A Primer on Texture Analysis in Abdominal Radiology
Overview
Radiology
Authors
Affiliations
The number of publications on texture analysis (TA), radiomics, and radiogenomics has been growing exponentially, with abdominal radiologists aiming to build new prognostic or predictive biomarkers for a wide range of clinical applications including the use of oncological imaging to advance the field of precision medicine. TA is specifically concerned with the study of the variation of pixel intensity values in radiological images. Radiologists aim to capture pixel variation in radiological images to deliver new insights into tumor biology that cannot be derived from visual inspection alone. TA remains an active area of investigation and requires further standardization prior to its clinical acceptance and applicability. This review is for radiologists interested in this rapidly evolving field, who are thinking of performing research or want to better interpret results in this arena. We will review the main concepts in TA, workflow processes, and existing challenges and steps to overcome them, as well as look at publications in body imaging with external validation.
Differentiation of Early Sacroiliitis Using Machine-Learning- Supported Texture Analysis.
Zhu Q, Wang Q, Hu X, Dang X, Yu X, Chen L Diagnostics (Basel). 2025; 15(2.
PMID: 39857093 PMC: 11763746. DOI: 10.3390/diagnostics15020209.
Radiomics Beyond the Hype: A Critical Evaluation Toward Oncologic Clinical Use.
Horvat N, Papanikolaou N, Koh D Radiol Artif Intell. 2024; 6(4):e230437.
PMID: 38717290 PMC: 11294952. DOI: 10.1148/ryai.230437.
Khasawneh H, Ferreira Dalla Pria H, Miranda J, Nevin R, Chhabra S, Hamdan D J Clin Med. 2023; 12(21).
PMID: 37959287 PMC: 10649102. DOI: 10.3390/jcm12216821.
van den Beukel B, De Wilde B, Joosten F, Goor H, Venderink W, Huisman H J Imaging. 2023; 9(5).
PMID: 37233312 PMC: 10219278. DOI: 10.3390/jimaging9050092.
Current status and future perspectives of radiomics in hepatocellular carcinoma.
Miranda J, Horvat N, Fonseca G, de Arimateia Batista Araujo-Filho J, Fernandes M, Charbel C World J Gastroenterol. 2023; 29(1):43-60.
PMID: 36683711 PMC: 9850949. DOI: 10.3748/wjg.v29.i1.43.