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

Abstract 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 rep...

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Main Authors: Gabin Yun, Young Hoon Kim, Yoon Jin Lee, Bohyoung Kim, Jin-Hyeok Hwang, Dong Joon Choi
Format: Article
Language:English
Published: Nature Publishing Group 2018-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-018-25627-x
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spelling doaj-4e43619850274e0880cf4ee0e469901d2020-12-08T05:41:27ZengNature Publishing GroupScientific Reports2045-23222018-05-018111010.1038/s41598-018-25627-xTumor heterogeneity of pancreas head cancer assessed by CT texture analysis: association with survival outcomes after curative resectionGabin Yun0Young Hoon Kim1Yoon Jin Lee2Bohyoung Kim3Jin-Hyeok Hwang4Dong Joon Choi5Seoul National University Bundang Hospital, Department of RadiologySeoul National University Bundang Hospital, Department of RadiologySeoul National University Bundang Hospital, Department of RadiologySeoul National University Bundang Hospital, Department of RadiologySeoul National University Bundang Hospital, Department of Internal MedicineSeoul National University Bundang Hospital, Department of RadiologyAbstract 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.https://doi.org/10.1038/s41598-018-25627-x
collection DOAJ
language English
format Article
sources DOAJ
author Gabin Yun
Young Hoon Kim
Yoon Jin Lee
Bohyoung Kim
Jin-Hyeok Hwang
Dong Joon Choi
spellingShingle Gabin Yun
Young Hoon Kim
Yoon Jin Lee
Bohyoung Kim
Jin-Hyeok Hwang
Dong Joon Choi
Tumor heterogeneity of pancreas head cancer assessed by CT texture analysis: association with survival outcomes after curative resection
Scientific Reports
author_facet Gabin Yun
Young Hoon Kim
Yoon Jin Lee
Bohyoung Kim
Jin-Hyeok Hwang
Dong Joon Choi
author_sort Gabin Yun
title 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_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_sort tumor heterogeneity of pancreas head cancer assessed by ct texture analysis: association with survival outcomes after curative resection
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2018-05-01
description Abstract 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.
url https://doi.org/10.1038/s41598-018-25627-x
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