Clinical trial · Interventional
Accumulation of Lipid Droplets as an Underlying Cause of the Progression of Fatty Liver Disease to Liver Cancer
- Source
- ClinicalTrials.gov
- Retrieved
- Sep 8, 2026
- Layer
- normalized (units and labels harmonized; values unchanged)
- Run
- ING-CLINICALTRIALS-20260908-000001
Summary
Brief summary (as posted)
Metabolic dysfunction-associated steatotic liver disease (MASLD) is currently the leading cause of chronic liver disease, accounting for an increasing burden of cirrhosis, hepatocellular carcinoma (HCC), and related mortality, thus representing a major emerging public health threat. Currently, the primary unmet clinical needs in progressive MASLD remain the development of non-invasive biomarkers and effective therapeutic options. The objective is to delineate the pathogenic mechanisms driving the transition from hepatic lipid accumulation to steatohepatitis, fibrosis, and HCC, based on the hypothesis that alterations in lipid droplet (LD) biology within hepatocytes and resident liver cells are early, decisive factors in disease progression. To test this, human genetic studies from well-characterized cohorts will be combined with human liver organoids (HLOs) and artificial intelligence (AI) tools. Specifically, common and rare genetic variants will be integrated into partitioned polygenic risk scores (pPRS) to link genetic predisposition to specific LD morphological and functional traits. Furthermore, an innovative high-throughput screening platform using multi-omic approaches will be developed to deconvolve the genetic diversity of MASLD through LD profiling. Finally, these data will be integrated via AI algorithms to refine risk stratification, develop new diagnostic and prognostic tools for cirrhosis and HCC, and identify novel therapeutic targets. Ultimately, the identification of high-risk MASLD subtypes through specific LD pathways will enable precision medicine strategies, significantly improving clinical management.
Conditions
Conditions (2)
Free-text conditions as registered, with the CancerIndex entity they were reconciled to and the match type.
| Condition (as posted) | Mapped entity | Match | Confidence |
|---|---|---|---|
| HCC | — | UNRESOLVED | — |
| MASLD | — | UNRESOLVED | — |
Interventions
Interventions (5)
| Intervention | Type | Mapped drug | Match |
|---|---|---|---|
| AI-Driven Digital Pathology (HistoIndex) | Other | — | UNRESOLVED |
| AI-Integrated Predictive Risk Modeling | Other | — | UNRESOLVED |
| Comprehensive Genomic and Transcriptomic Profiling | Other | — | UNRESOLVED |
| Patient-Derived Human Liver Organoid (HLO) Development | Other | — | UNRESOLVED |
| Targeted LD Lipidomics | Other | — | UNRESOLVED |
Design
Arms and outcomes
Arms (1)
- type
- EXPERIMENTAL
- label
- A Multicenter Longitudinal Study on the Pathogenetic Drivers of MASLD
- description
- The study protocol involves a series of procedural interventions aimed at identifying biomarkers and therapeutic targets for MASLD progression. This includes the collection and processing of liver tissue for the generation of Human Liver Organoids (HLOs), which serve as a primary biological model for testing disease mechanisms. Procedural assessment is further enhanced by the use of HistoIndex digital pathology, a specialized diagnostic device that employs second-harmonic generation (SHG) microscopy for AI-driven, stain-free phenotyping of liver fibrosis and lipid droplet morphology. Additionally, the integration of multi-omic screening platforms constitutes a core technical intervention to deconvolve genetic diversity. These diagnostic and technological interventions are applied alongside standardized clinical monitoring of cohorts (Liver-BIBLE, SERENA, REVEAL, REASON, and FOGS) to correlate molecular data with clinical outcomes such as cirrhosis and HCC development.
- interventionNames
- Other: Comprehensive Genomic and Transcriptomic Profiling
- Other: Patient-Derived Human Liver Organoid (HLO) Development
- Other: AI-Driven Digital Pathology (HistoIndex)
- Other: Targeted LD Lipidomics
- Other: AI-Integrated Predictive Risk Modeling
Primary outcomes (2)
- measure
Eligibility
Eligibility (as posted)
- Sex
- All
- Minimum age
- 18 Years
- Maximum age
- 80 Years
Show eligibility criteria text
Inclusion Criteria: * The retrospective cohort consists of patients previously enrolled in the SERENA, REASON, REVEAL, FOGS, and LIVER BIBLE studies who have provided informed consent for the use of their data. * In the SERENA study, inclusion is restricted to patients aged 45-75 with a diagnosis of MASLD, MetALD, or cryptogenic SLD, showing evidence of F3-F4 fibrosis or cirrhosis through histology, imaging, or non-invasive markers (stiffness \>7.9 kPa). * High-risk profiles, such as those with a family history of HCC or specific genetic variants (PNPLA3, TM6SF2, MBOAT7), are also included. * The REASON and REVEAL studies contribute adult patients (≥18 years) who underwent liver biopsies for suspected NASH, liver resections for HCC or other lesions, or whole liver explants. * The FOGS study includes individuals aged 14-80 who specifically do not present with MASLD, MetALD, or cryptogenic SLD. * The LIVER BIBLE study provides a control group of blood donors (40-65 years) who are overweight or obese and present at least two metabolic risk factors such as hypertension, dyslipidemia, or impaired fasting glucose. * The prospective cohort is divided into two distinct groups: a healthy control population and a MASLD/HCC population. Healthy controls must be at least 18 years old with no clinical or imaging evidence of liver disease, no significant metabolic disorders (such as diabetes or severe obesity with BMI \>30), and normal liver function tests. Their alcohol consumption must remain below 20g/day for women and 30g/day for men. The MASLD/HCC population includes adults with a confirmed diagnosis of MASLD or MetALD via imaging or histology. This group encompasses the full spectrum of the disease, from simple steatosis to advanced fibrosis, cirrhosis, and HCC. HCC cases must be diagnosed according to AASLD/EASL guidelines and staged using the BCLC system. * All prospective participants must provide signed informed consent and have comprehensive clinical and laboratory data available. Exclusion Criteria: * The Retrospective, patients with an alcohol intake exceeding 60/40 g/day (M/F) or those with diagnosed genetic liver conditions-such as hereditary hemochromatosis, Wilson's disease, or Alpha-1 Antitrypsin deficiency-are excluded due to their increased baseline risk for HCC. Additionally, the use of medications known to induce secondary steatosis is a disqualifying factor. * The SERENA study, any prior diagnosis of HCC before the study start date or a medical prognosis of less than two years results in exclusion. * Prospective participants are excluded if they present with liver diseases of known etiologies other than MASLD, including viral, autoimmune, or purely alcoholic cirrhosis. Genetic liver diseases associated with high HCC risk (e.g., Wilson's disease, Hemochromatosis) and the presence of non-HCC hepatic malignancies, such as cholangiocarcinoma or secondary metastases, are also grounds for exclusion. Furthermore, patients are ineligible if they suffer from severe concurrent comorbidities-such as advanced renal or heart failure or systemic infections-that could interfere with study compliance or data interpretation. Finally, the ongoing use of steatogenic medications remains a strict exclusion criterion for this cohort.
References
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