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Radiomics Analysis of [(18)F]FDG PET/CT Thyroid Incidentalomas: How Can It Improve Patients’ Clinical Management? A Systematic Review from the Literature

Background: We performed a systematic review of the literature to provide an overview of the application of PET-based radiomics of [(18)F]FDG-avid thyroid incidentalomas and to discuss the additional value of PET volumetric parameters and radiomic features over clinical data. Methods: The most relev...

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Autores principales: Gherghe, Mirela, Lazar, Alexandra Maria, Mutuleanu, Mario-Demian, Stanciu, Adina Elena, Martin, Sorina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8870948/
https://www.ncbi.nlm.nih.gov/pubmed/35204561
http://dx.doi.org/10.3390/diagnostics12020471
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author Gherghe, Mirela
Lazar, Alexandra Maria
Mutuleanu, Mario-Demian
Stanciu, Adina Elena
Martin, Sorina
author_facet Gherghe, Mirela
Lazar, Alexandra Maria
Mutuleanu, Mario-Demian
Stanciu, Adina Elena
Martin, Sorina
author_sort Gherghe, Mirela
collection PubMed
description Background: We performed a systematic review of the literature to provide an overview of the application of PET-based radiomics of [(18)F]FDG-avid thyroid incidentalomas and to discuss the additional value of PET volumetric parameters and radiomic features over clinical data. Methods: The most relevant databases were explored using an algorithm constructed based on a combination of terms related to our subject and English-language articles published until October 2021 were considered. Among the 247 identified articles, 19 studies were screened for eligibility and 11 met the criteria, with 4 studies including radiomics analyses. Results: We summarized the available literature based on a study of PET volumetric parameters and radiomics. Ten articles provided accurate details about volumetric parameters and their prospective value in tumour assessment. We included the data provided by these articles in a sub-analysis, but could not obtain statistically relevant results. Four publications analyzed the diagnostic potential of radiomics and the possibility of creating precise predictive models, their corresponding quality score being assessed. Conclusions: The use of PET volumetric parameters and radiomics analysis in patients with [(18)F]FDG-avid thyroid incidentalomas outlines a great prospect in diagnosis and stratification of patients with malignant nodules and may represent a way of limiting the need for unnecessary invasive procedures; however, further studies need to be performed for a standardization of the method.
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spelling pubmed-88709482022-02-25 Radiomics Analysis of [(18)F]FDG PET/CT Thyroid Incidentalomas: How Can It Improve Patients’ Clinical Management? A Systematic Review from the Literature Gherghe, Mirela Lazar, Alexandra Maria Mutuleanu, Mario-Demian Stanciu, Adina Elena Martin, Sorina Diagnostics (Basel) Systematic Review Background: We performed a systematic review of the literature to provide an overview of the application of PET-based radiomics of [(18)F]FDG-avid thyroid incidentalomas and to discuss the additional value of PET volumetric parameters and radiomic features over clinical data. Methods: The most relevant databases were explored using an algorithm constructed based on a combination of terms related to our subject and English-language articles published until October 2021 were considered. Among the 247 identified articles, 19 studies were screened for eligibility and 11 met the criteria, with 4 studies including radiomics analyses. Results: We summarized the available literature based on a study of PET volumetric parameters and radiomics. Ten articles provided accurate details about volumetric parameters and their prospective value in tumour assessment. We included the data provided by these articles in a sub-analysis, but could not obtain statistically relevant results. Four publications analyzed the diagnostic potential of radiomics and the possibility of creating precise predictive models, their corresponding quality score being assessed. Conclusions: The use of PET volumetric parameters and radiomics analysis in patients with [(18)F]FDG-avid thyroid incidentalomas outlines a great prospect in diagnosis and stratification of patients with malignant nodules and may represent a way of limiting the need for unnecessary invasive procedures; however, further studies need to be performed for a standardization of the method. MDPI 2022-02-12 /pmc/articles/PMC8870948/ /pubmed/35204561 http://dx.doi.org/10.3390/diagnostics12020471 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. 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/).
spellingShingle Systematic Review
Gherghe, Mirela
Lazar, Alexandra Maria
Mutuleanu, Mario-Demian
Stanciu, Adina Elena
Martin, Sorina
Radiomics Analysis of [(18)F]FDG PET/CT Thyroid Incidentalomas: How Can It Improve Patients’ Clinical Management? A Systematic Review from the Literature
title Radiomics Analysis of [(18)F]FDG PET/CT Thyroid Incidentalomas: How Can It Improve Patients’ Clinical Management? A Systematic Review from the Literature
title_full Radiomics Analysis of [(18)F]FDG PET/CT Thyroid Incidentalomas: How Can It Improve Patients’ Clinical Management? A Systematic Review from the Literature
title_fullStr Radiomics Analysis of [(18)F]FDG PET/CT Thyroid Incidentalomas: How Can It Improve Patients’ Clinical Management? A Systematic Review from the Literature
title_full_unstemmed Radiomics Analysis of [(18)F]FDG PET/CT Thyroid Incidentalomas: How Can It Improve Patients’ Clinical Management? A Systematic Review from the Literature
title_short Radiomics Analysis of [(18)F]FDG PET/CT Thyroid Incidentalomas: How Can It Improve Patients’ Clinical Management? A Systematic Review from the Literature
title_sort radiomics analysis of [(18)f]fdg pet/ct thyroid incidentalomas: how can it improve patients’ clinical management? a systematic review from the literature
topic Systematic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8870948/
https://www.ncbi.nlm.nih.gov/pubmed/35204561
http://dx.doi.org/10.3390/diagnostics12020471
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