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Tumor heterogeneity of pancreas head cancer assessed by CT texture analysis: association with survival outcomes after curative resection

The value of image based texture features as a powerful method to predict prognosis and assist clinical management in cancer patients has been established recently. However, texture analysis using histograms and grey-level co-occurrence matrix in pancreas cancer patients has rarely been reported. We...

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Autores principales: Yun, Gabin, Kim, Young Hoon, Lee, Yoon Jin, Kim, Bohyoung, Hwang, Jin-Hyeok, Choi, Dong Joon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5940761/
https://www.ncbi.nlm.nih.gov/pubmed/29740111
http://dx.doi.org/10.1038/s41598-018-25627-x
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author Yun, Gabin
Kim, Young Hoon
Lee, Yoon Jin
Kim, Bohyoung
Hwang, Jin-Hyeok
Choi, Dong Joon
author_facet Yun, Gabin
Kim, Young Hoon
Lee, Yoon Jin
Kim, Bohyoung
Hwang, Jin-Hyeok
Choi, Dong Joon
author_sort Yun, Gabin
collection PubMed
description The value of image based texture features as a powerful method to predict prognosis and assist clinical management in cancer patients has been established recently. However, texture analysis using histograms and grey-level co-occurrence matrix in pancreas cancer patients has rarely been reported. We aimed to analyze the association of survival outcomes with texture features in pancreas head cancer patients. Eighty-eight pancreas head cancer patients who underwent preoperative CT images followed by curative resection were included. Texture features using different filter values were obtained. The texture features of average, contrast, correlation, and standard deviation with no filter, and fine to medium filter values as well as the presence of nodal metastasis were significantly different between the recurred (n = 70, 79.5%) and non-recurred group (n = 18, 20.5%). In the multivariate Cox regression analysis, lower standard deviation and contrast and higher correlation with lower average value representing homogenous texture were significantly associated with poorer DFS (disease free survival), along with the presence of lymph node metastasis. Texture parameters from routinely performed pre-operative CT images could be used as an independent imaging tool for predicting the prognosis in pancreas head cancer patients who underwent curative resection.
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spelling pubmed-59407612018-05-11 Tumor heterogeneity of pancreas head cancer assessed by CT texture analysis: association with survival outcomes after curative resection Yun, Gabin Kim, Young Hoon Lee, Yoon Jin Kim, Bohyoung Hwang, Jin-Hyeok Choi, Dong Joon Sci Rep Article The value of image based texture features as a powerful method to predict prognosis and assist clinical management in cancer patients has been established recently. However, texture analysis using histograms and grey-level co-occurrence matrix in pancreas cancer patients has rarely been reported. We aimed to analyze the association of survival outcomes with texture features in pancreas head cancer patients. Eighty-eight pancreas head cancer patients who underwent preoperative CT images followed by curative resection were included. Texture features using different filter values were obtained. The texture features of average, contrast, correlation, and standard deviation with no filter, and fine to medium filter values as well as the presence of nodal metastasis were significantly different between the recurred (n = 70, 79.5%) and non-recurred group (n = 18, 20.5%). In the multivariate Cox regression analysis, lower standard deviation and contrast and higher correlation with lower average value representing homogenous texture were significantly associated with poorer DFS (disease free survival), along with the presence of lymph node metastasis. Texture parameters from routinely performed pre-operative CT images could be used as an independent imaging tool for predicting the prognosis in pancreas head cancer patients who underwent curative resection. Nature Publishing Group UK 2018-05-08 /pmc/articles/PMC5940761/ /pubmed/29740111 http://dx.doi.org/10.1038/s41598-018-25627-x Text en © The Author(s) 2018 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Yun, Gabin
Kim, Young Hoon
Lee, Yoon Jin
Kim, Bohyoung
Hwang, Jin-Hyeok
Choi, Dong Joon
Tumor heterogeneity of pancreas head cancer assessed by CT texture analysis: association with survival outcomes after curative resection
title Tumor heterogeneity of pancreas head cancer assessed by CT texture analysis: association with survival outcomes after curative resection
title_full Tumor heterogeneity of pancreas head cancer assessed by CT texture analysis: association with survival outcomes after curative resection
title_fullStr Tumor heterogeneity of pancreas head cancer assessed by CT texture analysis: association with survival outcomes after curative resection
title_full_unstemmed Tumor heterogeneity of pancreas head cancer assessed by CT texture analysis: association with survival outcomes after curative resection
title_short Tumor heterogeneity of pancreas head cancer assessed by CT texture analysis: association with survival outcomes after curative resection
title_sort tumor heterogeneity of pancreas head cancer assessed by ct texture analysis: association with survival outcomes after curative resection
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5940761/
https://www.ncbi.nlm.nih.gov/pubmed/29740111
http://dx.doi.org/10.1038/s41598-018-25627-x
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