Mechanism underlying the modulation of milk production by incomplete milking
Bibliographic record
Abstract
Mammary gland secretory activity is modulated by systemic and local factors; however, the relationship between these factors is unknown. The aim of this study was to determine how a local factor, such as incomplete milking, affects mammary epithelial cell activity, number, and responsiveness to blood prolactin (PRL). Eight cows in mid-lactation were differentially milked (i.e., their right quarters were milked incompletely at approximately 70%, and their left quarters were milked completely, twice daily for 4 wk). Throughout the experiment, milk yield was measured at the quarter level. Milk samples were collected from each quarter once a week to assess the milk components, and epithelial cell concentrations, as well as to isolate milk fat globule RNA. In the weeks before and after the experiment, mammary gland functional capacity was evaluated by measuring the volume of milk harvested after complete filling of the gland. At the end of the last experimental week, mammary gland biopsies were performed on each rear quarter. The milk production of quarters milked completely remained stable during the treatment period, whereas, as expected, the milk production of quarters milked incompletely was only 53% of completely milked quarters at the end of the period. Accordingly, the expression of genes related to milk synthesis (CSN2, LALBA, and ACACA) in milk fat was lower in the quarters that were milked incompletely. Incomplete milking decreased the milk lactose content, indicating a loss of integrity of tight junctions. The total yield of epithelial cells in milk was not affected, but their concentration in milk, the BAX:BCL2 gene expression ratio, and the loss of mammary functional capacity were greater in the quarters milked incompletely, suggesting an acceleration of involution in those quarters. The expression of the short isoform of the PRL receptor gene (PRLR) tended to be lower, and the expression of STAT5A and STAT5B tended to decline in the quarters milked incompletely. In mammary gland biopsy samples, the number of both short and long isoforms of the PRLR were not affected, nor were the amount and activation of STAT3 and STAT5. However, the ratio of PRLR short isoform to PRLR long isoform was lower in the quarters milked incompletely. The decrease in milk yield induced by incomplete milking is rapid and associated with a decrease in mammary epithelial cell activity and a decrease in the number of secretory epithelial cells. The results of this experiment provide only limited support for the hypothesis that modulation of the mammary gland's responsiveness to PRL is part of the mechanism by which local factors, such as incomplete milking, modulate milk synthesis.
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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 | 0.000 |
| 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".