Altered Liver Secretion of Vascular Regulatory Proteins in Hypoxic Pregnancies Stimulate Angiogenesis<i>in vitro</i>
Bibliographic record
Abstract
Placental vascular malformations result in fetal hypoxia, a serious pregnancy complication. Recent studies have linked liver-secreted and hemostatic proteins with angiogenesis. We therefore evaluated liver protein secretion changes following hypoxia, and their effect on angiogenesis, to identify potential angiogenic protein changes in the plasma of hypoxic newborns. Human vascular endothelial cells exhibited 10-fold increased tube formation with secretions from HepG2 cells cultured in 1% O(2) and 3-fold in 4% O(2) (p < 0.0001, p < 0.05) compared to 20% O(2). 2-DGE profiling of the secretions revealed significant density changes (p < 0.05) in spots identified as angiogenic proteins by LC-MS/MS. Clusterin decreased (-1.6-fold), whereas two spots of plasminogen activator inhibitor-1 (PAI-1) (2.4, and 3.6-fold), and three spots of transferrin (1.3, 1.5, and 2.6-fold) increased with 1% O(2). The levels of these proteins, subsequently determined in fetal plasma by immunoassays, strongly correlate with the fetal blood oxygen level at birth; PAI-1 and transferrin increase with low venous pO(2) (r = -0.70, p = 0.02, and r = -0.66, p = 0.04), clusterin and fibrinogen decrease (r = 0.82, p = 0.002, and r = 0.70, p = 0.02). These findings demonstrate that low oxygen levels in utero lead to pro-angiogenic changes in liver secreted plasma proteins. The pro-vascular plasma environment in hypoxic pregnancies may be acting to mitigate the compromised vasculature.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".