<i>Salmonella</i> Infection of Gallbladder Epithelial Cells Drives Local Inflammation and Injury in a Model of Acute Typhoid Fever
Bibliographic record
Abstract
The gallbladder is often colonized by Salmonella during typhoid fever, yet little is known about bacterial pathogenesis in this organ. With use of a mouse model of acute typhoid fever, we demonstrate that Salmonella infect gallbladder epithelial cells in vivo. Bacteria in the gallbladder showed a unique behavior as they replicated within gallbladder epithelial cells and remained confined to those cells without translocating to the mucosa. Infected gallbladders showed histopathological damage characterized by destruction of the epithelium and massive infiltration of neutrophils, accompanied by a local increase of proinflammatory cytokines. Damage was determined by the ability of Salmonella to invade gallbladder epithelial cells and was independent of high numbers of replication-competent, although invasion-deficient, bacteria in the lumen. Our results establish gallbladder epithelial cells as a novel niche for in vivo replication of Salmonella and reveal the involvement of these cells in the pathogenesis of Salmonella in the gallbladder during the course of acute typhoid fever.
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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 | 0.000 | 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) | 0.000 | 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".