Epigenetics of the frozen brain: roles for lysine methylation in hypometabolism
Bibliographic record
Abstract
Wood frog (Rana sylvatica) freeze tolerance necessitates metabolic rate depression, where costly processes such as gene transcription are commonly suppressed. Epigenetic mechanisms, such as histone lysine methylation, have recently been implicated in hypometabolic states of various animals, although they are underreported in nervous tissues. In the present study, we track the expression of eight lysine methyltransferases, as well as the activity on, and abundance of putative histone products across the freeze-thaw cycle and freeze-associated substresses (anoxia, dehydration) of wood frog brains. Our results suggest that hypomethylation of transcriptionally repressive H3K9 may be a key facet of metabolic recovery during the thawing of nervous tissue, which we speculate may have a positive effect on global gene transcription. Some nonhistone roles for lysine methylation are also proposed.
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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 | 0.000 | 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) | 0.000 | 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".