Evidence map›Paper›PMID 39444281›Full record

ArticleThe Permanente journal2024

Using Panel Management to Identify Adult Patients With High-Risk Metabolic Dysfunction-Associated Steatotic Liver Disease/Metabolic Dysfunction-Associated Steatohepatitis Fibrosis in a Primary Care Clinic: A Pilot Study.

Sarah Householder, Andrew J Loza, Vikas Gupta, Benjamin R Doolittle

Abstract read
In one paragraph

Article in The Permanente journal, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Sarah HouseholderDepartments of Internal Medicine and Pediatrics, Yale New Haven Hospital , New Haven, CT, USA.ORCID 0000-0002-6775-2982
Andrew J LozaDepartment of Emergency Medicine, Yale New Haven Hospital , New Haven, CT, USA.ORCID 0000-0002-1754-5133
Vikas GuptaDepartment of Internal Medicine, Section of Digestive Diseases, Yale School of Medicine , New Haven, CT, USA.ORCID 0000-0002-3383-9828
Benjamin R DoolittleDepartment of Internal Medicine, Internal Medicine and Pediatrics, Yale New Haven Hospital , New Haven, CT, USA.ORCID 0000-0002-6922-6556

Funding

Yale Clinical and Translational Science Award (U Component)UL1TR001863 · NCATS · YALE UNIVERSITY · PI John H. Krystal, LUCILA OHNO-MACHADO · 2016 to 2026
$102.9M
NCATS NIH HHS UL1 TR001863
6 · The paper itself

Abstract

backgroundAs rates of metabolic dysfunction-associated steatotic liver disease (MASLD) and metabolic dysfunction-associated steatohepatitis (MASH) rise, national organizations have released new guidance for primary care-driven detection of patients with advanced fibrosis who are most likely to have clinically relevant morbidity. Yet time constraints, workflow, and practitioner awareness limit integration of risk identification into clinical care. MATERIALS AND

methodsAt the authors' primary care clinic, they implemented a panel management strategy that utilized the electronic health record to identify patients older than 35 years of age at risk for MASLD fibrosis with abnormal Fibrosis-4 (Fib-4) scores. Using a proactive model, these patients were offered elastography-based screening and follow-up appointments focused on metabolic health, with referrals to subspecialty care when indicated.

resultsOf 855 patients older than 35 years of age, 384 were identified as having risk factors for MASLD/MASH. Of these, 53 had abnormal Fib-4 scores with no prior work-up; 29 patients consented to a shear wave elastography; 16 underwent shear wave elastography; and 6 had moderate or high results concerning for at-risk fibrosis. Twenty patients attended MASLD-focused appointments. Reluctance to pursue testing was driven by skepticism surrounding preventative medicine, perceived cost, and desire to focus on other medical problems, some of which were life-limiting.

conclusionPanel management represents a scalable strategy to quickly identify patients in primary care most likely to experience complications from MASLD/MASH and provides a targeted intervention to direct further management. Limitations include access to care, medical complexity, and patient acceptance.

Indexed as

Elasticity Imaging TechniquesPrimary Health CareAdultAgedElectronic Health RecordsFatty LiverFemaleHumansLiver CirrhosisMaleMetabolic DiseasesMiddle AgedPilot ProjectsRisk AssessmentRisk Factorselectronic medical recordlivermanagementMASLDmetabolicprimary care

Identifiers

PMID39444281
PMCPMC11648331

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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 OpenQuestion graph.