Challenges and caveats of a multi-center retrospective radiomics study: an example of early treatment response assessment for NSCLC patients using FDG-PET/CT radiomics.
Janita E van TimmerenSara CarvalhoRalph T H LeijenaarEsther G C TroostWouter van ElmptDirk de RuysscherJean-Pierre MuratetFabrice DenisTanja Schimek-JaschUrsula NestleArthur JochemsHenry C WoodruffCary OberijePhilippe LambinPublished in: PloS one (2019)
The results imply that the study might have been influenced by a limited sample size, heterogeneous patient characteristics, and inconsistent imaging parameters. No prognostic performance of FDG-PET or CT based radiomics models can be reported. This study highlights the necessity of extensive evaluations of cohorts and of validation datasets, especially in retrospective multi-centric datasets.
Keyphrases
- end stage renal disease
- computed tomography
- small cell lung cancer
- positron emission tomography
- contrast enhanced
- lymph node metastasis
- ejection fraction
- magnetic resonance imaging
- squamous cell carcinoma
- cross sectional
- chronic kidney disease
- newly diagnosed
- high resolution
- peritoneal dialysis
- pet ct
- case report
- mass spectrometry
- rna seq
- photodynamic therapy
- pet imaging
- single cell
- image quality
- epidermal growth factor receptor
- clinical evaluation