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MRI texture analysis predicts p53 status in head and neck squamous cell carcinoma
M Dang1, J T Lysack1, T Wu2
1Department of Radiology (M.D., J.T.L.), University of Calgary, Calgary, Alberta, Canada.
AJNR. American Journal of Neuroradiology
|September 27, 2014
Summary
Magnetic resonance (MR) imaging texture analysis can predict p53 protein status in oropharyngeal squamous cell carcinoma with approximately 80% accuracy, aiding in patient management and treatment. This non-invasive technique shows promise for head and neck tumors.
Area of Science:
- Oncology
- Radiology
- Biomarkers
Background:
- Head and neck cancers, including oropharyngeal squamous cell carcinoma, require accurate prognostic tools.
- The Tumor, Node, Metastasis staging system is standard, but tumor biomarkers offer additional prognostic value.
- p53 protein status is an important biomarker in cancer prognosis and treatment.
Purpose of the Study:
- To evaluate the efficacy of MR imaging texture analysis in predicting p53 protein status in oropharyngeal squamous cell carcinoma.
- To determine if texture features from MR images can classify tumors based on p53 status.
Main Methods:
- Prospective evaluation of 16 patients with oropharyngeal squamous cell carcinoma using MR imaging, histopathology, and p53 staining.
- MR imaging regions of interest were analyzed using a 2D fast time-frequency transform tool to quantify texture features.
- A statistical model and Bayesian network classifier with 10-fold cross-validation were used to predict p53 status based on texture variables.
Main Results:
- Seven significant texture variables were identified and used to build a predictive model.
- The MR imaging texture analysis model accurately predicted p53 status with 81.3% accuracy (P < .05).
- Cross-validation indicated a moderate agreement (κ = 0.625).
Conclusions:
- MR imaging texture analysis demonstrates significant potential for predicting p53 status in oropharyngeal squamous cell carcinoma.
- This non-invasive imaging technique offers a promising approach for enhancing prognostic assessment in head and neck cancers.
- Further research into MR imaging texture analysis for oropharyngeal squamous cell carcinoma and other head and neck tumors is warranted.

