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LASSO-based NTCP model for radiation-induced temporal lobe injury developing after intensity-modulated radiotherapy of nasopharyngeal carcinoma
- Source :
- Scientific Reports
- Publication Year :
- 2016
-
Abstract
- We investigated the incidence of temporal lobe injury (TLI) in 132 nasopharyngeal carcinoma (NPC) patients who had undergone intensity-modulated radiotherapy (IMRT) in our hospital between March 2005 and November 2009; and identified significant dosimetric predictors of TLI development. Contrast-enhanced lesions or cysts in the temporal lobes, as detected by magnetic resonance imaging (MRI), were regarded as radiation-induced TLIs. We used the least absolute shrinkage and selection operator (LASSO) method to select Dmax (the maximum point dose) and the D1cc (the top dose delivered to a 1-mL volume) from 15 dose-volume-histogram-associated and four clinically relevant candidate factors; the Dmax and the D1cc were the most significant predictors of TLI development. We drew dose-response curves for Dmax and D1cc. The tolerance dose (TD) for the 5% and 50% probabilities of TLI development were 69.0 ± 1.6 and 82.1 ± 2.4 Gy for Dmax and 62.8 ± 2.2 and 80.9 ± 3.4 Gy for D1cc, respectively. The incidence of TLI in NPC patients after IMRT was higher than expected because the therapeutic window is narrow. High-quality longitudinal studies are needed to gain further insight into the complex spatiotemporal effects of non-uniform irradiation on TLI development in NPC patients.
- Subjects :
- Adult
Male
Pathology
medicine.medical_specialty
Adolescent
medicine.medical_treatment
Nasopharyngeal neoplasm
Article
030218 nuclear medicine & medical imaging
Temporal lobe
03 medical and health sciences
Young Adult
0302 clinical medicine
Lasso (statistics)
Carcinoma
Medicine
Humans
Child
Radiometry
Aged
Retrospective Studies
Aged, 80 and over
Brain Diseases
Multidisciplinary
Nasopharyngeal Carcinoma
medicine.diagnostic_test
business.industry
Incidence
Retrospective cohort study
Magnetic resonance imaging
Dose-Response Relationship, Radiation
Nasopharyngeal Neoplasms
Radiotherapy Dosage
Middle Aged
medicine.disease
Magnetic Resonance Imaging
Temporal Lobe
Radiation therapy
Treatment Outcome
Nasopharyngeal carcinoma
030220 oncology & carcinogenesis
Female
Radiotherapy, Intensity-Modulated
business
Nuclear medicine
Subjects
Details
- ISSN :
- 20452322
- Volume :
- 6
- Database :
- OpenAIRE
- Journal :
- Scientific reports
- Accession number :
- edsair.doi.dedup.....92c1ac143490a2e27bcc2165aac81df1