Predicting Cognitive Dysfunction After Pediatric Posterior Fossa Tumor Surgery
Development and Internal Validation of a Machine Learning-Enhanced Nomogram to Stratify Risk of Chronic Cognitive Impairment Following Pediatric Posterior Fossa Surgery
1 other identifier
observational
600
1 country
1
Brief Summary
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
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Jan 2015
Longer than P75 for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
Study Start
First participant enrolled
January 1, 2015
CompletedPrimary Completion
Last participant's last visit for primary outcome
December 30, 2023
CompletedStudy Completion
Last participant's last visit for all outcomes
January 1, 2024
CompletedFirst Submitted
Initial submission to the registry
January 5, 2026
CompletedFirst Posted
Study publicly available on registry
January 20, 2026
CompletedJanuary 20, 2026
January 1, 2024
9 years
January 5, 2026
January 13, 2026
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
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.
1 year
Secondary Outcomes (2)
Model Discrimination Performance
1 year post-surgery
Model Calibration Accuracy
1 year after surgery
Study Arms (1)
pediatric patients who underwent surgical resection of a posterior fossa tumor
Stratify this cohort into two subgroups based on outcome: Those with long-term cognitive dysfunction (n=172) Those without (n=428)
Interventions
Eligibility Criteria
This study includes 600 children aged 0-18 years who underwent surgical resection of a primary posterior fossa tumor (e.g., medulloblastoma, ependymoma, or pilocytic astrocytoma). All participants had preoperative brain MRI with diffusion tensor imaging (DTI), received standard-of-care treatment, and completed comprehensive neuropsychological assessments at approximately 1 year post-surgery. The cohort represents a real-world pediatric neuro-oncology population treated at multiple tertiary care centers.
You may qualify if:
- Age 0-18 years at time of surgery
- Histopathologically confirmed primary posterior fossa tumor (e.g., medulloblastoma, ependymoma, pilocytic astrocytoma)
- Underwent surgical resection of the tumor at the hospital
- Availability of preoperative brain MRI and diffusion tensor imaging (DTI)
- Completed standardized neuropsychological assessment at approximately 1 year post-surgery
You may not qualify if:
- Pre-existing neurological or neurodevelopmental disorders (e.g., autism, intellectual disability, cerebral palsy)
- History of prior cranial irradiation or chemotherapy before posterior fossa surgery
- Incomplete clinical, imaging, or follow-up data required for model variables
- Tumor recurrence or progression before 1-year cognitive assessment
- Non-posterior fossa primary brain tumors (e.g., supratentorial gliomas)
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
West China Hospital of Sichuan University
Chengdu, Sichuan, China
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Design
- Study Type
- observational
- Observational Model
- CASE ONLY
- Time Perspective
- RETROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Professor
Study Record Dates
First Submitted
January 5, 2026
First Posted
January 20, 2026
Study Start
January 1, 2015
Primary Completion
December 30, 2023
Study Completion
January 1, 2024
Last Updated
January 20, 2026
Record last verified: 2024-01
Data Sharing
- IPD Sharing
- Will share
- Shared Documents
- STUDY PROTOCOL