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Record W4205199917 · doi:10.22215/etd/2021-14775

Peripheral biomarkers in Repeated Ketamine Infusions Trial

2021· dissertation· en· W4205199917 on OpenAlexaff
Amanda Van Geel

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldNeuroscience
TopicTryptophan and brain disorders
Canadian institutionsCarleton University
Fundersnot available
KeywordsKetamineAntidepressantMedicineEndocrine systemPeripheralDepression (economics)Major depressive disorderClinical trialGlucocorticoidImmune systemInternal medicineAnesthesiaImmunologyHormone

Abstract

fetched live from OpenAlex

Major depressive disorder (MDD) has a high prevalence among Canadians and places extensive burden on the health care system.Due to the heterogeneity of the disorder, adequate treatment is difficult, highlighting a need for new therapeutic strategies to provide symptomatic relief in individuals with treatment-resistant depression.Importantly, the novel antidepressant strategy, ketamine, has been shown to reduce depressive symptoms in a significant proportion of individuals with treatment-resistant depression.Abnormalities in the endocrine and immune systems are well documented in patients with MDD, however, the mechanisms by which repeated ketamine infusions influence these physiological systems are unclear.This study examined the effects of repeated ketamine infusions on the endocrine and immune systems using the peripheral biomarkers C-reactive protein (CRP) and cortisol.Plasma CRP and salivary cortisol were measured from biological specimens collected from participants at various time points during a repeated ketamine infusions clinical trial conducted at the Royal's Institute of Mental Health Research (IMHR) from January 2013 to December 2017.Neither plasma CRP nor salivary cortisol predicted antidepressant treatment response to ketamine.Pre-treatment plasma CRP was correlated with pre-treatment severity of depressive symptom severity and suicidal ideation severity.While both depressive symptoms and suicidal ideation were reduced with repeated ketamine treatment, there was no significant change in plasma CRP levels throughout the clinical trial.Morning salivary cortisol did change throughout the clinical trial in a sexspecific way.At baseline, males exhibited a blunted cortisol awakening response (CAR) compared to females.After ketamine treatment, males exhibited an increase in cortisol upon awakening indicating a reversal (normalization) of their blunted CAR.In contrast, females' morning cortisol output was reduced after repeated ketamine infusions.Further sex-specific iii investigation into ketamine's effect on glucocorticoid expression is needed to advance the knowledge of the underlying mechanisms of ketamine's rapid antidepressant effects to more effectively treat patients with depression.

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)0.001
metaresearch head score (Gemma)0.001
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 score0.002
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.025
GPT teacher head0.292
Teacher spread0.266 · 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
Published2021
Admission routes1
Has abstractyes

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