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Record W4401336595 · doi:10.1016/j.cjca.2024.05.004

Medications for Lipid Control: Statins vs Newer Drugs

2024· review· en· W4401336595 on OpenAlexafffundvenue
Ruth McPherson, Najah Adreak, Abhinav Sharma

Bibliographic record

VenueCanadian Journal of Cardiology · 2024
Typereview
Languageen
FieldMedicine
TopicLipoproteins and Cardiovascular Health
Canadian institutionsMcGill University Health CentreUniversity of British ColumbiaBC Children's HospitalUniversity of Ottawa
FundersFonds de Recherche du Québec - SantéCanadian Institutes of Health ResearchNovartis Pharmaceuticals CanadaNovartisAmgen
KeywordsMedicineEzetimibePCSK9StatinIntensive care medicineAdverse effectInternal medicinePharmacologyCholesterolLipoproteinLDL receptor

Abstract

fetched live from OpenAlex

In the primary and secondary prevention of atherosclerotic cardiovascular disease (ASCVD), statins are the primary pharmacologic intervention for ASCVD risk reduction. Statins have proven efficacy and safety in reducing cardiovascular events and total mortality in patients with and without clinically evident ASCVD. The purpose of this brief review is to provide a stepwise approach to lipid management, including lifestyle recommendations and medical therapy. We first review the main available approaches to lipid lowering and their mechanisms of action. We then summarise the findings of large randomised controlled trials investigating the benefit of statin therapy from 1994 to the present. The available statins are then reviewed, along with their main pharmacologic properties and potential adverse effects. Although statins are generally well tolerated, certain patients may require dose adjustments or alternative treatments because of side-effects. In patients not achieving adequate lipid control on a maximally tolerated statin, nonstatin medications, including ezetimibe and proprotein convertase subtilisin/kexin type 9 (PCSK9) inhibitors, provide enhanced low-density lipoprotein cholesterol reduction and cardiovascular benefits, especially in high-risk patients inadequately managed with statins alone. We review the role of triglyceride-lowering agents, including fibric acid derivatives and icosapent ethyl. We then deal with special populations, including those with hepatic steatosis, chronic kidney disease, pregnancy, and heart failure. This field continues to progress, and novel therapies are under active investigation, including an oral PCSK9 inhibitor and molecular therapies targeting lipoprotein(a), angiopoietin-like protein 3, and apolipoprotein CIII. We can look forward to exciting developments that will have major impacts on patient health and management.

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: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.005
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0010.003
Open science0.0010.001
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0050.003

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 head0.030
GPT teacher head0.331
Teacher spread0.300 · 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 designSystematic review
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

Citations12
Published2024
Admission routes3
Has abstractyes

Explore more

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