AIMC Topic: Central Nervous System Cysts

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Radiomic study of common sellar region lesions differentiation in magnetic resonance imaging based on multi-classification machine learning model.

BMC medical imaging May 3, 2025
OBJECTIVE: Pituitary adenomas (PAs), craniopharyngiomas (CRs), Rathke's cleft cysts (RCCs), and tuberculum sellar meningiomas (TSMs) are common sellar region lesions with similar imaging characteristics, making differential diagnosis challenging. Thi...
Humans Machine Learning Retrospective Studies Female Aged Young Adult Adult Radiomics Male Middle Aged Adolescent Support Vector Machine Magnetic Resonance Imaging Pituitary Neoplasms Adenoma Diagnosis, Differential Meningioma Meningeal Neoplasms Sella Turcica Craniopharyngioma Central Nervous System Cysts
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MR-Based Radiomics for Differential Diagnosis between Cystic Pituitary Adenoma and Rathke Cleft Cyst.

Computational and mathematical methods in medicine Aug 10, 2021
BACKGROUND: It is often tricky to differentiate cystic pituitary adenoma from Rathke cleft cyst with visual inspection because of similar MRI presentations between them. We aimed to design an MR-based radiomics model for improving differential diagno...
Humans Neural Networks, Computer Machine Learning Retrospective Studies Female Adult Male Middle Aged Diagnosis, Computer-Assisted Computational Biology Magnetic Resonance Imaging Pituitary Neoplasms Adenoma Diagnosis, Differential Image Interpretation, Computer-Assisted Semantics Central Nervous System Cysts
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