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Texture Analysis to Differentiate Malignant Renal Tumors in Children Using Gray-Scale Ultrasonography Images

Authors
 Hyun Joo Shin  ;  Jin Young Kwak  ;  Eunjung Lee  ;  Mi-Jung Lee  ;  Haesung Yoon  ;  Kyunghwa Han  ;  Myung-Joon Kim 
Citation
 Ultrasound in Medicine and Biology, Vol.45(8) : 2205-2212, 2019 
Journal Title
 Ultrasound in Medicine and Biology 
ISSN
 0301-5629 
Issue Date
2019
Keywords
Children ; Malignancy ; Renal tumor ; Texture analysis ; Ultrasonography
Abstract
We assessed the feasibility of texture analysis to differentiate Wilms tumor, clear cell sarcoma and rhabdoid tumor of the kidney in children using gray-scale ultrasonography images. Children who had pre-operative renal ultrasonography images of the three tumors from January 2002 to February 2017 were retrospectively included as the test set, and children with the same criteria from March 2017 to December 2018 were included as the validation set. From histogram and second-order statistics, features were compared between the tumors, and diagnostic performances were assessed. Among a total of 32 children (24 children with Wilms tumors, five children with clear cell sarcomas and three children with rhabdoid tumors) from the test set, features from the second-order statistics showed an area under the curve greater than 0.89 for differentiating Wilms tumor from the others. These features aided in the differentiation of tumor type in the two children with Wilms tumors in the validation set. Therefore, texture analysis from gray-scale ultrasonography images can be used to differentiate Wilms tumors from clear cell sarcomas and rhabdoid tumors in children.
Full Text
https://www.sciencedirect.com/science/article/pii/S0301562919301322
DOI
10.1016/j.ultrasmedbio.2019.03.017
Appears in Collections:
1. College of Medicine (의과대학) > Dept. of Radiology (영상의학교실) > 1. Journal Papers
Yonsei Authors
Kwak, Jin Young(곽진영) ORCID logo https://orcid.org/0000-0002-6212-1495
Kim, Myung Joon(김명준) ORCID logo https://orcid.org/0000-0002-4608-0275
Shin, Hyun Joo(신현주) ORCID logo https://orcid.org/0000-0002-7462-2609
Yoon, Haesung(윤혜성) ORCID logo https://orcid.org/0000-0003-0581-8656
Lee, Mi-Jung(이미정) ORCID logo https://orcid.org/0000-0003-3244-9171
Han, Kyung Hwa(한경화)
URI
https://ir.ymlib.yonsei.ac.kr/handle/22282913/171161
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