Radiomics in pancreatic ductal adenocarcinoma: a state of art review
Abstract. Radiomics analysis extracts a large number of features from conventional radiological cross-sectional images that were traditionally undetectable by the naked human eye. It identifies tumor heterogeneity in a comprehensive and noninvasive way, reflecting the biological behaviour of lesions...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wolters Kluwer Health/LWW
2020-12-01
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| Series: | Journal of Pancreatology |
| Online Access: | http://journals.lww.com/10.1097/JP9.0000000000000062 |
| _version_ | 1819113501060235264 |
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| author | Ming He, MD Huadan Xue, MD Zhengyu Jin, MD |
| author_facet | Ming He, MD Huadan Xue, MD Zhengyu Jin, MD |
| author_sort | Ming He, MD |
| collection | DOAJ |
| description | Abstract. Radiomics analysis extracts a large number of features from conventional radiological cross-sectional images that were traditionally undetectable by the naked human eye. It identifies tumor heterogeneity in a comprehensive and noninvasive way, reflecting the biological behaviour of lesions, and thus assists in clinical diagnosis and treatment evaluation. This review describes the radiomics approach and its uses in the evaluation of pancreatic ductal adenocarcinoma (PDAC). This discipline holds the potential to characterize lesions more accurately, assesses the primary tumour and predicts the response to therapy and prognosis in PDAC. Existing studies have provided significant insights into the application of radiomics in managing the PDAC. However, a variety of challenges, including data quality and quantity, imaging segmentation, and the standardization of the radiomics process need to be solved before its widespread clinical implementation. |
| first_indexed | 2024-12-22T04:30:24Z |
| format | Article |
| id | doaj.art-831a8198611d44c0a21533a78203513c |
| institution | Directory Open Access Journal |
| issn | 2096-5664 2577-3577 |
| language | English |
| last_indexed | 2024-12-22T04:30:24Z |
| publishDate | 2020-12-01 |
| publisher | Wolters Kluwer Health/LWW |
| record_format | Article |
| series | Journal of Pancreatology |
| spelling | doaj.art-831a8198611d44c0a21533a78203513c2022-12-21T18:39:02ZengWolters Kluwer Health/LWWJournal of Pancreatology2096-56642577-35772020-12-013419520010.1097/JP9.0000000000000062202012000-00005Radiomics in pancreatic ductal adenocarcinoma: a state of art reviewMing He, MDHuadan Xue, MDZhengyu Jin, MDAbstract. Radiomics analysis extracts a large number of features from conventional radiological cross-sectional images that were traditionally undetectable by the naked human eye. It identifies tumor heterogeneity in a comprehensive and noninvasive way, reflecting the biological behaviour of lesions, and thus assists in clinical diagnosis and treatment evaluation. This review describes the radiomics approach and its uses in the evaluation of pancreatic ductal adenocarcinoma (PDAC). This discipline holds the potential to characterize lesions more accurately, assesses the primary tumour and predicts the response to therapy and prognosis in PDAC. Existing studies have provided significant insights into the application of radiomics in managing the PDAC. However, a variety of challenges, including data quality and quantity, imaging segmentation, and the standardization of the radiomics process need to be solved before its widespread clinical implementation.http://journals.lww.com/10.1097/JP9.0000000000000062 |
| spellingShingle | Ming He, MD Huadan Xue, MD Zhengyu Jin, MD Radiomics in pancreatic ductal adenocarcinoma: a state of art review Journal of Pancreatology |
| title | Radiomics in pancreatic ductal adenocarcinoma: a state of art review |
| title_full | Radiomics in pancreatic ductal adenocarcinoma: a state of art review |
| title_fullStr | Radiomics in pancreatic ductal adenocarcinoma: a state of art review |
| title_full_unstemmed | Radiomics in pancreatic ductal adenocarcinoma: a state of art review |
| title_short | Radiomics in pancreatic ductal adenocarcinoma: a state of art review |
| title_sort | radiomics in pancreatic ductal adenocarcinoma a state of art review |
| url | http://journals.lww.com/10.1097/JP9.0000000000000062 |
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