AMPK promotes macrophage fatty acid oxidative metabolism to mitigate inflammation: implications for diabetes and cardiovascular disease
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Metabolic inflammation, a low-grade chronic pro-inflammatory environment in metabolic or vascular tissues during nutrient excess, has emerged as an important factor underpinning the development of type 2 diabetes (T2D) and cardiovascular disease (CVD). Macrophages are a primary source of inflammatory effectors that contribute to insulin resistance and atherosclerosis, the precursors of T2D and CVD, respectively. Oxidative metabolism dictates the inflammatory status of macrophages, effects that may be upstream of endoplasmic reticulum (ER) stress and the NLRP3 inflammasome. The AMP-activated protein kinase (AMPK) lies at the crossroads of metabolically driven macrophage inflammation and exerts control over mitochondrial metabolism, and therefore is vital for dictating the inflammatory status of macrophages. Understanding how AMPK regulates oxidative metabolism and substrate selection to control both ER stress and NLRP3 inflammasome-mediated inflammation holds promise for identifying new therapies and the tailoring of current therapies for the treatment of T2D and CVD.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it