Radiomics,as a noninvasive method of image analysis,had been confirmed through numerous studies in predictive value for esophageal cancer in staging,treatment response and radiation pneumonia.The research background of radiomics,its clinical application,challenges,and future research direction in esophageal cancer were summarized in this review.