A systematic review examining whether CT radiomics can predict aggressive histopathological features in lung cancer. Eleven studies were included, with radiomic model accuracies ranging from 0.67 to 0.94. Due to high risk of bias and concerns about applicability, evidence remains inconclusive, and prospective studies with external validation are needed before clinical implementation.