Maternal housekeeping proteins translated during bovine oocyte maturation and early embryo development
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Protein synthesis from maternal mRNA is needed to sustain oocyte maturation and embryo development prior to the maternal-embryonic transition (MET). Therefore, proteins that are expressed throughout this time are important and may be considered as maternal housekeeping proteins (MHKP). Our objectives were first, identify the translated protein patterns of bovine embryo development and secondly, determine the MHKP. Proteins synthesized during oocyte maturation and embryo development (2, 4 and 8-cell stages) were labeled using [S(35)]-Met and [S(35)]-Cys, and visualized by 2-DE. Embryos were cultured with alpha-amanitine to inhibit new transcription. Only 46 proteins were present throughout all stages. Ten spots were identified by MALDI-TOF and MS/MS: HSC71; HSP70; CypA; UCH-L1; GSTM5; Cct5; E-FABP; 2,3-BPGM, ubiquitin-conjugating enzyme E2D3; and beta-actin/gamma-actin. A new method called in silico protein identification confirmation was developed using EST databases. This method is a promising approach for use in rare tissue or from species with an incomplete protein database. This study has revealed that the translated protein patterns show a transition that brings the embryo to the MET. The needs in translated proteins between oocyte maturation and embryo development are different. In summary, this study represents the bases for future proteomics studies on bovine oocytes and embryos.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 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 it