Therapeutic remodeling of the ceramide backbone prevents kidney injury
Bibliographic record
Abstract
Perturbation of proximal tubule (PT) lipid metabolism fuels the pathological features of acute kidney injury (AKI). We found that AKI induced biosynthesis of lipotoxic ceramides within PTs in humans and mice and that urine ceramides predicted disease severity in children and adults. Mechanistic studies in primary PTs, which included a thermal proteomic profiling screen for ceramide effectors, revealed that ceramides altered assembly of the mitochondrial contact site and cristae-organizing system (MICOS) and respiratory supercomplexes, leading to acute disruption of cristae architecture, mitochondrial morphology, and respiration. These ceramide actions were dependent on the presence of the 4,5-trans double bond inserted by dihydroceramide desaturase 1 (DES1). Genetically ablating DES1 preserved mitochondrial integrity and prevented kidney injury in mice following bilateral ischemia reperfusion. Moreover, novel DES1 inhibitors that are attractive clinical drug candidates phenocopied the DES1 knockouts. These studies describe a new, therapeutically tractable mechanism underlying PT mitochondrial damage in AKI.
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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) | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".