Transformation of <i>Metarhizium anisopliae</i> mediated by <i>Agrobacterium tumefaciens</i>
Bibliographic record
Abstract
A simple, highly efficient, and reliable Agrobacterium tumefaciens-mediated transformation method was developed for the insect pathogenic fungus Metarhizium anisopliae. Expression of the green fluorescent protein gene, egfp, and the benomyl resistance gene, benA3, were used as markers in transformed M. anisopliae. Transformation efficiencies were dependent on the strain of A. tumefaciens used. With strain AGL-1, 17.0 +/- 1.4 transformants per plate could be obtained using conidial concentrations of 10(6) conidia/mL and a 2 day co-cultivation in the presence of 200 micromol/L acetosyringone. On the other hand, transformations using strain LBA4404 were unsuccessful. Ten transformants were tested by Southern analysis and found to contain a single copy T-DNA. Twenty transformants were subcultured for five generations on nonselective media, and 95% of the transformants were mitotically stable. Agrobacterium tumefaciens-mediated transformation of M. anisopliae can serve as a useful tool to investigate genes involved in insect pathogenicity.
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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) | 0.001 | 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 | 0.001 |
| 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".