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CT-Based Radiomics Score Can Accurately Predict Esophageal Variceal Rebleeding in Cirrhotic Patients
Purpose: This study aimed to develop a radiomics score (Rad-score) extracted from liver and spleen CT images in cirrhotic patients to predict the probability of esophageal variceal rebleeding. Methods: In total, 173 cirrhotic patients were enrolled in this retrospective study. A total of 2,264 radio...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8599938/ https://www.ncbi.nlm.nih.gov/pubmed/34805214 http://dx.doi.org/10.3389/fmed.2021.745931 |
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author | Meng, Dongxiao Wei, Yingnan Feng, Xiao Kang, Bing Wang, Ximing Qi, Jianni Zhao, Xinya Zhu, Qiang |
author_facet | Meng, Dongxiao Wei, Yingnan Feng, Xiao Kang, Bing Wang, Ximing Qi, Jianni Zhao, Xinya Zhu, Qiang |
author_sort | Meng, Dongxiao |
collection | PubMed |
description | Purpose: This study aimed to develop a radiomics score (Rad-score) extracted from liver and spleen CT images in cirrhotic patients to predict the probability of esophageal variceal rebleeding. Methods: In total, 173 cirrhotic patients were enrolled in this retrospective study. A total of 2,264 radiomics features of the liver and spleen were extracted from CT images. Least absolute shrinkage and selection operator (LASSO) Cox regression was used to select features and generate the Rad-score. Then, the Rad-score was evaluated by the concordance index (C-index), calibration curves, and decision curve analysis (DCA). Kaplan–Meier analysis was used to assess the risk stratification ability of the Rad-score. Results: Rad-score(Liver), Rad-score(Spleen), and Rad-score(Liver−Spleen) were independent risk factors for EV rebleeding. The Rad-score(Liver−Spleen), which consisted of ten features, showed good discriminative performance, with C-indexes of 0.853 [95% confidence interval (CI), 0.776–0.904] and 0.822 (95% CI, 0.749–0.875) in the training and validation cohorts, respectively. The calibration curve showed that the predicted probability of rebleeding was very close to the actual probability. DCA verified the usefulness of the Rad-score(Liver−Spleen) in clinical practice. The Rad-score(Liver−Spleen) showed good performance in stratifying patients into high-, intermediate- and low-risk groups in both the training and validation cohorts. The C-index of the Rad-score(Liver−Spleen) in the hepatitis B virus (HBV) cohort was higher than that in the non-HBV cohort. Conclusion: The radiomics score extracted from liver and spleen CT images can predict the risk of esophageal variceal rebleeding and stratify cirrhotic patients accordingly. |
format | Online Article Text |
id | pubmed-8599938 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-85999382021-11-19 CT-Based Radiomics Score Can Accurately Predict Esophageal Variceal Rebleeding in Cirrhotic Patients Meng, Dongxiao Wei, Yingnan Feng, Xiao Kang, Bing Wang, Ximing Qi, Jianni Zhao, Xinya Zhu, Qiang Front Med (Lausanne) Medicine Purpose: This study aimed to develop a radiomics score (Rad-score) extracted from liver and spleen CT images in cirrhotic patients to predict the probability of esophageal variceal rebleeding. Methods: In total, 173 cirrhotic patients were enrolled in this retrospective study. A total of 2,264 radiomics features of the liver and spleen were extracted from CT images. Least absolute shrinkage and selection operator (LASSO) Cox regression was used to select features and generate the Rad-score. Then, the Rad-score was evaluated by the concordance index (C-index), calibration curves, and decision curve analysis (DCA). Kaplan–Meier analysis was used to assess the risk stratification ability of the Rad-score. Results: Rad-score(Liver), Rad-score(Spleen), and Rad-score(Liver−Spleen) were independent risk factors for EV rebleeding. The Rad-score(Liver−Spleen), which consisted of ten features, showed good discriminative performance, with C-indexes of 0.853 [95% confidence interval (CI), 0.776–0.904] and 0.822 (95% CI, 0.749–0.875) in the training and validation cohorts, respectively. The calibration curve showed that the predicted probability of rebleeding was very close to the actual probability. DCA verified the usefulness of the Rad-score(Liver−Spleen) in clinical practice. The Rad-score(Liver−Spleen) showed good performance in stratifying patients into high-, intermediate- and low-risk groups in both the training and validation cohorts. The C-index of the Rad-score(Liver−Spleen) in the hepatitis B virus (HBV) cohort was higher than that in the non-HBV cohort. Conclusion: The radiomics score extracted from liver and spleen CT images can predict the risk of esophageal variceal rebleeding and stratify cirrhotic patients accordingly. Frontiers Media S.A. 2021-11-04 /pmc/articles/PMC8599938/ /pubmed/34805214 http://dx.doi.org/10.3389/fmed.2021.745931 Text en Copyright © 2021 Meng, Wei, Feng, Kang, Wang, Qi, Zhao and Zhu. 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 | Medicine Meng, Dongxiao Wei, Yingnan Feng, Xiao Kang, Bing Wang, Ximing Qi, Jianni Zhao, Xinya Zhu, Qiang CT-Based Radiomics Score Can Accurately Predict Esophageal Variceal Rebleeding in Cirrhotic Patients |
title | CT-Based Radiomics Score Can Accurately Predict Esophageal Variceal Rebleeding in Cirrhotic Patients |
title_full | CT-Based Radiomics Score Can Accurately Predict Esophageal Variceal Rebleeding in Cirrhotic Patients |
title_fullStr | CT-Based Radiomics Score Can Accurately Predict Esophageal Variceal Rebleeding in Cirrhotic Patients |
title_full_unstemmed | CT-Based Radiomics Score Can Accurately Predict Esophageal Variceal Rebleeding in Cirrhotic Patients |
title_short | CT-Based Radiomics Score Can Accurately Predict Esophageal Variceal Rebleeding in Cirrhotic Patients |
title_sort | ct-based radiomics score can accurately predict esophageal variceal rebleeding in cirrhotic patients |
topic | Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8599938/ https://www.ncbi.nlm.nih.gov/pubmed/34805214 http://dx.doi.org/10.3389/fmed.2021.745931 |
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