A vision-language model using preoperative MRI and clinical variables has been developed to simultaneously predict three key molecular markers in midline gliomas: H3K27M, IDH, and 1p/19q. This prospective multicenter study will validate the model's accuracy in preoperative molecular subtyping and its value in prognostic assessment and clinical decision-making across multiple neurosurgical centers.
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Eligibility 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 whic…
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.
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