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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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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