In the context of non-small-cell lung cancer (NSCLC), one study used QuPath, a free open-source tool, in order to automate PD-L1 scoring by training a random tree classifier using 67 different morphological features [25]. The gene discussed is CD274; the disease is non-small cell lung carcinoma.