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A Novel Validated Recurrence Stratification System Based on (18)F-FDG PET/CT Radiomics to Guide Surveillance After Resection of Pancreatic Cancer
OBJECTIVE: Despite the heterogeneous biology of pancreatic cancer, similar surveillance schemas have been used. Identifying the high recurrence risk population and conducting prompt intervention may improve prognosis and prolong overall survival. METHODS: One hundred fifty-six resectable pancreatic...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8149949/ https://www.ncbi.nlm.nih.gov/pubmed/34055620 http://dx.doi.org/10.3389/fonc.2021.650266 |
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author | Wei, Miaoyan Gu, Bingxin Song, Shaoli Zhang, Bo Wang, Wei Xu, Jin Yu, Xianjun Shi, Si |
author_facet | Wei, Miaoyan Gu, Bingxin Song, Shaoli Zhang, Bo Wang, Wei Xu, Jin Yu, Xianjun Shi, Si |
author_sort | Wei, Miaoyan |
collection | PubMed |
description | OBJECTIVE: Despite the heterogeneous biology of pancreatic cancer, similar surveillance schemas have been used. Identifying the high recurrence risk population and conducting prompt intervention may improve prognosis and prolong overall survival. METHODS: One hundred fifty-six resectable pancreatic cancer patients who had undergone (18)F-FDG PET/CT from January 2013 to December 2018 were retrospectively reviewed. The patients were categorized into a training cohort (n = 109) and a validation cohort (n = 47). LIFEx software was used to extract radiomic features from PET/CT. The risk stratification system was based on predictive factors for recurrence, and the index of prediction accuracy was used to reflect both the discrimination and calibration. RESULTS: Overall, seven risk factors comprising the rad-score and clinical variables that were significantly correlated with relapse were incorporated into the final risk stratification system. The 1-year recurrence-free survival differed significantly among the low-, intermediate-, and high-risk groups (85.5, 24.0, and 9.1%, respectively; p < 0.0001). The C-index of the risk stratification system in the development cohort was 0.890 (95% CI, 0.835–0.945). CONCLUSION: The (18)F-FDG PET/CT-based radiomic features and clinicopathological factors demonstrated good performance in predicting recurrence after pancreatectomy in pancreatic cancer patients, providing a strong recommendation for an adequate adjuvant therapy course in all patients. The high-risk recurrence population should proceed with closer follow-up in a clinical setting. |
format | Online Article Text |
id | pubmed-8149949 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-81499492021-05-27 A Novel Validated Recurrence Stratification System Based on (18)F-FDG PET/CT Radiomics to Guide Surveillance After Resection of Pancreatic Cancer Wei, Miaoyan Gu, Bingxin Song, Shaoli Zhang, Bo Wang, Wei Xu, Jin Yu, Xianjun Shi, Si Front Oncol Oncology OBJECTIVE: Despite the heterogeneous biology of pancreatic cancer, similar surveillance schemas have been used. Identifying the high recurrence risk population and conducting prompt intervention may improve prognosis and prolong overall survival. METHODS: One hundred fifty-six resectable pancreatic cancer patients who had undergone (18)F-FDG PET/CT from January 2013 to December 2018 were retrospectively reviewed. The patients were categorized into a training cohort (n = 109) and a validation cohort (n = 47). LIFEx software was used to extract radiomic features from PET/CT. The risk stratification system was based on predictive factors for recurrence, and the index of prediction accuracy was used to reflect both the discrimination and calibration. RESULTS: Overall, seven risk factors comprising the rad-score and clinical variables that were significantly correlated with relapse were incorporated into the final risk stratification system. The 1-year recurrence-free survival differed significantly among the low-, intermediate-, and high-risk groups (85.5, 24.0, and 9.1%, respectively; p < 0.0001). The C-index of the risk stratification system in the development cohort was 0.890 (95% CI, 0.835–0.945). CONCLUSION: The (18)F-FDG PET/CT-based radiomic features and clinicopathological factors demonstrated good performance in predicting recurrence after pancreatectomy in pancreatic cancer patients, providing a strong recommendation for an adequate adjuvant therapy course in all patients. The high-risk recurrence population should proceed with closer follow-up in a clinical setting. Frontiers Media S.A. 2021-05-12 /pmc/articles/PMC8149949/ /pubmed/34055620 http://dx.doi.org/10.3389/fonc.2021.650266 Text en Copyright © 2021 Wei, Gu, Song, Zhang, Wang, Xu, Yu and Shi https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Wei, Miaoyan Gu, Bingxin Song, Shaoli Zhang, Bo Wang, Wei Xu, Jin Yu, Xianjun Shi, Si A Novel Validated Recurrence Stratification System Based on (18)F-FDG PET/CT Radiomics to Guide Surveillance After Resection of Pancreatic Cancer |
title | A Novel Validated Recurrence Stratification System Based on (18)F-FDG PET/CT Radiomics to Guide Surveillance After Resection of Pancreatic Cancer |
title_full | A Novel Validated Recurrence Stratification System Based on (18)F-FDG PET/CT Radiomics to Guide Surveillance After Resection of Pancreatic Cancer |
title_fullStr | A Novel Validated Recurrence Stratification System Based on (18)F-FDG PET/CT Radiomics to Guide Surveillance After Resection of Pancreatic Cancer |
title_full_unstemmed | A Novel Validated Recurrence Stratification System Based on (18)F-FDG PET/CT Radiomics to Guide Surveillance After Resection of Pancreatic Cancer |
title_short | A Novel Validated Recurrence Stratification System Based on (18)F-FDG PET/CT Radiomics to Guide Surveillance After Resection of Pancreatic Cancer |
title_sort | novel validated recurrence stratification system based on (18)f-fdg pet/ct radiomics to guide surveillance after resection of pancreatic cancer |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8149949/ https://www.ncbi.nlm.nih.gov/pubmed/34055620 http://dx.doi.org/10.3389/fonc.2021.650266 |
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