Identifying novel genes involved in the synthesis, secretion and modification of cell wall components in the seed coat of «Arabidopsis thaliana»
Bibliographic record
Abstract
Plant cells are encased within a complex polysaccharide wall that not only strengthens the plant, but also has key roles in plant growth, cell differentiation, and defence. The plant cell wall is comprised of a network of cellulose microfibrils interconnected by hemicelluloses; this framework is embedded in a more soluble pectin matrix. This dynamic structure is under continual modification during plant growth and development, and its synthesis and modification requires the activity of a myriad of enzymes. Recent research has provided insight into how plants manufacture and regulate the cell wall during development, but much remains unknown. The mucilage secretory cells (MSCs) of Arabidopsis thaliana are used as a model to discover novel genes involved in the synthesis, secretion and modification of cell wall components, particularly pectin. These cells synthesize copious amounts of pectinaceous mucilage during development and, upon hydration of the desiccated seed, this mucilage rapidly swells, bursts from the MSCs and surrounds the seed in a gelatinous capsule. The patchy (pty)/beta-xylosidase1(bxl1) mutant has a peculiar phenotype where mucilage release is patchy and slow, and mutant seeds are delayed in germination. Cloning of the mutant locus revealed a lesion in an encoded bifunctional β-xylosidase/α-arabinofuranosidase. Chemical and immunological analyses indicate an increase in 1,5-linked arabinans, suggesting the action of AtBXL1 is required for the trimming of these chains to allow correct mucilage release. In addition to the study of AtBXL1, an enhancer/suppressor screen of the mum4 reduced mucilage mutant was performed in order to identify novel genes involved in mucilage secretory cell differentiation. The screen identified six novel mutants named mum enhancer (men) 1-6. Characterization of men mum4 double mutants revealed two distinct groups, those that produced similar amounts of mucilage to mum4 but failed to release it (men2, 6), and
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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) | 0.000 | 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) | 0.001 | 0.001 |
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".