Multimodal Deep Learning Improves Recurrence Risk Prediction in Pediatric Low-Grade Gliomas.
Maryamalsadat MahootihaDivyanshu TakZezhong YeAnna ZapaishchykovaJirapat LikitlersuangJuan Carlos Climent PardoAidan BoydSridhar VajapeyamRishi ChopraSanjay P PrabhuKevin X LiuHesham ElhalawaniAli NabavizadehAriana FamiliarSabine MuellerHugo J W L AertsPratiti BandopadhayayKeith L LigonDaphne A Haas-KoganTina Y PoussaintHemin Ali QadirIlangko BalasinghamBenjamin H KannPublished in: Neuro-oncology (2024)
DL extracts imaging features that can inform postoperative recurrence prediction for pLGG. Multimodal DL improves postoperative risk stratification for pLGG and may guide postoperative decision-making. Larger, multicenter training data may be needed to improve model generalizability.