The functions and applications of <scp>GDSL</scp> esterase/lipase proteins in agriculture: A review
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
Abstract GDSL esterase/lipase proteins (GELPs) compose a family of enzymes identified by a unique “GDSL” amino acid sequence motif. GELPs can accept a broad range of substrates and are functionally diverse. They are involved in various key physiological processes in plants such as cuticle development, seed oil storage, male fertility, and biotic and abiotic stress responses. Thus, genetic manipulation of GELPs has the potential to be beneficial in agriculture. As examples, the Seed Fatty Acid Reducer proteins in rapeseed ( Brassica napus ) function in seed oil degradation, and their down‐regulation (or knockout) may increase rapeseed oil yield. Xanthophyll acyltransferase in wheat ( Triticum aestivum ) catalyzes the esterification of lutein for storage, and enhancing its activity may produce wheat grains with higher carotenoid content. In this review, we aim to highlight various GELPs in globally important crops including maize, rice, wheat, soybean, and rapeseed, and discuss their potential as targets for genetic modification which will be useful in improving crop yield, quality, or both.
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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 | 0.001 | 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) | 0.000 | 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