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…
- Availability of gBRCA1/2 test results
- Transvaginal pelvic US performed providing at least one picture of one healthy ovary
- US images stored in .dicom format.
You may not qualify if…
- Personal diagnosis of OC
- Ovarian abnormal findings (eg. ovarian endometriomas, dermoid cyst, ovarian cystoadenofibroma, ovarian borderline tumour…) with the exception of functional cysts at pelvic US
- gBRCA1/2 testing results nor provided by an ISO 1589 accredited laboratory
- Refusal to provide written informed consent
Where it is running
- Fondazione Policlinico Universitario Agostino Gemelli IRCCS — Rome, Italy (enrolling)
Full record on ClinicalTrials.gov
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