Quantitative and qualitative parameters of DCE-MRI predict CDKN2A/B homozygous deletion in gliomas
Motivation: Homozygous deletion (HD) of cyclin-dependent kinase inhibitor 2A/B (CDKN2A/B) holds important prognostic value in gliomas. Goal(s): This study aims to explore the predictive potential of conventional MRI imaging parameters combined with dynamic contrast-enhanced (DCE) MRI parameters in predicting CDKN2A/B HD status in gliomas. Approach: Conventional MRI features and DCE-MRI qualitative parameter time-intensity curve types, quantitative parameters Ktrans, Kep, Ve, Vp, and iAUC were obtained. Logistic regression models for prediction of CDKN2A/B HD status were constructed. Results: Ktrans can serve as valuable predictive parameters for identifying CDKN2A/B HD status in all glioma patients as well as patients with IDH-mutant or IDH-wild gliomas. Impact: Our findings provide a foundation for precise preoperative non-invasive diagnosis and personalized treatment approaches for glioma patients.
Authors
- Zhengyang Zhu (ORCID: https://orcid.org/0000-0001-9916-3480)
- Huiquan Yang (ORCID: https://orcid.org/0009-0008-6980-8792)
- Xin Zhang (ORCID: https://orcid.org/0000-0001-5008-0879)
- Bing Zhang (ORCID: https://orcid.org/0000-0001-7592-1195)
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/10.58530/2024/3582
- Citations
- 1
- Primary Topic
- Radiomics and Machine Learning in Medical Imaging
- Type
- article
- Field-Weighted Citation Impact
- 0.40