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Record W6930852331 · doi:10.5281/zenodo.15093542

Assessment of Cry1Ac and Cry2Ab expression endotoxins in transgenic cotton across growth periods and stages under semi-controlled conditions

2025· article· en· W6930852331 on OpenAlexfundno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicPaleontology and Evolutionary Biology
Canadian institutionsnot available
FundersPartenariat Canadien Contre Le Cancer
KeywordsCry1AcCultivarBt cottonGenetically modified cropsTransgeneTransformation (genetics)

Abstract

fetched live from OpenAlex

Transgenic cotton has brought about a significant transformation in the management of bollworms. Nevertheless, a considerable challenge has emerged in the form of Pectinophora gossypiellafor transgenic cotton. In current study, the detection and quantification of Cry1Ac and Cry2Ab protein in pot samples of different transgenic cotton cultivars encompassing single (Cry1Ac) and double gene (Cry2Ab) cultivars was conducted, employing bt strips and ELISA methods at three distinct time points, namely 40 days, 80 days, and 120 days after sowing, coinciding with different growth phases (i.e., leaves, squares, bolls, and seeds). The outcomes revealed that the highest toxin levels of Cry1Ac protein were present across all cultivars, whereas elevated levels of Cry2Ab protein were exclusively observed in MNH-1045 cultivar ranged from 0.05 ug/g to 1.46 ug/g. The findings highlighted visible differences in the concentrations of Cry1Ac and Cry2Ab proteins among all cultivars. The Cry1Ac concentrations ranged from 0.12 ug/g to 0.81 ug/g, 0.18 ug/g to 0.69 ug/g, 0.19 ug/g to 0.38 ug/g after 40 days, 80 days, and 120 days respectively, and ranged from 0.22 ug/g to 0.59 ug/g, 0.20 ug/g to 0.36 ug/g, 0.00 ug/g to 0.05 ug/g and 0.22 ug/g to 0.30 ug/g, in leaf, square, boll, and seed stage respectively. The concentration of Cry2Ab protein ranged from 0.04 to 1.46, 0.02 to 1.128, 0.01 to 0.28ug/g after 40 days, 80 days, and 120 days respectively, and ranged from 0.4 ug/g to 1.45 ug/g, 0.01 ug/g to 0.63 ug/g, 0.00 ug/g to 0.05 ug/g and 0.00 ug/g to 0.62 ug/g, in leaf, square, boll, and seed stage respectively. It was detected that the expression of toxins is depending upon the developmental stage of the crop and the duration of growth. This study's findings will aid entomologists and plant breeders in developing high-toxin cotton cultivars (especially expressing high at the boll stage) and strategies for global cotton production sustainability, such as refuge maintenance or hybrid development, to protect transgenic cotton from pink bollworm infestations.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.002

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 integrity0.0000.001
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 head0.017
GPT teacher head0.274
Teacher spread0.256 · 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 designObservational
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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