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Sequential FIB-4-based testing limits detection of fibrotic MASLD despite optimized ELF thresholds
Alina M Allen1, Olivia J Bobek2, Rachel E Canning2
1Division of Gastroenterology and Hepatology, Department of Medicine, Mayo Clinic, Rochester, Minnesota, USA.
Hepatology Communications
|August 7, 2026
Summary
Sequential testing for metabolic dysfunction-associated steatotic liver disease (MASLD) misses cases. Concurrent noninvasive testing with FIB-4 and ELF scores improves detection of fibrotic MASLD, highlighting pathway design importance.
Area of Science:
- Hepatology
- Diagnostic Accuracy
- Noninvasive Biomarkers
Background:
- Current guidelines recommend sequential noninvasive testing for metabolic dysfunction-associated steatotic liver disease (MASLD).
- The Fibrosis-4 (FIB-4) index (≥1.3) acts as a gatekeeper to second-line Enhanced Liver Fibrosis (ELF) score assessment (<7.7).
- The diagnostic yield of this sequential pathway for detecting fibrotic MASLD is not well-established.
Purpose of the Study:
- To evaluate the performance of guideline-recommended sequential testing for fibrotic MASLD.
- To compare sequential versus concurrent testing strategies.
- To identify optimized ELF score thresholds for alternative diagnostic pathways.
Main Methods:
- Prospective study involving 186 patients with or at risk for MASLD.
- Patients underwent FIB-4, ELF testing, magnetic resonance elastography (MRE), and liver biopsy.
- Diagnostic performance was assessed for sequential (FIB-4 followed by ELF) and concurrent (FIB-4 or ELF) strategies.
Main Results:
- Fibrotic MASLD was present in 38% of participants.
- The guideline-recommended sequential strategy using FIB-4 ≥1.3 excluded 43% of fibrotic MASLD cases due to low FIB-4 sensitivity (57%).
- A concurrent strategy using FIB-4 ≥1.3 or ELF ≥9.4 achieved 87% sensitivity and 64% specificity for fibrotic MASLD detection.
Conclusions:
- Sequential FIB-4-based testing significantly limits the detection of fibrotic MASLD due to sensitivity constraints.
- Concurrent first-line testing with FIB-4 and ELF enhances case identification.
- Optimizing noninvasive testing pathway design is crucial for effective fibrotic MASLD assessment.
