28% ± 0.92% and mean FPG by -51.5 (±48.63) mg/dl to 132.9 ± 33.0 mg/dL. Median duration of HbA1c target achievement was 341 days and probability to remain on target after 6 months was 81%. Hypoglycaemia incidence and rates remained low after 12 months of Gla-300 treatment; no severe or severe nocturnal hypoglycaemia was observed. Body weight remained unchanged. CONCLUSIONS Starting a BOT regimen with Gla-300 allowed about 60% of 721 German and Swiss patients with inadequately controlled type 2 diabetes to achieve glycaemic control within 12 months in daily clinical practice. Glycaemic control was achieved without weight gain or increased risk of nocturnal or severe hypoglycaemia.
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Affiliation(s)
- Martin Pfohl
- Department of Internal Medicine I, Evang. Bethesda‐Hospital DuisburgDuisburgGermany
| | - François R. Jornayvaz
- Department of Endocrinology, Diabetology, Hypertension and NutritionUniversity Hospital of GenevaGenevaSwitzerland
| | - Andreas Fritsche
- Department of Internal Medicine IVUniversity of TuebingenTuebingenGermany
- Institute for Diabetes Research and Metabolic Diseases of the Helmholtz Center Munich at the University of Tuebingen (IDM)TuebingenGermany
| | - Stefan Pscherer
- Department of Internal Medicine IIISophien‐ and Hufeland‐HospitalWeimarGermany
| | | | | | - Jochen Seufert
- Division of Endocrinology and Diabetology, Department of Medicine II, Medical Center – University of FreiburgFaculty of Medicine, University of FreiburgGermany
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Practical application of short-term intensive insulin therapy based on the concept of "treat to target" to reduce hypoglycaemia in routine clinical site. Sci Rep 2020; 10:1552. [PMID: 32005949 PMCID: PMC6994695 DOI: 10.1038/s41598-020-58574-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2019] [Accepted: 01/09/2020] [Indexed: 12/25/2022] Open
Abstract
The aim is to devise a new short-term intensive insulin therapy (N-SIIT) based on the concept of "treat to target" to avoid hypoglycaemia and was applied it to various diabetic state. We determined dosage of 1 basal and 3 bolus "treat" insulin based on "target" blood glucose level and changed each insulin dose by small units (2 units) every day for 2 weeks. We evaluated the effects of N-SIIT in 74 subjects with type 2 diabetes (male 45, female 29, 64.9 ± 16.6 years old, HbA1c 10.4 ± 2.6%). Glargine U300 ("treat") and morning blood glucose level ("target") was significantly correlated with increasing insulin dose and decreasing blood glucose level in day 1-7, indicating that insulin amount was determined by target blood glucose level and lowered next target blood glucose level. Remission rates were 67.3% (Hypoglycaemia rate 5.6 %) in N-SIIT and 47.3% (Hypoglycaemia rate 38.1%) in conventional SIIT. Required amount of insulin would be automatically determined, depending on each patient pathophysiology and life style. This method is pretty simple, flexible and cheap, and provides information about the dynamic pathophysiological alteration of insulin resistance and glucotoxicity from the profile of blood glucose levels and insulin shot.
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