Evidence map›Paper›PMID 41624047›Full record

ArticleAmerican journal of preventive cardiology2026

Clinician-level variation in lipid management for secondary prevention of atherosclerotic cardiovascular disease: Opportunities for practice improvement.

Danh Q Nguyen, Jimin Hwang, Anand Rohatgi, Parag H Joshi, Amit Khera, Eric D Peterson, Ann Marie Navar

Abstract read
In one paragraph

Article in American journal of preventive cardiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Danh Q NguyenDivision of Cardiology, Department of Internal Medicine, UT Southwestern Medical Center, Dallas, TX, USA.
Jimin HwangDivision of Cardiology, Department of Internal Medicine, UT Southwestern Medical Center, Dallas, TX, USA.
Anand RohatgiDivision of Cardiology, Department of Internal Medicine, UT Southwestern Medical Center, Dallas, TX, USA.
Parag H JoshiDivision of Cardiology, Department of Internal Medicine, UT Southwestern Medical Center, Dallas, TX, USA.
Amit KheraDivision of Cardiology, Department of Internal Medicine, UT Southwestern Medical Center, Dallas, TX, USA.
Eric D PetersonDivision of Cardiology, Department of Internal Medicine, UT Southwestern Medical Center, Dallas, TX, USA.
Ann Marie NavarDivision of Cardiology, Department of Internal Medicine, UT Southwestern Medical Center, Dallas, TX, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: While prior studies have documented suboptimal lipid management and low rates of low-density lipoprotein cholesterol (LDL-C) goal achievement in patients with atherosclerotic cardiovascular disease (ASCVD), the degree of variability in lipid-lowering therapy (LLT) practice patterns between clinicians is less well described. Methods: In this cohort study, we evaluated the use of LLTs and achievement of LDL-C <70 mg/dL among adults with ASCVD (coronary artery disease, peripheral arterial disease, or ischemic cerebrovascular disease) followed by a cardiology physician or advanced practice provider (APP) at a large academic medical center in north Texas from 01/01/22-06/30/24. LLT utilization and LDL-C goal achievement were modeled using mixed-effects logistic regression with clustering at the clinician level, adjusting for patient age, insurance, ASCVD type, and diabetes. We quantified clinician-level variability using the adjusted median odds ratios (aMORs) from these models. Results: Among 9098 patients with ASCVD (median age 71.0 years, 61.6% male, 70.5% White) seen across 77 cardiology clinicians (56 physicians, 21 APPs), 52.8% were on a high-intensity statin, 17.1% were on ezetimibe, 7.8% were on novel LLT (proprotein convertase subtilisin/kexin type 9 monoclonal antibody, inclisiran, or bempedoic acid). Of those with an available lipid panel in the past year ( Conclusion: We found suboptimal rates of high-intensity statin and LDL-C control among patients with ASCVD. Even among cardiology clinicians at the same academic medical center, practice patterns varied widely in using LLT and achieving LDL-C goals for secondary prevention. Understanding the reasons for this variability and standardizing lipid management across the specialty may improve quality of care for patients with ASCVD.

Indexed as

Clinician variabilityLipid-lowering therapySecondary prevention

Identifiers

PMID41624047
PMCPMC12856586

What Socratic holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.