X‐Inactivation Status Varies in Human Embryonic Stem Cell Lines
Bibliographic record
Abstract
Human embryonic stem cells (hESCs) derived from human blastocysts have an apparently unlimited proliferative capacity and can differentiate into ectoderm, mesoderm, and endoderm. As such, hESC lines have enormous potential for use in cell replacement therapies. It must first be demonstrated, however, that hESCs maintain a stable karyotype and phenotype and that gene expression is appropriately regulated. To date, different hESC lines exhibit similar patterns of expression of markers associated with pluripotent cells. However, the evaluation of epigenetic status of hESC lines has only recently been initiated. One example of epigenetic gene regulation is dosage compensation of the X chromosome in mammalian females. This is achieved through an epigenetic event referred to as X-chromosome inactivation (XCI), an event initiated upon cellular differentiation. We provide the first evidence that undifferentiated hESC lines exhibit different patterns of XCI.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.002 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".