Evaluating Diagnostic Accuracy and Cost Implications in MASLD Fibrosis Staging
- Apr 28, 2025
- 2 min read
As noninvasive tests (NITs) continue to replace liver biopsy in MASLD clinical practice and trials, the performance characteristics of different modalities remain under active evaluation. A recent analysis compared Magnetic Resonance Elastography (MRE) and Vibration-Controlled Transient Elastography (VCTE) in identifying F2–F3 fibrosis—patients who may be eligible for pharmacologic intervention.
Study Overview: MRE vs VCTE
In a cohort of 103 MASLD patients:
MRE identified 18 patients with F2–F3 fibrosis.
VCTE identified 33 patients as F2–F3.
While VCTE identified more patients as treatment-eligible, further inspection revealed that 15 of the 33 VCTE-classified F2–F3 cases were not supported by MRE or by expected disease prevalence.
This suggests a false-positive rate of approximately 45% for VCTE in this cohort—consistent with prior literature showing VCTE’s tendency to overstage fibrosis, particularly in patients with elevated BMI or hepatic inflammation.
Projecting to Larger Populations
Assuming these findings generalize, what would this look like in a screening cohort of 1,000 patients?
MRE | VCTE | |
Patients flagged F2–F3 | 175 | 320 |
Estimated true positives | 175 | 175 |
Estimated false positives | ~0 | ~145 |
Annual treatment cost at $47,400 | $8.3M | $15.2M |
The difference in total cost—$6.9 million annually—is attributable to false-positive patients receiving treatment under the VCTE pathway.
Technical Considerations
VCTE is known to have technical failure rates as high as 15–20% in patients with obesity.
Many trials and clinics require 2–3 VCTE scans per patient to ensure an interpretable result.
MRE, by contrast, has a technical success rate >98%, and evaluates the liver in its entirety.
Importantly, MRE’s repeatability coefficient (~10%) allows for greater confidence in monitoring change over time, compared to repeatability coefficients of 50–70% reported for VCTE in some populations.
Implications for Clinical Trials and Payer Strategy
From a clinical trial perspective, over-inclusion due to VCTE overstaging may dilute treatment effects and increase sample size requirements.
From a payer standpoint, initiating expensive therapies in false-positive patients has direct cost implications, particularly when NITs are used as gatekeeping tools for drug eligibility.
Conclusion
As noninvasive fibrosis staging tools are increasingly relied upon in MASLD, test specificity and reproducibility become critical—not only for individual patient care, but for trial design, payer policy, and system-level efficiency.
More studies will be needed to validate optimal cutoff strategies across populations, but these findings highlight the importance of understanding not just who gets flagged—but whether those patients actually have the disease in question.
The comparison between MRE and VCTE also highlights an important issue in healthcare decision-making: accuracy should be considered alongside the wider consequences of acting on imperfect results. A test that produces more positive classifications may initially appear useful, but false positives can create additional treatment costs, unnecessary follow-up, and pressure on already limited clinical resources. The point about reproducibility is particularly relevant because monitoring disease progression requires confidence that changes reflect the patient rather than variability in the measurement itself. This principle extends beyond medical diagnostics, where professional decisions increasingly depend on interpreting evidence, evaluating risk, and understanding the limitations behind reported results. Developing those analytical abilities through an education level 7 qualification, for example, can help professionals approach complex information…
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