Heart ketone metabolism under acute ketone supplementation in ZDF rats, a type 2 diabetes heart failure model
Bibliographic record
Abstract
In non-insulin-dependent, type 2, diabetes mellitus (T2D), glucose metabolism is compromised, and the heart loses its metabolic flexibility. The Zucker Diabetic Fatty rat (ZDF) model, which replicates the pathophysiology of T2D in patients, shows that as T2D progresses so does heart failure. Heart ketone metabolism seems to play a role in mitigating the heart failure process. This study assesses ketone metabolism in a ZDF heart failure model using cardiac PET imaging. Six lean ZDF rats (CTRL) and six diabetic obese ZDF rats (T2D) were evaluated for coronary flow reserve (CFR) using [13N]ammonia ([13N]NH3) cardiac PET. In addition, rats were evaluated with [11C]acetoacetate ([11C]AcAc) PET during rest and stress conditions to assess ketone metabolism, both at baseline and under an acute exogenous ketone ester oral supplementation. Blood chemistry, cardiac function and hemodynamic parameters were also evaluated under these conditions. CFR was impaired in the T2D model (CTRL: 1.8 ± 0.5; T2D: 1.4 ± 0.2, p < 0.05) suggesting the development of heart failure in the T2D model. Blood ketones increased more than 2-fold after supplementation. The [11C]AcAc heart ketone uptake values with and without ketone supplementation were similar for the CTRL group, and these values were higher than for T2D rats. For the T2D group, the uptake decreased by 20% at rest under ketone supplementation vs. no supplementation (p < 0.05) and remained unchanged under stress with and without supplementation. Because of this decrease at rest, the stress/rest ratio after supplementation increases to the level observed in CTRL. [11C]AcAc heart ketone metabolism showed a slight decrease under stress for the CTRL group, but not for the T2D. Under ketone supplementation, the metabolism stress/rest ratio increased only in T2D (1.25 ± 0.29, p = 0.03 compared to baseline). In a rat model of T2D and CFR impairment, we were able to measure changes in ketone metabolism using [11C]AcAc PET at rest and under stress with and without acute ketone supplementation. Our findings suggest that the heart ketone metabolism of T2D rats is impaired during the heart failure process. Ketone supplementation may have the potential to restore this cardiac reserve.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".