Role of DNA Methylation in Colorectal Carcinogenesis
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
Colorectal cancer is the most common malignancy of the gastrointestinal tract and a leading cause of cancer-related deaths worldwide. In order to detect early precursor lesions, colonoscopy is widely used. Unfortunately, patient adherence to colonoscopy is poor, which is partially due to the modest performance of currently used prescreening tests. Recently, epigenetics added an additional layer to the understanding of colorectal carcinogenesis. DNA methylation as part of the epigenetic gene-silencing complex is a universally occurring change in colorectal cancer and arises prior to the onset of recognizable preneoplastic changes, which may have huge preventive implications. Herein we discuss the major developments in the field of colorectal carcinogenesis and DNA methylation, including alterations in non-neoplastic conditions such as aging and ulcerative colitis. We try to demonstrate how this epigenetic modification can be harnessed to address some of the key issues impeding the successful clinical management of colorectal cancer.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 it