ANGPTL4-the Link Binding Lipid Metabolism and Inflammation
Bibliographic record
Abstract
BACKGROUND: Angiopoietin-like 4 (ANGPTL4) belongs to the family of angiopoietin- like proteins. The involvement of ANGPTL4 in various aspects of lipid metabolism and inflammation has become an important area of research. METHODS: A thorough search on PubMed related to ANGPTL4, lipid metabolism, and inflammation was performed. RESULTS: Over the past two decades, the recognition of ANGPTL4 as a potent regulator of lipid metabolism has substantially increased. As part of the senescence-associated secretory phenotype, ANGPTL4 also serves as an inflammatory mediator. Considering the advancements in ANGPTL4 research, we have highlighted that ANGPTL4 acts as a key node linking lipid metabolism and inflammation. ANGPTL4 impacts inflammation by regulating lipid metabolism. It affects critical enzymes (lipoprotein lipase, hepatic lipase, endothelial lipase, and acetyl-CoA carboxylase), regulatory factors (AMPK, cAMP, SLC7A11, GPX4, and mTOR), and receptors (LepR, CD36, and PPARγ) of lipid oxidation, synthesis, and peroxidation, thereby affecting immune cells and inflammatory pathways. CONCLUSION: Understanding the potential association and the therapeutic value of ANGPTL4 for regulating lipid metabolism and inflammation could contribute to drug discovery and therapeutic development.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".