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Deng Y, Ghamsari F, Lu A, Yu J, Zhao L, Kho AN. Use of real-world evidence data to evaluate the comparative effectiveness of second-line type 2 diabetes medications on chronic kidney disease. J Clin Transl Endocrinol 2022; 30:100309. [PMID: 36620756 PMCID: PMC9816064 DOI: 10.1016/j.jcte.2022.100309] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 05/30/2022] [Accepted: 10/04/2022] [Indexed: 11/06/2022] Open
Abstract
Chronic kidney disease (CKD) is a common complication of type 2 diabetes mellitus (T2DM). Approximately-one-third of patients with T2DM also have CKD. In clinical trial studies, several anti-diabetic medications (ADM) show evidence of preventing the progression of CKD. Biguanides (e.g., metformin) are widely accepted as the first line medication. However, the comparative effectiveness of second line ADMs on CKD outcomes in T2DM is unclear. In addition, results from clinical trials may not generalize into routine clinical practice. In this study, we aimed to investigate the association of second line ADMs with diagnosed incident CKD, CKD hospitalization, and eGFR < 45 mL/min in T2DM patients using real-world data from electronic health records. Our study found that treatment with sodium-glucose cotransporter 2 (SGLT-2) inhibitors was significantly associated with lower risk of diagnosed CKD incidence in both primary analysis (hazard ratio, 0.43; 95 % CI, [0.22;0.87]; p-value,0.02) and secondary analysis (hazard ratio, 0.42; 95 % CI, [0.19;0.92]; p-value, 0.03) compared to use of Sulfonylureas (SU) as a second-line ADM. However, significant associations were not observed when using eGFR < 45 mL/min as the endpoint. Treatment with a dipeptidyl peptidase 4 (DPP-4) inhibitor was significantly associated with lower risk of diagnosed incident CKD (hazard ratio, 0.7; 95 % CI, [0.53;0.96]; p-value, 0.03) and lower risk of CKD hospitalization (hazard ratio, 0.6; 95 % CI, [0.37; 0.96]; p-value, 0.04) in the primary analysis. However, both associations were not significant in the sensitivity analysis. We did not observe significant association between use of glucagon-like peptide 1 receptor agonists (GLP-1RA), Thiazolidinediones (TZD), insulin and diagnosed CKD incidence, hospitalization or eGFR < 45 mL/min compared to use of SU as a second-line ADM.
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Affiliation(s)
- Yu Deng
- Center for Health Information Partnerships, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA,Corresponding author at: Center for health information Partnerships (CHIP), Northwestern University Feinberg School of Medicin, 625 N. Michigan Ave, Suite 1500, Chicago, IL 60611, USA.
| | - Farhad Ghamsari
- Dept of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Alice Lu
- Center for Health Information Partnerships, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Jingzhi Yu
- Center for Health Information Partnerships, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Lihui Zhao
- Dept. of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Abel N. Kho
- Center for Health Information Partnerships, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
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Lee KA, Jin HY, Kim YJ, Kim SS, Cho EH, Park TS. Real-world comparison of mono and dual combination therapies of metformin, sulfonylurea, and dipeptidyl peptidase-4 inhibitors using a common data model: A retrospective observational study. Medicine (Baltimore) 2022; 101:e28823. [PMID: 35212277 PMCID: PMC8878728 DOI: 10.1097/md.0000000000028823] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Accepted: 01/27/2022] [Indexed: 01/04/2023] Open
Abstract
The comparative effectiveness of oral hypoglycemic agents on glycemic control and chronic complications in clinical practice is unknown in Korea. This study aimed to compare glycemic control and the incidence of hypoglycemia and chronic complications among adult patients with type 2 diabetes prescribed metformin, dipeptidyl peptidase-4 inhibitors (DPP4I), and sulfonylurea (SU) as monotherapy or dual combination therapy.We retrospectively analyzed propensity-matched cohort data from 3 national university hospitals in Korea. All electronic health records were transformed into a unified Observational Medical Outcomes Partnership Common Data Model and analyzed using ATLAS, an open-source analytical tool, and R software. Glycemic control was assessed as the first observation of a reduction in glycosylated hemoglobin (HbA1c) level below 7% after prescription of the drug. Differences in the incidence of chronic complications were compared based on the first observation of each complication. Glycemic control and chronic complications were evaluated in patients who maintained the same prescription for at least 3 and 12 months, respectively.Patients who received metformin had lower hazard of reaching HbA1c levels below 7% as compared with those who received SU, and had higher hazard compared with those who received DPP4I (hazard ratio [HR], 0.86; 95% confidence interval [CI], 0.75-0.98; and HR, 1.68; 95% CI, 1.42-1.99, respectively). The incidence of hypoglycemia was significantly higher in the SU group than in the metformin and DPP4I groups (metformin vs SU; HR, 0.30; 95% CI, 0.21-0.43; SU vs DPP4I; HR, 4.42; 95% CI, 2.35-8.31). Metformin + DPP4I had similar hazard of reaching HbA1c levels below 7% compared with metformin + SU (HR, 1.19; 95% CI, 0.99-1.43) and the incidence of hypoglycemia was significantly lower in the metformin + DPP4I group (HR 0.13; 95% CI 0.05-0.30). There was no significant difference in the analysis of the occurrence of chronic complications.SU followed by metformin was effective, and both drugs showed an increased hazard of reaching HbA1c levels below 7% compared with DPP4I. Metformin + DPP4I is comparatively effective for HbA1c level reduction below 7% compared with metformin + SU. Hypoglycemia was high in the SU-containing therapy.
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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
| | - Sang Soo Kim
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Biomedical Research Institute, Pusan National University Hospital, Busan, Korea
| | - Eun-Hee Cho
- Department of Internal Medicine, School of Medicine, Kangwon National University, Chuncheon, 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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Xie Y, Bowe B, Gibson AK, McGill JB, Yan Y, Maddukuri G, Al-Aly Z. Comparative Effectiveness of the Sodium-Glucose Cotransporter 2 Inhibitor Empagliflozin Versus Other Antihyperglycemics on Risk of Major Adverse Kidney Events. Diabetes Care 2020; 43:2785-2795. [PMID: 32912850 PMCID: PMC7576413 DOI: 10.2337/dc20-1231] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Accepted: 07/25/2020] [Indexed: 02/07/2023]
Abstract
OBJECTIVE To examine the comparative effectiveness of the sodium-glucose cotransporter 2 inhibitor (SGLT2i) empagliflozin and other non-SGLT2i antihyperglycemics on the risk of major adverse kidney events (MAKE) of estimated glomerular filtration rate (eGFR) decline >50%, end-stage kidney disease, or all-cause mortality. RESEARCH DESIGN AND METHODS In a cohort study of 379,033 new users of empagliflozin or other non-SGLT2i antihyperglycemics, predefined variables and covariates identified by a high-dimensional variable selection algorithm were used to build propensity scores. Weighted survival analyses were then applied to estimate the risk of MAKE. RESULTS Compared with other antihyperglycemics, empagliflozin use was associated with 0.99 (95% CI 0.51, 1.55) mL/min/1.73 m2 less annual reduction in eGFR, 0.25 (95% CI 0.16, 0.33) kg/m2 more annual decrease in BMI, and reduced risk of MAKE (hazard ratio [HR] 0.68 [95% CI 0.64, 0.73]). Empagliflozin use was associated with reduced risk of MAKE in eGFR ≥90, ≥60 to <90, ≥45 to <60, and ≥30 to <45 mL/min/1.73 m2 (HR 0.70 [95% CI 0.60, 0.82], 0.66 [0.60, 0.73], 0.78 [0.69, 0.89]), and 0.71 [0.55, 0.92], respectively), in participants without albuminuria, with microalbuminuria and macroalbuminuria (HR 0.65 [95% CI 0.57, 0.75], 0.72 [0.66. 0.79], and 0.74 [0.62, 0.88], respectively), and in participants with and without cardiovascular disease (HR 0.67 [95% CI 0.61, 0.74] and 0.76 [0.69, 0.83], respectively). The association was evident in per-protocol analyses, which required continuation of the assigned antihyperglycemic medication (empagliflozin or other antihyperglycemics) during follow-up (HR 0.64 [95% CI 0.60, 0.70]), and in analyses requiring concurrent use of metformin in at least the first 90 days of follow-up (HR 0.63 [0.57-0.69]). CONCLUSIONS Among people with type 2 diabetes, empagliflozin use was associated with eGFR preservation, a greater decline in BMI, and a reduced risk of MAKE compared with other non-SGLT2i antihyperglycemics.
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Affiliation(s)
- Yan Xie
- Clinical Epidemiology Center, Research and Development Service, VA St. Louis Health Care System, St. Louis, MO
- Department of Epidemiology and Biostatistics, College for Public Health and Social Justice, Saint Louis University, St. Louis, MO
- Veterans Research & Education Foundation of St. Louis, St. Louis, MO
| | - Benjamin Bowe
- Clinical Epidemiology Center, Research and Development Service, VA St. Louis Health Care System, St. Louis, MO
- Department of Epidemiology and Biostatistics, College for Public Health and Social Justice, Saint Louis University, St. Louis, MO
- Veterans Research & Education Foundation of St. Louis, St. Louis, MO
| | - Andrew K Gibson
- Clinical Epidemiology Center, Research and Development Service, VA St. Louis Health Care System, St. Louis, MO
- Veterans Research & Education Foundation of St. Louis, St. Louis, MO
| | - Janet B McGill
- Department of Medicine, Washington University School of Medicine in St. Louis, St. Louis, MO
| | - Yan Yan
- Clinical Epidemiology Center, Research and Development Service, VA St. Louis Health Care System, St. Louis, MO
- Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine in St. Louis, St. Louis, MO
| | - Geetha Maddukuri
- Nephrology Section, Medicine Service, VA St. Louis Health Care System, St. Louis, MO
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, Research and Development Service, VA St. Louis Health Care System, St. Louis, MO
- Veterans Research & Education Foundation of St. Louis, St. Louis, MO
- Department of Medicine, Washington University School of Medicine in St. Louis, St. Louis, MO
- Nephrology Section, Medicine Service, VA St. Louis Health Care System, St. Louis, MO
- Institute for Public Health, Washington University in St. Louis, St. Louis, MO
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Xie Y, Bowe B, Gibson AK, McGill JB, Maddukuri G, Yan Y, Al-Aly Z. Comparative Effectiveness of SGLT2 Inhibitors, GLP-1 Receptor Agonists, DPP-4 Inhibitors, and Sulfonylureas on Risk of Kidney Outcomes: Emulation of a Target Trial Using Health Care Databases. Diabetes Care 2020; 43:2859-2869. [PMID: 32938746 DOI: 10.2337/dc20-1890] [Citation(s) in RCA: 78] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Accepted: 08/24/2020] [Indexed: 02/03/2023]
Abstract
OBJECTIVE To examine the comparative effectiveness of sodium-glucose cotransporter 2 inhibitors (SGLT2i), glucagon-like peptide 1 receptor agonists (GLP-1), dipeptidyl peptidase 4 inhibitors (DPP-4), and sulfonylureas on risk of kidney outcomes among people with type 2 diabetes. RESEARCH DESIGN AND METHODS U.S. veterans initiated on SGLT2i (n = 18,544), GLP-1 (n = 23,711), DPP-4 (n = 39,399), or sulfonylureas (n = 134,904) were followed for up to 3 years to evaluate the risk of the composite outcome of estimated glomerular filtration rate (eGFR) decline >50%, end-stage kidney disease (ESKD), or all-cause mortality. Risks were estimated using survival models adjusted for predefined covariates as well as covariates identified by a high-dimensional variable selection algorithm through application of generalized propensity scores. RESULTS Compared with those treated with sulfonylureas, treatment with SGLT2i, GLP-1, and DPP-4 was associated with a lower risk of the composite outcome (hazard ratio 0.68 [95% CI 0.63, 0.74], 0.72 [0.67, 0.77], and 0.90 [0.86, 0.95], respectively). While we did not observe a statistically significant difference in risk between the SGLT2i and GLP-1 arms (0.95 [0.87, 1.04]), both SGLT2i and GLP-1 had a lower risk of the composite outcome than DPP-4 (0.76 [0.70, 0.82] and 0.79 [0.74, 0.85], respectively). Analyses by eGFR category suggested that compared with the sulfonylurea arm, those in the SGLT2i and GLP-1 arms exhibited a lower risk of the composite outcome in all eGFR categories, including eGFR <45 mL/min/1.73 m2. Compared with DPP-4, both SGLT2i and GLP-1 exhibited a reduced risk of the composite outcome in eGFR <90 to ≥60, <60 to ≥45, and <45 mL/min/1.73 m2. CONCLUSIONS In type 2 diabetes, treatment with SGLT2i or GLP-1 compared with DPP-4 or sulfonylureas was associated with a lower risk of adverse kidney outcomes.
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Affiliation(s)
- Yan Xie
- Clinical Epidemiology Center, Research and Development Service, VA St. Louis Health Care System, St. Louis, MO.,Department of Epidemiology and Biostatistics, College for Public Health and Social Justice, Saint Louis University, St. Louis, MO.,Veterans Research & Education Foundation of St. Louis, St. Louis, MO
| | - Benjamin Bowe
- Clinical Epidemiology Center, Research and Development Service, VA St. Louis Health Care System, St. Louis, MO.,Department of Epidemiology and Biostatistics, College for Public Health and Social Justice, Saint Louis University, St. Louis, MO.,Veterans Research & Education Foundation of St. Louis, St. Louis, MO
| | - Andrew K Gibson
- Clinical Epidemiology Center, Research and Development Service, VA St. Louis Health Care System, St. Louis, MO.,Veterans Research & Education Foundation of St. Louis, St. Louis, MO
| | - Janet B McGill
- Department of Medicine, Washington University School of Medicine in St. Louis, St. Louis, MO
| | - Geetha Maddukuri
- Nephrology Section, Medicine Service, VA St. Louis Health Care System, St. Louis, MO
| | - Yan Yan
- Clinical Epidemiology Center, Research and Development Service, VA St. Louis Health Care System, St. Louis, MO.,Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine in St. Louis, St. Louis, MO
| | - Ziyad Al-Aly
- Clinical Epidemiology Center, Research and Development Service, VA St. Louis Health Care System, St. Louis, MO .,Veterans Research & Education Foundation of St. Louis, St. Louis, MO.,Department of Medicine, Washington University School of Medicine in St. Louis, St. Louis, MO.,Nephrology Section, Medicine Service, VA St. Louis Health Care System, St. Louis, MO.,Institute for Public Health, Washington University in St. Louis, St. Louis, MO
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