Automated Passive Case-Finding for Advanced Liver Fibrosis in MASLD: The LiverSeek Programme (LiverSeek)

June 14, 2026 updated by: Luis Ibañez, Hospital General Universitario Gregorio Marañon

Towards Universal Screening for Metabolic Dysfunction-Associated Liver Fibrosis in Primary Care: Evaluation of a Single-Step, Laboratory Informatión System-Driven Automated Case-Finding Strategy (LiverSeek)

LiverSeek is a fully automated, passive case-finding programme for advanced liver fibrosis associated with metabolic dysfunction-associated steatotic liver disease (MASLD) in primary care. The programme operates through the Laboratory Information System (LIS; Modulab/Biwer Analytics) of the Clinical Biochemistry Laboratory at Hospital General Universitario Gregorio Marañón (HGUGM), covering approximately 350,000 inhabitants across 11 peri-urban primary care centres affiliated to SERMAS (Servicio Madrileño de Salud) in Madrid, Spain.

When a high-risk patient (age 50-75 years with ≥1 of: ALT above ULN + HbA1c ≥6.5%; ALT above ULN + BMI >30; BMI >30 + HbA1c ≥6.5%) undergoes a routine blood test in primary care, the LIS automatically calculates FIB-4. If FIB-4 >1.30, the system reflexively orders ELF and MASEF from the same serum sample, without any action required from the primary care clinician. Patients with a positive second-step NIT (ELF ≥9.8 or MASEF ≥0.33) receive an automatic alert directing them to the Hepatology Advanced Practice Nurse for VCTE (FibroScan) and clinical evaluation.

The primary objective is to evaluate the prevalence of hepatic fibrosis in the high-risk population using this single-step automated strategy. Secondary objectives include head-to-head diagnostic comparison of FIB-4+ELF vs FIB-4+MASEF vs FIB-4+FAST for histologically-confirmed endpoints (significant fibrosis ≥F2, advanced fibrosis ≥F3, at-risk MASH), evaluation of the Liver Risk Score, and a health-economic analysis. A sub-study evaluates a nurse-led structured lifestyle intervention in NIT-positive patients.

Study Overview

Status

Recruiting

Conditions

Detailed Description

LiverSeek addresses a well-recognised implementation gap: despite guideline recommendations to screen for liver fibrosis in high-risk metabolic patients, fewer than one-third of eligible patients are assessed in clinical practice. Encounter-triggered programmes (e.g., SOLID, PRELUDE1) require primary care clinicians to initiate the assessment process, creating a dependency on clinician awareness and workload capacity that limits scalability.

LiverSeek adopts a fundamentally different model: the screening process is initiated passively by the LIS infrastructure, triggered by existing routine blood test data, with zero additional burden on the primary care clinician. This passive architecture is the programme's principal conceptual innovation.

NIT pathway and pre-specified thresholds:

Step 1 (LIS-triggered): FIB-4 calculated automatically. Threshold: >1.30 (EASL 2024) Step 2 (reflex, same serum sample): ELF (threshold ≥9.8) and MASEF (threshold ≥0.33, Youden J-point) Step 2 alternative (VCTE-based): VCTE ≥8.0 kPa; FAST score ≥0.50 (Youden J-point) NIT-positive patients → Hepatology APN visit (VCTE, anthropometrics, clinical assessment, EQ-5D-5L, IEXPAC, MEDAS dietary questionnaire) NIT-positive patients with VCTE ≥8.0 kPa → Hepatology physician consultation ± liver biopsy per clinical criteria

Histological sub-study: Liver biopsy specimens are scored using the NAFLD Activity Score (Kleiner 2005). At-risk MASH is defined as NAS ≥4 + fibrosis stage ≥F2. A target of approximately 300 evaluable biopsies is projected.

Lifestyle intervention sub-study: NIT-positive patients receive a single structured APN-delivered visit with a personalised SMART lifestyle protocol, with 24-week reassessment. Outcomes include changes in LSM, CAP, ALT, AST, GGT, HbA1c, FIB-4, and body composition (BIA).

Data management: REDCap electronic case report form, pseudonymised, restricted access.

Statistical approach: Prevalence with 95% CI (primary endpoint); AUROC with DeLong test for head-to-head NIT comparisons; sensitivity, specificity, PPV, NPV, LR+ and LR- for sequential algorithms; kappa for concordance. Health-economic analysis via CIBERehd.

Study Type

Observational

Enrollment (Estimated)

3000

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Contact

Study Locations

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Ages Eligible for Study

  • Adult
  • Older Adult

Accepts Healthy Volunteers

No

Sampling Method

Non-Probability Sample

Study Population

Patients attending primary care in peri-urban Madrid (SERMAS network) with metabolic risk factors for liver fibrosis, identified passively through routine laboratory data

Description

Inclusion Criteria:

  1. Age between 50 and 75 years (inclusive)
  2. Routine blood test processed in the Clinical Biochemistry Laboratory of Hospital General Universitario Gregorio Marañón, ordered by a primary care physician in one of the 11 affiliated SERMAS primary care centres
  3. Presence of at least one of the following metabolic risk factor combinations:

    • ALT above the upper limit of normal AND HbA1c ≥6.5%
    • ALT above the upper limit of normal AND BMI >30 kg/m²
    • BMI >30 kg/m² AND HbA1c ≥6.5%

Exclusion Criteria:

  1. Age <50 years or >75 years
  2. Known pre-existing liver disease (significant or advanced fibrosis, cirrhosis, hepatocellular carcinoma, prior liver transplantation)
  3. Prior fibrosis assessment within the preceding 12 months.

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

Cohorts and Interventions

Group / Cohort
NIT-Negative Cohort
High-risk patients (age 50-75 years with ≥1 metabolic risk criterion) in whom FIB-4 was automatically calculated by the LIS and found to be ≤1.30. These patients do not undergo further NIT evaluation and are followed as the non-exposed reference cohort.
NIT-Positive Cohort
High-risk patients with FIB-4 >1.30 in whom ELF and MASEF were reflexively determined from the same serum sample. Patients with ELF ≥9.8 or MASEF ≥0.33 are referred to the Hepatology Advanced Practice Nurse for VCTE (FibroScan) and clinical assessment.

What is the study measuring?

Primary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Prevalence of hepatic fibrosis detected by the automated single-step case-finding strategy
Time Frame: Within 3 months of index blood test
Proportion of high-risk patients with a positive result on at least one confirmatory NIT (ELF ≥9.8, MASEF ≥0.33, or VCTE ≥8.0 kPa) among all patients in whom FIB-4 was automatically calculated by the LIS
Within 3 months of index blood test

Secondary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Diagnostic accuracy of FIB-4+ELF versus FIB-4+MASEF for histologically-confirmed significant fibrosis (≥F2)
Time Frame: At time of liver biopsy
Head-to-head AUROC comparison (DeLong method) of sequential NIT algorithms at pre-specified thresholds (ELF ≥9.8; MASEF ≥0.33) in biopsied patients. Sensitivity, specificity, PPV, NPV reported.
At time of liver biopsy
Diagnostic accuracy of sequential NIT algorithms for at-risk MASH
Time Frame: At time of liver biopsy
AUROC comparison of FIB-4+ELF, FIB-4+MASEF, and FIB-4+FAST (threshold ≥0.50) for histological at-risk MASH (NAS ≥4 + fibrosis ≥F2, Kleiner criteria) in biopsied patients
At time of liver biopsy
Cost-effectiveness of the automated single-step strategy versus standard of care
Time Frame: At study completion (September 2027)
Health-economic analysis: diagnostic yield per euro spent, cost per case detected, and cost per QALY gained
At study completion (September 2027)

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Sponsor

Collaborators

Investigators

  • Study Chair: Rafael Bañares, Full-Professor of Medicine, Universidad Complutense de Madrid, President of Spanish Association for the Study of the Liver (AEEH)
  • Study Chair: Magdalena Salcedo, MD, PhD, President of the Spanish Society of Liver Transplantation (SETH)

Publications and helpful links

The person responsible for entering information about the study voluntarily provides these publications. These may be about anything related to the study.

General Publications

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Actual)

October 1, 2024

Primary Completion (Estimated)

June 1, 2027

Study Completion (Estimated)

September 1, 2027

Study Registration Dates

First Submitted

June 14, 2026

First Submitted That Met QC Criteria

June 14, 2026

First Posted (Actual)

June 22, 2026

Study Record Updates

Last Update Posted (Actual)

June 22, 2026

Last Update Submitted That Met QC Criteria

June 14, 2026

Last Verified

June 1, 2026

More Information

Terms related to this study

Other Study ID Numbers

  • HEP-OSF2024 (Other Identifier: Hospital General Universitario Gregorio Marañón)

Plan for Individual participant data (IPD)

Plan to Share Individual Participant Data (IPD)?

NO

IPD Plan Description

Individual participant data will not be shared publicly. Aggregate results will be disseminated via peer-reviewed publication and conference presentations. Data are held pseudonymised in REDCap under GDPR (EU 2016/679) and Spanish data protection law (LO 03/2018).

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

No

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