Hypothalamic glucagon signals through the KATP channels to regulate glucose production
Why this work is in the frame
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Bibliographic record
Abstract
Insulin, leptin and GLP-1 signal in the mediobasal hypothalamus (MBH) to lower hepatic glucose production (GP). MBH glucagon action also inhibits GP but the downstream signaling mediators remain largely unknown. In parallel, a lipid-sensing pathway involving MBH AMPK→malonyl-CoA→CPT-1→LCFA-CoA→PKC-δ leading to the activation of KATP channels lowers GP. Given that glucagon signals through the MBH PKA to lower GP, and PKA inhibits AMPK in hypothalamic cell lines, a possibility arises that MBH glucagon-PKA inhibits AMPK, elevates LCFA-CoA levels to activate PKC-δ, and activates KATP channels to lower GP. We here report that neither molecular or chemical activation of MBH AMPK nor inhibition of PKC-δ negated the effect of MBH glucagon. In contrast, molecular and chemical inhibition of MBH KATP channels negated MBH glucagon's effect to lower GP. Thus, MBH glucagon signals through a lipid-sensing independent but KATP channel-dependent pathway to regulate GP.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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