The DOI matches its Crossref record; 41 of the 41 references it cites were found in a registry or an index.
Mediators of the effects of canagliflozin on kidney protection in patients with type 2 diabetes
Open accessAbstract
Canagliflozin reduced kidney disease progression in participants with type 2 diabetes in the CANagliflozin cardioVascular Assessment Study (CANVAS) Program. This analysis explored potential mediators of the effects of canagliflozin on kidney outcomes. The percent mediating effect of 18 biomarkers indicative of disease was determined by comparing the hazard ratios for the effect of randomized treatment from an unadjusted model and from a model adjusting for the average post-randomization level of each biomarker. Multivariable analyses assessed the joint effects of biomarkers that mediated most strongly in univariable analyses. The kidney outcome was defined as a composite of 40% estimated glomerular filtration rate decline, end-stage kidney disease, or death due to kidney disease. Nine biomarkers (systolic blood pressure [8.9% of effect explained], urinary albumin:creatinine ratio [UACR; 23.9%], gamma glutamyltransferase [4.1%], hematocrit [51.1%], hemoglobin [41.3%], serum albumin [19.5%], erythrocytes [56.7%], serum urate [35.4%], and urine pH [7.5%]) individually mediated the effect of canagliflozin on the kidney outcome. In a parsimonious multivariable model, erythrocyte concentration, serum urate, and systolic blood pressure maximized cumulative mediation (115%). Mediating effects of UACR, but not other mediators, were highly dependent upon the baseline level of UACR: UACR mediated 42% and 7% of the effect in those with baseline UACR 30 mg/g or more and under 30 mg/g, respectively. The identified mediators support existing hypothesized mechanisms for the prevention of kidney outcomes with sodium glucose co-transporter 2 inhibitors. Thus, the disparity in mediating effects across baseline UACR subgroups suggests that the mechanism for kidney protection with canagliflozin may vary across patient subgroups.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The cited source doesn’t support the claim as written.
In the citing paper
“Reduction in albuminuria is also important to evaluate the efficacy of medications prescribed for kidney protection, as both SGLT2 inhibitors and finerenone have shown that the majority of their beneficial effect is mediated by reduction in albuminuria (42,43).”
From 11. Chronic Kidney Disease and Risk Management: Standards of Care in Diabetes—2026 (2026) · cites this paper as [43]
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
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
Self-citationCanagliflozin 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
Self-citationMacKinnon, D. P., Fairchild, A. J., & Fritz, M. S. (2007) · Annual Review of Psychology · doi:10.1146/annurev.psych.58.110405.085542 · Cited by 5,688
Introduction to Statistical Mediation Analysis
MacKinnon, D. P. (2012) · doi:10.4324/9780203809556 · Cited by 5,618
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
Zelniker, T. A., Wiviott, S. D., Raz, I., Im, K., Goodrich, E. L., Bonaca, M. P., Mosenzon, O., Kato, E. T., Cahn, A., Furtado, R. H. M., et al. (2019) · The Lancet · doi:10.1016/s0140-6736(18)32590-x · Cited by 2,845 · cited 1×
“T he CANagliflozin cardioVascular Assessment Study (CANVAS) Program reported that the sodium glucose cotransporter 2 (SGLT2) inhibitor canagliflozin reduces the risk of clinically important kidney outcomes in patients with type 2 diabetes with established cardiovascular disease or those at high cardiovascular risk.(1)…”
BackgroundSurrogate End Points in Clinical Trials: Are We Being Misled?
Fleming, T. R., & DeMets, D. L. (1996) · Annals of Internal Medicine · doi:10.7326/0003-4819-125-7-199610010-00011 · Cited by 1,651
Heerspink, H. J. L., Perkins, B. A., Fitchett, D. H., Husain, M., & Cherney, D. Z. I. (2016) · Circulation · doi:10.1161/circulationaha.116.021887 · Cited by 1,376
Self-citationPathophysiology of Progressive Nephropathies
Remuzzi, G., & Bertani, T. (1998) · New England Journal of Medicine · doi:10.1056/nejm199811123392007 · Cited by 1,258
CV Protection in the EMPA-REG OUTCOME Trial: A “Thrifty Substrate” Hypothesis
Ferrannini, E., Mark, M., & Mayoux, E. (2016) · Diabetes Care · doi:10.2337/dc16-0330 · Cited by 975
Cited by
Sorted by citations
Items 101–129 of 129
Sodium-Glucose Cotransporter-2 Inhibitors and Uric Acid
Sánchez‐Lozada, L. G., Lanaspa, M. A., Rodríguez‐Iturbe, B., Brown, J. M., Madero, M., & Johnson, R. J. (2025) · The Nephron journals/Nephron journals · doi:10.1159/000545131 · Cited by 3
Combination Therapy for Chronic Kidney Disease and Type 2 Diabetes — A Promising Prelude
Zoccali, C., & Mallamaci, F. (2025) · New England Journal of Medicine · doi:10.1056/nejme2508784 · Cited by 3
Tye, S. C., Oshima, M., Arnott, C. G., Neuen, B. L., Fletcher, R. A., Neal, B. C., & Heerspink, H. J. L. (2023) · Diabetes Obesity and Metabolism · doi:10.1111/dom.15018 · Cited by 2
Self-citationEffects of empagliflozin in patients at risk of heart failure: the empire prevent metabolic trial
Andersen, C. F., Larsen, J. H., Omar, M., Nouhravesh, N., Kistorp, C., Tuxen, C., Knop, F. K., Madsen, P. L., Forman, J. L., Davidovski, F. S., et al. (2026) · European Journal of Preventive Cardiology · doi:10.1093/eurjpc/zwag010 · Cited by 2
Physiology of Kidney Glucose Transport and Mechanisms of Kidney Protection by SGLT2 Inhibitors
Vallon, V. (2026) · Handbook of experimental pharmacology · doi:10.1007/164_2026_828 · Cited by 2
Gill, M. P., Leung, M., Luo, C., Cheung, C., Beauchesne, A., Chang, D., Lan, J. H., & Johnston, O. (2023) · Clinical Transplantation · doi:10.1111/ctr.15013 · Cited by 2
Koshino, A., Neuen, B. L., Oshima, M., Toyama, T., Hara, A., Arnott, C. G., Neal, B. C., Jardine, M., Badve, S. V., Mahaffey, K. W., et al. (2023) · Kidney International Reports · doi:10.1016/j.ekir.2023.11.024 · Cited by 2
Self-citationSodium-Glucose Cotransporter 2 Inhibitors in Diabetic Kidney Disease and beyond
Hannouneh, Z. A., Cervantes, C. E., Hanouneh, M. A., & Atta, M. G. (2025) · Glomerular Diseases · doi:10.1159/000543685 · Cited by 4
Ito, H., Someya, R., Koyanagi, T., Chiaki, I., Miura, S., Matsumoto, S., Inoue, H., Antoku, S., Yamasaki, T., Mori, T., et al. (2025) · Journal of Diabetes Investigation · doi:10.1111/jdi.70032 · Cited by 2
Ibraheem, A., & Tameemi, W. F. A. (2024) · Cureus · doi:10.7759/cureus.69837 · Cited by 1
Koshida, T., Suzuki, H., Murkoashi, M., Takahara, H., Suzuki, Y., & Gohda, T. (2025) · Journal of International Medical Research · doi:10.1177/03000605251376895 · Cited by 1
Hori, T., Aihara, K., Kawano, Y., Watanabe, T., Kaneko, Y., Kawata, S., Shimizu, K., Hosoki, M., Mori, K., Otoda, T., et al. (2025) · PLoS ONE · doi:10.1371/journal.pone.0338372 · Cited by 1
The Use of Dapagliflozin in the Treatment of Children With Severe Insulin Resistance
Attia, N., Noaim, K. I. A., Khadora, M. M., Fifi, S. H. A., Alwan, I. A. A., Thalange, N. K. S., & Babiker, A. M. I. (2025) · Pediatric Diabetes · doi:10.1155/pedi/6859764 · Cited by 1
Шамхалова, М. Ш., Sukhareva, O. Y., & Shestakova, M. V. (2022) · Terapevticheskii arkhiv · doi:10.26442/00403660.2022.10.201883
Mechanisms of SGLT2 inhibition in the kidney
Sen, T. (2023) · University of Groningen research database (University of Groningen / Centre for Information Technology) · doi:10.33612/diss.659987622
Xu, D., Yuan, Y., Wen, S., Dong, M., Li, Y., Zhou, M., Yuan, X., Wang, C., Gong, M., & Zhou, L. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4618835
Li, C., Ng, J. K., Chan, G. C., Fung, W. W., Chow, K. M., & Szeto, C. (2024) · Research Square · doi:10.21203/rs.3.rs-3908677/v1
Mediators of Cardiovascular and Renal Outcomes: How Do Novel Diabetes Medications Work?
Dakroub, A. H., & Almarzooq, Z. (2024) · Journal of the American Heart Association · doi:10.1161/jaha.124.033863
Matsumoto, S., Ito, H., Inoue, H., Chiaki, I., Miura, S., Antoku, S., Yamasaki, T., Mori, T., & Togane, M. (2024) · JMA Journal · doi:10.31662/jmaj.2024-0128
Kajiwara‐Morita, A., Oniki, K., Yoshida, A., Kurinami, N., Suzuki, T., MIYAMOTO, F., Hieshima, K., Sugiyama, S., Kajiwara, K., Jinnouchi, K., et al. (2025) · Journal of Diabetes Research · doi:10.1155/jdr/5399360
Koshino, A., Neuen, B. L., Jongs, N., Pollock, C., Greasley, P. J., Andersson, E.-M., Hammarstedt, A., Karlsson, C., Langkilde, A. M., Wada, T., et al. (2023) · Figshare · doi:10.6084/m9.figshare.24655913
Self-citationFerrannini, G., Rosenthal, N. R., Hansen, M. K., & Ferrannini, E. (2022) · Figshare · doi:10.6084/m9.figshare.20226992
Mediation analysis in clinical research and nephrology
Zoccali, C., & Tripepi, G. (2026) · Journal of Nephrology · doi:10.1093/joneph/aajaf006
Chalès, G., Coiffier, G., & Robin, F. (2026) · EMC - Aparato Locomotor · doi:10.1016/s1286-935x(26)51506-5
Alhozali, A. M., Muthaffar, S., Sultan, S., Makki, N. M., Alrayes, N. M., Abdulnoor, R., & Mirza, A. (2026) · International Journal of Endocrinology · doi:10.1155/ije/6498033
Suijk, D. L. S., Simson, P. X. C., Scholtes, R. A., Mosterd, C. M., Hesp, A. C., Hoorn, E. J., Bjornstad, P., & van Raalte, D. H. (2026) · Kidney Medicine · doi:10.1016/j.xkme.2026.101436
McGill, J. B., Green, J., Heerspink, H. J. L., Mann, J. F. E., Mottl, A. K., Rosenstock, J., Rossing, P. R., Vaduganathan, M., Nangaku, M., BRINKER, M. D., et al. (2026) · Diabetes Obesity and Metabolism · doi:10.1111/dom.70949
Self-citationType 2 Diabetes: Chronic Clinical Metabolic Effects of SGLT2 Inhibitors
Scheen, A. J. (2026) · Handbook of experimental pharmacology · doi:10.1007/164_2026_848
Metadata
- Authors
- Li, J., Neal, B., Perkovic, V., de Zeeuw, D., Neuen, B. L., Arnott, C., Simpson, R., Oh, R., Mahaffey, K. W., & Heerspink, H. J. L.
- Affiliations
- Army Medical University (CN)
- The George Institute for Global Health (GB)
- UNSW Sydney (AU)
- University Medical Center Groningen (NL)
- Royal Prince Alfred Hospital (AU)
- Janssen Research & Development (United States) (US)
- Stanford Medicine (US)
- Corresponding author
- Heerspink, Hiddo J.L.
- ORCID
- Venue
- Kidney International
- Publisher
- Elsevier BV
- Published
- 2020-09
- Volume
- 98
- Issue
- 3
- Pages
- 769-777
- ISSN
- 0085-2538 (ISSN-L)
- OpenAlex
- W3029576443
- Cited by
- 130
- References
- 41
- Citations by year
- 2026: 8 · 2025: 30 · 2024: 25 · 2023: 21 · 2022: 22 · 2021: 21 · 2020: 3
- FWCI
- 10.52
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Kidney International (publishedVersion, cc-by)
- PubMed (publishedVersion)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (publishedVersion, cc-by)
- UNSWorks (UNSW Sydney) (submittedVersion, cc-by-nc-nd)
- Spiral (Imperial College London) (submittedVersion, other-oa)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion, cc-by)
- Funders
- Janssen Research & Development
- Topics
- Health Sciences › Medicine › Nephrology › Chronic Kidney Disease and Diabetes
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Health Sciences › Medicine › Nephrology › Acute Kidney Injury Research
- Keywords
- canagliflozin, type 2 diabetes, renal protection, kidney disease progression, SGLT2 inhibitors, mediation analysis, urinary albumin-creatinine ratio, erythrocyte concentration, serum uric acid, systolic blood pressure, estimated glomerular filtration rate decline, end-stage renal disease, CANVAS trial
- MeSH terms
- Canagliflozin, Sodium-Glucose Transporter 2 Inhibitors, Diabetes Mellitus, Type 2, Glomerular Filtration Rate, Humans, Kidney
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review