Preconditions for radiomics-based approach in differential diagnosis of pancreatic cystic lesions: critical evaluation of meta-analyses and international guidelines

Abstract

INTRODUCTION: Pancreatic cystic lesions (PCLs) are a heterogenous group of lesions ranging from benign to malignant with variable histological, pathomorphological and prognostic characteristics. The development and improvement of radiation methods provides a great opportunity to diagnose such neoplasms. However, there are still difficulties in differential diagnosis and prediction malignant potential in pancreatic cyst subtypes due to their similar radiation characteristics.OBJECTIVE: To determine the diagnostic performane and difficulties of differentiating PCLs by invasive and non-invasive radiological methods. To determine the preconditions for radiomics-based approach in differential diagnosis of pancreatic cystic lesions based on a review and analysis of international guidelines.MATERIALS AND METHODS: We searched for scientific publications in the PubMed and Springer information and analytical systems for 2009–2023 by keywords: «pancreatic tumors», «pancreatic cyst», «pancreatic cystic lesion», «pancreatic radiomics», «intraductal papillary mucinous neoplasm», «pancreatic cystadenoma». As a result, 49 articles were selected for analysis.RESULTS: Despite the high potential of modern non-invasive radiation methods in the detection of pancreatic cysts, differentiation of PCLs subtypes is still very difficult. Due to the variability of international guidelines and a lack of their specificity, there is no universal consensus for management PCLs. In this regard, introduction new alternative diagnostic methods and markers is an important direction of research. At the moment, the assessment of the malignant potential of PCLs is comes down to only two main signs — the main pancreatic duct diameter and the vascularized solid component.CONCLUSION: Currently, common semiotic features, limitations of invasive diagnostic methods and increasing risks of recurrence and malignancy dictate the need to apply new diagnostic approaches to evaluation of PCLs. Searching and introduction new markers will allow us to analyze the lesion structure, to stratify risks and long-term prognosis more accurately. Textural image analysis is a new and promising noninvasive method with high power. This tool plays an important role to estimate those structural parameters which are impossible to judge according to the standard radiologic features, and to offset the problems of traditional diagnostic approach.