Glucose-Lowering Medication Use in CKD: Analysis of US Medicare Beneficiaries Between 2007 and 2016
Open accessAbstract
BACKGROUND: Information regarding the use of glucose-lowering medications in patients with chronic kidney disease (CKD) is limited. STUDY DESIGN: Retrospective cohort study. SETTING & PARTICIPANTS: Medicare 5% random sample of patients with CKD with type 2 diabetes, 2007 to 2016. PREDICTORS: Study year, CKD stage, low-income subsidy status, and demographic characteristics (age, sex, and race/ethnicity). OUTCOMES: Trends in use of glucose-lowering medications. ANALYTICAL APPROACH: Yearly cohorts of patients with CKD and type 2 diabetes were created. Descriptive statistics were used to report proportions of patients using glucose-lowering medications. To test overall trends in glucose-lowering medication classes, linear probability models with adjustment for age, sex, race/ethnicity, CKD stage, and low-income subsidy status were used. RESULTS: Metformin use increased significantly from 32.7% in 2007 to 48.7% in 2016. Use of newer classes of glucose-lowering medications increased significantly, including dipeptidyl peptidase 4 inhibitors (5.6%, 2007; 21.7%, 2016), glucagon-like peptide 1 receptor agonists (2.3%, 2007; 6.1%, 2016), and sodium-glucose cotransporter 2 inhibitors (0.2%, 2013; 3.3%, 2016). Newer insulin analogue use increased from 37.2% in 2007 to 46.3% in 2013 and then remained steady. Use of sulfonylureas, thiazolidinediones, older insulins (human regular and neutral protamine Hagedorn), α-glucosidase inhibitors, amylin mimetics, and meglitinides decreased significantly. Insulin was the most highly used single medication class. Insulin use was higher among low-income subsidy than among non-low-income subsidy patients. Combination therapy was less common as CKD stage increased. LIMITATIONS: Patients with CKD and type 2 diabetes and the CKD stages were identified with diagnosis codes and could not be verified through medical record review. Our results may not be generalizable to younger patients with CKD with type 2 diabetes. CONCLUSIONS: Use of metformin and newer glucose-lowering medication classes is increasing in patients with CKD with type 2 diabetes. We anticipate that percentages of patients with CKD using these newer agents will increase.
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Large clinical trials have shown benefits of newer glucose-lowering medications on cardiovascular and kidney outcomes in patients with CKD with type 2 diabetes.
“Large clinical trials have shown benefits of newer glucose-lowering medications on cardiovascular and kidney outcomes in patients with CKD with type 2 diabetes.5, 6, 7, 8, 9, 10, 11, 12, 13, 14”
From Disparities in SGLT2 Inhibitor or Glucagon-Like Peptide 1 Receptor Agonist Initiation Among Medicare-Insured Adults With CKD in the United States (2023) · cites this paper as [14]
The Discussion (page unavailable) reports that trials of empagliflozin and canagliflozin found cardiovascular and kidney benefits in patients with type 2 diabetes, and that a dulaglutide trial found kidney benefits in patients with type 2 diabetes and CKD. It does not clearly report both cardiovascular and kidney benefits specifically in the CKD trial populations, so the claim’s population-specific wording is broader than the reported findings. (LLM, conf=0.82)
Experimental — accuracy not yet measuredThe clinical trials that may have impacted our results were CANVAS, EMPA-REG OUTCOME, SUSTAIN-6, and LEADER, all of which demonstrated significant cardiovascular and kidney benefits of SGLT-2i and GLP-1RA.
“The clinical trials that may have impacted our results were the CANVAS (canagliflozin, published 2017), EMPA-REG OUTCOME (empagliflozin, 2015), the Trial to Evaluate Cardiovascular and Other Long-term Outcomes with Semaglutide in Subjects with Type 2 Diabetes (SUSTAIN-6) trial (semaglutide, 2016), and the Liraglutide Effect and Action in Diabetes: Evaluation of Cardiovascular Outcome Results (LEAD”
From Disparities in SGLT2 Inhibitor or Glucagon-Like Peptide 1 Receptor Agonist Initiation Among Medicare-Insured Adults With CKD in the United States (2023) · cites this paper as [14]
The Discussion (page not provided) reports cardiovascular and kidney benefits from EMPA-REG OUTCOME, CANVAS, and LEADER. It does not discuss SUSTAIN-6 trial outcomes or establish that these trials affected the citing authors’ results; its mention of semaglutide concerns FDA approval in 2019. (LLM, conf=0.86)
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Cites
Empagliflozin, Cardiovascular Outcomes, and Mortality in Type 2 Diabetes
Zinman, B., Wanner, C., Lachin, J. M., Fitchett, D., Bluhmki, E., Hantel, S., Mattheus, M., Devins, T., Johansen, O. E., Woerle, H. J., et al. (2015) · New England Journal of Medicine · doi:10.1056/nejmoa1504720 · Cited by 12,315 · see citing works
Canagliflozin and Cardiovascular and Renal Events in Type 2 Diabetes
Neal, B., Perkovic, V., Mahaffey, K. W., de Zeeuw, D., Fulcher, G., Erondu, N., Shaw, W., Law, G., Desai, M., & Matthews, D. R. (2017) · New England Journal of Medicine · doi:10.1056/nejmoa1611925 · Cited by 7,830 · see citing works
10-year follow-up of intensive glucose control in type 2 diabetes
Holman, R. R., Paul, S. K., Bethel, M. A., Matthews, D. R., & Neil, H. A. W. (2008) · New England Journal of Medicine · doi:10.1056/nejmoa0806470 · Cited by 7,751 · see citing works
Liraglutide and Cardiovascular Outcomes in Type 2 Diabetes
Marso, S. P., Daniels, G. H., Brown-Frandsen, K., Kristensen, P., Mann, J. F. E., Nauck, M. A., Nissen, S. E., Pocock, S., Poulter, N. R., Ravn, L. S., et al. (2016) · New England Journal of Medicine · doi:10.1056/nejmoa1603827 · Cited by 7,629 · cited 1× · see citing works
“LEADER clinical trial results showed a significant benefit with liraglutide compared with placebo on cardiovascular events and composite kidney outcomes of new-onset persistent macroalbuminuria, persistent doubling of serum creatinine level, ESKD, or death due to kidney disease.(28,29) The AWARD-7 clinical trial asses…”
BackgroundDapagliflozin and Cardiovascular Outcomes in Type 2 Diabetes
Wiviott, S. D., Raz, I., Bonaca, M. P., Mosenzon, O., Kato, E. T., Cahn, A., Silverman, M. G., Zelniker, T. A., Kuder, J. F., Murphy, S. A., et al. (2019) · New England Journal of Medicine · doi:10.1056/nejmoa1812389 · Cited by 6,382 · see citing works
Canagliflozin and Renal Outcomes in Type 2 Diabetes and Nephropathy
Perkovic, V., Jardine, M. J., Neal, B., Bompoint, S., Heerspink, H. J. L., Charytan, D. M., Edwards, R., Agarwal, R., Bakris, G., Bull, S., et al. (2019) · New England Journal of Medicine · doi:10.1056/nejmoa1811744 · Cited by 6,189 · see citing works
Empagliflozin and Progression of Kidney Disease in Type 2 Diabetes
Wanner, C., Inzucchi, S. E., Lachin, J. M., Fitchett, D., von Eynatten, M., Mattheus, M., Johansen, O. E., Woerle, H. J., Broedl, U. C., & Zinman, B. (2016) · New England Journal of Medicine · doi:10.1056/nejmoa1515920 · Cited by 3,655 · see citing works
Davies, M. J., D’Alessio, D. A., Fradkin, J., Kernan, W. N., Mathieu, C., Mingrone, G., Rossing, P., Tsapas, A., Wexler, D. J., & Buse, J. B. (2018) · Diabetes Care · doi:10.2337/dci18-0033 · Cited by 3,518 · see citing works
US Renal Data System 2016 Annual Data Report: Epidemiology of Kidney Disease in the United States
Saran, R., Robinson, B. M., Abbott, K. C., Agodoa, L. Y. C., Albertus, P., Ayanian, J. Z., Balkrishnan, R., Bragg‐Gresham, J. L., Cao, J., Chen, J. L. T., et al. (2017) · American Journal of Kidney Diseases · doi:10.1053/j.ajkd.2016.12.004 · Cited by 2,192 · see citing works
Microvascular and Macrovascular Complications of Diabetes
Fowler, M. J. (2008) · Clinical Diabetes · doi:10.2337/diaclin.26.2.77 · Cited by 1,954 · see citing works
9. Pharmacologic Approaches to Glycemic Treatment: <i>Standards of Medical Care in Diabetes—2022</i>
American Diabetes Association Professional Practice Committee (2022) · Diabetes Care · doi:10.2337/dc22-s009 · Cited by 1,555 · see citing works
Davies, M. J., D’Alessio, D. A., Fradkin, J., Kernan, W. N., Mathieu, C., Mingrone, G., Rossing, P., Tsapas, A., Wexler, D. J., & Buse, J. B. (2018) · Diabetologia · doi:10.1007/s00125-018-4729-5 · Cited by 1,455 · see citing works
Liraglutide and renal outcomes in type 2 diabetes
Mann, J. F. E., Ørsted, D. D., Brown-Frandsen, K., Marso, S. P., Poulter, N. R., Rasmussen, S., Tornøe, K., Zinman, B., & Buse, J. B. (2017) · New England Journal of Medicine · doi:10.1056/nejmoa1616011 · Cited by 1,253 · see citing works
Buse, J. B., Wexler, D. J., Tsapas, A., Rossing, P., Mingrone, G., Mathieu, C., D’Alessio, D. A., & Davies, M. J. (2020) · Diabetes Care · doi:10.2337/dci19-0066 · Cited by 1,192 · see citing works
US Renal Data System 2018 Annual Data Report: Epidemiology of Kidney Disease in the United States
Saran, R., Robinson, B. M., Abbott, K. C., Agodoa, L. Y. C., Bragg‐Gresham, J. L., Balkrishnan, R., Bhave, N. M., Dietrich, X., Ding, Z., Eggers, P. W., et al. (2019) · American Journal of Kidney Diseases · doi:10.1053/j.ajkd.2019.01.001 · Cited by 955 · see citing works
Kidney Disease: Improving Global Outcomes
Eckardt, K., & Kasiske, B. L. (2009) · Nature Reviews Nephrology · doi:10.1038/nrneph.2009.153 · Cited by 743 · see citing works
9. Pharmacologic Approaches to Glycemic Treatment: <i>Standards of Medical Care in Diabetes—2019</i>
American Diabetes Association (2019) · Diabetes Care · doi:10.2337/dc19-s009 · Cited by 739 · see citing works
8. Pharmacologic Approaches to Glycemic Treatment: Standards of Medical Care in Diabetes—2018
American Diabetes Association (2017) · Diabetes Care · doi:10.2337/dc18-s008 · Cited by 705 · see citing works
Tuttle, K. R., Lakshmanan, M. C., Rayner, B., Busch, R. S., Zimmermann, A. G., Woodward, D. B., & Botros, F. T. (2018) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(18)30104-9 · Cited by 648 · see citing works
State of the art paper Sulfonylureas and their use in clinical practice
Sola, D., Rossi, L., Schianca, G. P. C., Maffioli, P., Bigliocca, M., Mella, R., Corlianò, F., Fra, G. P., Bartoli, E., & Derosa, G. (2015) · Archives of Medical Science · doi:10.5114/aoms.2015.53304 · Cited by 514 · see citing works
Wanner, C., Lachin, J. M., Inzucchi, S. E., Fitchett, D., Mattheus, M., George, J., Woerle, H. J., Broedl, U. C., von Eynatten, M., & Zinman, B. (2018) · Circulation · doi:10.1161/circulationaha.117.028268 · Cited by 469 · see citing works
8. Pharmacologic Approaches to Glycemic Treatment
American Diabetes Association (2016) · Diabetes Care · doi:10.2337/dc17-s011 · Cited by 458 · see citing works
Identifying Persons with Diabetes Using Medicare Claims Data
Hebert, P. L., Geiss, L. S., Tierney, E. F., Engelgau, M. M., Yawn, B. P., & McBean, A. M. (1999) · American Journal of Medical Quality · doi:10.1177/106286069901400607 · Cited by 403 · see citing works
Horvath, K., Jeitler, K., Berghold, A., Ebrahim, S. H., Gratzer, T. W., Plank, J., Kaiser, T., Pieber, T. R., & Siebenhofer, A. (2007) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd005613.pub3 · Cited by 366 · see citing works
Metformin therapy and clinical uses
Scarpello, J. H., & Howlett, H. C. (2008) · Diabetes and Vascular Disease Research · doi:10.3132/dvdr.2008.027 · Cited by 318 · see citing works
Ferreira, J. C. A., Marre, M., Barzilai, N., Guo, H., Golm, G. T., Sisk, C. M., Kaufman, K. D., & Goldstein, B. J. (2012) · Diabetes Care · doi:10.2337/dc12-1365 · Cited by 159 · see citing works
Rachmani, R., Slavachevski, I., Levi, Z., Zadok, B.-S., Kedar, Y., & Ravid, M. (2002) · European Journal of Internal Medicine · doi:10.1016/s0953-6205(02)00131-0 · Cited by 134 · see citing works
Ferreira, J. C. A., Corry, D. B., Mogensen, C. E., Sloan, L. A., Xu, L., Golm, G. T., Gonzalez, E. J., Davies, M. J., Kaufman, K. D., & Goldstein, B. J. (2013) · American Journal of Kidney Diseases · doi:10.1053/j.ajkd.2012.11.043 · Cited by 132 · see citing works
Kanasaki, K. (2018) · Clinical Science · doi:10.1042/cs20180031 · Cited by 118 · see citing works
Roumie, C. L., Chipman, J., Min, J. Y., Hackstadt, A. J., Hung, A. M., Greevy, R. A., Grijalva, C. G., Elasy, T. A., & Griffin, M. R. (2019) · JAMA · doi:10.1001/jama.2019.13206 · Cited by 78 · see citing works
National Trends in Diabetes Medication Use in the United States: 2008 to 2015
Raval, A. D., & Vyas, A. (2018) · Journal of Pharmacy Practice · doi:10.1177/0897190018815048 · Cited by 44 · see citing works
Owens, D. R., Traylor, L., Mullins, P. R., & Landgraf, W. (2016) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2016.10.022 · Cited by 41 · see citing works
Horvath, K., Jeitler, K., Berghold, A., Plank, J., Pieber, T. R., & Siebenhofer, A. (2006) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd005613.pub2 · Cited by 38 · see citing works
Use of Metformin in Patients with Kidney and Cardiovascular Diseases
Klachko, D. M., & Whaley‐Connell, A. T. (2011) · Cardiorenal Medicine · doi:10.1159/000327151 · Cited by 37 · see citing works
Renal and Metabolic Effects of Insulin Lispro in Type 2 Diabetic Subjects With Overt Nephropathy
Ruggenenti, P. L., Flores, C., Aros, C., Ene‐Iordache, B., Trevisan, R., Ottomano, C., & Remuzzi, G. (2003) · Diabetes Care · doi:10.2337/diacare.26.2.502 · Cited by 24 · see citing works
Sumarsono, A., Everett, B. M., McGuire, D. K., Fonarow, G. C., Butler, J., Pandey, A., & Vaduganathan, M. (2020) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2019.3884 · Cited by 21 · see citing works
Flagged first, then by citations
1 of the 37 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- 2019, FDA revises warnings regarding use of the diabetes medicine metformin in certain patients with reduced kidney function, FDA. February
- 2018, Chapter 2: Identification and care of patients with CKD. In: USRDS 2017 Annual Data Report, Am J Kidney Dis, 71, S31
Cited by
Sorted by citations
Zhao, J. Z., Weinhandl, E. D., Carlson, A. M., & St. Peter, W. L. (2023) · Kidney Medicine · doi:10.1016/j.xkme.2022.100564 · Cited by 33 · see citing works
Self-citationChu, L., Fuller, M. T., Jervis, K., Ciaccia, A., & Abitbol, A. (2021) · Clinical Therapeutics · doi:10.1016/j.clinthera.2021.07.015 · Cited by 36 · see citing works
Zhao, J. Z., Weinhandl, E. D., Carlson, A. M., & St. Peter, W. L. (2022) · Kidney Medicine · doi:10.1016/j.xkme.2022.100510 · Cited by 26 · see citing works
Self-citationBurrows, N. R., Koyama, A. K., Choudhury, D., Yu, W., Pavkov, M. E., Nee, R., Cheung, A. K., Norris, K. C., & Yan, G. (2022) · American Journal of Nephrology · doi:10.1159/000526254 · Cited by 11 · see citing works
Type 2 Diabetes and Chronic Kidney Disease: An Opportunity for Pharmacists to Improve Outcomes
Neumiller, J. J., Peter, W. L. S., & Shubrook, J. H. (2024) · Journal of Clinical Medicine · doi:10.3390/jcm13051367 · Cited by 10 · see citing works
Boddepalli, C. S., Gutlapalli, S. D., Lavu, V. K., Abdelwahab, R. A. M., Huang, R., Potla, S., Bhalla, S., AlQabandi, Y., Nandula, S. A., & Khan, S. (2022) · Cureus · doi:10.7759/cureus.32286 · Cited by 8 · see citing works
Mansour, O., Paik, J. M., Wyss, R., Mastrorilli, J. M., Bessette, L. G., Lu, Z., Tsacogianis, T., & Lin, K. J. (2023) · Clinical Epidemiology · doi:10.2147/clep.s397020 · Cited by 6 · see citing works
Management of Diabetes 100 Years After the Discovery of Insulin: Nuances for the Kidney
Battistella, M. (2021) · Kidney Medicine · doi:10.1016/j.xkme.2021.02.001 · Cited by 1 · see citing works
Hillman, L. A., Warfield, C., & Peter, W. L. S. (2025) · American Journal of Health-System Pharmacy · doi:10.1093/ajhp/zxaf043
- Authors
- Zhao, J. Z., Weinhandl, E. D., Carlson, A. M., & St. Peter, W. L.
- Affiliations
- University of Minnesota (US)
- Corresponding author
- Zhao, Julie Z.
- ORCID
- Weinhandl, Eric D.
- Venue
- Kidney Medicine
- Publisher
- Elsevier BV
- Published
- 2021-03
- Volume
- 3
- Issue
- 2
- Pages
- 173-182.e1
- ISSN
- 2590-0595 (ISSN-L)
- PMC
- PMC8039422
- OpenAlex
- W3116856823
- Semantic Scholar
- 34686a4af2c788d9f2a59dd73563a791ae176b8a
- Cited by
- 9
- References
- 37
- Citations by year
- 2025: 1 · 2024: 1 · 2023: 1 · 2022: 4 · 2021: 2
- FWCI
- 1.32
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Kidney Medicine (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Health Sciences › Medicine › Nephrology › Chronic Kidney Disease and Diabetes
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Keywords
- type 2 diabetes, glucose-lowering medications, metformin, SGLT2 inhibitors, GLP-1 receptor agonists, DPP-4 inhibitors, insulin, sulfonylureas, thiazolidinediones, combination therapy, low-income subsidy, Medicare beneficiaries, medication trends, CKD stage, insulin resistance, insulin sensitivity
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