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Semi-automated histogram analysis of normal bone marrow using (18)F-FDG PET/CT: correlation with clinical indicators
BACKGROUND: (18)F-fluorodeoxyglucose (FDG) positron emission tomography (PET) is increasingly applied to the diagnosis of bone marrow failure such as myeloproliferative neoplasm, aplastic anemia, and myelodysplastic syndrome, as well as malignant lymphoma and multiple myeloma. However, few studies h...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8867739/ https://www.ncbi.nlm.nih.gov/pubmed/35197004 http://dx.doi.org/10.1186/s12880-022-00757-x |
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author | Satoh, Yoko Funayama, Satoshi Onishi, Hiroshi Kirito, Keita |
author_facet | Satoh, Yoko Funayama, Satoshi Onishi, Hiroshi Kirito, Keita |
author_sort | Satoh, Yoko |
collection | PubMed |
description | BACKGROUND: (18)F-fluorodeoxyglucose (FDG) positron emission tomography (PET) is increasingly applied to the diagnosis of bone marrow failure such as myeloproliferative neoplasm, aplastic anemia, and myelodysplastic syndrome, as well as malignant lymphoma and multiple myeloma. However, few studies have shown a normal FDG uptake pattern. This study aimed to establish a standard of bone marrow FDG uptake by a reproducible quantitative method with fewer steps using deep learning-based organ segmentation. METHODS: Bone marrow PET images were obtained using segmented whole-spine and pelvic bone marrow cavity CT as mask images using a commercially available imaging workstation that implemented an automatic organ segmentation algorithm based on deep learning. The correlation between clinical indicators and quantitative PET parameters, including histogram features, was evaluated. RESULTS: A total of 98 healthy adults were analyzed. The volume of bone marrow PET extracted in men was significantly higher than that in women (p < 0.0001). Univariate and multivariate regression analyses showed that mean of standardized uptake value corrected by lean body mass (SUL(mean)) and entropy in both men and women were inversely correlated with age (all p < 0.0001), and SUL(max) in women were also inversely correlated with age (p = 0.011). CONCLUSION: A normal FDG uptake pattern was demonstrated by simplified FDG PET/CT bone marrow quantification. |
format | Online Article Text |
id | pubmed-8867739 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-88677392022-02-25 Semi-automated histogram analysis of normal bone marrow using (18)F-FDG PET/CT: correlation with clinical indicators Satoh, Yoko Funayama, Satoshi Onishi, Hiroshi Kirito, Keita BMC Med Imaging Research Article BACKGROUND: (18)F-fluorodeoxyglucose (FDG) positron emission tomography (PET) is increasingly applied to the diagnosis of bone marrow failure such as myeloproliferative neoplasm, aplastic anemia, and myelodysplastic syndrome, as well as malignant lymphoma and multiple myeloma. However, few studies have shown a normal FDG uptake pattern. This study aimed to establish a standard of bone marrow FDG uptake by a reproducible quantitative method with fewer steps using deep learning-based organ segmentation. METHODS: Bone marrow PET images were obtained using segmented whole-spine and pelvic bone marrow cavity CT as mask images using a commercially available imaging workstation that implemented an automatic organ segmentation algorithm based on deep learning. The correlation between clinical indicators and quantitative PET parameters, including histogram features, was evaluated. RESULTS: A total of 98 healthy adults were analyzed. The volume of bone marrow PET extracted in men was significantly higher than that in women (p < 0.0001). Univariate and multivariate regression analyses showed that mean of standardized uptake value corrected by lean body mass (SUL(mean)) and entropy in both men and women were inversely correlated with age (all p < 0.0001), and SUL(max) in women were also inversely correlated with age (p = 0.011). CONCLUSION: A normal FDG uptake pattern was demonstrated by simplified FDG PET/CT bone marrow quantification. BioMed Central 2022-02-23 /pmc/articles/PMC8867739/ /pubmed/35197004 http://dx.doi.org/10.1186/s12880-022-00757-x 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/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Satoh, Yoko Funayama, Satoshi Onishi, Hiroshi Kirito, Keita Semi-automated histogram analysis of normal bone marrow using (18)F-FDG PET/CT: correlation with clinical indicators |
title | Semi-automated histogram analysis of normal bone marrow using (18)F-FDG PET/CT: correlation with clinical indicators |
title_full | Semi-automated histogram analysis of normal bone marrow using (18)F-FDG PET/CT: correlation with clinical indicators |
title_fullStr | Semi-automated histogram analysis of normal bone marrow using (18)F-FDG PET/CT: correlation with clinical indicators |
title_full_unstemmed | Semi-automated histogram analysis of normal bone marrow using (18)F-FDG PET/CT: correlation with clinical indicators |
title_short | Semi-automated histogram analysis of normal bone marrow using (18)F-FDG PET/CT: correlation with clinical indicators |
title_sort | semi-automated histogram analysis of normal bone marrow using (18)f-fdg pet/ct: correlation with clinical indicators |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8867739/ https://www.ncbi.nlm.nih.gov/pubmed/35197004 http://dx.doi.org/10.1186/s12880-022-00757-x |
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