Development of qPCR methods to detect and quantify the novel Fusarium graminearum 3ANX chemotype variant
Bibliographic record
Abstract
The devastating plant pathogen Fusarium graminearum produces mycotoxins including the novel 3ANX toxin. To detect 3ANX-producing isolates, SYBR Green and locked nucleic acid probe assays were developed, targeting 3ANX Tri1 polymorphisms. Assays were efficient with R 2 > 0.99 and specific to 3ANX, detecting as few as 2 copies/μL. • This study developed qPCR methods for F. graminearum 3ANX-producers. • Primers and probes were designed using the 3ANX chemotype consensus Tri1 gene sequence, targeting 3ANX SNPs. • SYBR Green assays could detect 9 copies/μL, while the LNA assay could detect 2 copies/μL. • Assays could detect 3ANX-producers in wheat tissues. • The assays were highly sensitive to the 3ANX chemotype variant.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.001 |
| 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) | 0.000 | 0.000 |
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.
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 teacher head, 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".