Current studentsExisting staffContact us
 

Current role of delta radiomics in head and neck oncology

Simple item page
dc.contributor.authorMarcu, D.C.
dc.contributor.authorGrava, C.
dc.contributor.authorMarcu, L.G.
dc.date.issued2023
dc.description.abstractThe latest developments in the management of head and neck cancer show an increasing trend in the implementation of novel approaches using artificial intelligence for better patient stratification and treatment-related risk evaluation. Radiomics, or the extraction of data from various imaging modalities, is a tool often used to evaluate specific features related to the tumour or normal tissue that are not identifiable by the naked eye and which can add value to existing clinical data. Furthermore, the assessment of feature variations from one time point to another based on subsequent images, known as delta radiomics, was shown to have even higher value for treatment-outcome prediction or patient stratification into risk categories. The information gathered from delta radiomics can, further, be used for decision making regarding treatment adaptation or other interventions found to be beneficial to the patient. The aim of this work is to collate the existing studies on delta radiomics in head and neck cancer and evaluate its role in tumour response and normal-tissue toxicity predictions alike. Moreover, this work also highlights the role of holomics, which brings under the same umbrella clinical and radiomic features, for a more complex patient characterization and treatment optimisation.
dc.identifier.citationInternational Journal of Molecular Sciences, 2023; 24(3):1-11
dc.identifier.doi10.3390/ijms24032214
dc.identifier.issn1422-0067
dc.identifier.issn1422-0067
dc.identifier.urihttps://hdl.handle.net/11541.2/32661
dc.language.isoen
dc.publisherMDPIAG
dc.rightsCopyright 2022 The authors. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/)
dc.source.urihttps://doi.org/10.3390/ijms24032214
dc.subjectradiomics
dc.subjectsequential imaging
dc.subjectradiotherapy
dc.subjectchemotherapy
dc.subjectadaptive treatment
dc.subjectoutcome prediction
dc.titleCurrent role of delta radiomics in head and neck oncology
dc.typeJournal article
pubs.publication-statusPublished
ror.fileinfo12258910170001831 13258910160001831 Current role of delta radiomics in head and neck oncology
ror.mmsid9916716727701831

Files

Original bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
Current role of delta radiomics in head and neck oncology.pdf
Size:
500.46 KB
Format:
Adobe Portable Document Format
Description:
Published version
Download

Collections