Large-scale analysis of loss of chromosome Y in human pluripotent stem cells: Implications for Turner syndrome and ribosomopathies
Bibliographic record
Abstract
Loss of chromosome Y (LOY) occurs in aging and cancers, but its extent and implications in human embryonic stem cells (hESCs) have not been studied. Here, we analyzed over 2,650 RNA sequencing (RNA-seq) samples from hESCs and their differentiated derivatives to detect LOY. We found that 12% of hESC samples have lost their chromosome Y and identified LOY in all three germ layers. Differential expression analysis revealed that LOY samples showed a decrease in expression of pluripotency markers and in ribosomal protein (RP) genes. Strikingly, significant RP transcription downregulation was observed in most RP genes, although there is only one expressed Y-linked RP gene. We further analyzed RP expression in Turner syndrome and Diamond-Blackfan anemia samples and observed overall downregulation of RP transcription. This broad analysis sheds light on the scope and effects of LOY in hESCs, suggesting a novel dosage-sensitive mechanism regulating RP gene transcription in LOY and autosomal ribosomopathies.
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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".