This paper reviews the application of machine learning algorithms in pressure injury risk prediction for ICU patients.The prediction models include logistic regression model, tree-based model, decision tree model, Bayesian algorithm, recurrent neural network and integrated model.The aim is to provide a scientific method for the development of personalized prevention strategies and to improve the level of ICU care.