Radiomics applications in cardiac imaging: a comprehensive review

• Published in: Radiologia medica Vol. 128; no. 8; pp. 922 - 933
• Main Authors: Polidori, Tiziano, De Santis, Domenico, Rucci, Carlotta, Tremamunno, Giuseppe, Piccinni, Giulia, Pugliese, Luca, Zerunian, Marta, Guido, Gisella, Pucciarelli, Francesco, Bracci, Benedetta, Polici, Michela, Laghi, Andrea, Caruso, Damiano
• Format: Journal Article
• Language: English
• Published: Milan Springer Milan 01-08-2023; Springer Nature B.V
• Subjects: Angiography; Cardiac Radiology; Cardiovascular disease; Computed tomography; Coronary artery disease; Diagnosis; Diagnostic Radiology; Heart diseases; Imaging; Interventional Radiology; Magnetic resonance imaging; Medical imaging; Medicine; Medicine & Public Health; Neuroradiology; Radiology; Radiomics; Ultrasound; Texture analysis (TA); Hypertrophic cardiomyopathy (HCM); Cardiac magnetic resonance (CMR); Coronary computed tomography angiography (CCTA); Ischemic heart disease (IHD); Radiomics
• ISSN: 1826-6983; 0033-8362; 1826-6983
• DOI: 10.1007/s11547-023-01658-x

Radiomics is a new emerging field that includes extraction of metrics and quantification of so-called radiomic features from medical images. The growing importance of radiomics applied to oncology in improving diagnosis, cancer staging and grading, and improved personalized treatment, has been well established; yet, this new analysis technique has still few applications in cardiovascular imaging. Several studies have shown promising results describing how radiomics principles could improve the diagnostic accuracy of coronary computed tomography angiography (CCTA) and magnetic resonance imaging (MRI) in diagnosis, risk stratification, and follow-up of patients with coronary heart disease (CAD), ischemic heart disease (IHD), hypertrophic cardiomyopathy (HCM), hypertensive heart disease (HHD), and many other cardiovascular diseases. Such quantitative approach could be useful to overcome the main limitations of CCTA and MRI in the evaluation of cardiovascular diseases, such as readers’ subjectiveness and lack of repeatability. Moreover, this new discipline could potentially overcome some technical problems, namely the need of contrast administration or invasive examinations. Despite such advantages, radiomics is still not applied in clinical routine, due to lack of standardized parameters acquisition, inconsistent radiomic methods, lack of external validation, and different knowledge and experience among the readers. The purpose of this manuscript is to provide a recent update on the status of radiomics clinical applications in cardiovascular imaging.