Analyzing multi-omics data for personalized treatment of fatty liver disease linked to obesity

Integrated Multi-omics and Machine Learning-driven Personalized Treatment of Obesity-associated Fatty Liver Disease

Observational Institut Investigacio Sanitaria Pere Virgili · NCT05554224

This study is trying to see if using advanced data analysis can help create personalized treatments for people with fatty liver disease caused by obesity.

Quick facts

Study typeObservational
Enrollment1104 (estimated)
Ages18 Years and up
SexAll
SponsorInstitut Investigacio Sanitaria Pere Virgili Academic / other
Locations1 site (Reus, Tarragona)
Trial IDNCT05554224 on ClinicalTrials.gov

What this trial studies

This study aims to analyze samples from patients with obesity-associated fatty liver disease using a multi-omics approach, integrating clinical information and genetic variants. The goal is to develop predictive models through artificial intelligence algorithms to better understand the disease's progression and underlying causes. By addressing the challenges of diagnosing and treating metabolic dysfunction-associated fatty liver disease (MAFLD), the study seeks to improve patient outcomes and therapeutic strategies. The research focuses on the significant health impacts of obesity and diabetes, which contribute to liver disease.

Who should consider this trial

Good fit: Ideal candidates for this study are adults aged 18 and older with a body mass index of 35 or higher, particularly those with obesity-related comorbidities.

Not a fit: Patients with current cancer diagnoses, severe illnesses, or those consuming drugs or alcohol may not benefit from this study.

Why it matters

Potential benefit: If successful, this study could lead to more accurate diagnostic tests and personalized treatment options for patients with obesity-associated fatty liver disease.

How similar studies have performed: Other studies have shown promise in using multi-omics approaches for understanding complex diseases, suggesting potential for success in this novel application.

Eligibility criteria

Show full inclusion / exclusion criteria
Inclusion Criteria:

* Body mass index greater or equal to 40 kg/m\^2.
* Body mass index between 35 and 40 kg/m\^2 with high-risk comorbidities (diagnosis or treatment for hypertension, dyslipidemia, or type 2 diabetes mellitus).
* Positive psychiatric evaluation.
* Age greater or equal to 18 years old.

Exclusion Criteria:

* Legal or illegal drug consumption, including alcohol.
* Diagnosis of Hepatitis.
* Current cancer diagnosis or treatment.
* Clinical or analytical evidence of severe illness.
* Clinical or analytical evidence of chronic or acute inflammation.
* Clinical or analytical evidence of infectious diseases.
* Clinical or analytical evidence of terminal illness.

Where this trial is running

Reus, Tarragona

Study contacts

How to participate

  1. Review the eligibility criteria above with your treating physician.
  2. Visit the official trial page on ClinicalTrials.gov for the most current contact information and recruitment status.
  3. Contact the listed study coordinator or principal investigator to request pre-screening. Pre-screening is free and never obligates you to enroll.
Conditions NAFLDObesity, MorbidComorbidities and Coexisting ConditionsWeight lossBariatric surgeryLiver diseasesMass spectrometryProteomics
Last reviewed 2026-06-13 by the Find a Trial editorial team. Information on this page is for educational purposes and is not medical advice. Always consult qualified healthcare professionals about clinical trial participation.