Non-linear conversion of HX4 uptake for automatic segmentation of hypoxic volumes and dose prescription.

Ana UrebaEmely LindblomAlexandru DasuJohan UhrdinAniek J G EvenWouter van ElmptPhilippe LambinPeter WersällIuliana Toma-Dasu

Published in: Acta oncologica (Stockholm, Sweden) (2017)

Non-linear conversion of tracer uptake to pO2 in NSCLC imaged with HX4-PET allows a quantitative determination of the dose-boost needed to achieve a high probability of local control.

Keyphrases

deep learning
positron emission tomography
small cell lung cancer
pet imaging
computed tomography
neural network
machine learning
high resolution
pet ct
solid phase extraction
molecularly imprinted
mass spectrometry
epidermal growth factor receptor