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Cervical spine osteoradionecrosis or bone metastasis after radiotherapy for nasopharyngeal carcinoma? The MRI-based radiomics for characterization.
- Source :
-
BMC medical imaging [BMC Med Imaging] 2020 Sep 01; Vol. 20 (1), pp. 104. Date of Electronic Publication: 2020 Sep 01. - Publication Year :
- 2020
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Abstract
- Background: To develop and validate an MRI-based radiomics nomogram for differentiation of cervical spine ORN from metastasis after radiotherapy (RT) in nasopharyngeal carcinoma (NPC).<br />Methods: A radiomics nomogram was developed in a training set that comprised 46 NPC patients after RT with 95 cervical spine lesions (ORN, n = 51; metastasis, n = 44), and data were gathered from January 2008 to December 2012. 279 radiomics features were extracted from the axial contrast-enhanced T1-weighted image (CE-T1WI). A radiomics signature was created by using the least absolute shrinkage and selection operator (LASSO) algorithm. A nomogram model was developed based on the radiomics scores. The performance of the nomogram was determined in terms of its discrimination, calibration, and clinical utility. An independent validation set contained 25 consecutive patients with 47 lesions (ORN, n = 25; metastasis, n = 22) from January 2013 to December 2015.<br />Results: The radiomics signature that comprised eight selected features was significantly associated with the differentiation of cervical spine ORN and metastasis. The nomogram model demonstrated good calibration and discrimination in the training set [AUC, 0.725; 95% confidence interval (CI), 0.622-0.828] and the validation set (AUC, 0.720; 95% CI, 0.573-0.867). The decision curve analysis indicated that the radiomics nomogram was clinically useful.<br />Conclusions: MRI-based radiomics nomogram shows potential value to differentiate cervical spine ORN from metastasis after RT in NPC.
- Subjects :
- Adult
Bone Neoplasms diagnostic imaging
Cervical Vertebrae pathology
Cervical Vertebrae radiation effects
Diagnosis, Differential
Female
Humans
Male
Middle Aged
Nasopharyngeal Carcinoma diagnostic imaging
Nasopharyngeal Neoplasms diagnostic imaging
Nomograms
Observer Variation
Osteoradionecrosis pathology
Retrospective Studies
Bone Neoplasms secondary
Cervical Vertebrae diagnostic imaging
Magnetic Resonance Imaging methods
Nasopharyngeal Carcinoma radiotherapy
Nasopharyngeal Neoplasms radiotherapy
Osteoradionecrosis diagnostic imaging
Subjects
Details
- Language :
- English
- ISSN :
- 1471-2342
- Volume :
- 20
- Issue :
- 1
- Database :
- MEDLINE
- Journal :
- BMC medical imaging
- Publication Type :
- Academic Journal
- Accession number :
- 32873238
- Full Text :
- https://doi.org/10.1186/s12880-020-00502-2