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A review on advances in (18)F-FDG PET/CT radiomics standardisation and application in lung disease management
Radiomics analysis quantifies the interpolation of multiple and invisible molecular features present in diagnostic and therapeutic images. Implementation of 18-fluorine-fluorodeoxyglucose positron emission tomography/computed tomography ((18)F-FDG PET/CT) radiomics captures various disorders in non-...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Vienna
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8817778/ https://www.ncbi.nlm.nih.gov/pubmed/35124733 http://dx.doi.org/10.1186/s13244-021-01153-9 |
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author | Anan, Noushin Zainon, Rafidah Tamal, Mahbubunnabi |
author_facet | Anan, Noushin Zainon, Rafidah Tamal, Mahbubunnabi |
author_sort | Anan, Noushin |
collection | PubMed |
description | Radiomics analysis quantifies the interpolation of multiple and invisible molecular features present in diagnostic and therapeutic images. Implementation of 18-fluorine-fluorodeoxyglucose positron emission tomography/computed tomography ((18)F-FDG PET/CT) radiomics captures various disorders in non-invasive and high-throughput manner. (18)F-FDG PET/CT accurately identifies the metabolic and anatomical changes during cancer progression. Therefore, the application of (18)F-FDG PET/CT in the field of oncology is well established. Clinical application of (18)F-FDG PET/CT radiomics in lung infection and inflammation is also an emerging field. Combination of bioinformatics approaches or textual analysis allows radiomics to extract additional information to predict cell biology at the micro-level. However, radiomics texture analysis is affected by several factors associated with image acquisition and processing. At present, researchers are working on mitigating these interrupters and developing standardised workflow for texture biomarker establishment. This review article focuses on the application of (18)F-FDG PET/CT in detecting lung diseases specifically on cancer, infection and inflammation. An overview of different approaches and challenges encountered on standardisation of (18)F-FDG PET/CT technique has also been highlighted. The review article provides insights about radiomics standardisation and application of (18)F-FDG PET/CT in lung disease management. |
format | Online Article Text |
id | pubmed-8817778 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Vienna |
record_format | MEDLINE/PubMed |
spelling | pubmed-88177782022-02-07 A review on advances in (18)F-FDG PET/CT radiomics standardisation and application in lung disease management Anan, Noushin Zainon, Rafidah Tamal, Mahbubunnabi Insights Imaging Critical Review Radiomics analysis quantifies the interpolation of multiple and invisible molecular features present in diagnostic and therapeutic images. Implementation of 18-fluorine-fluorodeoxyglucose positron emission tomography/computed tomography ((18)F-FDG PET/CT) radiomics captures various disorders in non-invasive and high-throughput manner. (18)F-FDG PET/CT accurately identifies the metabolic and anatomical changes during cancer progression. Therefore, the application of (18)F-FDG PET/CT in the field of oncology is well established. Clinical application of (18)F-FDG PET/CT radiomics in lung infection and inflammation is also an emerging field. Combination of bioinformatics approaches or textual analysis allows radiomics to extract additional information to predict cell biology at the micro-level. However, radiomics texture analysis is affected by several factors associated with image acquisition and processing. At present, researchers are working on mitigating these interrupters and developing standardised workflow for texture biomarker establishment. This review article focuses on the application of (18)F-FDG PET/CT in detecting lung diseases specifically on cancer, infection and inflammation. An overview of different approaches and challenges encountered on standardisation of (18)F-FDG PET/CT technique has also been highlighted. The review article provides insights about radiomics standardisation and application of (18)F-FDG PET/CT in lung disease management. Springer Vienna 2022-02-05 /pmc/articles/PMC8817778/ /pubmed/35124733 http://dx.doi.org/10.1186/s13244-021-01153-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Critical Review Anan, Noushin Zainon, Rafidah Tamal, Mahbubunnabi A review on advances in (18)F-FDG PET/CT radiomics standardisation and application in lung disease management |
title | A review on advances in (18)F-FDG PET/CT radiomics standardisation and application in lung disease management |
title_full | A review on advances in (18)F-FDG PET/CT radiomics standardisation and application in lung disease management |
title_fullStr | A review on advances in (18)F-FDG PET/CT radiomics standardisation and application in lung disease management |
title_full_unstemmed | A review on advances in (18)F-FDG PET/CT radiomics standardisation and application in lung disease management |
title_short | A review on advances in (18)F-FDG PET/CT radiomics standardisation and application in lung disease management |
title_sort | review on advances in (18)f-fdg pet/ct radiomics standardisation and application in lung disease management |
topic | Critical Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8817778/ https://www.ncbi.nlm.nih.gov/pubmed/35124733 http://dx.doi.org/10.1186/s13244-021-01153-9 |
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