Update on quantitative radiomics of pancreatic tumors

Radiomics is a newer approach for analyzing radiological images obtained from conventional imaging modalities such as computed tomography, magnetic resonance imaging, endoscopic ultrasonography, and positron emission tomography. Radiomics involves extracting quantitative data from the images and ass...

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Bibliographic Details
Published in:Abdominal imaging 2022-09, Vol.47 (9), p.3118-3160
Main Authors: Virarkar, Mayur, Wong, Vincenzo K., Morani, Ajaykumar C., Tamm, Eric P., Bhosale, Priya
Format: Article
Language:English
Subjects:
Abdomen
Computed tomography
Cysts
Datasets
Emission analysis
Endoscopy
Gastroenterology
Hepatology
Humans
Imaging
Machine learning
Magnetic Resonance Imaging
Medical imaging
Medical prognosis
Medicine
Medicine & Public Health
Neural networks
Pancreas
Pancreatic cancer
Pancreatic Neoplasms - diagnostic imaging
Positron emission
Positron emission tomography
Radiology
Radiomics
Software
Special Section: Quantitative imaging
Support vector machines
Tomography
Tomography, X-Ray Computed
Tumors
Ultrasonic imaging
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Description
Summary:Radiomics is a newer approach for analyzing radiological images obtained from conventional imaging modalities such as computed tomography, magnetic resonance imaging, endoscopic ultrasonography, and positron emission tomography. Radiomics involves extracting quantitative data from the images and assessing them to identify diagnostic or prognostic features such as tumor grade, resectability, tumor response to neoadjuvant therapy, and survival. The purpose of this review is to discuss the basic principles of radiomics and provide an overview of the current clinical applications of radiomics in the field of pancreatic tumors.
ISSN:2366-0058
2366-004X
2366-0058
DOI:10.1007/s00261-021-03216-3