Amino acids and the regulation of methyl balance in humans
Bibliographic record
Abstract
PURPOSE OF REVIEW: To outline recent advances in our understanding of the metabolic basis for the maintenance of cellular S-adenosylmethionine levels and, thus, for facilitating the many crucial methylation reactions in the body. Amino acids are intimately involved in these processes. RECENT FINDINGS: The application of stable-isotope methodology has permitted accurate estimation of the total transmethylation flux in humans. Chemical balance studies have identified the quantitatively major transmethylation reactions. New evidence points to a key role for deranged S-adenosylmethionine metabolism in the pathogenesis of liver disease. Mutations in key enzymes point to the importance of methyl metabolism in closure of the neural tube, synthesis of creatine and metabolic clearance of methionine. Dietary interventions designed to affect S-adenosylmethionine availability to pregnant mice have been shown to modulate the epigenetic DNA methylation of specific genes. SUMMARY: These findings are of relevance to the pathogenesis of neural tube defects as well as the interaction between a genetic polymorphism and nutritional status. They also address the issue of methyl group availability and epigenetic regulation. Finally, they are also relevant to the etiology of cirrhosis and steatohepatitis.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 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 | 0.001 |
| 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".