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Relationship Between Radiomics and Risk of Lymph Node Metastasis in Pancreatic Ductal Adenocarcinoma

The objective of this study was to explore the exact relationship between the arterial radiomics score (rad-score) and lymph node (LN) metastasis in pancreatic ductal adenocarcinoma (PDAC). METHODS: A total of 225 patients with pathologically confirmed PDAC who underwent multislice computed tomograp...

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Autores principales: Bian, Yun, Guo, Shiwei, Jiang, Hui, Gao, Suizhi, Shao, Chenwei, Cao, Kai, Fang, Xu, Li, Jing, Wang, Li, Hua, Wenda, Zheng, Jianming, Jin, Gang, Lu, Jianping
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Lippincott Williams & Wilkins 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6830946/
https://www.ncbi.nlm.nih.gov/pubmed/31593021
http://dx.doi.org/10.1097/MPA.0000000000001404
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author Bian, Yun
Guo, Shiwei
Jiang, Hui
Gao, Suizhi
Shao, Chenwei
Cao, Kai
Fang, Xu
Li, Jing
Wang, Li
Hua, Wenda
Zheng, Jianming
Jin, Gang
Lu, Jianping
author_facet Bian, Yun
Guo, Shiwei
Jiang, Hui
Gao, Suizhi
Shao, Chenwei
Cao, Kai
Fang, Xu
Li, Jing
Wang, Li
Hua, Wenda
Zheng, Jianming
Jin, Gang
Lu, Jianping
author_sort Bian, Yun
collection PubMed
description The objective of this study was to explore the exact relationship between the arterial radiomics score (rad-score) and lymph node (LN) metastasis in pancreatic ductal adenocarcinoma (PDAC). METHODS: A total of 225 patients with pathologically confirmed PDAC who underwent multislice computed tomography within 1 month of resection from December 2016 to August 2017 were retrospectively studied. For each patient, 1029 radiomics features of arterial phase were extracted, which were reduced using the least absolute shrinkage and selection operator logistic regression algorithm. Multivariate logistic regression models were used to analyze the association between the arterial rad-score and LN metastasis. RESULTS: Lymph node–negative and LN-positive patients accounted for 107 (47.56%) and 118 (52.44%) of the cohort, respectively. The rad-score, which consisted of 12 selected features of the arterial phase, was significantly associated with LN status (P < 0.05). Univariate analysis revealed that the arterial rad-score and T stage were independently and positively associated with risk of LN metastasis (P < 0.05). Multivariate analyses revealed a significant association between the arterial rad-score and the LN metastasis (P < 0.0001). Higher arterial rad-score was associated with LN metastasis (P for trend <0.0001). CONCLUSIONS: The arterial rad-score is independently and positively associated with the risk of LN metastasis in PDAC.
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spelling pubmed-68309462019-11-26 Relationship Between Radiomics and Risk of Lymph Node Metastasis in Pancreatic Ductal Adenocarcinoma Bian, Yun Guo, Shiwei Jiang, Hui Gao, Suizhi Shao, Chenwei Cao, Kai Fang, Xu Li, Jing Wang, Li Hua, Wenda Zheng, Jianming Jin, Gang Lu, Jianping Pancreas Original Articles The objective of this study was to explore the exact relationship between the arterial radiomics score (rad-score) and lymph node (LN) metastasis in pancreatic ductal adenocarcinoma (PDAC). METHODS: A total of 225 patients with pathologically confirmed PDAC who underwent multislice computed tomography within 1 month of resection from December 2016 to August 2017 were retrospectively studied. For each patient, 1029 radiomics features of arterial phase were extracted, which were reduced using the least absolute shrinkage and selection operator logistic regression algorithm. Multivariate logistic regression models were used to analyze the association between the arterial rad-score and LN metastasis. RESULTS: Lymph node–negative and LN-positive patients accounted for 107 (47.56%) and 118 (52.44%) of the cohort, respectively. The rad-score, which consisted of 12 selected features of the arterial phase, was significantly associated with LN status (P < 0.05). Univariate analysis revealed that the arterial rad-score and T stage were independently and positively associated with risk of LN metastasis (P < 0.05). Multivariate analyses revealed a significant association between the arterial rad-score and the LN metastasis (P < 0.0001). Higher arterial rad-score was associated with LN metastasis (P for trend <0.0001). CONCLUSIONS: The arterial rad-score is independently and positively associated with the risk of LN metastasis in PDAC. Lippincott Williams & Wilkins 2019-10 2019-10-15 /pmc/articles/PMC6830946/ /pubmed/31593021 http://dx.doi.org/10.1097/MPA.0000000000001404 Text en Copyright © 2019 The Author(s). Published by Wolters Kluwer Health, Inc. This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives License 4.0 (CCBY-NC-ND) (http://creativecommons.org/licenses/by-nc-nd/4.0/) , where it is permissible to download and share the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal.
spellingShingle Original Articles
Bian, Yun
Guo, Shiwei
Jiang, Hui
Gao, Suizhi
Shao, Chenwei
Cao, Kai
Fang, Xu
Li, Jing
Wang, Li
Hua, Wenda
Zheng, Jianming
Jin, Gang
Lu, Jianping
Relationship Between Radiomics and Risk of Lymph Node Metastasis in Pancreatic Ductal Adenocarcinoma
title Relationship Between Radiomics and Risk of Lymph Node Metastasis in Pancreatic Ductal Adenocarcinoma
title_full Relationship Between Radiomics and Risk of Lymph Node Metastasis in Pancreatic Ductal Adenocarcinoma
title_fullStr Relationship Between Radiomics and Risk of Lymph Node Metastasis in Pancreatic Ductal Adenocarcinoma
title_full_unstemmed Relationship Between Radiomics and Risk of Lymph Node Metastasis in Pancreatic Ductal Adenocarcinoma
title_short Relationship Between Radiomics and Risk of Lymph Node Metastasis in Pancreatic Ductal Adenocarcinoma
title_sort relationship between radiomics and risk of lymph node metastasis in pancreatic ductal adenocarcinoma
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6830946/
https://www.ncbi.nlm.nih.gov/pubmed/31593021
http://dx.doi.org/10.1097/MPA.0000000000001404
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