Listwise deletion is most appropriate when the proportion of missing data is relatively small and the data are missing completely at random (MCAR). In such cases, the impact on the analysis is minimized. However, in cancer research, where the stakes are high and the data are often not MCAR, researchers must carefully consider whether listwise deletion is the best method for handling missing data.