An old dog with new tricks: TFEB promotes syncytin expression and cell fusion in the human placenta
Bibliographic record
Abstract
In the human placenta, cell fusion is crucial for forming the syncytiotrophoblast, a multinucleated giant cell essential for maintaining pregnancy and ensuring fetal health. The formation of the syncytiotrophoblast is catalyzed by the evolutionarily modern fusogens syncytin-1 and syncytin-2. In this issue of Genes & Development , Esbin and colleagues (doi:10.1101/gad.351633.124) reveal a critical role for the transcription factor TFEB in the regulation of syncytin expression and the promotion of trophoblast fusion. Notably, TFEB's pro-fusion role operates independently of its well-known functions in lysosome biogenesis and autophagy, suggesting that TFEB has acquired additional functions to promote cell fusion in the human placenta.
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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".