Altered gene expression in <i>Choristoneura fumiferana</i> and <i>Manduca sexta</i> in response to sublethal intoxication by <i>Bacillus thuringiensis</i> Cry1Ab toxin
Bibliographic record
Abstract
In order to understand how lepidopteran insects react physiologically to Bacillus thuringiensis crystal toxin ingestion, transcriptional profiling of Choristoneura fumiferana larvae exposed to sublethal doses of Cry1Ab protoxin were monitored using a C. fumiferana-specific cDNA microarray derived from a protoxin-specific subtractive library. Differential gene expression occurred primarily between 2 and 5 h postingestion. Metabolic enzymes such as lipases and proteases were generally repressed, whereas genes involved in detoxification, immune system regulation or general stress response were upregulated. A similar protoxin-specific transcriptional pattern was also observed with Manduca sexta larvae, using three upregulated genes (serpin, cytochrome P450 and carboxyl/cholinesterase) and one downregulated gene (beta-glucosidase), suggesting that a susceptible larval response to Cry toxin exposure might be universal among lepidopterous insects.
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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) | 0.000 | 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) | 0.001 | 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 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".