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Joo SH, Yang S, Lee S, Park SJ, Park T, Rhee SY, Cha JM, Rhie SJ, Hwang HS, Kim YG, Chung EK. Trends in Antidiabetic Drug Use and Safety of Metformin in Diabetic Patients with Varying Degrees of Chronic Kidney Disease from 2010 to 2021 in Korea: Retrospective Cohort Study Using the Common Data Model. Pharmaceuticals (Basel) 2024; 17:1369. [PMID: 39459008 PMCID: PMC11510110 DOI: 10.3390/ph17101369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Revised: 09/30/2024] [Accepted: 10/04/2024] [Indexed: 10/28/2024] Open
Abstract
BACKGROUND/OBJECTIVES This study aimed to investigate trends in antidiabetic drug use and assess the risk of metformin-associated lactic acidosis (MALA) in patients with chronic kidney disease (CKD). METHODS A retrospective observational analysis based on the common data model was conducted using electronic medical records from 2010 to 2021. The patients included were aged ≥18, diagnosed with CKD and type 2 diabetes, and had received antidiabetic medications for ≥30 days. MALA was defined as pH ≤ 7.35 and arterial lactate ≥4 mmol/L. RESULTS A total of 8318 patients were included, with 6185 in CKD stages 1-2 and 2133 in stages 3a-5. Metformin monotherapy was the most prescribed regimen, except in stage 5 CKD. As CKD progressed, metformin use significantly declined; insulin and meglitinides were most frequently prescribed in end-stage renal disease. Over the study period, the use of SGLT2 inhibitors (13.3%) and DPP-4 inhibitors (24.5%) increased significantly, while sulfonylurea use decreased (p < 0.05). Metformin use remained stable in earlier CKD stages but significantly decreased in stage 3b or worse. The incidence rate (IR) of MALA was 1.22 per 1000 patient-years, with a significantly increased IR in stage 4 or worse CKD (p < 0.001). CONCLUSIONS Metformin was the most prescribed antidiabetic drug in CKD patients in Korea with a low risk of MALA. Antidiabetic drug use patterns varied across CKD stages, with a notable decline in metformin use in advanced CKD and a rise in SGLT2 inhibitor prescriptions, underscoring the need for further optimized therapy.
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Affiliation(s)
- Sung Hwan Joo
- Department of Regulatory Science, College of Pharmacy, Graduate School, Kyung Hee University, Seoul 02447, Republic of Korea; (S.H.J.); (S.Y.); (S.J.P.); (T.P.)
- Institute of Regulatory Innovation through Science (IRIS), Kyung Hee University, Seoul 02447, Republic of Korea
| | - Seungwon Yang
- Department of Regulatory Science, College of Pharmacy, Graduate School, Kyung Hee University, Seoul 02447, Republic of Korea; (S.H.J.); (S.Y.); (S.J.P.); (T.P.)
- Institute of Regulatory Innovation through Science (IRIS), Kyung Hee University, Seoul 02447, Republic of Korea
- Department of Pharmacy, College of Pharmacy, Kyung Hee University, Seoul 02447, Republic of Korea;
| | - Suhyun Lee
- Department of Pharmacy, College of Pharmacy, Kyung Hee University, Seoul 02447, Republic of Korea;
| | - Seok Jun Park
- Department of Regulatory Science, College of Pharmacy, Graduate School, Kyung Hee University, Seoul 02447, Republic of Korea; (S.H.J.); (S.Y.); (S.J.P.); (T.P.)
- Institute of Regulatory Innovation through Science (IRIS), Kyung Hee University, Seoul 02447, Republic of Korea
| | - Taemin Park
- Department of Regulatory Science, College of Pharmacy, Graduate School, Kyung Hee University, Seoul 02447, Republic of Korea; (S.H.J.); (S.Y.); (S.J.P.); (T.P.)
- Institute of Regulatory Innovation through Science (IRIS), Kyung Hee University, Seoul 02447, Republic of Korea
- Department of Pharmacy, College of Pharmacy, Kyung Hee University, Seoul 02447, Republic of Korea;
| | - Sang Youl Rhee
- Center for Digital Health, Medical Science Research Institute, College of Medicine, Kyung Hee University, Seoul 02447, Republic of Korea;
- Department of Endocrinology and Metabolism, School of Medicine, Kyung Hee University, Seoul 02447, Republic of Korea
| | - Jae Myung Cha
- Division of Gastroenterology, Department of Internal Medicine, Kyung Hee University Hospital at Gangdong, School of Medicine, Kyung Hee University, Seoul 05278, Republic of Korea;
| | - Sandy Jeong Rhie
- College of Pharmacy, Ewha Womans University, Seoul 03760, Republic of Korea;
- Graduate School of Pharmaceutical Sciences, Ewha Womans University, Seoul 03760, Republic of Korea
| | - Hyeon Seok Hwang
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University Hospital, Kyung Hee University College of Medicine, Seoul 02447, Republic of Korea
| | - Yang Gyun Kim
- Division of Nephrology, Department of Internal Medicine, College of Medicine, Kyung Hee University, Seoul 02447, Republic of Korea
| | - Eun Kyoung Chung
- Department of Regulatory Science, College of Pharmacy, Graduate School, Kyung Hee University, Seoul 02447, Republic of Korea; (S.H.J.); (S.Y.); (S.J.P.); (T.P.)
- Institute of Regulatory Innovation through Science (IRIS), Kyung Hee University, Seoul 02447, Republic of Korea
- Department of Pharmacy, College of Pharmacy, Kyung Hee University, Seoul 02447, Republic of Korea;
- Department of Pharmacy, Kyung Hee University Hospital at Gangdong, Seoul 05278, Republic of Korea
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Ikramov A, Mukhtarova S, Trigulova R, Alimova D, Abdullaeva S. Prediction of glycosylated hemoglobin level in patients with cardiovascular diseases and type 2 diabetes mellitus with respect to anti-diabetic medication. Front Endocrinol (Lausanne) 2024; 15:1305640. [PMID: 38638138 PMCID: PMC11024317 DOI: 10.3389/fendo.2024.1305640] [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: 10/02/2023] [Accepted: 03/25/2024] [Indexed: 04/20/2024] Open
Abstract
Blood glycosylated hemoglobin level can be affected by various factors in patients with type 2 diabetes and cardiovascular diseases. Frequent measurements are expensive, and a suitable estimation method could improve treatment outcomes. Patients and methods 93 patients were recruited in this research. We analyzed a number of parameters such as age, glucose level, blood pressure, Body Mass Index, cholesterol level, echocardiography et al. Patients were prescribed metformin. One group (n=60) additionally was taking sitagliptin. We applied eight machine learning methods (k nearest neighbors, Random Forest, Support Vector Machine, Extra Trees, XGBoost, Linear Regression including Lasso, and ElasticNet) to predict exact values of glycosylated hemoglobin in two years. Results We applied a feature selection approach using step-by-step removal of them, Linear Regression on remaining features, and Pearson's correlation coefficient on the validation set. As a result, we got four different subsets for each group. We compared all eight Machine Learning methods using different hyperparameters on validation sets and chose the best models. We tested the best models on the external testing set and got R2 = 0.88, C Index = 0.857, Accuracy = 0.846, and MAE (Mean Absolute Error) = 0.65 for the first group, R2 = 0.86, C Index = 0.80, Accuracy = 0.75, and MAE = 0.41 for the second group. Conclusion The resulting algorithms could be used to assist clinical decision-making on prescribing anti-diabetic medications in pursuit of achieving glycemic control.
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Affiliation(s)
- Alisher Ikramov
- Department of Mathematics, New Uzbekistan University, Tashkent, Uzbekistan
- Department of Applied Mathematics and Information Security, National University of Uzbekistan, Tashkent, Uzbekistan
- Laboratory of Biomedinformatics, Institute of Mathematics, Tashkent, Uzbekistan
| | - Shakhnoza Mukhtarova
- Laboratory of Cardiodiabetes, Republican Specialized Scientific and Practical Medical Center for Cardiology, Tashkent, Uzbekistan
| | - Raisa Trigulova
- Laboratory of Cardiodiabetes, Republican Specialized Scientific and Practical Medical Center for Cardiology, Tashkent, Uzbekistan
| | - Dilnoza Alimova
- Laboratory of Cardiodiabetes, Republican Specialized Scientific and Practical Medical Center for Cardiology, Tashkent, Uzbekistan
| | - Saodat Abdullaeva
- Laboratory of Cardiodiabetes, Republican Specialized Scientific and Practical Medical Center for Cardiology, Tashkent, Uzbekistan
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Jeong W, Sunwoo J, You Y, Park JS, Min JH, In YN, Ahn HJ, Jeon SY, Hong JH, Song JH, Kang H, Nguyen MTT, Kim J, Kang C. Distribution and elimination kinetics of midazolam and metabolites after post-resuscitation care: a prospective observational study. Sci Rep 2024; 14:4574. [PMID: 38403792 PMCID: PMC10894853 DOI: 10.1038/s41598-024-54968-z] [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: 08/13/2023] [Accepted: 02/19/2024] [Indexed: 02/27/2024] Open
Abstract
Administration of sedatives for post-resuscitation care can complicate the determination of the optimal timing to avoid inappropriate, pessimistic prognostications. This prospective study aimed to investigate the distribution and elimination kinetics of midazolam (MDZ) and its metabolites, and their association with awakening time. The concentrations of MDZ and its seven metabolites were measured immediately and at 4, 8, 12, and 24 h after the discontinuation of MDZ infusion, using liquid chromatography-tandem mass spectrometry. The area under the time-plasma concentration curve from 0 to 24 h after MDZ discontinuation (AUClast) was calculated based on the trapezoidal rule. Of the 15 enrolled patients, seven awakened after the discontinuation of MDZ infusion. MDZ and three of its metabolites were major compounds and their elimination kinetics followed a first-order elimination profile. In the multivariable analysis, only MDZ was associated with awakening time (AUClast: R2 = 0.59, p = 0.03; AUCinf: R2 = 0.96, p < 0.001). Specifically, a 0.001% increase in MDZ AUC was associated with a 1% increase in awakening time. In the individual regression analysis between MDZ concentration and awakening time, the mean MDZ concentration at awakening time was 16.8 ng/mL. The AUC of MDZ is the only significant factor associated with the awakening time.
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Affiliation(s)
- Wonjoon Jeong
- Department of Emergency Medicine, Chungnam National University Hospital, Daejeon, 35015, Republic of Korea
- Department of Emergency Medicine, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Jung Sunwoo
- Clinical Trials Center, Chungnam National University Hospital, Daejeon, 35015, Republic of Korea
| | - Yeonho You
- Department of Emergency Medicine, Chungnam National University Hospital, Daejeon, 35015, Republic of Korea
- Department of Emergency Medicine, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Jung Soo Park
- Department of Emergency Medicine, Chungnam National University Hospital, Daejeon, 35015, Republic of Korea
- Department of Emergency Medicine, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Jin Hong Min
- Department of Emergency Medicine, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
- Department of Emergency Medicine, Sejong Chungnam National University Hospital, Sejong, 30099, Republic of Korea
| | - Yong Nam In
- Department of Emergency Medicine, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
- Department of Emergency Medicine, Sejong Chungnam National University Hospital, Sejong, 30099, Republic of Korea
| | - Hong Joon Ahn
- Department of Emergency Medicine, Chungnam National University Hospital, Daejeon, 35015, Republic of Korea
- Department of Emergency Medicine, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - So Young Jeon
- Department of Emergency Medicine, Chungnam National University Hospital, Daejeon, 35015, Republic of Korea
- Department of Emergency Medicine, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Jang Hee Hong
- Clinical Trials Center, Chungnam National University Hospital, Daejeon, 35015, Republic of Korea
- Department of Pharmacology, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Ji Hye Song
- Clinical Trials Center, Chungnam National University Hospital, Daejeon, 35015, Republic of Korea
- Department of Medical Science, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Hyein Kang
- Department of Food and Nutrition, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - My Tuyen Thi Nguyen
- Department of Food and Nutrition, Chungnam National University, Daejeon, 34134, Republic of Korea
- Department of Food Technology, Can Tho University, Can Tho City, 90000, Vietnam
| | - Jaehan Kim
- Department of Food and Nutrition, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - Changshin Kang
- Department of Emergency Medicine, Chungnam National University Hospital, Daejeon, 35015, Republic of Korea.
- Department of Emergency Medicine, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea.
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Wee AKH, Sultana R. Determinants of vitamin B12 deficiency in patients with type-2 diabetes mellitus - A primary-care retrospective cohort study. BMC PRIMARY CARE 2023; 24:102. [PMID: 37081390 PMCID: PMC10116480 DOI: 10.1186/s12875-023-02057-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Accepted: 04/11/2023] [Indexed: 04/22/2023]
Abstract
BACKGROUND Like many developed nations, the prevalence of both older people and type-2 diabetes mellitus (T2DM) in Singapore is rising. This demographic shift predisposes the population to greater risks of both frailty and its complications that can be further aggravated by vitamin B12 deficiency -a highly prevalent associated variable that is potentially modifiable. Indeed, B12 deficiency adversely impacts the neuro-cognitive, haematological, and even the immune systems; jeopardizing our aspirations for successful aging. Despite this, many patients with T2DM in primary care remain unscreened due to a lack of clear guidelines for regular B12 screening. We therefore investigated the determinants of B12 deficiency in community-dwelling patients with T2DM, with the aim of profiling patients most in need of B12-deficiency screening. METHODS B12 deficiency was evaluated using a retrospective cross-sectional cohort of 592 primary-care patients with T2DM, recruited from 2008 to 2011 from a Polyclinic in Singapore. RESULTS B12 deficiency (serum B12 < 150 pmol/L) was present in 164 (27.7%) patients and was associated with a higher "metformin daily dose" (OR = 2.79; 95% CI, 2.22-3.48, P < 0.001); "age ≥ 80 years" (OR = 2.86; 95% CI, 1.31-6.25, P = 0.008); "vegetarianism" (OR = 21.61; 95% CI, 4.47-104.44, P < 0.001); and "folate deficiency" (OR = 2.04; 95% CI, 1.27-3.28, P = 0.003). Conversely, "Prescribed B12 supplementation" was associated with a lower odds of B12 deficiency (OR = 0.37; 95% CI: 0.22-0.61, P < 0.001). The area under the receiver operating characteristic curve was 0.803 (95% CI: 0.765-0.842). "Metformin daily dose" correlated interchangeably with "Metformin 1-year cumulative dose" (r = 0.960; P < 0.01), and also associated linearly with "duration of diabetes" (B = 0.113, P < 0.0001). Independent of the duration of T2DM, 29.3% of the B12-deficient patients needed > 1 screening test before the detection of B12 deficiency. CONCLUSIONS Primary-care screening for B12 deficiency should be part of the annual laboratory review of patients with T2DM regardless of the duration of T2DM -especially when they are prescribed ≥ 1.5 g/day of metformin; ≥ 80 years old; vegetarian; and not prescribed B12 supplementation. Concurrent evaluation for associated folate (vitamin B9) deficiency is essential when addressing T2DM-associated B12 deficiencies. Current "Metformin daily dose" is an accurate proxy of both cumulative metformin exposure and duration of T2DM.
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Affiliation(s)
- Andrew Kien Han Wee
- SingHealth Polyclinics, Marine Parade Polyclinic, Blk 80 Marine Parade Central, #01-792, Singapore, 440080, Republic of Singapore.
- SingHealth Duke-NUS Medical School. Family Medicine Academic Clinical Programme ("FM ACP"), Office of Academic & Clinical Development, 8 College Road, Singapore, 169857, Republic of Singapore.
| | - Rehena Sultana
- Duke-NUS Medical School, Centre for Quantitative Medicine, 8 College Road, Singapore, 169857, Republic of Singapore
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Kao TW, Lee KH, Chan WP, Fan KC, Liu CW, Huang YC. Continuous use of metformin in patients receiving contrast medium: what is the evidence? A systematic review and meta-analysis. Eur Radiol 2022; 32:3045-3055. [PMID: 34837099 DOI: 10.1007/s00330-021-08395-7] [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: 09/24/2021] [Accepted: 10/09/2021] [Indexed: 10/19/2022]
Abstract
OBJECTIVES Substantial inconsistencies exist in current guidelines regarding recommendations of metformin usage with the administration of a contrast medium. We aimed to perform a meta-analysis to determine whether the risks of contrast-induced acute kidney injury (CI-AKI) and lactic acidosis increase with metformin use in diabetic patients receiving a contrast medium. METHODS Studies were retrieved from databases from inception to May 15, 2021. Studies that compared the outcomes of using metformin with not using metformin during contrast medium administration were included. The primary outcomes were incidence of CI-AKI and lactic acidosis. The secondary outcomes were renal function changes from baseline. Data analysis was using risk ratio (RR) for dichotomous outcomes and mean differences (MD) with 95% confidence intervals (CI) for continuous outcomes. RESULTS Analyses of two randomized controlled trials and four retrospective cohorts examining a total of 1459 patients revealed no significant differences in the incidence of CI-AKI (RR = 1.08; 95% CI, 0.72 to 1.63) and in changes in renal function measurements (serum creatinine: MD = 0.00 mg/dL, 95% CI, - 0.05 to 0.05; estimated glomerular filtration rate: MD = 0.22, 95% CI, - 2.47 to 2.91) after contrast medium administration between patients using and not using metformin. CONCLUSIONS There is no evidence that continuing metformin during contrast medium administration is associated with a higher risk of CI-AKI, lactic acidosis, or renal function deterioration compared to patients who discontinued metformin or who were not metformin users. The limited quality of the included studies may compromise the strength of evidence provided in this meta-analysis. KEY POINTS There is no need to discontinue metformin either before or after intravenous contrast medium exposure in patients with eGFR > 30 mL/min/1.73 m2. In patients receiving intra-arterial contrast medium with first-pass renal exposure, there is no need to withhold metformin if eGFR is above 60 mL/min/1.73 m2. For patients who have an eGFR level between 30 and 60 mL/min/1.73 m2 and are receiving intra-arterial contrast medium with first-pass renal exposure, no case of lactic acidosis was observed based on present data, but further evidence is needed to make a strong suggestion regarding its safety.
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Affiliation(s)
- Ting-Wan Kao
- School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
| | - Kuo-Hua Lee
- Division of Nephrology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
- Institute of Clinical Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Faculty of Medicine, School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Wing P Chan
- Department of Radiology, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan
- Department of Radiology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
| | - Kang-Chih Fan
- Division of Endocrinology and Metabolism, Department of Internal Medicine, National Taiwan University Hospital Hsinchu Branch, Hsinchu, Taiwan
- Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Che-Wei Liu
- Department of Orthopedics, Cathay General Hospital, Taipei, Taiwan
- Research Center of Big Data and Meta-Analysis, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan
| | - Yu-Chen Huang
- Research Center of Big Data and Meta-Analysis, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan.
- Department of Dermatology, Wan Fang Hospital, Taipei Medical University, No. 111, Sec. 3, Xinglong Rd., Wenshan Dist., Taipei City, Taiwan.
- Department of Dermatology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.
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Ferrari F, Scheffel RS, Martins VM, Santos RD, Stein R. Glucagon-Like Peptide-1 Receptor Agonists in Type 2 Diabetes Mellitus and Cardiovascular Disease: The Past, Present, and Future. Am J Cardiovasc Drugs 2021; 22:363-383. [PMID: 34958423 DOI: 10.1007/s40256-021-00515-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/23/2021] [Indexed: 12/13/2022]
Abstract
Type 2 diabetes mellitus (T2DM) is associated with high cardiovascular morbidity and mortality, and cardiovascular diseases are the leading causes of death and disability in people with T2DM. Unfortunately, therapies strictly aimed at glycemic control have poorly contributed to a significant reduction in the risk of cardiovascular events. On the other hand, randomized controlled trials have shown that five glucagon-like peptide-1 receptor agonists (GLP-1 RAs) and one exendin-based GLP-1 RA reduced atherosclerotic cardiovascular events in patients with diabetes at high cardiovascular risk. Furthermore, a meta-analysis including these six agents showed a reduction in major adverse cardiovascular events as well as all-cause mortality compared with placebo, regardless of structural homology. Evidence has also shown that some drugs in this class have beneficial effects on renal outcomes, such as preventing the onset of macroalbuminuria. In addition to lowering blood pressure, these drugs also favorably impacted on body weight in large randomized controlled trials as in real-world studies, a result considered a priority in T2DM management; these and other factors may justify the benefits of GLP-1 RAs upon the cardiovascular system, regardless of glycemic control. Finally, studies showed safety with a low risk of hypoglycemia and no increase in pancreatitis events. Given these benefits, GLP-1 RAs were preferentially endorsed in the guidelines of the European and American societies for patients with these conditions. This narrative review provides a current and comprehensive overview of GLP-1 RAs as cardiovascular and renal protective agents, far beyond their use as glucose-lowering drugs, supporting their effectiveness in treating patients with T2DM at high cardiovascular risk.
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Affiliation(s)
- Filipe Ferrari
- Postgraduate Program in Cardiology and Cardiovascular Sciences, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, School of Medicine, Rua Ramiro Barcelos 2350, Serviço de Fisiatria/Térreo, Porto Alegre, RS, 90470-260, Brazil
- Hospital de Clínicas de Porto Alegre, Porto Alegre, RS, Brazil
| | - Rafael S Scheffel
- Pharmacology Department, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil
- Endocrine Division, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, School of Medicine, Porto Alegre, RS, Brazil
| | - Vítor M Martins
- Hospital de Clínicas de Porto Alegre, Porto Alegre, RS, Brazil
| | - Raul D Santos
- Hospital Israelita Albert Einstein, São Paulo, SP, Brazil
- Lipid Clinic Heart Institute (InCor), Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo, São Paulo, SP, Brazil
| | - Ricardo Stein
- Postgraduate Program in Cardiology and Cardiovascular Sciences, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, School of Medicine, Rua Ramiro Barcelos 2350, Serviço de Fisiatria/Térreo, Porto Alegre, RS, 90470-260, Brazil.
- School of Medicine, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil.
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Han E, Kim HS. Albuminuria Is Associated with Steatosis Burden in Patients with Type 2 Diabetes Mellitus and Nonalcoholic Fatty Liver Disease (Diabetes Metab J 2021;45:698-707). Diabetes Metab J 2021; 45:972-973. [PMID: 34847647 PMCID: PMC8640159 DOI: 10.4093/dmj.2021.0315] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Affiliation(s)
- Eugene Han
- Department of Internal Medicine, Keimyung University School of Medicine, Daegu, Korea
| | - Hye Soon Kim
- Department of Internal Medicine, Keimyung University School of Medicine, Daegu, Korea
- Corresponding author: Hye Soon Kim https://orcid.org/0000-0001-6298-3506 Department of Internal Medicine, Keimyung University School of Medicine, 1095 Dalgubeol-daero, Dalseo-gu, Daegu 42601, Korea E-mail:
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Lee KA, Jin HY, Kim YJ, Im YJ, Kim EY, Park TS. Treatment Patterns of Type 2 Diabetes Assessed Using a Common Data Model Based on Electronic Health Records of 2000-2019. J Korean Med Sci 2021; 36:e230. [PMID: 34519186 PMCID: PMC8438187 DOI: 10.3346/jkms.2021.36.e230] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 07/27/2021] [Indexed: 11/20/2022] Open
Abstract
BACKGROUND Real-world data analysis is useful for identifying treatment patterns. Understanding drug prescription patterns of type 2 diabetes mellitus may facilitate diabetes management. We aimed to analyze treatment patterns of type 2 diabetes mellitus using Observational Medical Outcomes Partnership Common Data Model based on electronic health records. METHODS This retrospective, observational study employed electronic health records of patients who visited Jeonbuk National University Hospital in Korea during January 2000-December 2019. Data were transformed into the Observational Medical Outcomes Partnership Common Data Model and analyzed using R version 4.0.3 and ATLAS ver. 2.7.6. Prescription frequency for each anti-diabetic drug, combination therapy pattern, and prescription pattern according to age, renal function, and glycated hemoglobin were analyzed. RESULTS The number of adults treated for type 2 diabetes mellitus increased from 1,867 (2.0%) in 2000 to 9,972 (5.9%) in 2019. In the early 2000s, sulfonylurea was most commonly prescribed (73%), and in the recent years, metformin has been most commonly prescribed (64%). Prescription rates for DPP4 and SGLT2 inhibitors have increased gradually over the past few years. Monotherapy prescription rates decreased, whereas triple and quadruple combination prescription rates increased steadily. Different drug prescription patterns according to age, renal function, and glycated hemoglobin were observed. The proportion of patients with HbA1c ≤ 7% increased from 31.1% in 2000 to 45.6% in 2019, but that of patients visiting the emergency room for severe hypoglycemia did not change over time. CONCLUSION Medication utilization patterns have changed significantly over the past 20 years with an increase in the use of newer drugs and a shift to combination therapies. In addition, various prescription patterns were demonstrated according to the patient characteristics in actual practice. Although glycemic control has improved, the proportion within the target is still low, underscoring the need to improve diabetes management.
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Affiliation(s)
- Kyung Ae Lee
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Research Institute of Clinical Medicine of Jeonbuk National University-Biomedical Research Institute of Jeonbuk National University Hospital, Jeonbuk National University Medical School, Jeonju, Korea
| | - Heung Yong Jin
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Research Institute of Clinical Medicine of Jeonbuk National University-Biomedical Research Institute of Jeonbuk National University Hospital, Jeonbuk National University Medical School, Jeonju, Korea
| | - Yu Ji Kim
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Research Institute of Clinical Medicine of Jeonbuk National University-Biomedical Research Institute of Jeonbuk National University Hospital, Jeonbuk National University Medical School, Jeonju, Korea
| | - Yong-Jin Im
- Center for Clinical Pharmacology, Biochemical Research Institute, Jeonbuk National University Hospital, Jeonju, Korea
| | - Eun-Young Kim
- Center for Clinical Pharmacology, Biochemical Research Institute, Jeonbuk National University Hospital, Jeonju, Korea
| | - Tae Sun Park
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Research Institute of Clinical Medicine of Jeonbuk National University-Biomedical Research Institute of Jeonbuk National University Hospital, Jeonbuk National University Medical School, Jeonju, Korea.
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Kim KS, Hong S, Ahn HY, Park CY. Comparative Efficacy of Lobeglitazone Versus Pioglitazone on Albuminuria in Patients with Type 2 Diabetes Mellitus. Diabetes Ther 2021; 12:171-181. [PMID: 33099742 PMCID: PMC7843821 DOI: 10.1007/s13300-020-00948-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Accepted: 10/10/2020] [Indexed: 10/31/2022] Open
Abstract
INTRODUCTION The aim of this analysis was to evaluate the efficacy of lobeglitazone on albuminuria at 24 weeks of follow-up in patients with type 2 diabetes mellitus (T2DM) compared with pioglitazone using data from a randomized, double-blinded phase III trial. METHODS In the phase III trial, patients who were inadequately controlled with metformin received 0.5 mg of lobeglitazone or 15 mg of pioglitazone for 24 weeks. Post hoc, exploratory analysis was used to investigate mean changes from baseline in the urine albumin-creatinine ratio (UACR) between the lobeglitazone (N = 104) and pioglitazone (N = 101) treatment groups. RESULTS After 24 weeks of treatment, UACR was slightly decreased in the lobeglitazone group (- 4.3 mg/g creatinine [Cr]) compared to baseline and slightly increased in the pioglitazone group (5.2 mg/g Cr), with no change in the estimated glomerular filtration rate in either group; this difference was not statistically significant (P = 0.476). The incidence of new-onset microalbuminuria (2.4%) and the progression of albuminuria by > 1 stage (2.9%) in the lobeglitazone group were lower than the respective values in the pioglitazone group (6.8 and 6.1%, respectively). Of the patients in the lobeglitazone group, 50% exhibited regression to normoalbuminuria, compared to 39.3% of the patients in the pioglitazone. In subjects in the lobeglitazone group with micro- and macroalbuminuria, UACR tended to be more decreased and HbA1c was more reduced compared to those with normoalbuminuria (P = 0.014). CONCLUSION Lobeglitazone had a tendency to improve albuminuria in patients with T2DM and had comparable effects on albuminuria as pioglitazone which has demonstrated beneficial effects. TRIAL REGISTRATION ClinicalTrials.gov identifier, NCT01106131.
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Affiliation(s)
- Kyung-Soo Kim
- Department of Internal Medicine, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, Republic of Korea
| | - Sangmo Hong
- Department of Internal Medicine, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Republic of Korea
| | - Hong-Yup Ahn
- Department of Statistics, Dongguk University-Seoul, Seoul, Republic of Korea
| | - Cheol-Young Park
- Department of Internal Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea.
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10
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Moon JH, Lim S. Pharmacotherapy for patients with diabetes mellitus. JOURNAL OF THE KOREAN MEDICAL ASSOCIATION 2020. [DOI: 10.5124/jkma.2020.63.12.766] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Diabetes mellitus (DM) is a complex, chronic illness requiring continuous medical care with multifactorial riskreduction strategies besides glycemic control. The pathophysiology of type 2 DM is characterized by a combination of insulin resistance in peripheral organs, including the liver, adipose tissues, and muscle, and inadequate insulin secretion from the pancreatic β-cells to compensate for insulin resistance, which eventually leads to β-cell failure. DM is accompanied by micro- and macro-vascular complications, including cardiovascular events and renal complications, resulting in high mortality rates. After insulin was first discovered in 1922, many antidiabetic agents including metformin, sulfonylureas, thiazolidinediones, and α-glucosidase inhibitors have been developed. Among them, metformin is the preferred pharmacologic agent for the initial treatment of DM. Recently, novel antidiabetic agents, such as dipeptidyl peptidase-4 inhibitors, sodium-glucose cotransporter-2 inhibitors, and glucagon-like peptide-1 receptor agonists, were introduced and are currently available for clinical practice. Studies with dipeptidyl peptidase-4 inhibitors showed non-inferiority compared with placebo, in terms of cardiovascular safety. Some glucagon-like peptide-1 receptor agonists (liraglutide, semaglutide, albiglutide, and dulaglutide) showed favorable results in both cardiovascular and renal outcomes. Sodium-glucose cotransporter-2 inhibitors (empagliflozin, canagliflozin, and dapagliflozin) also showed beneficial effects on cardiovascular and renal outcomes. It is important for clinicians to study novel DM medications and prescribe them accordingly to improve patients’ clinical outcomes.
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Hu Y, Lei M, Ke G, Huang X, Peng X, Zhong L, Fu P. Metformin Use and Risk of All-Cause Mortality and Cardiovascular Events in Patients With Chronic Kidney Disease-A Systematic Review and Meta-Analysis. Front Endocrinol (Lausanne) 2020; 11:559446. [PMID: 33117278 PMCID: PMC7575818 DOI: 10.3389/fendo.2020.559446] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Accepted: 09/15/2020] [Indexed: 02/05/2023] Open
Abstract
Background To evaluate whether metformin use assuredly alters overall all-cause death in patients with type 2 diabetes mellitus (T2DM) and chronic kidney disease (CKD). Methods Pubmed, Web of Science, Embase, and Cochrane Central Register of Controlled Trials were systematically searched from inception to Feb. 29, 2020 with no language restriction. All related articles comparing all-cause death of T2DM and CKD patients after metformin use (monotherapy or combination) versus non-metformin treatment were identified. Pooled risk ratios (RR) and 95% confidence intervals (CI) were computed using random-effects models regardless of the heterogeneity quantified by Cochrane χ2 and I2 statistics. Results Totally 13 studies (9 cohort studies [CSs], 3 subanalyses or post-hoc analyses of randomized controlled trials [RCTs], and 1 nested case-control article) involving 303,540 patients were included. Metformin-based treatments relative to any other measure displayed significantly lower risks of all-cause mortality (Pooled RRs 0.71, 95%CI 0.61 to 0.84; I2 = 79.0%) and cardiovascular events (Pooled RRs 0.76, 95%CI 0.60 to 0.97; I2 = 87.0%) in CKD patients at stage G1-3, with substantial heterogeneity. Metformin use was not significantly related with these end points in advanced CKD patients. Conclusions Metformin use is connected with significantly less risks of all-cause mortality and cardiovascular events in patients with T2DM and mild/moderate CKD. However, RCTs with large sample sizes are warranted in the future to assess whether these key benefits extend to later stages of CKD by dose adjustment.
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Affiliation(s)
- Yao Hu
- Department of Medicine Renal Division, West China Hospital, West China School of Medicine, Sichuan University, Chengdu, China
- Department of Medicine Renal Division, Affiliated Hospital & Clinical Medical College of Chengdu University, Chengdu, China
| | - Min Lei
- Department of Medicine Renal Division, Affiliated Hospital & Clinical Medical College of Chengdu University, Chengdu, China
| | - Guibao Ke
- Department of Medicine Renal Division, Affiliated Hospital & Clinical Medical College of Chengdu University, Chengdu, China
| | - Xin Huang
- Department of Medicine Renal Division, Affiliated Hospital & Clinical Medical College of Chengdu University, Chengdu, China
| | - Xuan Peng
- Department of Medicine Renal Division, Affiliated Hospital & Clinical Medical College of Chengdu University, Chengdu, China
| | - Lihui Zhong
- Department of Medicine Renal Division, West China Hospital, West China School of Medicine, Sichuan University, Chengdu, China
| | - Ping Fu
- Department of Medicine Renal Division, West China Hospital, West China School of Medicine, Sichuan University, Kidney Research Institute, Chengdu, China
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12
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Yoo TH. KRCP's past and future path. Kidney Res Clin Pract 2020; 39:233-235. [PMID: 32963131 PMCID: PMC7530355 DOI: 10.23876/j.krcp.20.158] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Accepted: 08/26/2020] [Indexed: 11/06/2022] Open
Affiliation(s)
- Tae-Hyun Yoo
- Department of Internal Medicine, College of Medicine, Institute of Kidney Disease Research, Yonsei University, Seoul, Republic of Korea
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Soliman A, De Sanctis V, Alaaraj N, Hamed N. The clinical application of metformin in children and adolescents: A short update. ACTA BIO-MEDICA : ATENEI PARMENSIS 2020; 91:e2020086. [PMID: 32921782 PMCID: PMC7717009 DOI: 10.23750/abm.v91i3.10127] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Accepted: 07/02/2020] [Indexed: 12/25/2022]
Abstract
Metformin is a widely used drug that results in clear benefits in relation to glucose metabolism and diabetes-related complications. The global increase in the prevalence of obesity among children and adolescents is accompanied by the appearance and increasing prevalence of insulin resistance, prediabetes, and type 2 diabetes mellitus (T2DM). In addition, children, and adolescents with premature pubarche and polycystic ovary have considerable degree of insulin resistance. The insulin sensitizing actions of metformin encouraged many investigators and physician to use it as the key drug in these conditions for both prevention and treatment. However, long term-controlled studies are still required to assess the degree and duration of effectiveness and safety of using metformin. This review tries to update physicians about the main and the new therapeutic perspectives of this drug.
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Affiliation(s)
- Ashraf Soliman
- Department of Pediatrics, Division of Endocrinology, Hamad General Hospital, Doha, Qatar.
| | - Vincenzo De Sanctis
- Pediatric and Adolescent Outpatient Clinic, Quisisana Hospital, Ferrara, Italy.
| | - Nada Alaaraj
- Department of Pediatrics, Division of Endocrinology, Hamad General Hospital, Doha, Qatar.
| | - Noor Hamed
- Department of Pediatrics, Division of Endocrinology, Hamad General Hospital, Doha, Qatar.
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