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Record W6999230771

CHRONIC PSYCHOLOGICAL STRESS AS A MODULATOR OF INTESTINAL MUCOSAL IMMUNITY

2024· dissertation· en· W6999230771 on OpenAlexaboutno aff

Bibliographic record

VenueMacSphere (McMaster University) · 2024
Typedissertation
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicInflammatory Bowel Disease
Canadian institutionsnot available
Fundersnot available
KeywordsChronic stressDysbiosisDiseaseMicrobiomeInflammatory bowel diseaseInflammationImmunityPsychological stressImmune system
DOInot available

Abstract

fetched live from OpenAlex

Crohn’s disease (CD) is an inflammatory bowel disease driven by genetic, environmental, and microbial factors. CD presents a pressing health concern in Canada which has one of the highest prevalence and incidence rates of CD in the world. Chronic psychological stress has been reported as an environmental risk factor for CD which can provoke flares after a period of quiescence and/or exacerbate inflammation. However, the mechanisms which underpin the relationship between stress and disease activity are not known. Previous work has shown that stress can exacerbate CD by disrupting the gut microbiome, leading to uncontrolled inflammation and dysbiosis. The hypothesis of my work is that chronic psychological stress is a maladaptive immunomodulator of the gut, compromising host interactions with the microbiota and thereby resulting in disease-state dysbiosis. I used a chronic variable stress (CVS) mouse model of chronic stress to probe the effects that stress has on host control of the microbiome as it relates to CD. In this model, I found that while CVS did not modify the structural integrity of the ileum nor the quantities of suspected leukocyte populations, CVS-exposed mice showed a transcriptional profile consistent with Th17 inflammatory activation. Moreover, sequencing of the ileal microbiome showed that CVS may be permissive for expansion of bacterial families originally present in low levels whilst contracting dominant families such as Muribaculaceae and Lactobacillaceae. Dysbiosis was also indicated by a significant increase in stool content of antimicrobial Lipocalin-2 (LCN2). This work will provide valuable insights into the risk factors which drive disease activity, thus informing the standard of care for CD.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.005

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 communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.008
GPT teacher head0.239
Teacher spread0.231 · 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 designObservational
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
Published2024
Admission routes1
Has abstractyes

Explore more

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