Sodium glucose co-transporter 2 inhibition increases epidermal growth factor expression and improves outcomes in patients with type 2 diabetes
Taha Sen, Wenjun Ju, Viji Nair, Patricia Ladd, Rajasree Menon, Edgar A. Otto, Laura Pyle, Tim Vigers, Robert G. Nelson, Clare Arnott, Bruce Neal, Michael K. Hansen, Matthias Kretzler, Petter Bjornstad, Hiddo J.L. Heerspink
Abstract
Underlying molecular mechanisms of the kidney protective effects of sodium glucose co-transporter 2 (SGLT2) inhibitors are not fully elucidated. Therefore, we studied the association between urinary epidermal growth factor (uEGF), a mitogenic factor involved in kidney repair, and kidney outcomes in patients with type 2 diabetes (T2D). The underlying molecular mechanisms of the SGLT2 inhibitor canagliflozin on EGF using single-cell RNA sequencing from kidney tissue were examined. Urinary EGF-to-creatinine ratio (uEGF/Cr) was measured in 3521 CANagliflozin cardioVascular Assessment Study (CANVAS) participants at baseline and week 52. Associations of uEGF/Cr with kidney outcome were assessed using multivariable-adjusted Cox regression models. Single-cell RNA sequencing was performed using protocol kidney biopsy tissue from ten young patients with T2D on SGLT2i, six patients with T2D on standard care only, and six healthy controls (HCs). In CANVAS, each doubling in baseline uEGF/Cr was associated with a 12% (95% confidence interval 1-22) decreased risk of kidney outcome. uEGF/Cr decreased after 52 weeks with placebo and remained stable with canagliflozin (between-group difference +7.3% (2.0-12.8). In young persons with T2D, EGF mRNA was primarily expressed in the thick ascending loop of Henle. Expression in biopsies from T2D without SGLT2i was significantly lower compared to HCs, whereas treatment with SGLT2i increased EGF levels closer to the healthy state. In young persons with T2D without SGLT2i, endothelin-1 emerged as a key regulator of the EGF co-expression network. SGLT2i treatment was associated with a shift towards normal EGF expression. Thus, decreased uEGF represents increased risk of kidney disease progression in patients with T2D. Canagliflozin increased kidney tissue expression of EGF and was associated with a downstream signaling cascade linked to tubular repair and reversal of tubular injury. Underlying molecular mechanisms of the kidney protective effects of sodium glucose co-transporter 2 (SGLT2) inhibitors are not fully elucidated. Therefore, we studied the association between urinary epidermal growth factor (uEGF), a mitogenic factor involved in kidney repair, and kidney outcomes in patients with type 2 diabetes (T2D). The underlying molecular mechanisms of the SGLT2 inhibitor canagliflozin on EGF using single-cell RNA sequencing from kidney tissue were examined. Urinary EGF-to-creatinine ratio (uEGF/Cr) was measured in 3521 CANagliflozin cardioVascular Assessment Study (CANVAS) participants at baseline and week 52. Associations of uEGF/Cr with kidney outcome were assessed using multivariable-adjusted Cox regression models. Single-cell RNA sequencing was performed using protocol kidney biopsy tissue from ten young patients with T2D on SGLT2i, six patients with T2D on standard care only, and six healthy controls (HCs). In CANVAS, each doubling in baseline uEGF/Cr was associated with a 12% (95% confidence interval 1-22) decreased risk of kidney outcome. uEGF/Cr decreased after 52 weeks with placebo and remained stable with canagliflozin (between-group difference +7.3% (2.0-12.8). In young persons with T2D, EGF mRNA was primarily expressed in the thick ascending loop of Henle. Expression in biopsies from T2D without SGLT2i was significantly lower compared to HCs, whereas treatment with SGLT2i increased EGF levels closer to the healthy state. In young persons with T2D without SGLT2i, endothelin-1 emerged as a key regulator of the EGF co-expression network. SGLT2i treatment was associated with a shift towards normal EGF expression. Thus, decreased uEGF represents increased risk of kidney disease progression in patients with T2D. Canagliflozin increased kidney tissue expression of EGF and was associated with a downstream signaling cascade linked to tubular repair and reversal of tubular injury. Lay SummaryThe underlying mechanism by which sodium glucose co-transporter 2 (SGLT2) inhibitors reduce the risk of kidney failure in patients with type 2 diabetes (T2D) is incompletely understood. In a large clinical trial of patients with T2D, we observed that each increment in urinary epidermal growth factor (EGF) is associated with a lower risk of kidney failure. In kidney biopsies, we observed that EGF expression was significantly lower in young persons with T2D compared with that in healthy controls, whereas EGF expression in young persons with T2D on SGLT2 inhibitors was closer to the level observed in HCs. Collectively, these data support a role for EGF in the kidney-protective effect of SGLT2 inhibitors, and they suggest that EGF may be used as a pharmacodynamic marker of response to SGLT2 inhibition. The underlying mechanism by which sodium glucose co-transporter 2 (SGLT2) inhibitors reduce the risk of kidney failure in patients with type 2 diabetes (T2D) is incompletely understood. In a large clinical trial of patients with T2D, we observed that each increment in urinary epidermal growth factor (EGF) is associated with a lower risk of kidney failure. In kidney biopsies, we observed that EGF expression was significantly lower in young persons with T2D compared with that in healthy controls, whereas EGF expression in young persons with T2D on SGLT2 inhibitors was closer to the level observed in HCs. Collectively, these data support a role for EGF in the kidney-protective effect of SGLT2 inhibitors, and they suggest that EGF may be used as a pharmacodynamic marker of response to SGLT2 inhibition. Sodium–glucose cotransporter 2 inhibitors (SGLT2i) block reabsorption of sodium and glucose in the proximal tubule. Large clinical trials have shown that SGLT2i slow the progression of kidney function decline and reduce the risk of kidney failure in patients with chronic kidney disease (CKD) with and without type 2 diabetes (T2D).1Perkovic V. Jardine M.J. Neal B. et al.Canagliflozin and renal outcomes in type 2 diabetes and nephropathy.N Engl J Med. 2019; 380: 2295-2306Crossref PubMed Scopus (3224) Google Scholar, 2Neal B. Perkovic V. Mahaffey K.W. et al.Canagliflozin and cardiovascular and renal events in type 2 diabetes.N Engl J Med. 2017; 377: 644-657Crossref PubMed Scopus (2519) Google Scholar, 3Neuen B.L. Young T. Heerspink H.J.L. et al.SGLT2 inhibitors for the prevention of kidney failure in patients with type 2 diabetes: a systematic review and meta-analysis.Lancet Diabetes Endocrinol. 2019; 7: 845-854Abstract Full Text Full Text PDF PubMed Scopus (533) Google Scholar, 4Heerspink H.J.L. Stefansson B.V. Correa-Rotter R. et al.Dapagliflozin in patients with chronic kidney disease.N Engl J Med. 2020; 383: 1436-1446Crossref PubMed Scopus (1931) Google Scholar The mechanisms contributing to these protective effects are understood incompletely, but they likely involve various pathways. including attenuation of intraglomerular hyperfiltration, amelioration of hypoxia, reduction in inflammation metabolic reprogramming promoting autophagy, and mitophagy.5Sen T. Heerspink H.J.L. A kidney perspective on the mechanism of action of sodium glucose co-transporter 2 inhibitors.Cell Metab. 2021; 33: 732-739Abstract Full Text Full Text PDF PubMed Scopus (62) Google Scholar Epidermal growth factor (EGF) is a key mitogenic factor involved in cell proliferation, hypertrophy, migration, and differentiation of epithelial cells.6Wee P. Wang Z. Epidermal growth factor receptor cell proliferation signaling pathways.Cancers (Basel). 2017; 9: 52Crossref PubMed Scopus (966) Google Scholar,7Ju W. Nair V. Smith S. et al.Tissue transcriptome-driven identification of epidermal growth factor as a chronic kidney disease biomarker.Sci Transl Med. 2015; 7: 316ra193Crossref PubMed Scopus (254) Google Scholar EGF is produced predominantly in the ascending loop of Henle and the distal convoluted tubule (DCT), and it exerts its effect to the EGF which is expressed in the kidney the the loop of the and the W. Nair V. Smith S. et al.Tissue transcriptome-driven identification of epidermal growth factor as a chronic kidney disease biomarker.Sci Transl Med. 2015; 7: 316ra193Crossref PubMed Scopus (254) Google Scholar have decreased of urinary EGF in kidney including in patients with T2D and B. Epidermal growth factor and kidney a Full Text Full Text PDF PubMed Scopus Google Scholar the EGF level measured in tissue from kidney biopsies of patients with uEGF and is associated with kidney outcomes and kidney disease W. Nair V. Smith S. et al.Tissue transcriptome-driven identification of epidermal growth factor as a chronic kidney disease biomarker.Sci Transl Med. 2015; 7: 316ra193Crossref PubMed Scopus (254) Google et in a of epidermal growth factor as a for renal in patients with type 2 Full Text Full Text PDF PubMed Scopus Google Scholar suggest that EGF a role in promoting kidney injury. the effects of SGLT2i on uEGF in clinical have to be examined. in we assessed baseline uEGF by (uEGF/Cr) is associated with kidney outcomes in patients with T2D at cardiovascular risk in the Canagliflozin Assessment Study (CANVAS) we the SGLT2i canagliflozin increased the of uEGF/Cr in the we the molecular mechanisms for SGLT2 uEGF using single-cell RNA sequencing from kidney biopsies from young persons with T2D were and were not using SGLT2i from the and in 2 Diabetes Study and the on and in with 2 Diabetes The trial was a clinical trial that assessed the and of the SGLT2i canagliflozin on cardiovascular and kidney outcomes in participants with T2D were at cardiovascular risk a of cardiovascular of trial have B. Perkovic V. Mahaffey K.W. et al.Canagliflozin and cardiovascular and renal events in type 2 diabetes.N Engl J Med. 2017; 377: 644-657Crossref PubMed Scopus (2519) Google Scholar In the trial participants from were to canagliflozin placebo in a The was trial participants were the to in the in which and of the participants were for care trial and outcome were to treatment the was The for and for was and The trial was the of the of and was with The trial was by at each for the trial were a of level and and of and a of cardiovascular disease of with risk for cardiovascular risk a of T2D of treatment with of and a level of patients to for including The of the of the trial the of these and young with T2D of T2D at of diabetes and from the and the kidney biopsy were in participants were from the 2 Diabetes and at the at the in T2D was by the Diabetes the of The for the kidney biopsy the of a from of that not be for a and after the kidney by by performed to the and at of The and have and were by the as for to the kidney biopsy and to the and biopsy was for and T2D treatment was at the of tissue was by healthy participants in the of and for were and at baseline and week 52 after we used the which is a to EGF in were measured between and In of the 3521 were measured in The of of the was the RNA expression and of EGF SGLT2i was performed on cell from kidney tissue of patients with SGLT2i patients were using and was using patients standard and healthy single-cell and data were performed to the protocol for the R. P. et cell 2020; Scopus Google Scholar, et of a kidney biopsy a PubMed Scopus Google Scholar, Scholar, cell RNA sequencing Scholar of the kidney cell were et al.SGLT2 inhibitors kidney tubular metabolic and in type 2 PubMed Scopus Google Scholar The kidney outcome was as a decline of kidney failure as for kidney to kidney The kidney outcome was by a using and were as with were as with and were as The for the kidney outcome for uEGF/Cr doubling of were using Cox each with were used to the of the between uEGF/Cr and the kidney outcome. The and treatment as in the the and the of cardiovascular In the we baseline the urinary ratio was to the The fully was used to the association between uEGF and kidney outcomes in by treatment baseline urinary and cardiovascular disease to effect by these assessed baseline uEGF/Cr the treatment effect of canagliflozin placebo on the kidney outcome by Cox regression models. was in the Cox by between as a and treatment The effect of canagliflozin on uEGF/Cr was by using of with the in uEGF/Cr as the and with treatment and baseline uEGF/Cr as the effect was assessed for the by baseline urinary ratio and The association of the in uEGF/Cr from baseline with kidney outcomes was assessed using a Cox regression to a kidney outcomes that in the were from the The in uEGF/Cr was that were in Cox regression models. The was as a to the of in uEGF/Cr with a as was the in uEGF/Cr to The baseline and treatment the baseline and in to the In the we the baseline and in with the urinary The we of cardiovascular and the in and was performed using the of the kidney biopsy and to the single-cell R. P. et cell 2020; Scopus Google et al.SGLT2 inhibitors kidney tubular metabolic and in type 2 PubMed Scopus Google Scholar, Nair V. et data signaling with progression of kidney PubMed Scopus Google Scholar, R. R. et receptor in and kidney 2020; Full Text Full Text PDF PubMed Scopus Google Scholar from using were by the of of and were performed using from R. et cell a of 2019; PubMed Scopus Google Scholar, R. et of cell and in the PubMed Scopus Google Scholar, et cell in of patients with 2019; PubMed Scopus Google Scholar mRNA was performed using and with between and and R. P. et cell 2020; Scopus Google Scholar were using in R. P. et cell 2020; Scopus Google S. RNA from single-cell RNA sequencing 2020; Scopus Google R. S. et of healthy and cell and in the PubMed Scopus Google Scholar the kidney from R. P. et cell 2020; Scopus Google R. S. et of healthy and cell and in the PubMed Scopus Google Scholar that were expressed in thick ascending loop from patients with T2D with without SGLT2i treatment were using the were on expression. the the was used to the and with that a were the significantly and in the expressed we used a S. W. R. et EGF and and risk of after 2021; Google Scholar and that were in patients with T2D and by SGLT2i treatment the network. of the was used to of using the R. V. et and of the of PubMed Scopus Google Scholar and using and the of these were were performed in and the participants in the 3521 to be used to uEGF and uEGF/Cr at and at baseline and at 52 weeks of the were from the of the association of in uEGF/Cr with the kidney as these participants the kidney outcome the of of the 3521 participants are shown in The of the to treatment with compared to were and were to the baseline for the trial The uEGF and at baseline in the canagliflozin and placebo were and in of baseline uEGF/Cr are in of the and placebo and of of of urinary urinary epidermal growth are as are as in a urinary urinary epidermal growth are as are as The of the 3521 participants was which participants the kidney outcome. In the between uEGF/Cr and were to In baseline uEGF/Cr was to be significantly associated with the kidney with a doubling of uEGF/Cr in the fully of (95% confidence interval of the association between uEGF/Cr and the kidney outcome that participants in the 2 of the uEGF/Cr a lower risk for the kidney compared to that in the of the association in by baseline difference these of baseline uEGF/Cr with the kidney outcome (95% (95% (95% (95% confidence urinary epidermal growth factor to of the association between uEGF/Cr with the kidney outcome uEGF/Cr is as a and as a are for the and of and of cardiovascular of 2 baseline of baseline urinary in a confidence urinary epidermal growth factor to The of the association between uEGF/Cr with the kidney outcome uEGF/Cr is as a and as a are for the and of and of cardiovascular of 2 baseline of baseline urinary to canagliflozin the kidney outcome in the by uEGF/Cr as a and as a that the effect of canagliflozin on the kidney outcome by baseline uEGF/Cr level for compared to the with canagliflozin was (95% effect of canagliflozin was in key of 52 weeks of treatment with compared to on baseline from baseline at week (95% the difference in for (95% (95% confidence urinary urinary epidermal growth factor to are in the and in by baseline and the difference in in a confidence urinary urinary epidermal growth factor to are in the and in by baseline and The baseline uEGF/Cr of the participants with uEGF/Cr at baseline and week 52 was these the kidney outcome after of used in Cox in were with the in for baseline uEGF/Cr for each doubling of uEGF/Cr from baseline to was significantly associated with a decreased risk of kidney with a of (95% was in the 2 in which participants in a lower risk of the kidney compared to the which a in uEGF/Cr from baseline The in uEGF/Cr at was associated with the kidney outcome in the canagliflozin and placebo of the in uEGF from baseline to with the kidney outcome (95% (95% (95% (95% (95% confidence urinary urinary epidermal growth urinary epidermal growth factor to from baseline was in of and as a as as a with expressed doubling of uEGF from baseline to week are for the and of in from baseline to and baseline of in from baseline to and baseline of in and from baseline to and baseline and of of baseline and in and from baseline to in a confidence urinary urinary epidermal growth urinary epidermal growth factor to uEGF/Cr from baseline was in of and as a as as a with expressed doubling of uEGF from baseline to week 52. are for the and of in from baseline to and baseline of in from baseline to and baseline of in and from baseline to and baseline and of of baseline and in and from baseline to the molecular mechanisms underlying the association of uEGF/Cr with kidney outcome in patients with the SGLT2i, we the EGF mRNA levels SGLT2 at the single-cell kidney tissue level in biopsies in young persons with T2D at risk of kidney young persons were as a The baseline of participants were et al.SGLT2 inhibitors kidney tubular metabolic and in type 2 PubMed Scopus Google Scholar of the data from participants in that be cell the of kidney cell the as as and each cell a of the biopsy et al.SGLT2 inhibitors kidney tubular metabolic and in type 2 PubMed Scopus Google Scholar EGF was expressed in the and the cell with expression in the ascending loop of Henle cell as healthy controls participants with T2D SGLT2i and not SGLT2i with EGF was with the marker in and with marker in W. Nair V. Smith S. et al.Tissue transcriptome-driven identification of epidermal growth factor as a chronic kidney disease biomarker.Sci Transl Med. 2015; 7: 316ra193Crossref PubMed Scopus (254) Google et of epidermal growth factor in the and in PubMed Scopus Google Scholar, of urinary epidermal growth factor in of EGF and EGF and kidney PubMed Scopus Google Scholar, et and of epidermal growth factor in and chronic renal Full Text PDF PubMed Scopus Google Scholar, S. et of epidermal growth factor and its receptor in normal and and in Full Text PDF PubMed Scopus Google Scholar, Nair V. et of epidermal growth factor and of kidney 2021; PubMed Scopus Google Scholar the of SGLT2i on EGF expression and its downstream on the the cell that EGF in the expression of EGF mRNA in the of participants not using SGLT2i, was significantly compared to that in from In in we observed a EGF mRNA expression level The of EGF was not between and young persons with T2D were using were not using that were expressed between with EGF expression of the without EGF of the were to EGF was as a expression of EGF In young persons with T2D using SGLT2i we that were expressed in with and a expression in compared to that in the and were the these expressed in In young persons with T2D were not using SGLT2i, were significantly expressed in on the and the effect of SGLT2i on the in these 2 we compared molecular in patients standard care in with SGLT2i as used to the and growth and in these 2 The that endothelin-1 is the key regulator and from that are expressed in in T2D patients standard care only, whereas EGF was the factor at the of the cascade in T2D patients with performed a on but the it to a the of for we the to with and a in the identification of of these that EGF receptor was the of the cascade in healthy The mechanism by which SGLT2i kidney is incompletely understood. using cell expression of T2D biopsies, with a large of a we that SGLT2 with canagliflozin EGF mRNA in distal tubular epithelial with a shift the tubular function from network. The of canagliflozin on EGF to be in large of patients with T2D, canagliflozin increased effect that is with EGF W. Nair V. Smith S. et al.Tissue transcriptome-driven identification of epidermal growth factor as a chronic kidney disease biomarker.Sci Transl Med. 2015; 7: 316ra193Crossref PubMed Scopus (254) Google Scholar and in uEGF canagliflozin treatment were associated with kidney Collectively, these data suggest that EGF may to the kidney-protective effect of canagliflozin and may be used as a pharmacodynamic response a for kidney distal tubular cell uEGF level is with EGF mRNA and lower levels of are associated with levels of and tubular W. Nair V. Smith S. et al.Tissue transcriptome-driven identification of epidermal growth factor as a chronic kidney disease biomarker.Sci Transl Med. 2015; 7: 316ra193Crossref PubMed Scopus (254) Google Scholar EGF kidney tubular cell and repair and the of kidney function in of kidney its protective role in kidney tubular cell et growth factor renal tubule cell and repair and the of renal function in renal PubMed Scopus Google Scholar, Epidermal growth factor renal repair in J Google Scholar, Epidermal growth factor from tubular in the role of the epidermal growth factor PubMed Scopus Google Scholar, et growth factor renal tissue repair in a of in J Google Scholar, et EGF as a factor in renal J Google Scholar, V. et of renal EGF and to PubMed Scopus (62) Google Scholar, T. et growth factor tubular by of not Med. 2015; PubMed Scopus Google Scholar In the a significantly level of EGF mRNA was observed in of young persons with T2D using standard of compared to that of tissue from healthy for repair of that EGF may function as a regulator in distal tubular by the downstream of which role in kidney repair and are with kidney function in patients with W. Nair V. Smith S. et al.Tissue transcriptome-driven identification of epidermal growth factor as a chronic kidney disease biomarker.Sci Transl Med. 2015; 7: 316ra193Crossref PubMed Scopus (254) Google Scholar EGF levels in kidney W. Nair V. Smith S. et al.Tissue transcriptome-driven identification of epidermal growth factor as a chronic kidney disease biomarker.Sci Transl Med. 2015; 7: 316ra193Crossref PubMed Scopus (254) Google et in a of epidermal growth factor as a for renal in patients with type 2 Full Text Full Text PDF PubMed Scopus Google et of urinary epidermal growth factor and with kidney in patients with kidney 2020; Google et of renal decline in type 2 diabetes suggest for and Full Text Full Text PDF PubMed Scopus Google Scholar a of the EGF downstream signaling cascade in be factor contributing to the decreased kidney repair in patients with kidney SGLT2i may at by promoting EGF expression. In single-cell kidney biopsy the EGF mRNA level was significantly in patients with SGLT2i, compared to that in and to that of HCs. that treatment with SGLT2i may the downstream EGF which repair and at the single-cell level support the uEGF from the in a large of patients with T2D, the uEGF level decreased placebo whereas effect was with canagliflozin of SGLT2 which are expressed in proximal tubular to distal tubular cell is incompletely understood. In a we that a decreased level of mRNA expression in proximal tubule by SGLT2i, is associated with metabolic reprogramming and the of renal the are in et in with a effect on Nair V. et data signaling with progression of kidney PubMed Scopus Google Scholar the of SGLT2i, EGF were at the single-cell level in key that as cell of patients using not using observed a to in the of with EGF in patients with SGLT2i, compared to without treatment a EGF in with the of the endothelin-1 as a key associated with in T2D. is to be by a of that are associated with kidney including but not to et of and in 2019; PubMed Scopus Google Scholar et endothelin-1 of in and in Med. Full Text Full Text PDF PubMed Scopus Google Scholar and et endothelin-1 in Full Text Full Text PDF PubMed Scopus Google Scholar, T. R. et of endothelin-1 by glucose levels from PubMed Scopus Google Scholar, T. et of glucose and on endothelin-1 from Full Text PDF PubMed Scopus Google Scholar is a and The and its in chronic kidney PubMed Scopus Google Scholar A for the EGF receptor in tubular the of EGF as a regulator in patients but not in In canagliflozin the of the in distal tubular of young persons with T2D and the key involved in kidney for clinical In with of data that a lower uEGF level as risk marker of patients with and and between uEGF level and kidney disease and these to patients with T2D at cardiovascular data suggest that uEGF be used as a pharmacodynamic response as the of uEGF treatment with canagliflozin was associated with kidney of risk of kidney function Collectively, the data support a role for uEGF as a risk and pharmacodynamic response marker for The of of uEGF with canagliflozin kidney compared to that in patients in uEGF not not be in we on a a clinical trial with to and not in uEGF/Cr with and are to canagliflozin to was a we the of were for various the of be the for the association between uEGF/Cr and kidney outcomes were in various for the of the trial patients with T2D were at risk of cardiovascular The of patients with and the of kidney outcomes were which and the of the effect are in patients with T2D and The T2D kidney biopsy used in were in SGLT2i was at the of and be by were used for the and single-cell to of the biopsy from the for we by uEGF in at the of biopsy from patients kidney tissue were used in the uEGF/Cr level in patients with SGLT2i is a compared to that in not treatment difference not likely of the the of uEGF/Cr data from the a was used in the in the the is the cell used for the is for A was in the which that decreased levels of in proximal and distal were observed in in of et al.SGLT2 inhibitors kidney tubular metabolic and in type 2 PubMed Scopus Google Scholar we are of we key on cell with of the to the of for and the The molecular data be to be only, as be and for A that expression data from proximal tubule and with on signaling and be used to R. W. by to 2020; PubMed Scopus Google Scholar be used in to the that the in proximal tubule with the of EGF in and of receptor signaling in the to kidney repair and that is to is the difference in and kidney function between the participants in the trial and in the kidney biopsy In SGLT2i treatment with canagliflozin is associated with increased kidney tissue expression of EGF in young persons with T2D, which in a associated with kidney In patients with T2D are at cardiovascular disease uEGF and its a have for kidney Canagliflozin the level of which a role for uEGF as a pharmacodynamic response marker to the of canagliflozin and have a and for progression for chronic kidney is of the for and from and and from for on CANVAS, to The for is a of from of Diabetes and the as a for and and on the of and is by a from the for and as a for and and support from and the The of of is at on for to the data be the at The trial was by was by a from the 2 support from the and and the of and Associations and Diabetes of the the is not for that may be of the it The from and and for a and in was in by the of to The and in 2 Diabetes Study and the on and in with 2 Diabetes were by of Diabetes and and and The of and was by and support from and for at the of the of of and the for Diabetes at of of The not have a role in the of the The trial is with and were involved in the of the data and and the of the and performed and and performed and performed single-cell RNA and were involved in the and and kidney and were involved in the and data of the the of the for and for the and of the The 2