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Record W7162030373 · doi:10.82308/50705

Molecular studies of mycobacterium tuberculosis complex (MTBC) virulence

2025· dissertation· en· W7162030373 on OpenAlexaboutno aff
Sarah Danchuk

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldMedicine
TopicTuberculosis Research and Epidemiology
Canadian institutionsnot available
Fundersnot available
KeywordsMycobacterium bovisTuberculosisMycobacterium tuberculosisVirulenceMycobacterium tuberculosis complexHuman pathogenPathogen

Abstract

fetched live from OpenAlex

The Mycobacterium tuberculosis complex subspecies (MTBCs) are closely related pathogens causing tuberculosis in mammalian hosts. Research has predominantly focused on Mycobacterium tuberculosis (M. tb, the causative agent of human tuberculosis) and Mycobacterium bovis (M. bovis, a causative agent of zoonotic tuberculosis). Notably, M. tb is a human-adapted pathogen whereas M. bovis is an animal-adapted member of the MTBC. Foundational work by Robert Koch and Theobald Smith established that M. tb and M. bovis have significantly different infection outcomes, with M. bovis infection resulting in more severe pathology in experimental infections. Globally, more than 10 million new cases of TB are reported each year; ~1% are estimated to be due to zoonotic tuberculosis (zTB), typically attributed to M. bovis. However, recent studies have highlighted that another organism, Mycobacterium orygis, may also contribute to the global TB burden. As this organism was first characterized in 2012, it has not been subject to thorough experimental investigation and as such, knowledge on its epidemiology and pathogenesis are limited. Current molecular tools have enabled researchers to translate natural observations from clinics into systematic evaluations in the laboratory, using in vitro, ex vivo, and in vivo techniques. To this end, in this thesis, I used mycobacterial engineering to develop isogenic strains of M. bovis Bacille Calmette-Guérin (BCG), M. bovis, and M. orygis. BCG strains were subsequently employed in clinical diagnostics whereas M. bovis and M. orygis isogenic strains were used to investigate infection outcomes using both ex vivo and in vivo models.In chapter II, I developed a panel of 6 mono-resistant strains of the attenuated BCG vaccine using oligo-mediated recombineering for laboratory quality control studies. In chapter III, I used the ORBIT (oligo-mediated recombineering followed by Bxb-1 integrase targeting) system to develop 8 deletion strains targeting either the canonical virulence factor ESAT-6, or the non-canonical virulence factors MPT70/MPT83 (in M. bovis and M. orygis) and characterized their effects on protein secretion and macrophage infection. In chapter IV I used a murine infection model to characterize the experimental outcome following aerosol exposure to M. tb, M. bovis, and for the first time, M. orygis, revealing that M. bovis and M. orygis are hypervirulent compared to M. tb following infection of the same host (based on comparative pathology, median survival, and lethal dose). Additionally, I established that MPT70/MPT83 are critical virulence factors in M. bovis but not M. orygis in this model. It was also observed that rapid mortality seen following M. orygis infection could be delayed, but not overcome, by vaccination with either BCG (a live, attenuated vaccine) or novel subunit vaccines. Finally, in chapter V I, in conjunction with researchers at the University of Saskatchewan, determined that M. bovis and M. orygis show significantly worse experimental outcomes compared to M. tb in a calf model of infection. Ultimately, this dissertation provides novel insights into the MTBCs and utilizes in vitro, ex vivo, and in vivo techniques to experimentally characterize M. orygis for the first time. This thesis established two recombineering systems in animal-associated lineages of the MTBCs and the products of the tools have been used in both clinical and research laboratories. Perhaps most importantly, this thesis has provided evidence that a third species should be considered in future pathogenesis research and may be used as a new ‘foundation’ for the study of MTBC virulence factors

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 score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.063
GPT teacher head0.401
Teacher spread0.338 · 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
Published2025
Admission routes1
Has abstractyes

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