Clinical trial Recruiting at 1 site Observational

Midline glioma MRI AI model: preoperative molecular subtyping and prognosis

Official title: Application of MRI-Based Artificial Intelligence Models for Preoperative Molecular Subtyping and Prognostic Assessment of Midline Gliomas: A Multicenter Prospective Clinical Study

Run by Xiangya Hospital of Central South University · NCT07608003 · Data updated 2026-11-12

This study tests an MRI-based AI model to predict key molecular subtypes and prognosis for patients with midline gliomas before surgery.

Quick facts

Study typeObservational
SexAll
Enrollment500 (estimated)
SponsorXiangya Hospital of Central South University
Academic / other
Locations1 site (Changsha, Hunan)
StatusRecruiting
StartedMay 10, 2026
Main results expectedDecember 31, 2030
Study endsDecember 31, 2030
Registry record updatedMay 27, 2026
Trial IDNCT07608003 on ClinicalTrials.gov

Is this trial a fit for you?

Likely a good fit

Patients with intracranial midline diffuse gliomas who have completed preoperative MRI and share complete clinical data.

Probably not a fit

patients with non-midline tumors, poor-quality imaging, or incomplete clinical data may not benefit from the model.

A plain-English reading of the study's rules. Only the study team can confirm whether you qualify.

What this trial studies

This is a multicenter prospective observational study validating an AI model that uses preoperative MRI and basic patient info to predict H3K27M, IDH, and 1p/19q status. The model also estimates prognosis to support clinical decisions. Accuracy will be measured against postoperative pathology using metrics like sensitivity, specificity, accuracy, F1, and AUC, with time-dependent AUC for survival prediction. Exploratory analyses will assess potential impact on preoperative treatment planning and risk stratification.

Why it matters

Potential benefit: If successful, clinicians could tailor preoperative planning and conversations based on predicted molecular subtype and prognosis.

How similar studies have gone: Previous work suggests AI models can extract meaningful molecular and prognostic signals from MRI, but prospective multicenter validation in midline gliomas is still limited.

Who can join: the full rules

Show full inclusion / exclusion criteria
Inclusion Criteria:

* Patients with diffuse gliomas were pathologically and molecularly diagnosed.
* The clinical case data of all patients were complete.
* Patients underwent preoperative MRI examination.

Exclusion Criteria:

* The tumor is not located in the intracranial midline.
* Cases in which MRI were incomplete or with significant noise and artifacts.

Where it's running

  • Xiangya Hospital of Central South University
    Changsha, Hunan, China
    Recruiting

Study contacts

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How to take part

  1. Review the eligibility criteria above with your treating physician.
  2. Check the official listing on ClinicalTrials.gov for the latest contact details and recruitment status.
  3. Contact the study coordinator or principal investigator to ask for pre-screening. Pre-screening is free and never obligates you to enroll.
Last reviewed 2026-11-14 by the Find a Trial editorial team. Information on this page is for educational purposes and is not medical advice. Always consult qualified healthcare professionals about clinical trial participation.