The goal of this observational study is to develop and validate a clinical prediction model to identify risk factors for long-term cognitive dysfunction in children (ages 0-18 years) who have undergone surgical resection of a posterior fossa tumor. The main questions it aims to answer are: Can a combination of preoperative and postoperative clinical, surgical, and neuroimaging factors accurately predict which children will develop long-term cognitive dysfunction after posterior fossa tumor surgery? Is white matter integrity-specifically fractional anisotropy (FA) of the superior cerebellar peduncle (SCP)-a key independent predictor of cognitive outcomes? Researchers will compare children who developed long-term cognitive dysfunction (cases) to those who did not (controls) to see if differences in imaging biomarkers (e.g., SCP FA, fMRI abnormalities), tumor characteristics (e.g., location, volume, histology), treatment factors (e.g., radiotherapy, surgical approach), and demographic variables (e.g., age) are associated with cognitive outcomes. Participants were not asked to perform any tasks or receive any interventions as part of this study, because it is a retrospective analysis of existing medical records and imaging data. Data collected included: Preoperative and postoperative brain MRI and DTI scans Tumor pathology and surgical reports Treatment details (e.g., radiation, chemotherapy) Neuropsychological assessment results at 1-year follow-up
Study Type
OBSERVATIONAL
Enrollment
600
West China Hospital of Sichuan University
Chengdu, Sichuan, China
Incidence of Long-Term Cognitive Dysfunction
Presence or absence of long-term cognitive dysfunction, defined as a full-scale IQ (FSIQ) score \< 85 or significant impairment in ≥2 cognitive domains (e.g., attention, memory, executive function, processing speed) on standardized neuropsychological assessment at 1-year follow-up.
Time frame: 1 year
Model Discrimination Performance
Area Value under the receiver operating characteristic curve (AUC) of the final predictive model (nomogram) in the internal validation cohort.
Time frame: 1 year post-surgery
Model Calibration Accuracy
Agreement degree between predicted probability and observed frequency of cognitive dysfunction, assessed by Hosmer-Lemeshow test P Value.
Time frame: 1 year after surgery
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