Thirsty Business: Cell, Region, and Membrane Specificity of Aquaporins in the Testis, Efferent Ducts, and Epididymis and Factors Regulating Their Expression
Bibliographic record
Abstract
Water content within the male reproductive tract is stringently regulated in order to promote sperm differentiation and maturation. Aquaporins (AQP) are a family of integral membrane proteins allowing the transcellular transport of water, gases, urea, glycerol, and ions. Past studies from our lab have revealed the following. In the testis, Sertoli cells express AQP 8, whereas germ cells express AQP 7. In the efferent ducts (ED), AQP 1, 9, and 10 localize to microvilli of nonciliated cells, in addition to a basolateral staining for AQP 1, whereas AQP 1 and 10 localize to ciliated cells. AQP 7 and 11 are expressed in the ED epithelium of young but not adult rats, suggesting suppression of translation as rats age. In the adult epididymis, AQP 1 appears in endothelial cells of vascular channels and myoid cells, whereas AQP 3 delineates basal cells. In principal cells, AQP 9 and 11 appear on microvilli, whereas AQP 7 localizes to lateral then to basal plasma membranes in a region-specific manner; AQP 7 also associates with myoid cells. AQP 5 is expressed in corpus and cauda regions. Additionally, several AQPs are expressed by some but not all basal (AQP 7, 11), clear (AQP 7, 9), and halo (AQP 7, 11) cells. Regulation studies reveal a role for estrogen, androgens, and lumicrine factors. These findings indicate unique associations of AQPs with specific membrane domains in a cell type- and region-specific manner within the EDs and epididymis, as well as complex regulation patterns of expression.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.153 | 0.047 |
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".