Radiomics Features of Multiparametric MRI as Novel Prognostic Factors in Advanced Nasopharyngeal Carcinoma
Guangdong General Hospital · Southern Medical University · +6 more institutions
Abstract
The radiomics signatures were significantly associated with PFS. A radiomics signature derived from joint CET1-w and T2-w images showed better prognostic performance than signatures derived from CET1-w or T2-w images alone. One radiomics nomogram combined a radiomics signature from joint CET1-w and T2-w images with the TNM staging system. This nomogram showed a significant improvement over the TNM staging system in terms of evaluating PFS in the training cohort (C-index, 0.761 vs. 0.514; P < 2.68 × 10−9). Another radiomics nomogram integrated the radiomics signature with all clinical data, and thereby outperformed a nomogram based on clinical data alone (C-index, 0.776 vs. 0.649; P < 1.60 × 10−7). Calibration curves showed good agreement. Findings were confirmed in the validation cohort. Heatmaps revealed associations between radiomics features and tumor stages.
Multiparametric MRI-based radiomics nomograms provided improved prognostic ability in advanced NPC. These results provide an illustrative example of precision medicine and may affect treatment strategies. Clin Cancer Res; 23(15); 4259–69. ©2017 AACR.
Citation impact
- FWCI
- 47.58
- Percentile
- 100%
- References
- 51
Authors
18- BZBin Zhang
Guangdong General Hospital, Southern Medical University
- JTJie Tian
Beijing National Laboratory for Molecular Sciences
- DDDi Dong
Beijing National Laboratory for Molecular Sciences
- DGDongsheng Gu
Beijing National Laboratory for Molecular Sciences
- YDYuhao Dong
Guangdong Medical College, Guangdong General Hospital, Shantou University, Shantou University Medical College
Topics & keywords
- Nomogram
- Radiomics
- Medicine
- Nasopharyngeal carcinoma
- Cohort
- Stage (stratigraphy)
- Radiology
- Magnetic resonance imaging
- Peace, Justice and strong institutions