Imaging phenotypes-based quantification of intratumor heterogeneity using APTw for predicting progression in lower grade glioma.
Motivation: In the setting of lower grade glioma follow heterogeneity of prognosis, it is currently necessitating risk stratification. Goal(s): To determine the predictive ability of amide proton transfer-weighted (APTw) imaging phenotypes in lower grade glioma. Approach: The ability of APTw phenotypes to PFS was evaluated using biomarker threshold model, The predictive model was trained on 67%, and tested on the remainder. Results: APTw imaging phenotypes can predict the progression free survival of lower grade gliomas. Impact: The independent and additional prognostic value of imaging phenotypes in APTw suggests that APTw imaging phenotypes can provide a noninvasive characterization of tumor cellular, proliferation and invasiveness to augment personalized prognosis and treatment in patients with lower grade glioma.
Authors
- Xiaochan Ou
- Andong Ma (ORCID: https://orcid.org/0000-0003-1520-7381)
- Zhibo Wen (ORCID: https://orcid.org/0000-0002-0497-0923)
- Yaoming Qu
Publication Details
- Journal
- Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
- Published
- 2024-11-26
- DOI
- https://doi.org/10.58530/2024/5118
- Primary Topic
- Radiomics and Machine Learning in Medical Imaging
- Type
- article
- Field-Weighted Citation Impact
- 0.00