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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 Lambin
Published 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.
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