The Intermediate Filament Nestin is Highly Expressed in Normal Human Podocytes and Podocytes in Glomerular Disease
Bibliographic record
Abstract
The intermediate protein nestin is expressed in proliferating embryonic tissues and adult tissues undergoing repair. Recently this protein been identified in rodent podocytes. Its role in this cell is unknown, since podocytes are believed to be terminally differentiated and nondividing. We report the first study of nestin in human kidney. Nestin expression in normal mature human glomeruli was confined to podocytes. In developing kidney, nestin was detected in metanephric blastema and in podocytic cells at all stages of glomerular development. Nestin co-localized with vimentin but not with actin or heavy chain myosin IIA, using a mouse podocyte cell line. Knockdown of nestin in a murine podocyte cell line failed to produce any obvious phenotypic change or alteration in vimentin distribution but was associated with increased cell cycling. A survey of glomerular diseases failed to identify any condition lacking nestin, indicating that the protein is critical for some aspect of podocyte function. Perhaps through an association with vimentin, nestin serves to bolster the mechanical strength of these cells that experience high tensile stress during glomerular filtration. Nestin was also expressed in podocytes that are reported to be 'dysregulated' (lacking podocyte markers). Thus, nestin has a potential as a reliable podocyte marker, even for podocytes that are not completely differentiated (for example, during development) or 'dedifferentiated' in glomerular disease.
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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) | 0.001 | 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".