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MRI-based radiomics and ADC values are related to recurrence of endometrial carcinoma: a preliminary analysis
BACKGROUND: To identify predictive value of apparent diffusion coefficient (ADC) values and magnetic resonance imaging (MRI)-based radiomics for all recurrences in patients with endometrial carcinoma (EC). METHODS: One hundred and seventy-four EC patients who were treated with operation and followed...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8611883/ https://www.ncbi.nlm.nih.gov/pubmed/34819042 http://dx.doi.org/10.1186/s12885-021-08988-x |
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author | Zhang, Kaiyue Zhang, Yu Fang, Xin Dong, Jiangning Qian, Liting |
author_facet | Zhang, Kaiyue Zhang, Yu Fang, Xin Dong, Jiangning Qian, Liting |
author_sort | Zhang, Kaiyue |
collection | PubMed |
description | BACKGROUND: To identify predictive value of apparent diffusion coefficient (ADC) values and magnetic resonance imaging (MRI)-based radiomics for all recurrences in patients with endometrial carcinoma (EC). METHODS: One hundred and seventy-four EC patients who were treated with operation and followed up in our institution were retrospectively reviewed, and the patients were divided into training and test group. Baseline clinicopathological features and mean ADC (ADC(mean)), minimum ADC (ADC(min)), and maximum ADC (ADC(max)) were analyzed. Radiomic parameters were extracted on T2 weighted images and screened by logistic regression, and then a radiomics signature was developed to calculate the radiomic score (radscore). In training group, Kaplan–Meier analysis was performed and a Cox regression model was used to evaluate the correlation between clinicopathological features, ADC values and radscore with recurrence, and verified in the test group. RESULTS: ADC(mean) showed inverse correlation with recurrence, while radscore was positively associated with recurrence. In univariate analyses, FIGO stage, pathological types, myometrial invasion, ADC(mean), ADC(min) and radscore were associated with recurrence. In the training group, multivariate Cox analysis showed that pathological types, ADC(mean) and radscore were independent risk factors for recurrence, which were verified in the test group. CONCLUSIONS: ADC(mean) value and radscore were independent predictors of recurrence of EC, which can supplement prognostic information in addition to clinicopathological information and provide basis for individualized treatment and follow-up plan. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12885-021-08988-x. |
format | Online Article Text |
id | pubmed-8611883 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-86118832021-11-29 MRI-based radiomics and ADC values are related to recurrence of endometrial carcinoma: a preliminary analysis Zhang, Kaiyue Zhang, Yu Fang, Xin Dong, Jiangning Qian, Liting BMC Cancer Research BACKGROUND: To identify predictive value of apparent diffusion coefficient (ADC) values and magnetic resonance imaging (MRI)-based radiomics for all recurrences in patients with endometrial carcinoma (EC). METHODS: One hundred and seventy-four EC patients who were treated with operation and followed up in our institution were retrospectively reviewed, and the patients were divided into training and test group. Baseline clinicopathological features and mean ADC (ADC(mean)), minimum ADC (ADC(min)), and maximum ADC (ADC(max)) were analyzed. Radiomic parameters were extracted on T2 weighted images and screened by logistic regression, and then a radiomics signature was developed to calculate the radiomic score (radscore). In training group, Kaplan–Meier analysis was performed and a Cox regression model was used to evaluate the correlation between clinicopathological features, ADC values and radscore with recurrence, and verified in the test group. RESULTS: ADC(mean) showed inverse correlation with recurrence, while radscore was positively associated with recurrence. In univariate analyses, FIGO stage, pathological types, myometrial invasion, ADC(mean), ADC(min) and radscore were associated with recurrence. In the training group, multivariate Cox analysis showed that pathological types, ADC(mean) and radscore were independent risk factors for recurrence, which were verified in the test group. CONCLUSIONS: ADC(mean) value and radscore were independent predictors of recurrence of EC, which can supplement prognostic information in addition to clinicopathological information and provide basis for individualized treatment and follow-up plan. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12885-021-08988-x. BioMed Central 2021-11-24 /pmc/articles/PMC8611883/ /pubmed/34819042 http://dx.doi.org/10.1186/s12885-021-08988-x Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Zhang, Kaiyue Zhang, Yu Fang, Xin Dong, Jiangning Qian, Liting MRI-based radiomics and ADC values are related to recurrence of endometrial carcinoma: a preliminary analysis |
title | MRI-based radiomics and ADC values are related to recurrence of endometrial carcinoma: a preliminary analysis |
title_full | MRI-based radiomics and ADC values are related to recurrence of endometrial carcinoma: a preliminary analysis |
title_fullStr | MRI-based radiomics and ADC values are related to recurrence of endometrial carcinoma: a preliminary analysis |
title_full_unstemmed | MRI-based radiomics and ADC values are related to recurrence of endometrial carcinoma: a preliminary analysis |
title_short | MRI-based radiomics and ADC values are related to recurrence of endometrial carcinoma: a preliminary analysis |
title_sort | mri-based radiomics and adc values are related to recurrence of endometrial carcinoma: a preliminary analysis |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8611883/ https://www.ncbi.nlm.nih.gov/pubmed/34819042 http://dx.doi.org/10.1186/s12885-021-08988-x |
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