Evaluating the effect of the mitochondrial alternative peptide MTALTND4 on gene expression
Bibliographic record
Abstract
• This is a preliminary study exploring the effect of the mitochondrial alternative peptide MTALTND4 on gene expression in two different culture media using microarrays, RNA-seq and RT-qPCR. • Microarrays in MiR05 medium suggest that exogenous treatment with MTALTND4 may alter gene expression and that responsive genes are mostly related to cell metabolism. • Conversely, RNA-seq in DMEM low glucose suggests that MTALTND4 has a negligible impact on gene expression. • RT-qPCR in MiR05 or DMEM low glucose indicates that the culture media affects gene regulation. • This study emphasizes the importance of employing diverse approaches when examining the physiological effects on cells and the need to carefully select the appropriate culture media to interpret cellular responses and expression data accurately.
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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".