Regulation of hypoxia-inducible factor 2-a is essential for integrity of the glomerular barrier
Bibliographic record
Abstract
Deletion of the von Hippel-Lindau tumor suppressor (Vhl) gene from renal podocytes of mice (podVhl KO) leads to rapidly progressive glomerulonephritis (RPGN), a clinical syndrome characterized by rapid loss of renal function and crescents on renal biopsy. Genomic profiling of glomeruli isolated from podVhl knockout (KO) mice and from patients with RPGN identified a fingerprint of genes regulated by hypoxia-inducible factors (HIF), important substrates of the product of the VHL gene. Here, we show that stabilization of Hifs in podocytes is both required and sufficient for the glomerular phenotype observed in podVhl KO mice. Genetic deletion of the obligate dimerization partner Arnt/Hif1b that is essential for Hif transcriptional function rescues the phenotype. Conversely, stabilization of HIF2A alone in podocytes results in crescentic glomerular disease. Together, our results show that the Hif pathway and Hif2a in particular are key players in maintenance of the glomerular barrier.
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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 | 0.000 | 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) | 0.001 | 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 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".