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Nguyen TTD, Chen HM, Lin HW, Ou HT, Wang CY. Clinical effectiveness and cost-effectiveness of first-line early combination of dipeptidyl peptidase 4 inhibitors and metformin in patients with type 2 diabetes in Taiwan: A modelling study. Diabetes Obes Metab 2025; 27:2183-2192. [PMID: 39888103 DOI: 10.1111/dom.16215] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/03/2024] [Revised: 01/06/2025] [Accepted: 01/13/2025] [Indexed: 02/01/2025]
Abstract
AIMS Early dipeptidyl peptidase-4 inhibitors and metformin (DPP4i-Met) combination has been shown to extend the time to treatment failure and provide better glycaemic control for newly diagnosed type 2 diabetes (T2D) patients; however, the long-term clinical and economic outcomes of early DPP4i-Met combination remain unknown. We seek to assess the comparative long-term clinical and cost-effectiveness of DPP4i-Met versus Met for treatment-naïve T2D patients with inadequately controlled HbA1c (i.e., ≥8.5%). METHODS The IQVIA CORE Diabetes Model was used to simulate the quality-adjusted life years (QALYs) and healthcare costs over a lifetime from Taiwan's National Health Insurance Administration's perspective, with both QALYs and costs discounted at 3% annually. Model inputs were taken from the analyses of Taiwanese or Asian populations. Primary outcomes included the number needed to treat (NNT) to prevent one case of a clinical event and the incremental cost-effectiveness ratios (ICERs). Costs are presented in 2023 US dollars. RESULTS Over 40 years of projection, Met-DPP4i-treated patients had fewer complications than those using Met alone (e.g., lowering the incidence of stroke by 2.21% [2.68, 1.74]). The NNT using DPP4i-Met versus Met alone to prevent one case of stroke, microalbuminuria, neuropathy and background retinopathy was 45, 135, 65 and 182, respectively. Such long-term benefits in reducing costly complications offset the higher treatment cost of DDP4i-Met versus Met ($5796 vs. $5484/person). As a result, using DPP4i-Met versus Met yielded 0.086 QALYs gained and savings of $489 for overall treatment-naïve T2D patients and 0.064 QALYs gained and savings of $714 for young-onset T2D patients. CONCLUSIONS Early DPP4i-Met provides long-term clinical and economic benefits compared to Met alone for newly diagnosed T2D patients, including those with young-onset T2D.
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Affiliation(s)
- Thi Thuy Dung Nguyen
- Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Hsuan-Ming Chen
- Real World Solutions, IQVIA Solutions Taiwan, Taipei, Taiwan
| | - Hung-Wei Lin
- Real World Solutions, IQVIA Solutions Taiwan, Taipei, Taiwan
| | - Huang-Tz Ou
- Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Department of Pharmacy, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Chih-Yuan Wang
- Division of Endocrinology and Metabolism, Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
- Department of Internal Medicine, National Taiwan University College of Medicine, Taipei, Taiwan
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Xie X, Wu C, Hao Y, Wang T, Yang Y, Cai P, Zhang Y, Huang J, Deng K, Yan D, Lin H. Benefits and risks of drug combination therapy for diabetes mellitus and its complications: a comprehensive review. Front Endocrinol (Lausanne) 2023; 14:1301093. [PMID: 38179301 PMCID: PMC10766371 DOI: 10.3389/fendo.2023.1301093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/24/2023] [Accepted: 11/27/2023] [Indexed: 01/06/2024] Open
Abstract
Diabetes is a chronic metabolic disease, and its therapeutic goals focus on the effective management of blood glucose and various complications. Drug combination therapy has emerged as a comprehensive treatment approach for diabetes. An increasing number of studies have shown that, compared with monotherapy, combination therapy can bring significant clinical benefits while controlling blood glucose, weight, and blood pressure, as well as mitigating damage from certain complications and delaying their progression in diabetes, including both type 1 diabetes (T1D), type 2 diabetes (T2D) and related complications. This evidence provides strong support for the recommendation of combination therapy for diabetes and highlights the importance of combined treatment. In this review, we first provided a brief overview of the phenotype and pathogenesis of diabetes and discussed several conventional anti-diabetic medications currently used for the treatment of diabetes. We then reviewed several clinical trials and pre-clinical animal experiments on T1D, T2D, and their common complications to evaluate the efficacy and safety of different classes of drug combinations. In general, combination therapy plays a pivotal role in the management of diabetes. Integrating the effectiveness of multiple drugs enables more comprehensive and effective control of blood glucose without increasing the risk of hypoglycemia or other serious adverse events. However, specific treatment regimens should be tailored to individual patients and implemented under the guidance of healthcare professionals.
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Affiliation(s)
- Xueqin Xie
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
| | - Changchun Wu
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
| | - Yuduo Hao
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
| | - Tianyu Wang
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
| | - Yuhe Yang
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
| | - Peiling Cai
- School of Basic Medical Sciences, Chengdu University, Chengdu, China
| | - Yang Zhang
- Innovative Institute of Chinese Medicine and Pharmacy, Academy for Interdiscipline, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Jian Huang
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
| | - Kejun Deng
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
| | - Dan Yan
- Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Hao Lin
- Center for Informational Biology, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
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Chen X, Jiang H, Li H, Kuang H, Chen L, Ma J, Zhang Q, Pan T, Yang W. Saxagliptin combined with additional oral antihyperglycaemic agents in drug-naive diabetic patients with high glycosylated haemoglobin: A 24-week, multicentre, randomized, open-label, active parallel-controlled group clinical trial in China (SUCCESS). Diabetes Obes Metab 2023; 25:272-281. [PMID: 36099069 DOI: 10.1111/dom.14873] [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] [Received: 03/08/2022] [Revised: 09/08/2022] [Accepted: 09/10/2022] [Indexed: 12/14/2022]
Abstract
AIM To assess the efficacy and safety of a dipeptidyl peptidase-4 (DPP-4) inhibitor combined respectively with three oral antihyperglycaemic agents in Chinese patients with newly diagnosed type 2 diabetes mellitus (T2DM) with high levels of glycated haemoglobin (HbA1c). MATERIALS AND METHODS Between 30 December 2014 and 1 November 2017, a 24-week, multicentre, parallel-controlled study was performed on drug-naive T2DM patients. In total, 648 patients with 8.0% ≤ HbA1c ≤ 11.0%, aged 18-80 years and body mass index (BMI) 19-40 kg/m2 were randomly assigned 1:1:1 to receive saxagliptin (Saxa) combined with metformin (Met), acarbose (Aca) or gliclazide (Gli) modified release (MR) tablets (Saxa + Met, Saxa + Aca and Saxa + Gli). The primary outcome was the absolute change in HbA1c from baseline; secondary outcome was the percentage of patients achieving HbA1c <7.0% and ≤6.5%. RESULTS Each treatment arm contained 216 patients; overall, 583 completed the 24-week trial. At 24 weeks, the mean (95% confidence interval) change in HbA1c from baseline in Saxa + Met, Saxa + Aca and Saxa + Gli were, respectively: -2.9% [-3.1, -2.8]; -2.6% [-2.8, -2.5]; and -2.8% [-2.9, -2.6] (overall p = .04, Saxa + Aca vs. Saxa + Met, p = .010, Saxa + Gli vs. Saxa + Met, p = 0.18). At 24 weeks, 84.9%, 74.7% and 80.3% of participants were at HbA1c <7.0% (overall p = .05); and 72.6%, 59.8% and 63.3% were HbA1c ≤6.5% (overall p = 0.10). The rates of minor or symptomatic hypoglycaemia were very low. CONCLUSIONS Initial treatment with a DPP-4 inhibitor combined with Metform, alpha-glycosidase inhibitor or sulphonylurea was safe and effective for patients with newly diagnosed T2DM and high HbA1c. DPP-4 inhibitor combined with Met showed the best efficacy for this population.
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Affiliation(s)
- Xiaoping Chen
- Department of Endocrinology, China-Japan Friendship Hospital, Beijing, People's Republic of China
| | - Hongwei Jiang
- Department of Endocrinology, The First Affiliated Hospital of Henan University of Science & Technology, Luoyang, People's Republic of China
| | - Hongmei Li
- Department of Endocrinology, Emergency General Hospital, Beijing, People's Republic of China
| | - Hongyu Kuang
- Department of Endocrinology, The First Affiliated Hospital of Harbin Medical University, Harbin, People's Republic of China
| | - Li Chen
- Department of Endocrinology, Qilu Hospital of Shandong University, Jinan, People's Republic of China
| | - Jianhua Ma
- Department of Endocrinology, Nanjing First Hospital, Nanjing, People's Republic of China
| | - Qiu Zhang
- Department of Endocrinology, The First Affiliated Hospital of Anhui Medical University, Hefei, People's Republic of China
| | - Tianrong Pan
- Department of Endocrinology, The Second Affiliated Hospital of Anhui Medical University, Hefei, People's Republic of China
| | - Wenying Yang
- Department of Endocrinology, China-Japan Friendship Hospital, Beijing, People's Republic of China
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Hung WT, Chen YJ, Cheng CY, Ovbiagele B, Lee M, Hsu CY. Metformin plus a low hypoglycemic risk antidiabetic drug vs. metformin monotherapy for untreated type 2 diabetes mellitus: A meta-analysis of randomized controlled trials. Diabetes Res Clin Pract 2022; 189:109937. [PMID: 35662614 DOI: 10.1016/j.diabres.2022.109937] [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] [Received: 03/02/2022] [Revised: 05/26/2022] [Accepted: 05/28/2022] [Indexed: 11/03/2022]
Abstract
AIMS The aim of the meta-analysis of randomized controlled trials (RCTs) was to compare the effectiveness of glycemic control and hypoglycemia risk of combination therapy (metformin plus a low hypoglycemic risk antidiabetic drug) vs. standard metformin monotherapy, in patients with untreated type 2 diabetes mellitus (T2DM). METHODS We searched PubMed, EMBASE, and Cochrane Central Register of Controlled Trials through October 31, 2021 to find relevant RCTs. Efficacy outcomes were changes in hemoglobulin A1c (HbA1c) and fast plasma glucose (FPG) from baseline as well as proportion of patients achieving HbA1c < 7%; the safety outcome was hypoglycemia risk. RESULTS We identified 14 RCTs comprising 5326 patients with untreated T2DM. Mean treatment duration was 28.1 weeks. Pooled results showed that compared to metformin monotherapy, combination therapy was associated with a reduction in HbA1c (mean difference: -0.48 %, -0.58 to - 0.38) and FPG (mean difference: -0.92 mmol/L, -1.14 to - 0.69), and more patients achieving HbA1c < 7% (odds ratio: 2.21, 1.87 to 2.60). Hypoglycemic events and people experiencing hypoglycemia were not different between 2 groups. CONCLUSIONS Initial combination of metformin plus a low hypoglycemic risk antidiabetic drug may achieve better glycemic control, without a rise in hypoglycemia, in patients with untreated T2DM.
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Affiliation(s)
- Wei-Tse Hung
- Department of Neurology, Chang Gung University College of Medicine, Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Yuan-Jung Chen
- Department of Neurology, Chang Gung University College of Medicine, Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Chun-Yu Cheng
- Department of Neurosurgery, Chang Gung University College of Medicine, Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Bruce Ovbiagele
- Departments of Neurology, University of California, San Francisco, California, USA
| | - Meng Lee
- Department of Neurology, Chang Gung University College of Medicine, Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Chia-Yu Hsu
- Department of Neurology, Chang Gung University College of Medicine, Chang Gung Memorial Hospital, Chiayi, Taiwan.
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Hasan SS, Aslam Q, Islam I, Kow CS, Babar ZUD. Metformin-based single pill drug combinations for type 2 diabetes in primary care England: A time trend analysis. Prim Care Diabetes 2022; 16:271-278. [PMID: 35115253 DOI: 10.1016/j.pcd.2022.01.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Revised: 01/17/2022] [Accepted: 01/23/2022] [Indexed: 11/17/2022]
Abstract
AIMS There has been an increase in prescribing and costs of oral hypoglycaemic agents in England and other countries. This study aims to investigate the trends in prescriptions, costs, and adverse events of metformin and metformin-based single pill drug combinations from 2015 to 2020 and explore why changes in use or cost are occurring. METHODS Prescriptions and costs data from Prescription Cost Analysis database and Interactive Drug Analysis Profiles presenting all suspected ADRs reported for each drug were examined. Pharmacy level prices were also obtained. Linear regression analysis was used to investigate the trends in prescribing and costs. RESULTS Prescribing and costs of metformin-based single pill drug combinations (as a percent mean change per year) saw an increase of 8.78% (95% Cl: 7.45%, 10.11%, p = 0.001) and 5.17% (95% Cl: 2.13%, 8.22%, p = 0.009) on average each year, respectively. Metformin was the most prescribed monotherapy drug between 2015 and 2020. The cost of prescribing metformin (as a proportion of total oral hypoglycaemic agents) has been reduced from 30% in 2015 to 17% in 2020. Metformin-dipeptidyl peptidase-4 inhibitor (e.g., metformin-sitagliptin) combination was the most popular metformin-based single pill drug combination. The number of adverse drug reactions per million items dispensed shows that metformin has the lowest adverse drug reactions per million items compared to other oral hypoglycaemic drugs. CONCLUSIONS Overall, an increase in prescription items can be seen for metformin-based single pill drug combinations along with an increase in their costs in primary care in England between 2015 and 2020. There was a declining trend for the number of ADRs reported per million prescription items dispensed for metformin-containing single pill combinations, even though their prescription rate increased.
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Affiliation(s)
- Syed Shahzad Hasan
- Department of Pharmacy, School of Applied Sciences, University of Huddersfield, Huddersfield, United Kingdom.
| | - Qasim Aslam
- Department of Pharmacy, School of Applied Sciences, University of Huddersfield, Huddersfield, United Kingdom
| | - Imarah Islam
- Department of Pharmacy, School of Applied Sciences, University of Huddersfield, Huddersfield, United Kingdom
| | - Chia Siang Kow
- School of Pharmacy, Monash University Malaysia, Bandar Sunway, Selangor, Malaysia
| | - Zaheer Ud Din Babar
- Department of Pharmacy, School of Applied Sciences, University of Huddersfield, Huddersfield, United Kingdom
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Kanasaki K, Qu S, Yamamoto F, Schepers C, Sani Simões R, Yabe D, Ji L. Safety and tolerability of linagliptin in Asians with type 2 diabetes: a pooled analysis of 4457 patients from 21 randomized, double-blind, placebo-controlled clinical trials. Expert Opin Drug Saf 2022; 21:425-434. [PMID: 34711126 DOI: 10.1080/14740338.2022.1999409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Accepted: 10/25/2021] [Indexed: 10/20/2022]
Abstract
BACKGROUND Safety and tolerability of glucose-lowering drugs is a key consideration for use in type 2 diabetes (T2D). We evaluated the safety and tolerability of the dipeptidyl peptidase-4 inhibitor linagliptin in Asian patients with T2D. RESEARCH DESIGN AND METHODS This was a post-hoc, descriptive pooled analysis of 21 randomized, double-blind, placebo-controlled clinical trials of linagliptin in T2D patients lasting ≤52 weeks. We evaluated adverse events (AEs) and laboratory parameters in Asian participants living in Asia, both overall and in the East Asian subgroup. RESULTS This analysis included 4457 Asian patients overall (2712 receiving linagliptin; 1745 receiving placebo) and 3057 (68.6%) East Asians. AEs were reported in 1510 (55.7%) Asian patients receiving linagliptin and 1032 (59.1%) receiving placebo but were considered drug-related in only 13.0% of each group. Serious AEs occurred in 109 (4.0%) linagliptin patients and 90 (5.2%) placebo patients. The most common AEs were nasopharyngitis (6.4% linagliptin, 7.3% placebo), upper respiratory tract infection (5.7% linagliptin, 6.5% placebo), and hypoglycemia (7.3% linagliptin, 6.3% placebo). One linagliptin patient had pancreatitis; none had bullous pemphigoid. No clinically relevant mean changes in laboratory parameters occurred. These findings were consistent in East Asians. CONCLUSIONS Linagliptin is well tolerated in Asian T2D patients, including East Asians, with low risk for AEs.
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Affiliation(s)
- Keizo Kanasaki
- Department of Internal Medicine 1, Faculty of Medicine, Shimane University, Izumo, Japan
| | - Shen Qu
- Department of Endocrinology and Metabolism, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China
| | - Fumiko Yamamoto
- Medicine Division, Nippon Boehringer Ingelheim Co., Ltd, Tokyo, Japan
| | - Cornelia Schepers
- Biostatistics and Data Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, Ingelheim, Germany
| | - Rafael Sani Simões
- Global Patient Safety & Pharmacovigilance, Boehringer Ingelheim International GmbH, Ingelheim, Germany
| | - Daisuke Yabe
- Department of Diabetes, Endocrinology and Metabolism and Department of Rheumatology and Clinical Immunology, Gifu University Graduate School of Medicine, Gifu, Japan
- Yutaka Seino Distinguished Center for Diabetes Research, Kansai Electric Power Medical Research Institute, Kobe, Japan
- Division of Molecular and Metabolic Medicine, Department of Physiology and Cell Biology, Kobe University Graduate School of Medicine, Kobe, Japan
- Center for Healthcare Information Technology (C-HIT), Tokai National Higher Education and Research System, Nagoya, Japan
| | - Linong Ji
- Department of Endocrinology and Metabolism, Peking University People's Hospital, Beijing, China
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Russo G, Monami M, Perseghin G, Avogaro A, Perrone Filardi P, Senni M, Borghi C, Maggioni AP. The "Early Treatment" Approach Reducing Cardiovascular Risk in Patients with Type 2 Diabetes: A Consensus From an Expert Panel Using the Delphi Technique. Diabetes Ther 2021; 12:1445-1461. [PMID: 33768493 PMCID: PMC8099991 DOI: 10.1007/s13300-021-01045-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Accepted: 03/02/2021] [Indexed: 01/10/2023] Open
Abstract
INTRODUCTION There is no consensus on the optimal therapeutic approach to adopt in patients with newly diagnosed type 2 diabetes mellitus (T2DM) to prevent cardiovascular disease (CVD). The study aimed to gather an expert consensus on the hypoglycemic treatment and CV risk management in patients with newly diagnosed T2DM through the Delphi methodology. METHODS To address this issue, a list of 30 statements concerning the definition of "early T2DM patient", early treatment, CV risk in T2DM, treat-to-benefit approach, and indications for treatment with glucagon-like peptide 1 receptor agonists (GLP-1RAs) and sodium-glucose co-transporter 2 (SGLT2) inhibitors was developed. Using a two-round Delphi methodology, the survey was distributed to 80 Italian diabetes specialists who rated their level of agreement with each statement on a 5-point Likert scale. Consensus was predefined as more than 66% of the panel agreeing/disagreeing with any given statement. RESULTS A total of 27/30 statements achieved consensus. A patient was defined as "early" according to pathophysiological or clinical interpretation, and/or the timing of the diagnosis. There was agreement on the importance to reach the lowest possible HbA1c level, since diagnosis, also using combination therapy with hypoglycemic drugs with a proven CV benefit. There was a consensus that a treat-to-benefit approach involves the addition of a glucose-lowering agent with proven CV benefits to metformin since diagnosis. The use of GLP-1RAs and SGLT2 inhibitors was considered a key strategy in this approach and the benefits were recognized also for patients with T2DM without established CVD. GLP-1RAs should be used at an earlier stage than SGLT2 inhibitors to prevent CVD, especially in patients with evidence of subclinical atherosclerotic disease. CONCLUSION This Delphi consensus recognized the importance to adopt a tailored hypoglycemic treatment of patients with T2DM according to their CVD risk and the key role of glucose-lowering agents with proven CV efficacy, GLP-1RAs and SGLT2 inhibitors, in the context of an early treat-to-benefit approach.
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Affiliation(s)
- Giuseppina Russo
- Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy.
| | - Matteo Monami
- Unit of Diabetology and Metabolic Disease, Careggi Teaching Hospital and University of Florence, Florence, Italy
| | - Gianluca Perseghin
- Department of Medicine and Surgery, University of Milano Bicocca, Milan, Italy
- Department of Medicine and Rehabilitation, Policlinico di Monza, Monza, Italy
| | - Angelo Avogaro
- Department of Medicine, Section of Diabetes and Metabolic Diseases, University of Padova, Padova, Italy
| | - Pasquale Perrone Filardi
- Department of Advanced Biomedical Sciences, Federico II University of Naples and Mediterranea Cardio Center Clinic of Naples, Naples, Italy
| | - Michele Senni
- Division of Cardiology, ASST Papa Giovanni XXIII Hospital, Bergamo, Italy
| | - Claudio Borghi
- Medical and Surgery Sciences Department, Dyslipidemia and Atherosclerosis Research Unit, Alma Mater Studiorum University of Bologna, Bologna, Italy
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Ji L, Chan JCN, Yu M, Yoon KH, Kim SG, Choi SH, Huang C, Te Tu S, Wang C, Paldánius PM, Sheu WHH. Early combination versus initial metformin monotherapy in the management of newly diagnosed type 2 diabetes: An East Asian perspective. Diabetes Obes Metab 2021; 23:3-17. [PMID: 32991073 PMCID: PMC7756748 DOI: 10.1111/dom.14205] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2020] [Revised: 09/07/2020] [Accepted: 09/25/2020] [Indexed: 12/12/2022]
Abstract
Type 2 diabetes (T2D) in the East Asian population is characterized by phenotypes such as low body mass index, an index of β-cell dysfunction, and higher percentage of body fat, an index of insulin resistance. These phenotypes/pathologies may predispose people to early onset of diabetes with increased risk of stroke and renal disease. Less than 50% of patients with T2D in East Asia achieve glycaemic targets recommended by national or regional guidelines, which may be attributable to knowledge and/or implementation gaps. Herein, we review the latest evidence with special reference to East Asian patients with T2D and present arguments for the need to use early combination therapy to intensify glycaemic control. This strategy is supported by the 5-year worldwide VERIFY study, which reported better glycaemic durability in newly diagnosed patients with T2D with a mean HbA1c of 6.9% treated with early combination therapy of vildagliptin plus metformin versus those treated with initial metformin monotherapy followed by addition of vildagliptin only with worsening glycaemic control. This paradigm shift of early intensified treatment is now recommended by the American Diabetes Association and the European Association for the Study of Diabetes. In order to translate these evidence to practice, increased awareness and strengthening of the healthcare system are needed to diagnose and manage patients with T2D early for combination therapy.
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Affiliation(s)
- Linong Ji
- Department of Endocrinology and MetabolismPeking University People's HospitalPekingChina
| | - Juliana C. N. Chan
- Department of Medicine and TherapeuticsHong Kong Institute of Diabetes and Obesity and Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales HospitalHong KongChina
| | - Miao Yu
- Department of Endocrinology, Key Laboratory of Endocrinology, Ministry of HealthPeking Union Medical College Hospital, Chinese Academy of Medical SciencesBeijingChina
| | - Kun Ho Yoon
- Department of Endocrinology and MetabolismThe Catholic University College of MedicineSeoulRepublic of Korea
| | - Sin Gon Kim
- Division of Endocrinology and Metabolism, Department of Internal MedicineKorea University College of MedicineSeoulRepublic of Korea
| | - Sung Hee Choi
- Department of Internal MedicineSeoul National University College of MedicineSeoulRepublic of Korea
- Department of Internal MedicineSeoul National University Bundang HospitalSeongnamRepublic of Korea
| | - Chien‐Ning Huang
- Division of Endocrinology and Metabolism, Department of Internal MedicineChung Shan Medical University Hospital, Institute of Medicine, Chung Shan Medical UniversityTaichungTaiwan
| | - Shih Te Tu
- Division of Endocrinology and Metabolism, Department of MedicineChanghua Christian HospitalChanghuaTaiwan
| | - Chih‐Yuan Wang
- Division of Endocrinology and Metabolism, Department of Internal MedicineCollege of Medicine, National Taiwan University Hospital, National Taiwan UniversityTaipeiTaiwan
| | - Päivi Maria Paldánius
- Children's Hospital, Helsinki University HospitalHelsinkiFinland
- Program for Clinical and Molecular MetabolismHelsinki UniversityHelsinkiFinland
| | - Wayne H. H. Sheu
- Division of Endocrinology and Metabolism, Department of Internal MedicineTaichung Veterans General HospitalTaiwan
- Department of Medicine, School of MedicineNational Yang‐Ming UniversityTaipeiTaiwan
- Institute of Medical Technology, College of Life Science, National Chung‐Hsing UniversityTaichungTaiwan
- School of Medicine, National Defense Medical CenterTaipeiTaiwan
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9
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Jia S, Wang Z, Han R, Zhang Z, Li Y, Qin X, Zhao M, Xiang R, Yang J. Incretin mimetics and sodium-glucose co-transporter 2 inhibitors as monotherapy or add-on to metformin for treatment of type 2 diabetes: a systematic review and network meta-analysis. Acta Diabetol 2021; 58:5-18. [PMID: 32514989 DOI: 10.1007/s00592-020-01542-4] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Accepted: 04/27/2020] [Indexed: 02/07/2023]
Abstract
PURPOSE Although there are many different methods of treating type 2 diabetes (T2D), it is still difficult to draw coincident conclusions concerning the efficacy and safety of different classes of new drugs, and the recommendation level of them has still kept uncertain as second anti-diabetic agents. Therefore, the aim of this study was to summarize evidence on the efficacy and safety of DPP-4is, GLP-1RAs and SGLT-2is as monotherapy or add-on to metformin (Met) for treatment of T2D. MATERIALS AND METHODS We searched PubMed, Embase, Cochrane library and ClinicalTrials.gov for relevant articles in keeping with established methods using terms associated with anti-diabetic agents up to February, 2020, with no start date restriction. Weighted mean difference and risk ratios with 95% confidence intervals were calculated within traditional and network meta-analysis. Primary outcomes were the mean change in hemoglobin A1c (HbA1c), fasting plasma glucose (FPG) change and the frequency of hypoglycemic events from baseline after 12 weeks of treatment. RESULTS In total, 64 eligible studies comprising 37,780 patients and 7 treatment strategies were included. The results of primary outcomes showed that GLP-1RAs were significantly more effective than DPP-4is or SGLT-2is in reducing HbA1c when add-on to Met. For FPG, both GLP-1RAs and SGLT-2is significantly reduced FPG compared with DPP-4is whether add-on to Met or not. For hypoglycemia, monotherapy has a lower risk than combination therapy except for SGLT-2is. Ranking probability analysis indicated that GLP-1RAs and SGLT-2is, respectively, reduced HbA1c and FPG most when add-on to Met. Meanwhile, GLP-1RAs took the lowest risk to induce the hypoglycemia, whereas GLP-1RAs plus Met the highest. CONCLUSIONS Both GLP-1RAs and SGLT-2is have their own advantages in efficacy and safety. Monotherapy is beneficial for reducing the risk of hypoglycemia. The recommendation should be a patient-centered approach when selecting treatment choices.
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Affiliation(s)
- Shubing Jia
- Department of Clinical Pharmacy, Shenyang Pharmaceutical University, Shenyang, 110016, China
| | - Zhiying Wang
- Department of Clinical Pharmacy, Shenyang Pharmaceutical University, Shenyang, 110016, China
| | - Ruobing Han
- Department of Clinical Pharmacy, Shenyang Pharmaceutical University, Shenyang, 110016, China
| | - Zinv Zhang
- Department of Clinical Pharmacy, Shenyang Pharmaceutical University, Shenyang, 110016, China
| | - Yuping Li
- Department of Clinical Pharmacy, Shenyang Pharmaceutical University, Shenyang, 110016, China
| | - Xiaotong Qin
- Department of Clinical Pharmacy, Shenyang Pharmaceutical University, Shenyang, 110016, China
| | - Mingyi Zhao
- Department of Clinical Pharmacy, Shenyang Pharmaceutical University, Shenyang, 110016, China
| | - Rongwu Xiang
- Department of Clinical Pharmacy, Shenyang Pharmaceutical University, Shenyang, 110016, China.
| | - Jingyu Yang
- Department of Clinical Pharmacy, Shenyang Pharmaceutical University, Shenyang, 110016, China.
- Department of Pharmacology, Shenyang Pharmaceutical University, Shenyang, 110016, China.
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10
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Lv Q, Shen J, Miao L, Ye B, Schepers C, Plat A, Shi Y. Early Combination Therapy with Linagliptin and Metformin in People with Type 2 Diabetes Improves Glycemic Control to HbA1c ≤ 6.5% without Increasing Hypoglycemia: Pooled Analysis of Two Randomized Clinical Trials. Diabetes Ther 2020; 11:1317-1330. [PMID: 32328953 PMCID: PMC7261297 DOI: 10.1007/s13300-020-00819-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Indexed: 01/21/2023] Open
Abstract
INTRODUCTION Clinical guidelines suggest a glycated hemoglobin A1c (HbA1c) target of ≤ 6.5% for type 2 diabetes patients with short duration of disease, few comorbidities and/or long life expectancy-provided this goal can be achieved safely. We explored whether initial combination treatment with the dipeptidyl peptidase-4 inhibitor linagliptin and metformin could provide better glycemic control (HbA1c ≤ 6.5%) than metformin alone without increasing hypoglycemia. METHODS We pooled and analyzed individual patient data from two randomized clinical trials of early combination therapy with linagliptin and metformin versus metformin monotherapy. The primary outcome in both trials was the change in HbA1c from baseline to week 24. We evaluated the percentage of patients who achieved HbA1c ≤ 6.5% at week 24 and the incidence of adverse events. RESULTS Most (> 70%) of the 1160 patients analyzed were treatment naive, and more than half had had diabetes for ≤ 1 year; mean baseline HbA1c was approximately 8.7%. Combination therapy with linagliptin and metformin resulted in more patients achieving HbA1c ≤ 6.5% than metformin alone, both for a metformin dose of 500 mg (40.1 vs. 22.9%, respectively, odds ratio [OR] 2.84, 95% confidence interval [CI] 1.87-4.32) and 1000 mg (49.5 vs. 35.4%, respectively, OR 2.28, 95% CI 1.54-3.40). Hypoglycemia occurred in < 3% of patients, with a comparable incidence between treatment groups. Other adverse events were also balanced between groups. CONCLUSION Early combination treatment with linagliptin and metformin can improve the chances of achieving tight glycemic control (HbA1c ≤ 6.5%) without increasing the risk of hypoglycemia or other adverse events. TRIAL REGISTRATION ClinicalTrials.gov, NCT00798161 and NCT01708902.
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Affiliation(s)
- Qian Lv
- Department of Endocrinology, Shanghai Changzheng Hospital, Second Military Medical University, Shanghai, China
| | - Jie Shen
- Boehringer Ingelheim (China) Investment Co. Ltd, Shanghai, China
| | - Lin Miao
- Lilly (Shanghai) Management Co. Ltd, Shanghai, China
| | - Binqi Ye
- Boehringer Ingelheim (China) Investment Co. Ltd, Shanghai, China
| | | | - Arian Plat
- Boehringer Ingelheim International GmbH, Ingelheim, Germany
- Eli Lilly and Company, Utrecht, The Netherlands
| | - Yongquan Shi
- Department of Endocrinology, Shanghai Changzheng Hospital, Second Military Medical University, Shanghai, China.
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11
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Alloghani M, Aljaaf A, Hussain A, Baker T, Mustafina J, Al-Jumeily D, Khalaf M. Implementation of machine learning algorithms to create diabetic patient re-admission profiles. BMC Med Inform Decis Mak 2019; 19:253. [PMID: 31830980 PMCID: PMC6907102 DOI: 10.1186/s12911-019-0990-x] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Machine learning is a branch of Artificial Intelligence that is concerned with the design and development of algorithms, and it enables today's computers to have the property of learning. Machine learning is gradually growing and becoming a critical approach in many domains such as health, education, and business. METHODS In this paper, we applied machine learning to the diabetes dataset with the aim of recognizing patterns and combinations of factors that characterizes or explain re-admission among diabetes patients. The classifiers used include Linear Discriminant Analysis, Random Forest, k-Nearest Neighbor, Naïve Bayes, J48 and Support vector machine. RESULTS Of the 100,000 cases, 78,363 were diabetic and over 47% were readmitted.Based on the classes that models produced, diabetic patients who are more likely to be readmitted are either women, or Caucasians, or outpatients, or those who undergo less rigorous lab procedures, treatment procedures, or those who receive less medication, and are thus discharged without proper improvements or administration of insulin despite having been tested positive for HbA1c. CONCLUSION Diabetic patients who do not undergo vigorous lab assessments, diagnosis, medications are more likely to be readmitted when discharged without improvements and without receiving insulin administration, especially if they are women, Caucasians, or both.
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Affiliation(s)
- Mohamed Alloghani
- The Artificial Intelligence Department-, Dubai, UAE
- Liverpool John Moores University, Liverpool, UAE
| | - Ahmed Aljaaf
- The Artificial Intelligence Department-, Dubai, UAE
- The University of Anbar, Al-Tameem Street, Al-Anbar, Al-Ramadi, 55431 Iraq
| | - Abir Hussain
- The Artificial Intelligence Department-, Dubai, UAE
| | - Thar Baker
- The Artificial Intelligence Department-, Dubai, UAE
| | - Jamila Mustafina
- Kazan Federal University, Kremlyovskaya St, Kazan, Republic of Tatarstan, 420008 Russia
| | | | - Mohammed Khalaf
- Department of Computer Science, Al-Maarif University College, Anbar, The city of Ramadi, 31001 Iraq
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12
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Cai X, Gao X, Yang W, Ji L. Disparities in the Efficacy of Metformin in Combination with Dipeptidyl Peptidase-4 Inhibitor as Initial Treatment Stratified by Dosage and Ethnicity: A Meta-Analysis. Diabetes Technol Ther 2018; 20:704-714. [PMID: 30095971 DOI: 10.1089/dia.2018.0124] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
BACKGROUND As initial combination therapy of metformin and dipeptidyl peptidase-4 (DPP-4) inhibitor, the efficacy and safety for the use of high dose of metformin or low dose of metformin and the efficacy and safety for the combination use for Asian and Caucasian patients were not clear. METHODS Double-blind randomized controlled trials comparing the efficacy of initial combination therapy of metformin and DPP-4 inhibitors with metformin monotherapy were included. The primary outcome was a result of comparisons between high-dose combination therapy and low-dose combination therapy in terms of efficacy and safety. RESULTS A total of 11 studies were included. The results indicated that the high-dose combination therapy showed significant decreases in hemoglobin A1c (HbA1c) (-0.32%, P < 0.05), fasting plasma glucose (FPG) (-0.63 mmol/L, P < 0.05), and postprandial glucose (PPG) (-0.99 mmol/L, P < 0.05), but less increase in body weight (-0.54 kg, P < 0.05) when compared with low-dose combination therapy, corrected by metformin monotherapy. Moreover, the high-dose combination therapy exhibited significant decreases in HbA1c (-0.24%, P < 0.05), FPG (-0.54 mmol/L, P < 0.05), and PPG (-0.94 mmol/L, P < 0.05) in the Caucasian population than in the Asian population, corrected by metformin monotherapy. CONCLUSION As an initial treatment, the high dose of metformin in combination with DPP-4 inhibitors not only provided better glycemic control but also had less effect on weight gain compared with the low-dose combination therapy through the correction of metformin monotherapy. Moreover, initial combination therapy in the Caucasian population showed better glycemic control and less increase in body weight compared with the Asian population.
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Affiliation(s)
- Xiaoling Cai
- Department of Endocrine and Metabolism, Peking University People's Hospital , Beijing, China
| | - Xueying Gao
- Department of Endocrine and Metabolism, Peking University People's Hospital , Beijing, China
| | - Wenjia Yang
- Department of Endocrine and Metabolism, Peking University People's Hospital , Beijing, China
| | - Linong Ji
- Department of Endocrine and Metabolism, Peking University People's Hospital , Beijing, China
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13
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Cai X, Gao X, Yang W, Han X, Ji L. Efficacy and Safety of Initial Combination Therapy in Treatment-Naïve Type 2 Diabetes Patients: A Systematic Review and Meta-analysis. Diabetes Ther 2018; 9:1995-2014. [PMID: 30155646 PMCID: PMC6167297 DOI: 10.1007/s13300-018-0493-2] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2018] [Indexed: 12/16/2022] Open
Abstract
INTRODUCTION The aim of this study was to evaluate the efficacy and safety of initial combination therapy compared with monotherapy in drug-naïve type 2 diabetes patients. METHODS MEDLINE, Embase and the Cochrane Central Register of Controlled Trials were searched for randomized clinical trials of initial combination therapy with hypoglycemic agents compared with monotherapy. Those which satisfied the search criteria were included in the meta-analysis. Weighted mean difference and relative risks were calculated. RESULTS A total of 36 studies were included in the meta-analysis. Compared with metformin monotherapy, initial combination therapy with metformin plus another anti-diabetes drug exhibited significant reductions in glycated hemoglobin (HbA1c) (p < 0.001). Most of the combination therapies had a similar risk of hypoglycemia (p > 0.05), with the exception of combinations of sulfonylurea/glinide and metformin or combinations of thiazolidinedione and metformin. Compared with dipeptidyl peptidase-4 (DPP-4) inhibitor monotherapy, initial combination therapy with DPP-4 inhibitor plus another anti-diabetes drug showed a significant decrease in HbA1c (p < 0.001) and a similar risk of hypoglycemia (p > 0.05). Compared with monotherapy with other anti-diabetes drugs, initial combination therapies also resulted in significant HbA1c reductions, a similar risk of hypoglycemia and similar risks of other adverse events. CONCLUSION Compared with monotherapy, all initial combination therapies resulted in significant HbA1c reductions. Compared with metformin monotherapy, initial combination therapies with DPP-4 inhibitors plus metformin, sodium/glucose cotransporter 2 inhibitors and metformin, respectively, were associated with similar risks of hypoglycemia, but initial combination therapies with sulfonylurea plus metformin, thiazolidinedione and metformin, respectively, were associated with higher risks of hypoglycemia. FUNDING AstraZeneca Ltd. (China). TRIAL REGISTRATION Registration number CRD42017060717 in PROSPERO.
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Affiliation(s)
- Xiaoling Cai
- Department of Endocrine and Metabolism, Peking University People's Hospital, Beijing, China
| | - Xueying Gao
- Department of Endocrine and Metabolism, Peking University People's Hospital, Beijing, China
| | - Wenjia Yang
- Department of Endocrine and Metabolism, Peking University People's Hospital, Beijing, China
| | - Xueyao Han
- Department of Endocrine and Metabolism, Peking University People's Hospital, Beijing, China
| | - Linong Ji
- Department of Endocrine and Metabolism, Peking University People's Hospital, Beijing, China.
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Ryuk JA, Lixia M, Cao S, Ko BS, Park S. Efficacy and safety of Gegen Qinlian decoction for normalizing hyperglycemia in diabetic patients: A systematic review and meta-analysis of randomized clinical trials. Complement Ther Med 2017; 33:6-13. [DOI: 10.1016/j.ctim.2017.05.004] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2017] [Revised: 04/15/2017] [Accepted: 05/16/2017] [Indexed: 10/19/2022] Open
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