Development of <i>Pichia pastoris</i> as a rumen escape vehicle for the intestinal delivery of recombinant proteins in ruminants
Bibliographic record
Abstract
The effectiveness of cellular encapsulation as a method for delivery of bioactive proteins and limiting amino acids to the small intestine of ruminants was investigated. Intracellular expression of green fluorescent protein variant (GFPuv) in Pichia pastoris was used as a visible marker to assess the cellular integrity of P. pastoris and determine the potential of this approach for protecting recombinant proteins from microbial proteolysis in the rumen. Fluorescent cells were easily identified in the presence of strained ruminal fluid when viewed by epifluorescent microscopy, and intact cells were readily enumerated. Batch cultures with rumen digesta demonstrated that 93, 97 and 25% of P. pastoris cells remained intact after 36 to 48 h of incubation in clarified ruminal fluid, an isolated bacterial fraction, and whole ruminal fluid, respectively. In continuous culture (Rusitec) with a dilution rate of 0.75 d-1, 19% of P. pastoris cells flowed intact from the fermentation vessels. In vitro abomasal simulations demonstrated that 84% of inoculated P. pastoris had lysed within 12 h of incubation, a property that is necessary for the release of encapsulated protein prior to the small intestine. These in vitro studies suggest that P. pastoris may be an effective vehicle for post-ruminal delivery of bioactive proteins in ruminants. Key words: Ruminal escape vehicle, Pichia pastoris, green fluorescent protein, bypass protein
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".