Machine learning decision support model construction for craniotomy approach of pineal region tumors based on MRI images.
Journal:
BMC medical imaging
Published Date:
May 27, 2025
Abstract
BACKGROUND: Pineal region tumors (PRTs) are rare but deep-seated brain tumors, and complete surgical resection is crucial for effective tumor treatment. The choice of surgical approach is often challenging due to the low incidence and deep location. This study aims to combine machine learning and deep learning algorithms with pre-operative MRI images to build a model for PRTs surgical approaches recommendation, striving to model clinical experience for practical reference and education.