Different Tracer Kinetic Models in predicting key molecular marker in adult diffuse Gliomas
Motivation: IDH, P53 and CDKN2A/2B are key molecular markers for adult diffuse gliomas. Goal(s): This study aimed to compare values of conventional and advanced tracer kinetic models based on dynamic contrast enhanced (DCE)-MRI in predicting IDH, P53 and CDKN2A/B status in glioma patinets. Approach: Patients diagnosed as adult diffuse gliomas were examined using dynamic contrast-enhanced MRI. Imaging data were analyzed using tracer kinetic models. Results: Extofts model attained best performance in predicting IDH mutation.ATH model attained best performance in predicting P53 mutation. DP model attained best performance in predicting CDKN2A/B homozygous deletion. Impact: Different Tracer Kinetic Models have illustrated excellent performance in predicting different molecular markers in glioma patients.
Authors
- Zhengyang Zhu (ORCID: https://orcid.org/0000-0001-9916-3480)
- Huiquan Yang (ORCID: https://orcid.org/0009-0008-6980-8792)
- Chuanshuai Tian (ORCID: https://orcid.org/0000-0003-4368-0985)
- Bing Zhang (ORCID: https://orcid.org/0000-0002-3953-0290)
- Xin Zhang (ORCID: https://orcid.org/0000-0001-9826-1564)
- Jianan Zhou (ORCID: https://orcid.org/0000-0002-1775-6221)
- Zujun Hou (ORCID: https://orcid.org/0000-0002-3354-7358)
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/10.58530/2024/5119
- Primary Topic
- Machine Learning in Materials Science
- Type
- article
- Field-Weighted Citation Impact
- 0.00