Emerging role of autophagy in mediating widespread actions of ADIPOQ/adiponectin
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
Autophagy can dictate changes in cell metabolism via numerous mechanisms. ADIPOQ/adiponectin has been extensively characterized to have beneficial metabolic effects, both via INS/insulin-sensitizing and INS-independent actions. Our recent work examined the regulation of skeletal muscle autophagy by ADIPOQ and the functional significance. We showed that ADIPOQ directly stimulates autophagic flux in cultured skeletal muscle cells via an AMPK-dependent signaling pathway leading to phosphorylation of ULK1 (Ser555). Pharmacological inhibition of autophagy or overexpressing an inactive mutant of ATG5 to create an autophagy-deficient cell model reduces INS sensitivity. A high-fat diet (HFD) does not induce skeletal muscle autophagy in Adipoq knockout (Ad-KO) mice, whereas it does in wild-type (WT) mice, although ADIPOQ replenishment in Ad-KO mice stimulates autophagy. Changes in skeletal muscle autophagy correlate well with peripheral INS sensitivity and glucose metabolism. Thus, ADIPOQ stimulates autophagic flux in skeletal muscle, which likely represents one important mechanism mediating multiple favorable metabolic effects.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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