The DNA Methylation Machinery as a Therapeutic Target
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
Pharmacology and therapeutics have traditionally focused on altering the activity of specific proteins that play an important physiological role either to counteract disease processes or to achieve changes in physiology that are of benefit to the patient. The explosion in our understanding of gene expression programs opens up new horizons for pharmacological intervention. Key processes reversibly controlling genetic programs are attractive drug targets. DNA methylation is a fundamental feature of genomes and the control of their function and is therefore a candidate for pharmacological manipulation that might have important therapeutic advantage. This review argues that DNA methylation plays an important role in the control of genomic processes, suggests how the DNA methylation machinery is involved in cancer, identifies the enzymatic processes that are a target for drug intervention, proposes potential therapeutic utilities for agents that manipulate the DNA methylation machinery and discusses novel drugs that target the DNA methylation machinery.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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