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Record W3208805724 · doi:10.1101/2021.10.25.465759

Domestic pigs experimentally infected with <i>Mycobacterium bovis</i> and <i>Mycobacterium tuberculosis</i> exhibit different disease outcomes

2021· preprint· en· W3208805724 on OpenAlexafffund
Nirajan Niroula, Ze Long Lim, Stewart Walker, Yanyun Huang, Volker Gerdts, Slim Zriba, Kylee Drever, Jeffrey M. Chen

Bibliographic record

VenuebioRxiv (Cold Spring Harbor Laboratory) · 2021
Typepreprint
Languageen
FieldMedicine
TopicTuberculosis Research and Epidemiology
Canadian institutionsShared HealthUniversity of Saskatchewan
FundersSaskatchewan Health Research FoundationInnovation Saskatchewan
KeywordsMycobacterium bovisTuberculosisCaseous necrosisMycobacterium tuberculosisGranulomaDiseaseVirulenceMycobacteriumMedicineBiologyPathologyImmunology

Abstract

fetched live from OpenAlex

Abstract Domestic pigs share many similarities with humans in their pulmonary anatomy, physiology, and immunology. Accordingly, pigs have been shown to be valuable models to study human tuberculosis (TB). Here we examined the outcome of disease in domestic pigs challenged via two different routes with either the human-adapted TB bacillus Mycobacterium tuberculosis or the zoonotic bovine TB bacillus M. bovis in head-to-head comparisons. We found that pigs challenged intravenously with M. bovis AF2122/97 exhibited severe morbidity and rapid onset of mortality, accompanied by higher tissue bacterial burden and necrosis compared to pigs challenged similarly with M. tb Erdman. Concordantly, pigs challenged with aerosolized M. bovis AF2122/97 exhibited reduced weight gain and more severe pathology than pigs challenged similarly with M. tb Erdman. Moreover, pigs aerosol-challenged with M. bovis AF2122/97 exhibited a spectrum of granulomatous lesions ranging from small well-contained granulomas to caseous-necrotic lesions mimicking active TB disease in humans. In contrast, pigs aerosol-challenged with M. tb Erdman exhibited arrested granuloma development. Irrespective of challenge dose and pathological outcome however, peripheral IFN-γ responses were similar in both M. bovis AF2122/97 and M. tb Erdman challenged pigs. This study demonstrates domestic pigs can support infections with M. bovis and M. tb and develop pathology similar to what is observed in humans. And although M. bovis AF2122/97 appears to be more virulent than M. tb Erdman, both strains can be used to model TB in domestic pigs, depending on whether one wishes to recapitulate either acute and active TB or latent TB infections.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.001

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.

Opus teacher head0.013
GPT teacher head0.259
Teacher spread0.246 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2021
Admission routes2
Has abstractyes

Explore more

Same venuebioRxiv (Cold Spring Harbor Laboratory)→Same topicTuberculosis Research and Epidemiology→French-language works237,207→