Fluorescent in situ hybridization for detection of “ <i>Brachyspira hampsonii</i> ” in porcine colonic tissues
Bibliographic record
Abstract
Swine dysentery is classically associated with infection by the strongly beta-hemolytic Brachyspira hyodysenteriae; however, the proposed novel species "Brachyspira hampsonii" has also been isolated from clinical cases of dysentery in the United States and Canada. Microbial culture is highly sensitive for detecting Brachyspira in clinical samples but requires several days for completion and is often followed by molecular testing for speciation. Alternatively, in situ hybridization using molecular probes applied to sections of formalin-fixed tissue can provide rapid, culture-independent identification of agents observed histologically. Accordingly, a fluorescent in situ hybridization assay was developed for confirmation of a clinical diagnosis of swine dysentery associated with infection by "B. hampsonii." An oligonucleotide probe (Hamp1210) targeting a specific 23S ribosomal RNA sequence of "B. hampsonii" was developed following sequence analysis and comparison of numerous Brachyspira spp. clinical isolates with reference sequences available in GenBank. The application of Hamp1210 and a previously published probe for B. hyodysenteriae (Hyo1210) to diseased colonic tissues successfully detected the target species in both experimentally infected pigs and naturally infected pigs from field cases, and the Hamp1210 probe consistently detected both clade I and clade II isolates of "B. hampsonii"; however, a strong positive signal was also observed in a single case where the Hamp1210 probe was applied to tissues infected with Brachyspira intermedia. In situ hybridization incorporating the Hamp1210 probe can reduce the delay from sample submission to pathogen identification in cases of swine dysentery associated with "B. hampsonii" infection where formalin-fixed tissues are available.
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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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".