In this analysis, ML identified C-reactive protein, alkaline phosphatase, neutrophil/lymphocyte ratio, lactate dehydrogenase, and the count of tumour sites among the most important variables in all constructed models, in agreement with previous research assessing atezolizumab therapeutic outcomes in nonsmall-cell lung cancer [4,32,33]. The gene discussed is CRP; the disease is neoplasm.