High-Throughput Integrated Analyses for the Tyrosinase-Induced Melanogenesis: Microarray, Proteomics and Interactomics Studies
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
The tyrosinase gene was overexpressed in HEK293 cells, and then a DNA microarray and proteomic tools were applied to detect the dysregulated genes in highly pigmented cells. The candidate genes from the microarray were compared to the yeast two-hybridization results. Computational prediction via protein-protein interaction mapping suggested the existence of 66 hub genes in melanogenesis. Most importantly, RNA binding motif protein 9 is newly detected as a putative critical melanogenesis-associated gene in this study. The approach of combining the expression data analysis and predicted protein interaction partners performed in large scales can bring more reliable gene targets for understanding pigmentation.
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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 it