Key challenges in normal tissue complication probability model development and validation: towards a comprehensive strategyVan den Bosch, L., Schuit, E., van der Laan, H. P., Reitsma, J. B., Moons, K. G. M., Steenbakkers, R. J. H. M., Hoebers, F. J. P., Langendijk, J. A. & van der Schaaf, A., Jul-2020, In : Radiotherapy and Oncology. 148, p. 151-156 6 p.
Research output: Contribution to journal › Article › Academic › peer-review
Normal Tissue Complication Probability (NTCP) models can be used for treatment plan optimisation and patient selection for emerging treatment techniques. We discuss and suggest methodological approaches to address key challenges in NTCP model development and validation, including: missing data, non-linear response relationships, multicollinearity between predictors, overfitting, generalisability and the prediction of multiple complication grades at multiple time points. The methodological approaches chosen are aimed to improve the accuracy, transparency and robustness of future NTCP-models. We demonstrate our methodological approaches using clinical data.
|Number of pages||6|
|Journal||Radiotherapy and Oncology|
|Early online date||23-Apr-2020|
|Publication status||Published - Jul-2020|