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Record W2562489671

Characterizing the Molecular Mechanisms Involved in the Formation of Multidrug-tolerant Persister Cells in Streptococcus mutans

2015· dissertation· en· W2562489671 on OpenAlexfundno aff
Vincent Leung

Bibliographic record

VenueTSpace (University of Toronto) · 2015
Typedissertation
Languageen
FieldMedicine
TopicStreptococcal Infections and Treatments
Canadian institutionsnot available
FundersNatural Sciences and Engineering Research Council of CanadaCanadian Institutes of Health Research
KeywordsMultidrug toleranceStreptococcus mutansMicrobiologyMultiple drug resistanceBiologyComputational biologyChemistryBiofilmGeneticsDrug resistanceBacteria
DOInot available

Abstract

fetched live from OpenAlex

Bacterial populations contain a small fraction of specialized dormant cells known as persisters that ensure survival from killing by all antibiotics currently in use. These multidrug-tolerant persisters are phenotypic variants that withstand cell death from antibiotics due to inactive cellular processes that most conventional antibiotics target, and are capable of reverting to normal growing cells upon the removal of antibiotics. Thus, persisters are a major contributor in resiliency of chronic microbial infections towards antibiotic therapy. Streptococcus mutans utilizes quorum-sensing for coordinating and regulating bacterial behaviors and adaptive responses at a population-wide level. Previous work has shown that this cariogenic pathogen utilizes its CSP-ComDE quorum-sensing system to direct its stress response for survival. Our objectives were to investigate the nonheritable persister phenotype in S. mutans, and to identify the molecular mechanisms by which it forms these multidrug-tolerant persisters. Persister formation in S. mutans was found to be regulated by multiple mechanisms, including two toxin-antitoxin systems, genes involved in transcription/replication, sugar metabolism, cell wall synthesis, and energy metabolism. Furthermore, we identified that the inducible CSP ‘alarmone’, the peptide pheromone responsible for communicating stress and triggering adaptive responses in the population, is important for the induction of persister formation. We demonstrated that this inducible mechanism is regulated by a CSP-inducible gene encoding a transcriptional repressor that is responsible for regulating DNA damage tolerance and identified novel persister genes that contribute to the formation of quorum-sensing-induced persister cells.

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 score0.000
Threshold uncertainty score0.002

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 integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.021
GPT teacher head0.270
Teacher spread0.249 · 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
Published2015
Admission routes1
Has abstractyes

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