MedPath

Whole-Brain Tumor Burden Metrics with Inflammatory and Molecular Markers to Predict Postoperative Neurocognitive Decline in Glioma

Completed
Conditions
Glioma
Glioma : Oligodendroglioma or Astrocytoma
Registration Number
NCT06885333
Lead Sponsor
West China Hospital
Brief Summary

Although surgical resection improves overall survival in patients with diffuse Low-grade gliomas (DLGG), it can also result in deterioration of neurocognitive function, which are poorly understood and lack effective predictive models. This study aims to develop a model using whole-brain tumor burden metrics, inflammatory and molecular markers for predicting high risk of neurocognitive decline (ND) postoperatively. The study involved 192 patients with left frontal DLGG. MRI data were analyzed to derive whole-brain tumor burden metrics, including tumor radiomics, whole-brain cortical thickness, myelin content, and network characteristics. postoperative inflammatory and molecular markers were collected. Postoperative follow-up neurocognitive function was assessed using the Montreal Cognitive Assessment at 3 months and 1 year. Machine learning models were constructed using Pycaret.

Detailed Description

Not available

Recruitment & Eligibility

Status
COMPLETED
Sex
All
Target Recruitment
192
Inclusion Criteria
  1. Histopathologically proven DLGG based on 2021 WHO criteria
  2. Age ≥ 18 years,
  3. Karnofsky Performance Status ≥ 70%,
  4. Tumor involved unilateral left frontal lobe and did not reach the central sulcus.
Exclusion Criteria
  1. With previous treatment before image acquisition,
  2. Presenting cognitive impairment pre-operatively based on The Montreal Cognitive Assessment (MoCA)
  3. Survival of less than 3 months post-surgery
  4. Lack of compliance with neurocognitive assessments in 3-month and 1-year after surgery

Study & Design

Study Type
OBSERVATIONAL
Study Design
Not specified
Primary Outcome Measures
NameTimeMethod
neurocognitive function was assessed using the Montreal Cognitive Assessment3 month

p neurocognitive function was assessed using the Montreal Cognitive Assessment

Secondary Outcome Measures
NameTimeMethod
© Copyright 2025. All Rights Reserved by MedPath