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Author Correction: Radiomics feature stability of open-source software evaluated on apparent diffusion coefficient maps in head and neck cancer
- Source :
- Scientific Reports, Vol 11, Iss 1, Pp 1-6 (2021), Scientific Reports
- Publication Year :
- 2021
- Publisher :
- Springer Science and Business Media LLC, 2021.
-
Abstract
- Radiomics is a promising technique for discovering image based biomarkers of therapy response in cancer. Reproducibility of radiomics features is a known issue that is addressed by the image biomarker standardisation initiative (IBSI), but it remains challenging to interpret previously published radiomics signatures. This study investigates the reproducibility of radiomics features calculated with two widely used radiomics software packages (IBEX, MaZda) in comparison to an IBSI compliant software package (PyRadiomics). Intensity histogram, shape and textural features were extracted from 334 diffusion weighted magnetic resonance images of 59 head and neck cancer (HNC) patients from the PREDICT-HN observational radiotherapy study. Based on name and linear correlation, PyRadiomics shares 83 features with IBEX and 49 features with MaZda, a sub-set of well correlated features are considered reproducible (IBEX: 15 features, MaZda: 18 features). We explore the impact of including non-reproducible radiomics features in a HNC radiotherapy response model. It is possible to classify equivalent patient groups using radiomic features from either software, but only when restricting the model to reliable features using a correlation threshold method. This is relevant for clinical biomarker validation trials as it provides a framework to assess the reproducibility of reported radiomic signatures from existing trials.
- Subjects :
- Adult
Male
Computer science
Science
Stability (probability)
Radiomics
Image Processing, Computer-Assisted
medicine
Humans
Effective diffusion coefficient
Author Correction
Aged
Aged, 80 and over
Multidisciplinary
business.industry
Head and neck cancer
Reproducibility of Results
Pattern recognition
Open source software
Middle Aged
medicine.disease
Magnetic Resonance Imaging
Head and Neck Neoplasms
Feature (computer vision)
Medicine
Female
Artificial intelligence
business
Head
Biomarkers
Neck
Software
Subjects
Details
- ISSN :
- 20452322
- Volume :
- 11
- Database :
- OpenAIRE
- Journal :
- Scientific Reports
- Accession number :
- edsair.doi.dedup.....2027ce1baed3b41ebbd08f15a6cd7ce6