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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...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2017
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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. |
format | Online Article Text |
id | pubmed-5954705 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
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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