In addition, radiological models of the whole tumor and peritumoral areas obtained using CT radiomics technology from The Cancer Genome Atlas (TCGA) and The Cancer Imaging Archive (TCIA) were first introduced to evaluate whether the radiomics model could noninvasively predict NQO1 expression levels. Here, NQO1 is linked to neoplasm.