Actively Recruiting

All Genders
NCT06608420

Precision Medicine for L/GCMN and Melanoma 1

Led by Fundacion Clinic per a la Recerca Biomédica · Updated on 2025-02-28

6000

Participants Needed

1

Research Sites

143 weeks

Total Duration

On this page

Sponsors

F

Fundacion Clinic per a la Recerca Biomédica

Lead Sponsor

H

Hospital Clinic of Barcelona

Collaborating Sponsor

AI-Summary

What this Trial Is About

The primary objective of this study is to create a highly multidimensional and multicentric database for melanoma that encompasses cohorts of children, adolescent and young adults. This database will be used to perform survival analysis and evaluate sentinel lymph node (SLNB) positivity in CAYA. The secondary objectives to be met are the following: * Adaptation and optimization of algorithms: work on optimizing existing precision medicine algorithms, which are currently being used in adult patient care, for their application within pediatric and young adult populations. * Implementation of transfer learning: given the limitations associated with pediatric and young adult data, the investigators intend to utilize transfer learning techniques. The study will employ a sequential waterfall methodology, whereby machine learning models trained on adult patient data will be fine-tuned using the more limited data from younger cohorts. * Integration of expert medical opinion: to integrate physician's scientific domain knowledge into the decision support system. This will be facilitated through the comprehensive examination of existing literature, as well as the evaluation of variable risk contributions within each patient group. * AI-based prognostic models: to develop artificial intelligence-based models for the quantitative prognosis of melanoma across the three age groups: adults, young adults, and children.

CONDITIONS

Official Title

Precision Medicine for L/GCMN and Melanoma 1

Who Can Participate

All Genders

Eligibility Criteria

Eligible

You may qualify if you...

  • Melanoma patients of any age with histopathological confirmed melanoma
Not Eligible

You will not qualify if you...

  • No melanoma diagnosis
  • Did not sign the informed consent
  • Medical records before the year 2012

AI-Screening

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Trial Site Locations

Total: 1 location

1

Hospital Clínic de Barcelona (Dermatology service)

Barcelona, Catalonia, Spain, 08036

Actively Recruiting

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Research Team

S

Susana Puig Sardà, MD, PhD

CONTACT

A

Adrián López Canosa, PhD

CONTACT

How is the study designed?

Study Type

OBSERVATIONAL

Masking

N/A

Allocation

N/A

Model

N/A

Primary Purpose

N/A

Number of Arms

1

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