Cargando…
The value of MR-based radiomics in identifying residual disease in patients with carcinoma in situ after cervical conization
Carcinoma in situ (CIS) of the uterine cervix is a precursor to cervical carcinoma. However, hysterectomy can be avoided in patients who can be treated by cone biopsy. Previous studies have shown that imaging-based approaches allow for the noninvasive visualization of cervical cancer, and radiomics...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7670468/ https://www.ncbi.nlm.nih.gov/pubmed/33199785 http://dx.doi.org/10.1038/s41598-020-76853-1 |
_version_ | 1783610744849301504 |
---|---|
author | Song, Mengfan Lin, Jing Song, Fuzhen Wu, Dan Qian, Zhaoxia |
author_facet | Song, Mengfan Lin, Jing Song, Fuzhen Wu, Dan Qian, Zhaoxia |
author_sort | Song, Mengfan |
collection | PubMed |
description | Carcinoma in situ (CIS) of the uterine cervix is a precursor to cervical carcinoma. However, hysterectomy can be avoided in patients who can be treated by cone biopsy. Previous studies have shown that imaging-based approaches allow for the noninvasive visualization of cervical cancer, and radiomics has high accuracy in classifying cancer and predicting treatment outcome for different cancer types. To develop a magnetic resonance (MR)-based radiomics model for identifying residual disease in patients with CIS after cervical conization. Patients who had CIS after conization and finally underwent hysterectomy were collected to comprise a database to establish an imaging model for predicting the residual status after conization. Then, patients who opted for uterine preservation were classified as high-risk or low-risk patients according to the model. The disease-free survival was compared between the different risk groups using the Kaplan–Meier curve. The model built with the Boruta features outperformed the random forest model. Further validation with patients with uterine preservation showed that the patients classified as high risk were more likely to have tumor recurrence/residual disease in the follow-up period. In conclusion, radiomics can be used to identify residual disease in patients with CIS after cervical conization and could have the potential to predict recurrence in patients who opt for uterine preservation. |
format | Online Article Text |
id | pubmed-7670468 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-76704682020-11-18 The value of MR-based radiomics in identifying residual disease in patients with carcinoma in situ after cervical conization Song, Mengfan Lin, Jing Song, Fuzhen Wu, Dan Qian, Zhaoxia Sci Rep Article Carcinoma in situ (CIS) of the uterine cervix is a precursor to cervical carcinoma. However, hysterectomy can be avoided in patients who can be treated by cone biopsy. Previous studies have shown that imaging-based approaches allow for the noninvasive visualization of cervical cancer, and radiomics has high accuracy in classifying cancer and predicting treatment outcome for different cancer types. To develop a magnetic resonance (MR)-based radiomics model for identifying residual disease in patients with CIS after cervical conization. Patients who had CIS after conization and finally underwent hysterectomy were collected to comprise a database to establish an imaging model for predicting the residual status after conization. Then, patients who opted for uterine preservation were classified as high-risk or low-risk patients according to the model. The disease-free survival was compared between the different risk groups using the Kaplan–Meier curve. The model built with the Boruta features outperformed the random forest model. Further validation with patients with uterine preservation showed that the patients classified as high risk were more likely to have tumor recurrence/residual disease in the follow-up period. In conclusion, radiomics can be used to identify residual disease in patients with CIS after cervical conization and could have the potential to predict recurrence in patients who opt for uterine preservation. Nature Publishing Group UK 2020-11-16 /pmc/articles/PMC7670468/ /pubmed/33199785 http://dx.doi.org/10.1038/s41598-020-76853-1 Text en © The Author(s) 2020 Open Access This 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/. |
spellingShingle | Article Song, Mengfan Lin, Jing Song, Fuzhen Wu, Dan Qian, Zhaoxia The value of MR-based radiomics in identifying residual disease in patients with carcinoma in situ after cervical conization |
title | The value of MR-based radiomics in identifying residual disease in patients with carcinoma in situ after cervical conization |
title_full | The value of MR-based radiomics in identifying residual disease in patients with carcinoma in situ after cervical conization |
title_fullStr | The value of MR-based radiomics in identifying residual disease in patients with carcinoma in situ after cervical conization |
title_full_unstemmed | The value of MR-based radiomics in identifying residual disease in patients with carcinoma in situ after cervical conization |
title_short | The value of MR-based radiomics in identifying residual disease in patients with carcinoma in situ after cervical conization |
title_sort | value of mr-based radiomics in identifying residual disease in patients with carcinoma in situ after cervical conization |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7670468/ https://www.ncbi.nlm.nih.gov/pubmed/33199785 http://dx.doi.org/10.1038/s41598-020-76853-1 |
work_keys_str_mv | AT songmengfan thevalueofmrbasedradiomicsinidentifyingresidualdiseaseinpatientswithcarcinomainsituaftercervicalconization AT linjing thevalueofmrbasedradiomicsinidentifyingresidualdiseaseinpatientswithcarcinomainsituaftercervicalconization AT songfuzhen thevalueofmrbasedradiomicsinidentifyingresidualdiseaseinpatientswithcarcinomainsituaftercervicalconization AT wudan thevalueofmrbasedradiomicsinidentifyingresidualdiseaseinpatientswithcarcinomainsituaftercervicalconization AT qianzhaoxia thevalueofmrbasedradiomicsinidentifyingresidualdiseaseinpatientswithcarcinomainsituaftercervicalconization AT songmengfan valueofmrbasedradiomicsinidentifyingresidualdiseaseinpatientswithcarcinomainsituaftercervicalconization AT linjing valueofmrbasedradiomicsinidentifyingresidualdiseaseinpatientswithcarcinomainsituaftercervicalconization AT songfuzhen valueofmrbasedradiomicsinidentifyingresidualdiseaseinpatientswithcarcinomainsituaftercervicalconization AT wudan valueofmrbasedradiomicsinidentifyingresidualdiseaseinpatientswithcarcinomainsituaftercervicalconization AT qianzhaoxia valueofmrbasedradiomicsinidentifyingresidualdiseaseinpatientswithcarcinomainsituaftercervicalconization |