Radiomics analysis in medical imaging research
- PMID: 36762402
- PMCID: PMC9977659
- DOI: 10.1002/jmrs.662
Radiomics analysis in medical imaging research
Abstract
This article discusses the current research in the field of radiomics in medical imaging with emphasis on its role in fighting coronavirus disease 2019 (COVID-19). This article covers the building of radiomic models in a simple straightforward manner, while discussing radiomic models potential to help us face this pandemic.
© 2023 The Authors. Journal of Medical Radiation Sciences published by John Wiley & Sons Australia, Ltd on behalf of Australian Society of Medical Imaging and Radiation Therapy and New Zealand Institute of Medical Radiation Technology.
Conflict of interest statement
The author declares no conflict of interest.
Figures
Similar articles
-
Prediction of COVID-19 patients in danger of death using radiomic features of portable chest radiographs.J Med Radiat Sci. 2023 Mar;70(1):13-20. doi: 10.1002/jmrs.631. Epub 2022 Nov 5. J Med Radiat Sci. 2023. PMID: 36334033 Free PMC article.
-
CT-based radiomics combined with signs: a valuable tool to help radiologist discriminate COVID-19 and influenza pneumonia.BMC Med Imaging. 2021 Feb 17;21(1):31. doi: 10.1186/s12880-021-00564-w. BMC Med Imaging. 2021. PMID: 33596844 Free PMC article.
-
Diagnostic classification of coronavirus disease 2019 (COVID-19) and other pneumonias using radiomics features in CT chest images.Sci Rep. 2021 Sep 9;11(1):17885. doi: 10.1038/s41598-021-97497-9. Sci Rep. 2021. PMID: 34504246 Free PMC article.
-
Feature selection methods and predictive models in CT lung cancer radiomics.J Appl Clin Med Phys. 2023 Jan;24(1):e13869. doi: 10.1002/acm2.13869. Epub 2022 Dec 17. J Appl Clin Med Phys. 2023. PMID: 36527376 Free PMC article. Review.
-
Review of Artificial Intelligence Techniques in Imaging Data Acquisition, Segmentation, and Diagnosis for COVID-19.IEEE Rev Biomed Eng. 2021;14:4-15. doi: 10.1109/RBME.2020.2987975. Epub 2021 Jan 22. IEEE Rev Biomed Eng. 2021. PMID: 32305937 Review.
Cited by
-
Radiomics approach for identifying radiation-induced normal tissue toxicity in the lung.Sci Rep. 2024 Oct 16;14(1):24256. doi: 10.1038/s41598-024-75993-y. Sci Rep. 2024. PMID: 39415029 Free PMC article.
-
Beyond Clinical Factors: Harnessing Artificial Intelligence and Multimodal Cardiac Imaging to Predict Atrial Fibrillation Recurrence Post-Catheter Ablation.J Cardiovasc Dev Dis. 2024 Sep 19;11(9):291. doi: 10.3390/jcdd11090291. J Cardiovasc Dev Dis. 2024. PMID: 39330349 Free PMC article. Review.
-
Function of 18F-FDG PET/CT radiomics in the detection of checkpoint inhibitor-induced liver injury (CHILI).EJNMMI Rep. 2025 Aug 4;9(1):27. doi: 10.1186/s41824-025-00258-4. EJNMMI Rep. 2025. PMID: 40754557 Free PMC article.
-
A snapshot of artificial intelligence research 2019-2021: is it replacing or assisting physicians?J Am Med Inform Assoc. 2023 Aug 18;30(9):1552-1557. doi: 10.1093/jamia/ocad094. J Am Med Inform Assoc. 2023. PMID: 37279884 Free PMC article. Review.
-
Artificial intelligence-based motion tracking in cancer radiotherapy: A review.J Appl Clin Med Phys. 2024 Nov;25(11):e14500. doi: 10.1002/acm2.14500. Epub 2024 Aug 28. J Appl Clin Med Phys. 2024. PMID: 39194360 Free PMC article. Review.
References
-
- Ibrahim A, Primakov S, Beuque M, et al. Radiomics for precision medicine: Current challenges, future prospects, and the proposal of a new framework. Methods 2021; 188: 20–9. - PubMed
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Medical