Highlights•Decision support systems that can predict the diagnosis of malignancy for pleural effusion will help physicians in patient management.•Advances in computer-aided diagnostic analysis of CT images and obtaining a pre-diagnosis of pleural fluid may reduce the need for interventional procedures by guiding physicians about which patients may have malignancy.•Image-based decision support systems enable early diagnosis and treatment by saving cost and time in patient management.