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Record W4367314129 · doi:10.1080/14656566.2023.2206015

Recent advances in treating hypertriglyceridemia in patients at high risk of cardiovascular disease with apolipoprotein C-III inhibitors

2023· article· en· W4367314129 on OpenAlexaff
Catherine M. Spagnuolo, Robert A. Hegele

Bibliographic record

VenueExpert Opinion on Pharmacotherapy · 2023
Typearticle
Languageen
FieldMedicine
TopicLipid metabolism and disorders
Canadian institutionsRobarts Clinical TrialsWestern University
Fundersnot available
KeywordsMedicineHypertriglyceridemiaApolipoprotein BInternal medicineDiseaseClinical trialTriglycerideEndocrinologyCholesterolBioinformaticsPharmacologyBiology

Abstract

fetched live from OpenAlex

INTRODUCTION: Mild-to-moderate hypertriglyceridemia (HTG) is commonly encountered and is associated with atherosclerotic cardiovascular disease (ASCVD). Elevated plasma triglyceride (TG) levels reflect high levels of triglyceride-rich lipoproteins, against which lipid-lowering therapies that reduce low-density lipoprotein cholesterol are relatively ineffective. Apolipoprotein (apo) C-III is a new pharmacological target to reduce triglycerides and potentially also cardiovascular disease risk. AREAS COVERED: Here, we evaluate current lipid-lowering therapies and their effect on TG levels; genetic, pre-clinical, cellular, molecular biology, and translational studies that emphasize the importance of apo C-III in the metabolism of TG-rich lipoproteins and ASCVD risk; and clinical trials of pharmacotherapies that reduce TG levels via apo C-III inhibition. The PubMed database was searched using terms: apolipoprotein C-III, ARO-APOC3, atherosclerotic cardiovascular disease, olezarsen, triglycerides, and volanesorsen; study types: clinical trials, systematic reviews, and meta-analyses; and time criterion 2005 to present. EXPERT OPINION: Apo C-III inhibition is a promising treatment approach for adults with mild-to-moderate HTG and either established atherosclerotic cardiovascular disease or its risk factors. Biologic agents such as volanesorsen, olezarsen, and ARO-APOC3 significantly reduce plasma levels of apo C-III and TG, although data on cardiovascular outcomes are lacking. Volanesorsen is associated with thrombocytopenia in patients with severe HTG, but other agents appear to be better tolerated. Clinical trials with long-term follow-up of cardiovascular outcomes will establish the validity of apo C-III inhibition.

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)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.004
Threshold uncertainty score0.013

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.001

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 head0.014
GPT teacher head0.295
Teacher spread0.281 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations24
Published2023
Admission routes1
Has abstractyes

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