Quorum-sensing gene <i>luxS</i> regulates flagella expression and Shiga-like toxin production in F18ab <i>Escherichia coli</i>
Bibliographic record
Abstract
To investigate the effect of the luxS gene on the expression of virulence factors in Shiga-like toxin producing and verotoxin-producing Escherichia coli, the luxS gene from E. coli 107/86 (wild type, O139:H1:F18ab, Stx2e) was deleted. The successful deletion of luxS was confirmed by bioluminescence assays. The luxS deletion mutant exhibited changed flagella-related phenotypes, like impaired expression of flagella, decreased flagella motility, reduced biofilm formation, and reduced ability to induce pro-immunity response in host cells, which were restored after complementation with the intact luxS gene. The mutant strain also displayed attenuated production of Stx2e. This study provides new information to the crucial function of luxS in regulating Shiga-like toxin producing E. coli virulence.
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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".