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Record W4412846879 · doi:10.5376/cgg.2025.16.0014

Molecular Response Mechanism of Cotton to Verticillium Wilt and Fusarium Wilt

2025· article· en· W4412846879 on OpenAlexvenueno aff
Xiaojing Yang, Tianze Zhang

Bibliographic record

VenueCotton Genomics and Genetics · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicResearch in Cotton Cultivation
Canadian institutionsnot available
Fundersnot available
KeywordsVerticillium wiltFusarium wiltBiologyVerticilliumAgronomyBotanyFusarium oxysporum

Abstract

fetched live from OpenAlex

Cotton is an important fiber crop worldwide and is threatened by soil-borne fungal pathogens such as Verticillium dahliae and Fusarium oxysporum , which cause Verticillium wilt and Fusarium wilt, respectively. This study systematically explored the molecular responses of cotton to these two devastating diseases, aiming to lay the foundation for improved disease resistance strategies. We first outlined the biological characteristics, infection mechanisms, and global distribution of the pathogens, and then discussed in detail the innate immune response of cotton, including pattern recognition receptors, phytohormone-mediated pathways, and effector-triggered immune responses. We further emphasized the changes in the transcriptome and proteome during infection, as well as the functional roles of resistance genes, transcription factors, and secondary metabolites. We also discussed the recent progress in functional genomics and gene editing tools such as CRISPR/Cas in the discovery and validation of resistance genes, as well as the overlapping molecular responses triggered by the two pathogens. Using disease-resistant Xinjiang cotton varieties as an example, this study will provide a practical reference for regional breeding programs. This comprehensive study highlights the complexity of cotton-pathogen interactions and anticipates that integrating multi-omics data will be key to cultivating durable resistance through molecular breeding and precision agriculture.

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)0.000
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: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.015
GPT teacher head0.254
Teacher spread0.239 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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