Using Multivariate Regression Model with Least Absolute Shrinkage and Selection Operator (LASSO) to Predict the Incidence of Xerostomia after Intensity-Modulated Radiotherapy for Head and Neck Cancer
Published 2014 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Using Multivariate Regression Model with Least Absolute Shrinkage and Selection Operator (LASSO) to Predict the Incidence of Xerostomia after Intensity-Modulated Radiotherapy for Head and Neck Cancer
Authors
Keywords
Parotid glands, Prognosis, Cancer treatment, Radiation therapy, Finance, Dose prediction methods, Forecasting, Chemotherapy
Journal
PLoS One
Volume 9, Issue 2, Pages e89700
Publisher
Public Library of Science (PLoS)
Online
2014-03-01
DOI
10.1371/journal.pone.0089700
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Parsimonious and robust multivariate calibration with rational function Least Absolute Shrinkage and Selection Operator and rational function Elastic Net
- (2013) P. Teppola et al. ANALYTICA CHIMICA ACTA
- Kernel least absolute shrinkage and selection operator regression classifier for pattern classification
- (2013) Jie Xu et al. IET Computer Vision
- Quantitative analysis of normal tissue effects in the clinic (QUANTEC) guideline validation using quality of life questionnaire datasets for parotid gland constraints to avoid causing xerostomia during head-and-neck radiotherapy
- (2013) Tsair-Fwu Lee et al. RADIOTHERAPY AND ONCOLOGY
- Xerostomia after radiotherapy
- (2013) S. Tribius et al. STRAHLENTHERAPIE UND ONKOLOGIE
- Impact of Statistical Learning Methods on the Predictive Power of Multivariate Normal Tissue Complication Probability Models
- (2012) Cheng-Jian Xu et al. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS
- Statistical Validation of Normal Tissue Complication Probability Models
- (2012) Cheng-Jian Xu et al. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS
- Generalized Shrinkage Methods for Forecasting Using Many Predictors
- (2012) James H. Stock et al. JOURNAL OF BUSINESS & ECONOMIC STATISTICS
- Application of Bayesian least absolute shrinkage and selection operator (LASSO) and BayesCπ methods for genomic selection in French Holstein and Montbéliarde breeds
- (2012) C. Colombani et al. JOURNAL OF DAIRY SCIENCE
- NTCP models for patient-rated xerostomia and sticky saliva after treatment with intensity modulated radiotherapy for head and neck cancer: The role of dosimetric and clinical factors
- (2012) Ivo Beetz et al. RADIOTHERAPY AND ONCOLOGY
- Multivariate modeling of complications with data driven variable selection: Guarding against overfitting and effects of data set size
- (2012) Arjen van der Schaaf et al. RADIOTHERAPY AND ONCOLOGY
- Dual Arc Volumetric-modulated Arc Radiotherapy (VMAT) of Nasopharyngeal Carcinomas: A Simultaneous Integrated Boost Treatment Plan Comparison with Intensity-modulated Radiotherapies and Single Arc VMAT
- (2011) T.-F. Lee et al. CLINICAL ONCOLOGY
- Treatment Planning Constraints to Avoid Xerostomia in Head-and-Neck Radiotherapy: An Independent Test of QUANTEC Criteria Using a Prospectively Collected Dataset
- (2011) Vitali Moiseenko et al. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS
- Parotid-sparing intensity modulated versus conventional radiotherapy in head and neck cancer (PARSPORT): a phase 3 multicentre randomised controlled trial
- (2011) Christopher M Nutting et al. LANCET ONCOLOGY
- Development of NTCP models for head and neck cancer patients treated with three-dimensional conformal radiotherapy for xerostomia and sticky saliva: The role of dosimetric and clinical factors
- (2011) Ivo Beetz et al. RADIOTHERAPY AND ONCOLOGY
- External validation of three dimensional conformal radiotherapy based NTCP models for patient-rated xerostomia and sticky saliva among patients treated with intensity modulated radiotherapy
- (2011) Ivo Beetz et al. RADIOTHERAPY AND ONCOLOGY
- Medication in elderly people: its influence on salivary pattern, signs and symptoms of dry mouth
- (2010) Soraya Coelho Leal et al. GERODONTOLOGY
- Radiotherapy Dose–Volume Effects on Salivary Gland Function
- (2010) Joseph O. Deasy et al. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS
- Multivariate analysis of quality of life outcome for nasopharyngeal carcinoma patients after treatment
- (2010) Fu-Min Fang et al. RADIOTHERAPY AND ONCOLOGY
- Delineation guidelines for organs at risk involved in radiation-induced salivary dysfunction and xerostomia
- (2009) Tara A. van de Water et al. RADIOTHERAPY AND ONCOLOGY
- Comparison between conventional and intensity-modulated post-operative radiotherapy for stage III and IV oral cavity cancer in terms of treatment results and toxicity
- (2008) Wen-Cheng Chen et al. ORAL ONCOLOGY
Discover Peeref hubs
Discuss science. Find collaborators. Network.
Join a conversationPublish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn More