Evaluating Diagnostic Accuracy and Cost Implications in MASLD Fibrosis Staging
- resoundant
- 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.

With a deeper understanding of key differences between coding and billing and the right operational support providers can navigate the process more efficiently, reduce delays, and improve equity across the healthcare supply chain. Small errors incorrect diagnosis codes, missing modifiers, or misaligned documentation can trigger denials or repeated requests for information.
I found matlab assignment help useful while practicing MATLAB problems, especially for understanding logic errors and improving my coding approach.
Study abroad can really open up new perspectives, both academically and personally. It’s important to research universities, costs, and visa rules carefully before deciding.
Unique Rottweiler naming ideas attract owners who want something different without sounding strange. Standing out is fine — as long as the name still feels intuitive and practical in everyday life.
A truly unique name isn’t about being complicated. It’s about being uncommon yet easy to pronounce. Names like Onyx, Zeke, Nova, or Koda are distinctive but instantly understandable. That balance is critical for training and social situations.
When exploring Rottweiler names, ask yourself whether the name will confuse others or your dog. Avoid excessive syllables, unusual spellings, or sounds that resemble common commands. Clarity always beats novelty.
Some owners find inspiration in geography, old surnames, or historical terms. These often produce names that feel grounded rather than gimmicky. For…
Study in Ireland for Indian Students has emerged as one of the most preferred study-abroad destinations for international students, especially from India. Known for its world-class education system, tech-driven economy, warm culture, and post-study work opportunities, Ireland offers a perfect blend of academic excellence and career growth. Whether you want to study IT, business, healthcare, engineering, or humanities, Irish universities provide globally recognized degrees backed by strong industry connections.