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Development, promotion, and application of online OvAge calculator based on the WeChat applet: Clinical prediction model research

Ovarian age assessment is an important indicator to evaluate the ovarian reserve function and reproductive potential of women. At present, the application of ovarian age prediction model in China needs further improvement and optimization to make it more suitable for the actual situation of women in...

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Autores principales: Xu, Wenwen, Wang, Hui, Han, Linting, Zhao, Xueli, Chen, Panpan, Zhao, Haiyang, Jin, Jing, Zhu, Zheng, Shao, Fang, Ren, Qingling
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9955625/
https://www.ncbi.nlm.nih.gov/pubmed/36827330
http://dx.doi.org/10.1371/journal.pone.0279633
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author Xu, Wenwen
Wang, Hui
Han, Linting
Zhao, Xueli
Chen, Panpan
Zhao, Haiyang
Jin, Jing
Zhu, Zheng
Shao, Fang
Ren, Qingling
author_facet Xu, Wenwen
Wang, Hui
Han, Linting
Zhao, Xueli
Chen, Panpan
Zhao, Haiyang
Jin, Jing
Zhu, Zheng
Shao, Fang
Ren, Qingling
author_sort Xu, Wenwen
collection PubMed
description Ovarian age assessment is an important indicator to evaluate the ovarian reserve function and reproductive potential of women. At present, the application of ovarian age prediction model in China needs further improvement and optimization to make it more suitable for the actual situation of women in China. In this study, we collected subjects and their data in three ways: firstly, we collected clinical data from a number of women go to local hospital, including healthy women and women with DOR or PCOS; secondly, we obtained data by recruited healthy women through CRO companies for a fee; thirdly, we collected data from a number of healthy women using WeChat applet. Using the data collected by CRO company and WeChat applet, we applied the generalized linear model to optimize the ovarian age prediction model. The optimized formula is: OvAge = exp (3.5254–0.0001*PRL-0.0231*AMH), where P = 0.8195 for PRL and P = 0.0003 for AMH. Applying the formula to the hospital population data set for testing, it showed that the predicted ovarian age in the healthy women was comparable to their actual age, with a root mean squared error (RMSE) = 5.6324. The prediction accuracy was high. These data suggest that our modification of the ovarian age prediction model is feasible and that the formula is currently a more appropriate model for ovarian age assessment in healthy Chinese women. This study explored a new way to collect clinical data, namely, an online ovarian age calculator developed based on a WeChat applet, which can collect data from a large number of subjects in a short period of time and is more economical, efficient, and convenient. In addition, this study introduced real data to optimize the model, which could provide insights for model localization and improvement.
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spelling pubmed-99556252023-02-25 Development, promotion, and application of online OvAge calculator based on the WeChat applet: Clinical prediction model research Xu, Wenwen Wang, Hui Han, Linting Zhao, Xueli Chen, Panpan Zhao, Haiyang Jin, Jing Zhu, Zheng Shao, Fang Ren, Qingling PLoS One Research Article Ovarian age assessment is an important indicator to evaluate the ovarian reserve function and reproductive potential of women. At present, the application of ovarian age prediction model in China needs further improvement and optimization to make it more suitable for the actual situation of women in China. In this study, we collected subjects and their data in three ways: firstly, we collected clinical data from a number of women go to local hospital, including healthy women and women with DOR or PCOS; secondly, we obtained data by recruited healthy women through CRO companies for a fee; thirdly, we collected data from a number of healthy women using WeChat applet. Using the data collected by CRO company and WeChat applet, we applied the generalized linear model to optimize the ovarian age prediction model. The optimized formula is: OvAge = exp (3.5254–0.0001*PRL-0.0231*AMH), where P = 0.8195 for PRL and P = 0.0003 for AMH. Applying the formula to the hospital population data set for testing, it showed that the predicted ovarian age in the healthy women was comparable to their actual age, with a root mean squared error (RMSE) = 5.6324. The prediction accuracy was high. These data suggest that our modification of the ovarian age prediction model is feasible and that the formula is currently a more appropriate model for ovarian age assessment in healthy Chinese women. This study explored a new way to collect clinical data, namely, an online ovarian age calculator developed based on a WeChat applet, which can collect data from a large number of subjects in a short period of time and is more economical, efficient, and convenient. In addition, this study introduced real data to optimize the model, which could provide insights for model localization and improvement. Public Library of Science 2023-02-24 /pmc/articles/PMC9955625/ /pubmed/36827330 http://dx.doi.org/10.1371/journal.pone.0279633 Text en © 2023 Xu et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Xu, Wenwen
Wang, Hui
Han, Linting
Zhao, Xueli
Chen, Panpan
Zhao, Haiyang
Jin, Jing
Zhu, Zheng
Shao, Fang
Ren, Qingling
Development, promotion, and application of online OvAge calculator based on the WeChat applet: Clinical prediction model research
title Development, promotion, and application of online OvAge calculator based on the WeChat applet: Clinical prediction model research
title_full Development, promotion, and application of online OvAge calculator based on the WeChat applet: Clinical prediction model research
title_fullStr Development, promotion, and application of online OvAge calculator based on the WeChat applet: Clinical prediction model research
title_full_unstemmed Development, promotion, and application of online OvAge calculator based on the WeChat applet: Clinical prediction model research
title_short Development, promotion, and application of online OvAge calculator based on the WeChat applet: Clinical prediction model research
title_sort development, promotion, and application of online ovage calculator based on the wechat applet: clinical prediction model research
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9955625/
https://www.ncbi.nlm.nih.gov/pubmed/36827330
http://dx.doi.org/10.1371/journal.pone.0279633
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