Intravoxel incoherent motion model for prediction of tertiary lymphoid structures in HCC.
Motivation: Intra-tumoral tertiary lymphoid structures (TLSs) are associated with a favorable prognosis for patients with hepatocellular carcinoma (HCC). Intravoxel incoherent motion (IVIM) sequences describe heterogeneity of tumor components. Goal(s): We aimed to explore the value of intravoxel incoherent motion (IVIM) sequences in predicting TLSs. Approach: IVIM quantitative parameters and radiomics features were obtained. A fusion model based on the above and clinical characteristics was constructed. Receiver operating characteristic curve analysis was performed to assess the diagnostic performance of different models for TLSs prediction. Results: Radiomics features based on IVIM-DWI can be better conducive to preoperative prediction of TLSs in patients than IVIM parameter maps. Impact: TLSs exhibit considerable promise in prognostic prediction and the identification of appropriate candidates for immunotherapy. The fusion model based on the IVIM-DWI showed great performance in predicting TLSs, assisting the selection of clinical immunotherapy patients.
Authors
- Zhijun Geng (ORCID: https://orcid.org/0000-0002-4040-5622)
- Lei Ma (ORCID: https://orcid.org/0000-0002-8555-5085)
- Chuanmiao Xie (ORCID: https://orcid.org/0000-0001-8533-623X)
- Fan Zhou (ORCID: https://orcid.org/0000-0003-1736-2641)
- Xiaolan Zhang (ORCID: https://orcid.org/0009-0002-9008-9127)
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/10.58530/2024/0916
- Primary Topic
- Medical Imaging Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00