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Predicted Cardiac Functional Responses to Renal Actions of SGLT2i in the DAPACARD Trial Population: A Mathematical
Hongtao Yu1,2, Sanchita Basu1, Weifeng Tang2
1School of Chemical, Materials, and Biomedical Engineering, University of Georgia, Athens, Georgia, USA.
Insights
Sodium-glucose cotransporter-2 inhibitors (SGLT2is) improved heart function in virtual patients with heart failure. Dapagliflozin
Area of Science:
- Cardiology
- Pharmacology
- Computational Biology
Background:
- Sodium-glucose cotransporter-2 inhibitors (SGLT2is) demonstrate efficacy in reducing heart failure (HF) exacerbations in patients with reduced ejection fraction (HFrEF).
- The DAPACARD trial investigated dapagliflozin's effects on cardiac metabolism and function in type 2 diabetes mellitus (T2DM).
- Understanding SGLT2i mechanisms, particularly natriuretic/diuretic effects, is crucial for optimizing HF treatment.
Purpose of the Study:
- To quantify the impact of SGLT2i-induced natriuresis/diuresis on cardiac function using a mathematical model.
- To compare simulated cardiac responses to dapagliflozin in virtual patients with T2DM and those with T2DM and HFrEF.
- To evaluate changes in myocardial efficiency and global longitudinal strain.
Main Methods:
- Development of a mechanistic mathematical model of cardiorenal physiology.
- Generation of virtual participant populations reflecting DAPACARD trial characteristics and an induced HFrEF state.
- Simulation of cardiac responses to placebo and SGLT2i over 42 days.
Main Results:
- Simulations predicted cardiac hemodynamic improvements in virtual HFrEF participants treated with SGLT2i.
- SGLT2i-induced natriuresis/diuresis enhanced global longitudinal strain and myocardial efficiency in HFrEF virtual participants within 14 days.
- In contrast, non-HFrEF virtual participants showed slight worsening in these parameters, aligning with clinical data.
Conclusions:
- Mathematical modeling supports the role of natriuretic/diuretic effects of SGLT2is in improving cardiac function in HFrEF.
- The study highlights differential effects of SGLT2is based on cardiac status (HFrEF vs. non-HFrEF).
- Further research may explore additional SGLT2i mechanisms beyond diuresis.
Abstract:
Sodium-glucose cotransporter-2 inhibitors (SGLT2is) have been shown to reduce the risk of worsening heart failure (HF) in subjects with HF and a reduced ejection fraction (HFrEF) in multiple clinical trials. The DAPACARD clinical trial was conducted to examine the effects of dapagliflozin on cardiac substrate uptake, myocardial efficiency, and myocardial contractile work in subjects with type 2 diabetes mellitus. As a complement to the clinical study, a mechanistic mathematical model of cardiorenal physiology was used to quantify the influence of established natriuretic/diuretic effects of SGLT2i on cardiac function (myocardial efficiency and global longitudinal strain). Virtual participants reflecting the participant-level characteristics in the DAPACARD trial were produced by varying model parameters over physiologically plausible ranges. A second virtual population was generated by inducing a state of HFrEF in the DAPACARD virtual participants with type 2 diabetes mellitus for comparison. Cardiac responses to placebo and SGLT2i were simulated over 42 days. Cardiac hemodynamic improvements were predicted in DAPACARD-HFrEF virtual participants but not in DAPACARD virtual participants. In particular, the natriuresis/diuresis induced by SGLT2i improved the global longitudinal strain and myocardial efficiency in DAPACARD-HFrEF virtual participants within the first 14 days (change from baseline: global longitudinal strain, -0.95%; and myocardial efficiency, 0.34%), whereas the global longitudinal strain and myocardial efficiency in DAPACARD virtual participants were slightly worse (change from baseline: global longitudinal strain, 0.35%; and myocardial efficiency: -0.01%). The results of the DAPACARD virtual participants modeling were in line with the clinical data but do not preclude additional effects from other mechanisms of SGLT2i.
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