Presented at ASCO21 Virtual Meeting, The machine learning based models described on this abstract show encouraging results suggesting that CT imaging of NSCLC lung cancers contain sufficient information to predict the CD8 infiltration status of tumors. Although these results are just a proof of concept, the promise of a CT based non-invasive marker for tumor immune status is encouraging to help advance treatment efficacy in the ever-growing field of ICI therapy.