ArticleDiabetes care2016
Can a Shift in Fuel Energetics Explain the Beneficial Cardiorenal Outcomes in the EMPA-REG OUTCOME Study? A Unifying Hypothesis.
Article in Diabetes care, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 3 registered trials, which are not on this map. Cited by 293 papers, 8 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Effects of SGLT-2 Inhibitor on Myocardial Perfusion, Function and Metabolism in Type 2 DM Patients at High Cardiovascular Risk: The SIMPle Randomized Clinical Trial
Metabolic Effects of the SGLT-2 Inhibitor Empagliflozin in Patients With Diabetic Nephropathy (MEDiaN)
Effect of Dapagliflozin on Metabolomics and Cardiac Mechanics in Chronic Kidney Disease
Who cites it
293 citing papers in PubMed, 8 syntheses or guidelines pooled it, 561 citations in OpenAlex.
- Renal Protection at a Metabolic Cost: A Systematic Review and Meta-Analysis of Perioperative Use of Sodium-Glucose Cotransporter 2 Inhibitors.Endocrinology, diabetes & metabolism · 2026Pooled it
- Comparative effectiveness and safety of sodium-glucose cotransporter 2 inhibitors vs glucagon-like peptide 1 receptor agonists in elderly patients with type 2 diabetes mellitus: a meta-analysis.Frontiers in endocrinology · 2025Pooled it
- Safety and efficacy of adjuvant Sotagliflozin therapy in patients with T1D - an update and systematic review and meta-analysis.Frontiers in endocrinology · 2025Pooled it
- Efficacy of antihyperglycemic therapies on cardiovascular and heart failure outcomes: an updated meta-analysis and meta-regression analysis of 35 randomized cardiovascular outcome trials.Cardiovascular diabetology · 2023Pooled it
- Pooled it
- Effect of Sodium-Glucose Co-transporter Protein 2 Inhibitors on Arrhythmia in Heart Failure Patients With or Without Type 2 Diabetes: A Meta-Analysis of Randomized Controlled Trials.Frontiers in cardiovascular medicine · 2022Pooled it
- Renal effectiveness and safety of the sodium-glucose cotransporter-2 inhibitors: a population-based cohort study.BMJ open diabetes research & care · 2021Pooled it
- Sodium-glucose cotransporter 2 inhibitor effects on heart failure hospitalization and cardiac function: systematic review.ESC heart failure · 2021Pooled it
- Beyond glycemic control: differential effects of empagliflozin and sitagliptin on insulin sensitivity and a shared increase in adropin in type 2 diabetes.BMC endocrine disorders · 2026Trial
- Effect of empagliflozin on urinary albumin excretion and hypoxic biomarkers in early diabetic kidney disease: A randomised double-blind, placebo-controlled trial.Diabetes, obesity & metabolism · 2026Trial
- Cardiovascular Outcomes of Perioperative Sodium-Glucose Transporter 2 Inhibition in Cardiac Surgery Patients: An Open-Label Randomized Pilot Study.Acta anaesthesiologica Scandinavica · 2025Trial
- Exenatide and glucagon co-infusion increases myocardial glucose uptake and improves markers of diastolic dysfunction in adults with type 2 diabetes.Scientific reports · 2025Trial
- Cardiopulmonary responses to acute exogenous ketosis at rest, and during submaximal and maximal exercise.Physiological reports · 2025Trial
- Plasma levels of carboxylic acids are markers of early kidney dysfunction in young people with type 1 diabetes.Pediatric nephrology (Berlin, Germany) · 2023Trial
- Effects of 26 weeks of treatment with empagliflozin versus glimepiride on the myocardial glucose metabolic rate in patients with type 2 diabetes: The randomized, open-label, crossover, active-comparator FIORE trial.Diabetes, obesity & metabolism · 2022Trial
- Endotrophin is a risk marker of complications in CANagliflozin cardioVascular Assessment Study (CANVAS): a randomized controlled trial.Cardiovascular diabetology · 2022Trial
- Six-Month Periodic Fasting in Patients With Type 2 Diabetes and Diabetic Nephropathy: A Proof-of-Concept Study.The Journal of clinical endocrinology and metabolism · 2022Trial
- Effect of empagliflozin on ectopic fat stores and myocardial energetics in type 2 diabetes: the EMPACEF study.Cardiovascular diabetology · 2021 · on this mapTrial
- Role of Canagliflozin on function of CD34+ve endothelial progenitor cells (EPC) in patients with type 2 diabetes.Cardiovascular diabetology · 2021 · on this mapTrial
- Acute and Chronic Effects of SGLT2 Inhibitor Empagliflozin on Renal Oxygenation and Blood Pressure Control in Nondiabetic Normotensive Subjects: A Randomized, Placebo-Controlled Trial.Journal of the American Heart Association · 2020Trial
233 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
3 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Type 2 diabetes mellitus causes excessive morbidity and premature cardiovascular (CV) mortality. Although tight glycemic control improves microvascular complications, its effects on macrovascular complications are unclear. The recent publication of the EMPA-REG OUTCOME study documenting impressive benefits with empagliflozin (a sodium-glucose cotransporter 2 [SGLT2] inhibitor) on CV and all-cause mortality and hospitalization for heart failure without any effects on classic atherothrombotic events is puzzling. More puzzling is that the curves for heart failure hospitalization, renal outcomes, and CV mortality begin to separate widely within 3 months and are maintained for >3 years. Modest improvements in glycemic, lipid, or blood pressure control unlikely contributed significantly to the beneficial cardiorenal outcomes within 3 months. Other known effects of SGLT2 inhibitors on visceral adiposity, vascular endothelium, natriuresis, and neurohormonal mechanisms are also unlikely major contributors to the CV/renal benefits. We postulate that the cardiorenal benefits of empagliflozin are due to a shift in myocardial and renal fuel metabolism away from fat and glucose oxidation, which are energy inefficient in the setting of the type 2 diabetic heart and kidney, toward an energy-efficient super fuel like ketone bodies, which improve myocardial/renal work efficiency and function. Even small beneficial changes in energetics minute to minute translate into large differences in efficiency, and improved cardiorenal outcomes over weeks to months continue to be sustained. Well-planned physiologic and imaging studies need to be done to characterize fuel energetics-based mechanisms for the CV/renal benefits.
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What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.