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Risk factors for the development of severe breast cancer-related lymphedema: a retrospective cohort study
BACKGROUND: Severe lymphedema presents a challenge in terms of treatment due to the significant formation of scar tissue that accompanies it. The aim of this study was to identify intraoperative and preoperative risk factors of severe lymphedema and to develop a nomogram for estimating the risk of s...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10116791/ https://www.ncbi.nlm.nih.gov/pubmed/37081431 http://dx.doi.org/10.1186/s12885-023-10814-5 |
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author | Liu, Xiaozhen Sun, Kewang Yang, Hongjian Xia, Lingli Lu, Kefeng Meng, Xuli Li, Yongfeng |
author_facet | Liu, Xiaozhen Sun, Kewang Yang, Hongjian Xia, Lingli Lu, Kefeng Meng, Xuli Li, Yongfeng |
author_sort | Liu, Xiaozhen |
collection | PubMed |
description | BACKGROUND: Severe lymphedema presents a challenge in terms of treatment due to the significant formation of scar tissue that accompanies it. The aim of this study was to identify intraoperative and preoperative risk factors of severe lymphedema and to develop a nomogram for estimating the risk of severe lymphedema within 3 years of surgery. METHOD: Data was collected from a retrospective cohort of 326 patients with BCRL at the Zhejiang Cancer Hospital from November 2015 to November 2018. Univariate and multivariate logistic regression analysis was conducted to identify predictive indicators of severe lymphedema. A nomogram was developed to further improve the clinical applicability. RESULTS: In the retrospective cohort, the ratio of severe/non-severe lymphedema within 3 years of surgery was 1:3. Independent risk factors for severe lymphedema were determined to be age, positive lymph nodes, interpectoral (Rotter’s) lymph nodes (IPNs) dissection, and educational level. IPNs dissection was found to contribute greatly to the development of severe lymphedema with a higher odds ratio (7.76; 95% CI: 3.87–15.54) than other risk factors. A nomogram was developed by integrating age, positive lymph nodes, IPNs dissection, and educational level, which yielded a C-index of 0.810 and 0.681 in the training and validation cohort, respectively. This suggested a moderate performance of the nomogram in predicting the risk of severe lymphedema within 3 years of surgery. The cut-off values of the low-, medium- and high-risk probabilities were 0.0876 and 0.3498, and the severe lymphedema exhibited a significantly higher risk probability as compared with the non-severe lymphedema. CONCLUSION: This study identified the risk factors of severe lymphedema and highlighted the substantial contribution of IPNs dissection to the severity of lymphedema. |
format | Online Article Text |
id | pubmed-10116791 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-101167912023-04-21 Risk factors for the development of severe breast cancer-related lymphedema: a retrospective cohort study Liu, Xiaozhen Sun, Kewang Yang, Hongjian Xia, Lingli Lu, Kefeng Meng, Xuli Li, Yongfeng BMC Cancer Research BACKGROUND: Severe lymphedema presents a challenge in terms of treatment due to the significant formation of scar tissue that accompanies it. The aim of this study was to identify intraoperative and preoperative risk factors of severe lymphedema and to develop a nomogram for estimating the risk of severe lymphedema within 3 years of surgery. METHOD: Data was collected from a retrospective cohort of 326 patients with BCRL at the Zhejiang Cancer Hospital from November 2015 to November 2018. Univariate and multivariate logistic regression analysis was conducted to identify predictive indicators of severe lymphedema. A nomogram was developed to further improve the clinical applicability. RESULTS: In the retrospective cohort, the ratio of severe/non-severe lymphedema within 3 years of surgery was 1:3. Independent risk factors for severe lymphedema were determined to be age, positive lymph nodes, interpectoral (Rotter’s) lymph nodes (IPNs) dissection, and educational level. IPNs dissection was found to contribute greatly to the development of severe lymphedema with a higher odds ratio (7.76; 95% CI: 3.87–15.54) than other risk factors. A nomogram was developed by integrating age, positive lymph nodes, IPNs dissection, and educational level, which yielded a C-index of 0.810 and 0.681 in the training and validation cohort, respectively. This suggested a moderate performance of the nomogram in predicting the risk of severe lymphedema within 3 years of surgery. The cut-off values of the low-, medium- and high-risk probabilities were 0.0876 and 0.3498, and the severe lymphedema exhibited a significantly higher risk probability as compared with the non-severe lymphedema. CONCLUSION: This study identified the risk factors of severe lymphedema and highlighted the substantial contribution of IPNs dissection to the severity of lymphedema. BioMed Central 2023-04-20 /pmc/articles/PMC10116791/ /pubmed/37081431 http://dx.doi.org/10.1186/s12885-023-10814-5 Text en © The Author(s) 2023 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 Liu, Xiaozhen Sun, Kewang Yang, Hongjian Xia, Lingli Lu, Kefeng Meng, Xuli Li, Yongfeng Risk factors for the development of severe breast cancer-related lymphedema: a retrospective cohort study |
title | Risk factors for the development of severe breast cancer-related lymphedema: a retrospective cohort study |
title_full | Risk factors for the development of severe breast cancer-related lymphedema: a retrospective cohort study |
title_fullStr | Risk factors for the development of severe breast cancer-related lymphedema: a retrospective cohort study |
title_full_unstemmed | Risk factors for the development of severe breast cancer-related lymphedema: a retrospective cohort study |
title_short | Risk factors for the development of severe breast cancer-related lymphedema: a retrospective cohort study |
title_sort | risk factors for the development of severe breast cancer-related lymphedema: a retrospective cohort study |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10116791/ https://www.ncbi.nlm.nih.gov/pubmed/37081431 http://dx.doi.org/10.1186/s12885-023-10814-5 |
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