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[(18)F]FDG-PET/CT texture analysis in thyroid incidentalomas: preliminary results

BACKGROUND: significance of incidental thyroid 2-deoxy-2-[(18)F]fluoro-D-glucose ([(18)F]FDG) uptake on positron emission tomography/computed tomography (PET/CT) scans remains controversial. We aimed to evaluate the ability of [(18)F]FDG-PET/CT texture analysis to predict final diagnosis in thyroid...

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Autores principales: Sollini, M., Cozzi, L., Pepe, G., Antunovic, L., Lania, A., Di Tommaso, L., Magnoni, P., Erba, P. A., Kirienko, M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5954705/
https://www.ncbi.nlm.nih.gov/pubmed/29782578
http://dx.doi.org/10.1186/s41824-017-0009-8
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author Sollini, M.
Cozzi, L.
Pepe, G.
Antunovic, L.
Lania, A.
Di Tommaso, L.
Magnoni, P.
Erba, P. A.
Kirienko, M.
author_facet Sollini, M.
Cozzi, L.
Pepe, G.
Antunovic, L.
Lania, A.
Di Tommaso, L.
Magnoni, P.
Erba, P. A.
Kirienko, M.
author_sort Sollini, M.
collection PubMed
description BACKGROUND: significance of incidental thyroid 2-deoxy-2-[(18)F]fluoro-D-glucose ([(18)F]FDG) uptake on positron emission tomography/computed tomography (PET/CT) scans remains controversial. We aimed to evaluate the ability of [(18)F]FDG-PET/CT texture analysis to predict final diagnosis in thyroid incidentaloma. METHODS: We retrospectively evaluated medical records of all patients who performed a [(18)F]FDG-PET/CT from January 2012 to October 2016. Those patients who presented a thyroid incidentaloma described in the medical records and performed a fine needle aspiration in our institution were considered for the analysis. Cytological and/or histological results were used as reference standard to define the final diagnosis. In case of negative cytology, the nodule was considered benign. In case of non-diagnostic or inconclusive results ultrasound, follow-up and further cytology/histology were used as final diagnosis. For suspected or positive cytological result, histology was used as reference standard. PET images were segmented using a General Electric AW workstation running PET VCAR software (GE Healthcare, Waukesha, WI, USA) settled with a threshold of 40% SUV(max). LifeX software (http://www.lifexsoft.org) was used to perform texture analysis. Statistical analysis was performed with R package (https://www.r-project.org). RESULTS: We identified 55 patients with incidental thyroid [(18)F]FDG uptake. Five patients were excluded from the analysis because a final diagnosis was not available. Thirty-two out of 50 patients had benign nodules while in 18/50 cases a malignancy (primary thyroid cancer = 15, metastases = 3) was diagnosed. Conventional PET parameters and histogram-based features were calculated for all 50 patients, while other matrices-based features were available for 28/50 patients. SUV(max) and skewness resulted significantly different in benign and malignant nodules (p = 0.01 and = 0.02, respectively). Using ROC analysis, seven features were identified as potential predictors. Among all the textural features tested, skewness showed the best area under the curve (= 0.66). SUV-based parameters resulted in the highest specificity while MTV, TLG, skewness and kurtosis, as well as correlation(GLCM) resulted better in sensitivity. CONCLUSIONS: [(18)F]FDG-PET/CT texture analysis seems to be a promising approach to stratify the patients with thyroid incidentaloma identified on PET scans, with respect to the risk of the diagnosis of a malignant thyroid nodule and thus, could refine the selection of the patients to be referred for cytology. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s41824-017-0009-8) contains supplementary material, which is available to authorized users.
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spelling pubmed-59547052018-05-18 [(18)F]FDG-PET/CT texture analysis in thyroid incidentalomas: preliminary results Sollini, M. Cozzi, L. Pepe, G. Antunovic, L. Lania, A. Di Tommaso, L. Magnoni, P. Erba, P. A. Kirienko, M. Eur J Hybrid Imaging Original Article BACKGROUND: significance of incidental thyroid 2-deoxy-2-[(18)F]fluoro-D-glucose ([(18)F]FDG) uptake on positron emission tomography/computed tomography (PET/CT) scans remains controversial. We aimed to evaluate the ability of [(18)F]FDG-PET/CT texture analysis to predict final diagnosis in thyroid incidentaloma. METHODS: We retrospectively evaluated medical records of all patients who performed a [(18)F]FDG-PET/CT from January 2012 to October 2016. Those patients who presented a thyroid incidentaloma described in the medical records and performed a fine needle aspiration in our institution were considered for the analysis. Cytological and/or histological results were used as reference standard to define the final diagnosis. In case of negative cytology, the nodule was considered benign. In case of non-diagnostic or inconclusive results ultrasound, follow-up and further cytology/histology were used as final diagnosis. For suspected or positive cytological result, histology was used as reference standard. PET images were segmented using a General Electric AW workstation running PET VCAR software (GE Healthcare, Waukesha, WI, USA) settled with a threshold of 40% SUV(max). LifeX software (http://www.lifexsoft.org) was used to perform texture analysis. Statistical analysis was performed with R package (https://www.r-project.org). RESULTS: We identified 55 patients with incidental thyroid [(18)F]FDG uptake. Five patients were excluded from the analysis because a final diagnosis was not available. Thirty-two out of 50 patients had benign nodules while in 18/50 cases a malignancy (primary thyroid cancer = 15, metastases = 3) was diagnosed. Conventional PET parameters and histogram-based features were calculated for all 50 patients, while other matrices-based features were available for 28/50 patients. SUV(max) and skewness resulted significantly different in benign and malignant nodules (p = 0.01 and = 0.02, respectively). Using ROC analysis, seven features were identified as potential predictors. Among all the textural features tested, skewness showed the best area under the curve (= 0.66). SUV-based parameters resulted in the highest specificity while MTV, TLG, skewness and kurtosis, as well as correlation(GLCM) resulted better in sensitivity. CONCLUSIONS: [(18)F]FDG-PET/CT texture analysis seems to be a promising approach to stratify the patients with thyroid incidentaloma identified on PET scans, with respect to the risk of the diagnosis of a malignant thyroid nodule and thus, could refine the selection of the patients to be referred for cytology. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s41824-017-0009-8) contains supplementary material, which is available to authorized users. Springer International Publishing 2017-10-12 2017 /pmc/articles/PMC5954705/ /pubmed/29782578 http://dx.doi.org/10.1186/s41824-017-0009-8 Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Article
Sollini, M.
Cozzi, L.
Pepe, G.
Antunovic, L.
Lania, A.
Di Tommaso, L.
Magnoni, P.
Erba, P. A.
Kirienko, M.
[(18)F]FDG-PET/CT texture analysis in thyroid incidentalomas: preliminary results
title [(18)F]FDG-PET/CT texture analysis in thyroid incidentalomas: preliminary results
title_full [(18)F]FDG-PET/CT texture analysis in thyroid incidentalomas: preliminary results
title_fullStr [(18)F]FDG-PET/CT texture analysis in thyroid incidentalomas: preliminary results
title_full_unstemmed [(18)F]FDG-PET/CT texture analysis in thyroid incidentalomas: preliminary results
title_short [(18)F]FDG-PET/CT texture analysis in thyroid incidentalomas: preliminary results
title_sort [(18)f]fdg-pet/ct texture analysis in thyroid incidentalomas: preliminary results
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5954705/
https://www.ncbi.nlm.nih.gov/pubmed/29782578
http://dx.doi.org/10.1186/s41824-017-0009-8
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