Evidence map›Paper›PMID 42207829›Full record

ArticlePloS one2026

Cost-effectiveness of various referral pathways to identify advanced fibrosis among type 2 diabetes mellitus patients with metabolic dysfunction-associated steatotic liver disease in primary care setting in Malaysia.

Wei Yoon Poh, Amirah Azzeri, Shamsul Mohd Zain, Rosmawati Mohamed, Kim Sui Wan, Xe Hui Lee, Maznah Dahlui, Fatiha Hana Shabaruddin

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In one paragraph

Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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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

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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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Wei Yoon PohDepartment of Clinical Pharmacy and Pharmacy Practice, Faculty of Pharmacy, Universiti Malaya, Kuala Lumpur, Malaysia.ORCID https://orcid.org/0009-0009-0532-5051
Amirah AzzeriHealth Economic Research and Casemix Division, Department of Research and Clinical Advancement, Universiti Malaya Medical Centre, Kuala Lumpur, Malaysia.
Shamsul Mohd ZainDepartment of Pharmacology, Faculty of Medicine, Universiti Malaya, Kuala Lumpur, Malaysia.
Rosmawati MohamedDepartment of Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia.
Kim Sui WanCentre for Burden of Disease Research, Institute for Public Health, Ministry of Health Malaysia, Shah Alam, Selangor, Malaysia.
Xe Hui LeeEndocrinology Unit, Department of Medicine, Hospital Pulau Pinang, Penang, Malaysia.
Maznah DahluiHealth Economic Research and Casemix Division, Department of Research and Clinical Advancement, Universiti Malaya Medical Centre, Kuala Lumpur, Malaysia.
Fatiha Hana ShabaruddinDepartment of Clinical Pharmacy and Pharmacy Practice, Faculty of Pharmacy, Universiti Malaya, Kuala Lumpur, Malaysia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

BACKGROUND AND

aimMost international guidelines recommend a two-step approach using the Fibrosis-4 index (FIB-4) and vibration-controlled transient elastography (VCTE) to identify advanced fibrosis, a key predictor of all-cause and liver-related mortality in patients with metabolic dysfunction-associated steatotic liver disease (MASLD). However, VCTE is not available in most primary care settings in Malaysia, and there is scarce data on the cost-effectiveness of different approaches. This study evaluated the cost-effectiveness of three referral pathways for identifying advanced fibrosis among type 2 diabetes mellitus(T2DM) patients with MASLD.

methodsWe developed a decision-analytical model from the healthcare provider's perspective, using 1,000 simulated patients to compare: (i) Current Practice (direct referral based on elevated alanine transaminase), (ii) Clinical Practice Guidelines (CPG) Pathway using FIB-4 single-cutoff 1.3, and (iii) FIB-4 dual-cutoffs (1.3,3.25) followed by a gamma-glutamyl transferase (GGT) test for indeterminate cases (Sequential FIB-4/GGT Pathway). Current practice served as the reference comparator. The primary outcomes were the average cost-effectiveness ratio (ACER) and the incremental cost-effectiveness ratio (ICER). Model parameters were mainly derived from local studies. Direct medical costs were reported in 2024 Malaysian Ringgit (MYR).

resultsSequential FIB-4/GGT pathway had the lowest ACER at MYR930 per advanced fibrosis case identified, compared to MYR1,299 for current practice and MYR1,581 for the CPG pathway. Sequential FIB-4/GGT pathway was potentially more effective and less costly, demonstrating dominance over current practice with a cost savings of MYR2,911/additional advanced fibrosis case identified. CPG pathway was more effective and more costly than current practice, with an ICER of MYR3,785.

conclusionsSequential FIB-4/GGT pathway was cost-effective for identifying advanced fibrosis in T2DM patients with MASLD. This pragmatic approach could reduce tertiary care referrals, lower healthcare resource use and costs compared to current practice. CPG pathway was more effective than current practice, but incurred higher costs and required increased availability of VCTE within clinical practice.

Indexed as

Cost-Benefit AnalysisCost-Effectiveness AnalysisDiabetes Mellitus, Type 2Fatty LiverLiver CirrhosisPrimary Health CareReferral and ConsultationElasticity Imaging TechniquesFemaleHumansMalaysiaMaleMiddle Aged

Identifiers

PMID42207829
PMCPMC13218488

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LicenceCC BY
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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.