Cited by 69Diabetes Treatment and ManagementChronic Kidney Disease and DiabetesBlood Pressure and Hypertension Studies

Evaluation of renal and cardiovascular protection mechanisms of SGLT2 inhibitors: model-based analysis of clinical data

Open access
Hallow, K. Melissa, Greasley, Peter J., Helmlinger, Gabriel, Chu, Lulu, Heerspink, Hiddo J., Boulton, David W.·2018·American Journal of Physiology-Renal Physiology

Abstract

The mechanisms of cardiovascular and renal protection observed in clinical trials of sodium-glucose cotransporter 2 (SGLT2) inhibitors (SGLT2i) are incompletely understood and likely multifactorial, including natriuretic, diuretic, and antihypertensive effects, glomerular pressure reduction, and lowering of plasma and interstitial fluid volume. To quantitatively evaluate the contribution of proposed SGLT2i mechanisms of action on changes in renal hemodynamics and volume status, we coupled a mathematical model of renal function and volume homeostasis with clinical data in healthy subjects administered 10 mg of dapagliflozin once daily. The minimum set of mechanisms necessary to reproduce observed clinical responses (urinary sodium and water excretion, serum creatinine and sodium) was determined, and important unobserved physiological variables (glomerular pressure, blood and interstitial fluid volume) were then simulated. We further simulated the response to SGLT2i in diabetic virtual patients with and without renal impairment. Multiple mechanisms were required to explain the observed response: 1) direct inhibition of sodium and glucose reabsorption through SGLT2, 2) SGLT2-driven inhibition of Na + /H + exchanger 3 sodium reabsorption, and 3) osmotic diuresis coupled with peripheral sodium storage. The model also showed that the consequences of these mechanisms include lowering of glomerular pressure, reduction of blood and interstitial fluid volume, and mild blood pressure reduction, in agreement with clinical observations. The simulations suggest that these effects are more significant in diabetic patients than healthy subjects and that while glucose excretion may diminish with renal impairment, improvements in glomerular pressure and blood volume are not diminished at lower glomerular filtration rate, suggesting that cardiorenal benefits of SGLT2i may be sustained in renally impaired patients.

Integrity signals

Registry

Crossref · 10.1152/ajprenal.00202.2018

Cites

47 of 47 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 35 cited sources checked · 0 supported · 0 flagged

  • Findingcitation

    Increasing plasma glucose from 5.5 to 9 mmol/l in the diabetic virtual patient increased baseline GFR from 105 to 120 ml/min as a consequence of increased proximal tubule Na reabsorption through SGLT2 and NHE3.

    “Diabetes was induced in the model by increasing plasma glucose from 5.5 to 9 mmol/l.This resulted in an increase in baseline GFR from 105 to 120 ml/min, as a consequence of increased PT Na ϩ reabsorption though SGLT2 and NHE3 (13).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [13] source

      Not checked in the free run.

    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • Findingown data

    Peripherally stored Na was increased by 130 mEq.

    “Peripherally stored Na ϩ was increased by 130 mEq.”
    Quote in the paperNot a substantial claim
    • The authors state this as an assumption: When interstitial Na concentration exceeds the normal equilibrium level, Na moves out of the interstitium and is sequestered in the peripheral Na compartment, where it is osmotically inactive.
  • Findingown data

    Case 4 (adding peripheral Na storage) reproduced the observed data well.

    “As Fig. 3 shows, with this addition the model reproduced the observed data well.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: A third compartment of nonosmotically active Na exists, and Na can move into or out of this compartment as the interstitial fluid Na concentration changes.
  • Findingreasoning

    If direct SGLT2 inhibition were the only consequence of dapagliflozin treatment, total and fractional proximal tubule Na reabsorption would slightly increase.

    “The model predicts that if direct SGLT2 inhibition were the only consequence of dapagliflozin treatment, total PT Na ϩ reabsorption would slightly increase.Fractional PT Na ϩ reabsorption is also predicted to increase slightly in this case (Fig. 4D).”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • Findingown data

    Glucose excretion may diminish with renal impairment.

    “while glucose excretion may diminish with renal impairment”
    Quote in the paperNot a substantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • May combine two claims. 45
  • Classified as probably not a substantial claim. 8
  • May combine two claims.

    Findingown data

    In the diabetic state with moderate renal function, GFR was in the normal range (87 ml/min) but SNGFR increased further to 73 nl/min.

    “In the diabetic state with moderate renal function, GFR was in the normal range (87 ml/min) but SNGFR increased further to 73 nl/min.”
    Quote in the paperNot a substantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • May combine two claims.

    Findingown data

    A model with only direct SGLT2 inhibition was completely unable to explain the data and predicted small decreases in serum creatinine, opposite of those observed.

    “This model case was completely unable to explain the data and in fact predicted small decreases in serum creatinine, opposite of those observed.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • May combine two claims.

    Findingown data

    In the diabetic state with renal impairment, GFR was reduced to 40 ml/min but SNGFR increased even further, to 81 nl/min.

    “In the diabetic state with renal impairment, GFR was reduced to 40 ml/min but SNGFR increased even further, to 81 nl/min.”
    Quote in the paperNot a substantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Findingnone given

    At baseline, nearly all glucose reabsorption occurs through SGLT2, and reabsorption through SGLT1 is minimal.

    “At baseline, nearly all glucose reabsorption occurs through SGLT2, and reabsorption through SGLT1 is minimal.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Multiple mechanisms are required to explain the observed clinical response to dapagliflozin in healthy subjects: direct SGLT2 inhibition, SGLT2-driven NHE3 inhibition, and osmotic diuresis coupled with peripheral sodium storage.

    “Multiple mechanisms were required to explain the observed response: 1) direct inhibition of sodium and glucose reabsorption through SGLT2, 2) SGLT2-driven inhibition of Na ϩ /H ϩ exchanger 3 sodium reabsorption, and 3) osmotic diuresis coupled with peripheral sodium storage.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • May combine two claims.

    Findingown data

    Case 2 (direct SGLT2 inhibition plus osmotic diuresis) improved prediction of water excretion and serum creatinine dynamics but still poorly fit the data, with serum creatinine decreasing overall.

    “As shown in Fig. 3, prediction of water excretion improved and the dynamics of serum creatinine were more similar to the observed data, but serum creatinine still decreased overall and the model still poorly fit the data.”
    Quote in the paperNot a substantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • May combine two claims.

    Findingreasoning

    Dapagliflozin inhibition of SGLT2 allows additional glucose and Na to reach SGLT1, so that while SGLT2 reabsorption decreases, SGLT1 reabsorption increases, and the total decrease in glucose reabsorption is much less than the decrease in SGLT2.

    “Dapagliflozin inhibition of SGLT2 allows additional glucose (and Na ϩ ) to reach SGLT1, so that while SGLT2 reabsorption decreases, reabsorption through SGLT1 increases, and the total decrease in glucose reabsorption is much less than the decrease in SGLT2 (Fig. 4A).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Reducing nephron number to 60% of normal reduced baseline GFR to 87 ml/min.

    “To simulate this, we reduced the number of nephrons to 60% of normal, which reduced baseline GFR to 87 ml/min.”
    Quote in the paperNot a substantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • May combine two claims.

    Findingown data

    NHE3 accounts for the bulk of proximal tubule Na reabsorption, and inhibiting NHE3 by 7% resulted in a similar reduction in total PT Na reabsorption, with the direct effect of dapagliflozin on Na reabsorption through SGLT2 having a negligible effect.

    “As shown in Fig. 4, E and F, reabsorption through NHE3 accounts for the bulk of PT Na ϩ reabsorption, and inhibiting NHE3 by just 7% resulted in a similar reduction in total PT Na ϩ reabsorption, with the direct effect of dapagliflozin on Na ϩ reabsorption through SGLT2 having a negligible effect.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • May combine two claims.

    Findingown data

    Both GFR and SNGFR were increased in the hyperfiltering diabetic state.

    “Both GFR and SNGFR were increased in the hyperfiltering diabetic state (Fig. 5A).”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • May combine two claims.

    Findingcitation

    Mean arterial pressure was reduced by 3.5 mmHg in both diabetic virtual patients, in agreement with clinical observations of a mild antihypertensive effect of SGLT2 inhibitors.

    “MAP was reduced by 3.5 mmHg in both diabetic virtual patients, in agreement with clinical observations of a mild antihypertensive effect of SGLT2i (21).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [21] source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    Interstitial fluid volume reduction was larger in the diabetic virtual patient with preserved renal function compared with the healthy state, but renal impairment limited the interstitial volume reduction.

    “Interstitial fluid volume reduction was larger in the diabetic virtual patient with preserved renal function compared with the healthy state, but renal impairment limited the interstitial volume reduction.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingreasoning

    Na reabsorption through SGLT was doubled in the diabetic hyperfiltering virtual patient compared with normal, mostly due to increased SGLT1 reabsorption.

    “Na ϩ reabsorption through SGLT was doubled in the diabetic hyperfiltering virtual patient compared with normal (Fig. 5C).Most of this increase was due to increased SGLT1 reabsorption.”
    Quote in the paperNot a substantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • May combine two claims.

    Findingcitation

    The model predicts that the natriuretic and diuretic effect of SGLT2 inhibition is weaker but sustained in normoglycemia compared with diabetes and with renal impairment compared with normal renal function.

    “In agreement with recent simulations by Layton and Vallon, our model predicts that the natriuretic and diuretic effect of SGLT2 inhibition is weaker but sustained in normoglycemia compared with diabetes and with renal impairment compared with normal renal function (22).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [22] source

      Not checked in the free run.

  • May combine two claims.

    Findingcitation

    In the diabetic virtual patient with moderate renal function, GFR decreased by 12 ml/min, in agreement with reductions observed by iohexol measurements by Lambers Heerspink et al.

    “In the diabetic virtual patient with moderate renal function, GFR decreased by 12 ml/min, in agreement with reductions observed by iohexol measurements by Lambers Heerspink et al. (21).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [21] source

      Not checked in the free run.

  • May combine two claims.

    Findingreasoning

    In diabetic virtual patients with moderate or impaired renal function, total glucose reabsorption decreased relative to the hyperfiltering case, but single-nephron total glucose reabsorption rose further as renal function fell.

    “In the diabetic virtual patients with moderate or impaired renal function, total glucose reabsorption decreased relative to the hyperfiltering case, because of the reduced filtered load with fewer nephrons.However, single-nephron total glucose reabsorption rose further as renal function fell.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • May combine two claims.

    Findingown data

    Increasing blood glucose from the healthy to the diabetic state (normal renal function) caused a small increase in glucose reabsorption through SGLT2 (from 0.54 to 0.75 mEq/min) but a 10-fold increase in glucose reabsorption through SGLT1 (from 0.03 to 0.3 mEq/min).

    “Increasing blood glucose from the healthy to the diabetic state (normal renal function) caused a small increase in glucose reabsorption through SGLT2 (from 0.54 to 0.75 mEq/min) but a 10-fold increase in glucose reabsorption through SGLT1 (from 0.03 to 0.3 mEq/min) (Fig. 5B)”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • May combine two claims.

    Findingnone given

    As renal function declined, total proximal tubule Na+ reabsorption declined, but single-nephron proximal tubule Na+ reabsorption increased further.

    “Again, total PT Na ϩ reabsorption declined as renal function declined, but single-nephron PT Na ϩ reabsorption increased further.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    In diabetic virtual patients with moderate and impaired renal function, Na reabsorption through SGLT decreased overall compared with the hyperfiltering case but increased at the single-nephron level.

    “In the diabetic virtual patients with moderate and impaired renal function, Na ϩ reabsorption through SGLT followed trends similar to glucose, decreasing overall compared with the hyperfiltering case but increasing at the singlenephron level.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.
  • May combine two claims.

    Findingnone given

    Blood volume was reduced similarly in both diabetic cases and larger than in the normoglycemic case.

    “Blood volume was reduced similarly in both diabetic cases and larger than in the normoglycemic case.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In the healthy state, SGLT1/2 accounted for 5.8% of total proximal tubule Na+ reabsorption, but in all three diabetic states the contribution of SGLT was increased to 11%.

    “In the healthy state SGLT (1, 2) accounted for 5.8% of total PT Na ϩ reabsorption, but in all three diabetic states the contribution of SGLT was increased to 11% (Fig. 5D).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    With renal impairment, urinary glucose excretion was lower and was similar to the normoglycemic case.

    “With renal impairment, UGE was lower and was similar to the normoglycemic case.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingreasoning

    Reductions in glomerular pressure and single-nephron GFR were larger in diabetes than in normoglycemia and nearly independent of renal function.

    “We further predicted that reductions in glomerular pressure and SNGFR were larger in diabetes than in normoglycemia and nearly independent of renal function.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The glomerular pressure reduction was larger in both diabetic virtual patients than in the normoglycemic case, and renal impairment did not ameliorate the reduction.

    “Still, importantly, the glomerular pressure reduction was larger in both diabetic virtual patients than in the normoglycemic case, and renal impairment did not ameliorate the reduction.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Increases in proximal tubule Na reabsorption cause GFR to increase and serum creatinine to decrease.

    “As we have previously modeled, increases in PT Na ϩ reabsorption cause GFR to increase (13) and serum creatinine to decrease, as predicted here.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [13] source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    SGLT2 in the S1 and S2 segments of the proximal tubule reabsorbs 90-97% of filtered glucose, whereas SGLT1 in the S3 segment reabsorbs the remaining 3-10%.

    “SGLT2 in the S1 and S2 segments of the PT reabsorbs 90 -97% of filtered glucose, whereas SGLT1 in the S3 segment reabsorbs the remaining 3-10% (10,24,27,36,37).”
    Quote in the paperSubstantial claim0 of 5 sources checked
    • cites [10] source

      Not checked in the free run.

    • cites [24] source

      Not checked in the free run.

    • cites [27] source

      Not checked in the free run.

    • cites [36] source

      Not checked in the free run.

    • cites [37] source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    SGLT2 inhibitors indirectly reduce blood pressure and blood volume.

    “SGLT2i also indirectly reduces blood pressure and blood volume (21).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [21] source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Recent cardiovascular outcomes trials demonstrate that SGLT2 inhibitors may reduce heart failure morbidity and mortality and slow decline in renal function.

    “Recent cardiovascular outcomes trials demonstrate that therapies that inhibit sodium glucose cotransporter (SGLT)2 may reduce heart failure morbidity and mortality and slow decline in renal function (7,8,23,42,43).”
    Quote in the paperSubstantial claim0 of 5 sources checked
    • cites [7] source

      Not checked in the free run.

    • cites [8] source

      Not checked in the free run.

    • cites [23] source

      Not checked in the free run.

    • cites [42] source

      Not checked in the free run.

    • cites [43] source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    Multiple mechanisms are required to quantitatively explain the renal hemodynamic effects of SGLT2 inhibitor inhibition: direct blocking of Na+ and glucose reabsorption through SGLT2, SGLT2-driven inhibition of NHE3 Na+ reabsorption, and osmotic diuresis coupled with peripheral Na+ storage.

    “We demonstrated mathematically that multiple mechanisms are required to quantitatively explain the renal hemodynamic effects of SGLT2i inhibition: 1) direct blocking of Na ϩ and glucose reabsorption through SGLT2, 2) SGLT2-driven inhibition of NHE3 Na ϩ reabsorption, and 3) osmotic diuresis coupled with peripheral Na ϩ storage.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    Reductions of interstitial fluid volume with SGLT2 inhibitors may provide an explanation for the observed protective effects in heart failure.

    “However, given that excessive congestion is a primary cause of heart failure hospitalization and mortality, reductions of interstitial fluid volume with SGLT2i may provide an explanation for the observed protective effects in heart failure and should be investigated further.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Excessive congestion is a primary cause of heart failure hospitalization and mortality.
  • May combine two claims.

    Interpretationown data

    Decreased proximal tubule Na+ reabsorption is the primary mechanism responsible for the acute decrease in GFR, and this drop results from a decrease in glomerular pressure.

    “This analysis supports decreased PT Na ϩ reabsorption as the primary mechanism responsible for the acute decrease in GFR and shows that this drop results from a decrease in glomerular pressure.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Increased Na+ excretion following initiation of treatment produces a Na+ imbalance that must be restored, and a reduction in glomerular pressure and GFR helps achieve this, ultimately returning Na+ excretion to baseline but at a lower glomerular pressure.

    “Increased Na ϩ excretion following initiation of treatment produces a Na ϩ imbalance that must be restored, and a reduction in glomerular pressure and GFR helps achieve this, ultimately returning Na ϩ excretion to baseline but at a lower glomerular pressure.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Increased Na+ reabsorption induces a Na+ imbalance that must be corrected to return homeostasis, through increased filtration rate, decreased distal reabsorption rate, or both.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    The model provides prospective predictions that require validation as additional data on these end points and populations are collected going forward.

    “Thus the model provides prospective predictions that require validation as additional data on these end points and populations are collected going forward.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationnone given

    In the diabetic state nephrons are hyperfiltering, and as nephrons are lost the degree of hyperfiltration in the remaining nephrons increases further.

    “This is because in the diabetic state nephrons are hyperfiltering, and as nephrons are lost the degree of hyperfiltration in the remaining nephrons increases further.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Empagliflozin increases NHE3 phosphorylation in mice, suggesting reduced NHE3 activity.

    “empagliflozin increases NHE3 phosphorylation in mice, suggesting reduced NHE3 activity (9).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [9] Fu Y, 2014, Diabetes source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    If the renoprotective effects of SGLT2 inhibitors observed in patients with preserved renal function are indeed due to lowered glomerular pressure, these protective effects will extend to patients with CKD.

    “If the renoprotective effects of SGLT2i observed in patients with preserved renal function are indeed due to lowered glomerular pressure (and associated reductions in proteinuria), these findings suggest that these protective effects will extend to patients with CKD.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    SGLT2 is reabsorbing at or near capacity, and SGLT1 is already contributing more to reabsorption.

    “SGLT2 is reabsorbing at or near capacity, and SGLT1 is already contributing more to reabsorption.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    When SGLT2 is inhibited, there is a greater reduction in Na+ and glucose reabsorption and SGLT1 is less able to compensate, resulting in an overall increase in Na+ and glucose excretion at the single-nephron level.

    “So when SGLT2 is inhibited there is a greater reduction in Na ϩ and glucose reabsorption and SGLT1 is less able to compensate, resulting in an overall increase in Na ϩ and glucose excretion at the single-nephron level.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based). May combine two claims.

    Study design and conductnone given

    Nephropathy is complicated and other factors (strength of TGF, the myogenic response, neurohumoral activation) may change.

    “We recognize that nephropathy is complicated and that other factors (strength of TGF, the myogenic response, neurohumoral activation) may change.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    Predicted changes in urinary glucose excretion, GFR, and blood volume in diabetes with normal renal function were consistent with clinical observations, but data could not be collected for validating predicted changes in interstitial fluid volume.

    “While predicted changes in UGE, GFR, and blood volume in diabetes with normal renal function were consistent with clinical observations, data could not be collected for validating predicted changes in interstitial fluid volume.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    The model utilized a simplified representation of the renal vasculature and other components.

    “The model utilized a simplified representation of the renal vasculature and other components.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    A recent clinical trial showed a modest decrease in skin Na (5.8%) and no change in muscle Na+ in diabetic patients treated with dapagliflozin for 6 wk.

    “A recent clinical trial showed a modest decrease in skin Na (5.8%) and no change in muscle Na ϩ in diabetic patients treated with dapagliflozin for 6 wk (18).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [18] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Study design and conductreasoning

    The simplifications may have some effect on specific numerical results, but they are not expected to impact the overall trends and conclusions.

    “It is possible that these simplifications may have some effect on specific numerical results, but we do not expect that they impact the overall trends and conclusions.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    TGF provides a partial correction by increasing GFR, but if the pressure-natriuresis mechanism does not sufficiently adjust distal Na+ reabsorption, any remaining Na+ imbalance will cause additional fluid retention, increases in renal perfusion pressure, and increasing glomerular pressure and GFR until Na+ excretion again equals intake.

    “TGF provides a partial correction by increasing GFR (although hyperfiltration will occur even in the absence of TGF) (38), but if the pressure-natriuresis mechanism does not sufficiently adjust distal Na ϩ reabsorption, any remaining Na ϩ imbalance will cause additional fluid retention, increases in renal perfusion pressure, and increasing glomerular pressure and GFR until Na ϩ excretion again equ”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [38] source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    In diabetes with renal impairment, remaining nephrons are filtering more Na+ and more glucose because of both hyperfiltration and hyperglycemia.

    “Thus in diabetes with renal impairment, remaining nephrons are filtering more Na ϩ and more glucose (because of both hyperfiltration and hyperglycemia).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Treatment-induced reductions in proximal tubule Na+ reabsorption explained observed increases in serum creatinine and decreases in GFR, but the diuresis associated with this natriuretic response was not sufficient to explain observed increases in water excretion with dapagliflozin.

    “Although treatment-induced reductions in PT Na ϩ reabsorption explained observed increases in serum creatinine and decreases in GFR, the diuresis associated with this natriuretic response was not sufficient to explain observed increases in water excretion with dapagliflozin.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The consequences of these mechanisms include lowering of glomerular pressure, reduction of blood and interstitial fluid volume, and a mild reduction in blood pressure.

    “The analysis further indicates that the consequences of these mechanisms include lowering of glomerular pressure, reduction of blood and interstitial fluid volume, and a mild reduction in blood pressure (in agreement with clinical observations).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductnone given

    The primary data used to inform the effects of SGLT2 inhibitors were obtained in healthy subjects, and the analysis was conducted post hoc.

    “The primary data used to inform the effects of SGLT2i were obtained in healthy subjects, and the analysis was conducted post hoc.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Study design and conductnone given

    The present analysis provides important and valid insights on the effect of reduced nephron number and Kf on the response to SGLT2 inhibitors.

    “but we believe that the present analysis provides important and valid insights on the effect of reduced nephron number and K f on the response to SGLT2i.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    The consequences of SGLT2 inhibitor inhibition involve multiple mechanisms, including NHE3 suppression and osmotic diuresis, which subsequently lead to reduced glomerular hydrostatic pressure, reduced blood volume, and clearance of interstitial fluid.

    “In conclusion, although the pharmacological action of SGLT2i in the PT at first appears straightforward, the consequences of this inhibition involve multiple mechanisms, including NHE3 suppression and osmotic diuresis, which subsequently lead to reduced glomerular hydrostatic pressure, reduced blood volume, and clearance of interstitial fluid.”
    Quote in the paperSubstantial claim
50 of 50
  • The authors state this as an assumption.

    SGLT2i produces three proximal effects and any additional effects are the consequence of these mechanisms: direct inhibition of glucose and Na by SGLT2; indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and reductions in Na reabsorption through NHE3.

    “We assume that SGLT2i produces three proximal effects and that any additional effects are the consequence of these mechanisms: 1) direct inhibition of glucose and Na ϩ by SGLT2; 2) indirect reductions in water reabsorption due to glucose-driven osmotic diuresis; and 3) reductions in Na ϩ reabsorption through NHE3”
  • The authors state this as an assumption.

    Unreabsorbed glucose is the signal for upregulation of SGLT.

    “Here we assumed that unreabsorbed glucose is the signal for upregulation of SGLT.”
  • The authors state this as an assumption.

    The decrease in 24-h urinary glucose excretion after its initial peak following SGLT2 inhibition is at least in part due to compensation, as SGLT1 and 2 are upregulated.

    “This effect is assumed at least in part to be due to compensation, as SGLT1 and 2 are upregulated.”
  • The authors state this as an assumption.

    Na concentrations in the blood and interstitial compartments equilibrate quickly.

    “Na ϩ concentrations in the blood and interstitial compartments are assumed to equilibrate quickly.”
  • The authors state this as an assumption.

    When interstitial Na concentration exceeds the normal equilibrium level, Na moves out of the interstitium and is sequestered in the peripheral Na compartment, where it is osmotically inactive.

    “When interstitial Na ϩ concentration ([Na]IF) exceeds the normal equilibrium level ([Na]IF,ref), Na ϩ moves out of the interstitium and is sequestered in the peripheral Na ϩ compartment, at a rate of ⌽Na,stored, where it is osmotically inactive.”
  • The authors state this as an assumption.

    Na cannot be stored indefinitely; there is a limit on how much Na can be stored.

    “Na ϩ cannot be stored indefinitely, and thus there is a limit Nastored,max on how much Na ϩ can be stored.”
  • The authors state this as an assumption.

    A third compartment of nonosmotically active Na exists, and Na can move into or out of this compartment as the interstitial fluid Na concentration changes.

    “we hypothesized that a third compartment of nonosmotically active Na ϩ exists, and that Na ϩ can move into or out of this compartment as the interstitial fluid Na ϩ concentration changes.”
  • The paper relies on this without support.

    Excessive congestion is a primary cause of heart failure hospitalization and mortality.

    “given that excessive congestion is a primary cause of heart failure hospitalization and mortality”
  • The paper relies on this without support.

    Increased Na+ reabsorption induces a Na+ imbalance that must be corrected to return homeostasis, through increased filtration rate, decreased distal reabsorption rate, or both.

    “Increased Na ϩ reabsorption induces a Na ϩ imbalance that must be corrected to return homeostasis, through increased filtration rate, decreased distal reabsorption rate, or both.”
  • The paper relies on this without support.

    SGLT2, but not SGLT1, colocalizes with NHE3 in the rat proximal tubule.

    “SGLT2, but not SGLT1, colocalizes with NHE3 in the rat PT”
10 of 10

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Case 2 is assigned different mechanisms in Methods and Results

    Minor

    The Methods describe case 2 as including NHE3 inhibition but excluding osmotic diuresis. The Results describe case 2 as including osmotic effects while assuming no effect on NHE3, so the case numbering does not match.

  • Figure 5C is labeled as SGLT2-only despite being discussed as including SGLT1

    Minor

    The figure caption identifies panel C as SGLT2 sodium reabsorption, but the Results use that panel to support a change attributed mostly to SGLT1. Those descriptions assign different contents to the same panel.

2 of 2

Cites

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Cited by

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Authors
Hallow, K. M., Greasley, P. J., Helmlinger, G., Chu, L., Heerspink, H. J., & Boulton, D. W.
Affiliations
  • University of Georgia (US)
  • AstraZeneca (Sweden) (SE)
  • AstraZeneca (United States) (US)
  • University Medical Center Groningen (NL)
Corresponding author
Hallow, K. Melissa
Venue
American Journal of Physiology-Renal Physiology
Published
2018-11-01
Volume
315
Issue
5
Pages
F1295-F1306
ISSN
  • 1522-1466 (ISSN-L)
  • 1931-857X
OpenAlex
W2884692440
Cited by
68
References
45
Citations by year
2026: 5 · 2025: 5 · 2024: 11 · 2023: 9 · 2022: 7 · 2021: 12 · 2020: 8 · 2019: 8 · 2018: 2
FWCI
5.97
Type
journal article
Language
en
Open access
Locations
  • American Journal of Physiology-Renal Physiology (publishedVersion)
  • PubMed Central (publishedVersion)
  • PubMed (publishedVersion)
  • University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion)
Funders
AstraZeneca
Topics
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
  • Health Sciences › Medicine › Nephrology › Chronic Kidney Disease and Diabetes
  • Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Blood Pressure and Hypertension Studies
Keywords
SGLT2 inhibitors, dapagliflozin, renal protection, cardioprotection, renal hemodynamics, volume homeostasis, glomerular pressure, osmotic diuresis, Na+/H+ exchanger 3, sodium reabsorption, interstitial fluid volume, diabetic nephropathy, glomerular filtration rate, blood pressure reduction, sodium excretion
MeSH terms
Sodium-Glucose Transporter 2 Inhibitors, Benzhydryl Compounds, Cardiovascular System, Computer Simulation, Diabetes Mellitus, Type 2, Diuresis, Glomerular Filtration Rate, Glucosides, Heart Failure, Hemodynamics, Humans, Kidney, Models, Cardiovascular, Treatment Outcome, Sodium-Glucose Transporter 1, Sodium-Glucose Transporter 2, Renal Insufficiency, Chronic, Renal Reabsorption

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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.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-11.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-11.

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