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Record W3100478060

Development of Liquid Chromatography-Tandem Mass Spectrometry Methods of Cannabinoids for Pediatric Patient Samples

2020· dissertation· en· W3100478060 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueUniversity Library (University of Saskatchewan) · 2020
Typedissertation
Languageen
FieldMedicine
TopicCannabis and Cannabinoid Research
Canadian institutionsnot available
Fundersnot available
KeywordsChromatographyLiquid chromatography–mass spectrometryTandem mass spectrometryMass spectrometryChemistry
DOInot available

Abstract

fetched live from OpenAlex

Thirty percent of pediatric epilepsies become resistant to conventional treatments, such as antiepileptic drugs and ketogenic diets. Growing anecdotal evidence of using Cannabis for treating epilepsy has prompted parents to acquire Cannabis products for their children without the consent or guidance of their pediatrician. Limited scientific based evidence exists for pediatric epilepsy and Cannabis therapy. Establishing a standard dosage regimen to ensure the safety and efficacy with Cannabis based medicine for pediatric epilepsy requires conducting a pharmacokinetic (PK) study to define the age-dependent pharmacokinetic parameters.\n The Cannabidiol and Children with Refractory Epileptic Encephalopathy (CARE-E) open-labelled dose escalation study utilizing a 1:20 delta9-tetrahydrocannabinol (THC): cannabidiol (CBD) Cannabis herbal extract containing 4% cannabichromene (CBC) will establish a recommended dose for the PK study and define the relationship between the minimum cannabinoid plasma concentration at steady state (Css,min) and dose. A sensitive and selective liquid chromatography-tandem mass spectrometry (LC-MS/MS) method was utilized to quantify the Css,min. Participant A-04 exhibited a greater than proportional increase in Css,min relative to the dose (10-12 mg/kg/day), indicating non-linear PK. No THC intoxication was observed during the study. All participants displayed linear pharmacokinetics and seizure frequency reductions at 5-6 mg/kg/day, recommending the 5-6 mg/kg/day dose to be used for the PK study. \n Ketogenic diets, a high fat diet used for pediatric epilepsy, may alter the plasma levels of lipoproteins, a major plasma protein in cannabinoid plasma protein binding. The unbound cannabinoid concentration is only able to produce a pharmacological effect; therefore, it is imperative to determine the effects ketogenic diets impart on protein binding to conclude if dosage adjustments are necessary. Cannabinoids may exhibit non-specific binding or buffer solubility issues observed with the commonly used plasma protein binding assays. A novel 3-extraction technique was developed for lipophilic compounds to avoid these issues. A comparative analysis was conducted between commonly used techniques (ultrafiltration and rapid equilibrium dialysis) and the 3-solvent extraction technique, with the 3-solvent extraction technique providing higher cannabinoid recovery and assay reproducibility, indicating 82.7%, 82.1%, 87.0%, and 93.4% plasma protein binding of 11-OH-THC, CBD, THC, and CBC, respectively. \n With legalization of recreational Cannabis, there has been growing concern over pregnant women consuming Cannabis. Cannabinoids can cross the blood placental barrier and reach the fetal systemic circulation. Increased Cannabis use during pregnancy would be a public health concern; therefore, it is crucial to determine the prevalence of prenatal Cannabis exposure. This was determined using residual neonate dried blood spot (DBS) screening cards collected from April, May, and June 2018 (pre-legalization) and April, May, and June 2019 (post-legalization). Due to its long half-life 11-nor-9- carboxy-delta9-tetrahydrocannabinol (THC-COOH), an inactive THC metabolite, is a suitable drug marker for Cannabis exposure. A quantitative LC-MS/MS assay was initially developed, however, factors such as hematocrit effect, chromatographic effect, and sample heterogeneity contributed to inaccurate and imprecise cannabinoid quantification. Alternatively, a qualitative LC-MS/MS assay, which solely utilizes a limit of detection (LOD), was applied, establishing a LOD of 1.47 ng/mL. Currently, we detected THC-COOH in 11 of 220 Saskatchewan residual neonate DBS cards collected pre-legalization, indicating a 5% prenatal Cannabis exposure rate. \n The recommended dose obtained from the CARE-E dose escalation study and the LC-MS/MS assay will be utilized in single oral dose pharmacokinetic studies in the pediatric population to characterize the required age dependent pharmacokinetic parameters for establishing a standard dosage regimen. The 3-solvent extraction technique will determine the influence ketogenic diets have on the cannabinoid plasma protein binding profile and if dosage adjustments are necessary. Complete analysis of the pre- and post-legalization Saskatchewan, Manitoba, and British Columbia residual neonate dried blood spot samples will establish the prevalence of prenatal Cannabis exposure in each province.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.591
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
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 head0.014
GPT teacher head0.242
Teacher spread0.228 · 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