# Three Neglected STARD Criteria Reduce the Uncertainty of the Liver Fibrosis Biomarker FibroTest-T2D in Metabolic Dysfunction-Associated Steatotic Liver Disease (MASLD)

**Authors:** Thierry Poynard, Olivier Deckmyn, Raluca Pais, Judith Aron-Wisnewsky, Valentina Peta, Pierre Bedossa, Frederic Charlotte, Maharajah Ponnaiah, Jean-Michel Siksik, Laurent Genser, Karine Clement, Gilles Leanour, Dominique Valla

PMC · DOI: 10.3390/diagnostics15101253 · Diagnostics · 2025-05-15

## TL;DR

The study shows that using three overlooked methods improves the accuracy of a liver fibrosis test in patients with metabolic liver disease.

## Contribution

The study introduces three neglected STARD criteria to reduce uncertainty in FibroTest-T2D for liver fibrosis diagnosis.

## Key findings

- Using seven-tier scores detected more fibrosis reversal after bariatric surgery compared to five-tier scores.
- FibroTest-T2D accuracy improved with longer biopsy lengths.
- Obesity was linked to early fibrosis before T2D diagnosis.

## Abstract

Background/Objectives: Bariatric surgery (BS), drugs approved for type-2-diabetes (T2D), obesity, and liver fibrosis (resmetirom) announce the widespread use of fibrosis tests in patients with metabolic liver disease (MASLD). An unmet need is to reduce the uncertainty of biomarkers for the diagnosis of the early stage of clinically significant fibrosis (eF). This can be achieved if three essential but neglected STARD methods (3M) are used, which have a more sensitive histological score than the standard comparator (five-tiers), the weighted area under the characteristic curve (wAUROC) instead of the binary AUROC, and biopsy length. We applied 3M to FibroTest-T2D to demonstrate this reduction of uncertainty and constructed proxies predicting eF in large populations. Methods: For uncertainty, seven subsets were analyzed, four included biopsies (n = 1903), and to assess eF incidence, three MASLD-populations (n = 299,098). FibroTest-T2D classification rates after BS and in outpatients-T2D (n = 402) were compared with and without 3M. In MASLD, trajectories of proxies and incidence against confounding factors used hazard ratios. Results: After BS (110 biopsies), reversal of eF was observed in 16/29 patients (84%) using seven-tier scores vs. 3/20 patients (47%) using five-tier scores (p = 0.005). When the biopsy length was above the median, FibroTest-T2D wAUROC was 0.90 (SD = 0.01), and the wAUROC was 0.88 (SD = 0.1) when the length was below the median (p < 0.001). For the first time, obesity was associated with eF before T2D (p < 0.001), and perimenopausal age with apoA1 and haptoglobin increases (p < 0.0001). Conclusions: Validations of circulating biomarkers need to assess their uncertainty. FibroTest-T2D predicts fibrosis regression after BS. Applying 3M and adjustments could avoid misinterpretations in MASLD surveillance.

## Linked entities

- **Diseases:** metabolic dysfunction-associated steatotic liver disease (MONDO:0013209), type-2-diabetes (MONDO:0005148)

## Full-text entities

- **Genes:** APOA1 (apolipoprotein A1) [NCBI Gene 335] {aka AMYLD3, HPALP2, apo(a)}, HP (haptoglobin) [NCBI Gene 3240] {aka HP2ALPHA2, HPA1S}
- **Diseases:** fibrosis (MESH:D005355), Liver Fibrosis (MESH:D008103), MASLD (MESH:D008107), obesity (MESH:D009765), T2D (MESH:D003924)
- **Chemicals:** resmetirom (MESH:C588408)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12110081/full.md

## References

40 references — full list in the complete paper: https://tomesphere.com/paper/PMC12110081/full.md

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Source: https://tomesphere.com/paper/PMC12110081