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Digital Pathology and AI for Liver Outcomes in MASLD (DPAILO-2)

Epidemiologic Liver Outcomes Retrospective Study to Confirm The Prognostic Value of the FibroNest Digital Pathology Fibrosis Biomarker (Ph-FCS) in Patients With MASLD (DPAILO-2)

Status
Completed
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT06493253
Enrollment
1519
Registered
2024-07-09
Start date
2025-09-01
Completion date
2026-03-15
Last updated
2026-08-21

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Metabolic Dysfunction-associated Steatotic Liver Disease

Keywords

MASH

Brief summary

The aim of this multi-center, retrospective epidemiologic study is to confirm the prognostic performance of the Digital Pathology (DP) FibroNest Phenotypic Fibrosis Composite Score (Ph-FCS), derived from standard digital pathology liver biopsy images, in predicting clinical hepatic decompensation events in patients with metabolic dysfunction-associated steatohepatitis (MASH).

Detailed description

MASH (Metabolic Dysfunction-Associated Steatohepatitis): MASH presents histological liver changes similar to those caused by alcohol abuse, but occurs in the absence of alcohol intake. It is common among adults with conditions such as obesity and type-2 diabetes. Severe MASH is expected to become a leading cause of end-stage liver disease. Current Challenges: There are currently no fully approved treatments for MASH which places a significant burden on liver health and transplantation. Diagnosis and assessment rely on subjective histological reviews, which are prone to variability and limitations in detecting subtle changes. Therefore, there is an urgent need for accurate and continuous histological biomarkers. FibroNest Ph-FCS Solution: The FibroNest Ph-FCS offers a promising solution by utilizing high-resolution digital pathology and sophisticated algorithmic methods for sensitive and reproducible fibrosis severity assessment and prediction of clinical events. In a 2003 proof-of-concept retrospective study on 400 patients, the Ph-FCS demonstrated excellent prognostic performance. Proposed Study: This multi-center retrospective study aims to confirm the Ph-FCS's prognostic value using patient liver biopsies and clinical outcome data from the NAFLD Adult Database 2 registry (NCT01030484). The prognostic performance of the Ph-FCS will be compared to: 1. The NASH-CRN Histological Fibrosis Stages established from the same biopsies. 2. Non-invasive biomarkers like Fib-4 and elastography/Fibroscan, also collected retrospectively from the point of initial diagnosis. Study Objectives: (i) Confirm the Ph-FCS's prognostic utility on a large scale. (ii) Compare the Ph-FCS's prognostic performance with that of the NASH-CRN Fibrosis Stages established from the same biopsies. (iii) Compare biopsy-based Ph-FCS with non-invasive biomarkers.

Interventions

Biomarker name: FibroNest Phenotypic Fibrosis Composite Score Acronym: FibroNest Ph- FCS Type of Biomarker: Histologic based, Digital, Quantitative Image Analysis, Imaging modality Definition: A quantitative, normalized (no unit) and continuous composite

Sponsors

PharmaNest, Inc
Lead SponsorINDUSTRY
Nonalcoholic Steatohepatitis Clinical Research Network (NASH)
CollaboratorUNKNOWN
Virginia Commonwealth University
CollaboratorOTHER

Study design

Observational model
COHORT
Time perspective
RETROSPECTIVE

Eligibility

Sex/Gender
ALL
Age
18 Years to 90 Years

Inclusion criteria

From NCT01030484: * Age at least 18 years during the consent process * Willingness to be in the study for 1 or more years * Ability and willingness to give written, informed consent to be screened for and, if eligible, to be enrolled into the Database 2 study * Minimal or no alcohol use history consistent with NAFLD (see

Exclusion criteria

) * Collection of a liver biopsy that is obtained within 120 days of enrollment as part of standard of care or for evaluation in FLINT trial * Collection of biosamples (serum, plasma, DNA, and, if available, liver tissue) within 90 days prior to enrollment and 0-90 days before or 4-90 days after the standard of care liver biopsy

Design outcomes

Primary

MeasureTime frameDescription
Performance of Hepatic Decompensation Event predictive value of the FibroNest Ph-FCSTime-to-event analysis between 2 and 10 yearsArea under Receiver Operating Characteristic Curve (AUROC) of the FibroNest Ph-FCS, as a prognostic/diagnostic biomarker for liver related events in patients with MASH.

Secondary

MeasureTime frameDescription
Performance of Hepatic Decompensation Event predictive value of the NASH-CRN Fibrosis StageTime-to-event analysis between 2 and 10 yearsArea under Receiver Operating Characteristic Curve (AUROC) of the NASH-CRN Fibrosis Stage, as a prognostic/diagnostic biomarker for liver related events in patients with MASH.
Performance of Hepatic Decompensation Event predictive value of available non-invasive biomarkers (NITs) including Fib-4 and Elastography by measured by FibroscanTime-to-event analysis between 2 and 10 yearsArea under Receiver Operating Characteristic Curve (AUROC) of the NIT biomarkers, as a prognostic/diagnostic biomarker for liver related events in patients with MASH.
Performance of Hepatic Decompensation Event predictive value of the Collagen Area Ratio (CAR%) as measured by FibroNestTime-to-event analysis between 2 and 10 yearsArea under Receiver Operating Characteristic Curve (AUROC) of the FibroNest CAR%, as a prognostic/diagnostic biomarker for liver related events in patients with MASH.

Countries

United States

Contacts

PRINCIPAL_INVESTIGATORArun J Sanyal, MD

Virginia Commonwealth University

STUDY_DIRECTORCynthia Belhling, MD

University California San Diego

STUDY_DIRECTORDavid E Kleiner, MD. PhD

Nonalcoholic Steatohepatitis Clinical Research Network

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Aug 22, 2026