Prediction of Germline BRCA 1/2 Genes From Healthy Ovaries

Recruiting now

Conditions studied: BRCA Mutation, Ovarian Cancer, Ultrasound Therapy; Complications

In brief

The project aims at enhancing performance metrics and prospectively validating a radiogenomics model based on ovarian US images for predicting germline breast cancer susceptibility gene 1 and/or 2 (BRCA) status in women with healthy ovaries. The project is divided in two operational phases: Model development phase (ambispective) AIM 1: To define and implement a proper and fine-tuned image preprocessing pipeline on the existing dataset; AIM 2: To enlarge dataset size with new real images from different centers and apply data augmentation techniques, deep neural network models combined with the aforementioned handcrafted imaging features from radiomics analysis; Implementation and validation phase (prospective) AIM 3: To further cross-validate the predictive model on US images acquired prospectively in an observational multicenter study.

Key facts

Study ID
NCT05769517
Run by
Fondazione Policlinico Universitario Agostino Gemelli IRCCS
People needed
6465
Starts
2023-03-20
Expected to finish
2031-03-08
Last updated by the study team
2026-04-24

Who can join

Age: any. Sex: female. Healthy volunteers: accepted.

You may qualify if…

You may not qualify if…

Where it is running

Full record on ClinicalTrials.gov

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