MétaCan
Menu
Back to cohort
Record W4407962919 · doi:10.1139/cjps-2024-0215

Understanding cell wall signaling to open new opportunities for modifying plant cell walls

2025· article· en· W4407962919 on OpenAlexafffundvenue
Heather E. McFarlane

Bibliographic record

VenueCanadian Journal of Plant Science · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicPolysaccharides and Plant Cell Walls
Canadian institutionsUniversity of Toronto
FundersNatural Sciences and Engineering Research Council of CanadaCanada Research ChairsOntario Ministry of Agriculture, Food and Rural Affairs
KeywordsCell wallCellCell signalingBiologyCell biologySignal transductionBotanyBiochemistry

Abstract

fetched live from OpenAlex

Plant cell walls are polysaccharide-based extracellular matrices that surround all plant cells. Cell walls provide support and protection to the plant cell, while also remaining flexible enough to allow plant growth by cell expansion. Plant cell walls are important renewable resources and cell wall polysaccharides can be processed into components of food, materials, or biofuels, making plant cell wall modification a key goal of biotechnology. However, plants sense the status of their cell walls via largely unknown mechanisms, collectively called “cell wall signaling”. Here, we review the evidence that activating cell wall signaling can limit plant growth, and that this growth limitation presents a key barrier to effective cell wall modification. We next discuss the molecular mechanisms of cell wall signaling; although several receptors have been implicated in detecting cell wall changes at the cell surface, their downstream signaling partners inside the cell are less clearly defined. Finally, we discuss how changes to cell wall synthesis can affect polysaccharide solubility and secretion, making some cell wall changes more detrimental than others. Altogether, uncovering the molecular mechanism of plant cell wall signaling and the extent to which plant cell walls can be modified without triggering growth limitations may allow cell wall modification to generate improved cell wall bioproducts.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.003
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0000.001
Scholarly communication0.0020.003
Open science0.0000.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0020.001

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.

Opus teacher head0.231
GPT teacher head0.257
Teacher spread0.026 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

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".

Quick stats

Citations2
Published2025
Admission routes3
Has abstractyes

Explore more

Same venueCanadian Journal of Plant ScienceSame topicPolysaccharides and Plant Cell WallsFrench-language works237,207