Cargando…
Artificial intelligence manages congenital cataract with individualized prediction and telehealth computing
A challenge of chronic diseases that remains to be solved is how to liberate patients and medical resources from the burdens of long-term monitoring and periodic visits. Precise management based on artificial intelligence (AI) holds great promise; however, a clinical application that fully integrate...
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/PMC7455726/ https://www.ncbi.nlm.nih.gov/pubmed/32904507 http://dx.doi.org/10.1038/s41746-020-00319-x |
_version_ | 1783575675271118848 |
---|---|
author | Long, Erping Chen, Jingjing Wu, Xiaohang Liu, Zhenzhen Wang, Liming Jiang, Jiewei Li, Wangting Zhu, Yi Chen, Chuan Lin, Zhuoling Li, Jing Li, Xiaoyan Chen, Hui Guo, Chong Zhao, Lanqin Nie, Daoyao Liu, Xinhua Liu, Xin Dong, Zhe Yun, Bo Wei, Wenbin Xu, Fan Lv, Jian Li, Min Ling, Shiqi Zhong, Lei Chen, Junhong Zheng, Qishan Zhang, Li Xiang, Yi Tan, Gang Huang, Kai Xiang, Yifan Lin, Duoru Zhang, Xulin Dongye, Meimei Wang, Dongni Chen, Weirong Liu, Xiyang Lin, Haotian Liu, Yizhi |
author_facet | Long, Erping Chen, Jingjing Wu, Xiaohang Liu, Zhenzhen Wang, Liming Jiang, Jiewei Li, Wangting Zhu, Yi Chen, Chuan Lin, Zhuoling Li, Jing Li, Xiaoyan Chen, Hui Guo, Chong Zhao, Lanqin Nie, Daoyao Liu, Xinhua Liu, Xin Dong, Zhe Yun, Bo Wei, Wenbin Xu, Fan Lv, Jian Li, Min Ling, Shiqi Zhong, Lei Chen, Junhong Zheng, Qishan Zhang, Li Xiang, Yi Tan, Gang Huang, Kai Xiang, Yifan Lin, Duoru Zhang, Xulin Dongye, Meimei Wang, Dongni Chen, Weirong Liu, Xiyang Lin, Haotian Liu, Yizhi |
author_sort | Long, Erping |
collection | PubMed |
description | A challenge of chronic diseases that remains to be solved is how to liberate patients and medical resources from the burdens of long-term monitoring and periodic visits. Precise management based on artificial intelligence (AI) holds great promise; however, a clinical application that fully integrates prediction and telehealth computing has not been achieved, and further efforts are required to validate its real-world benefits. Taking congenital cataract as a representative, we used Bayesian and deep-learning algorithms to create CC-Guardian, an AI agent that incorporates individualized prediction and scheduling, and intelligent telehealth follow-up computing. Our agent exhibits high sensitivity and specificity in both internal and multi-resource validation. We integrate our agent with a web-based smartphone app and prototype a prediction-telehealth cloud platform to support our intelligent follow-up system. We then conduct a retrospective self-controlled test validating that our system not only accurately detects and addresses complications at earlier stages, but also reduces the socioeconomic burdens compared to conventional methods. This study represents a pioneering step in applying AI to achieve real medical benefits and demonstrates a novel strategy for the effective management of chronic diseases. |
format | Online Article Text |
id | pubmed-7455726 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-74557262020-09-03 Artificial intelligence manages congenital cataract with individualized prediction and telehealth computing Long, Erping Chen, Jingjing Wu, Xiaohang Liu, Zhenzhen Wang, Liming Jiang, Jiewei Li, Wangting Zhu, Yi Chen, Chuan Lin, Zhuoling Li, Jing Li, Xiaoyan Chen, Hui Guo, Chong Zhao, Lanqin Nie, Daoyao Liu, Xinhua Liu, Xin Dong, Zhe Yun, Bo Wei, Wenbin Xu, Fan Lv, Jian Li, Min Ling, Shiqi Zhong, Lei Chen, Junhong Zheng, Qishan Zhang, Li Xiang, Yi Tan, Gang Huang, Kai Xiang, Yifan Lin, Duoru Zhang, Xulin Dongye, Meimei Wang, Dongni Chen, Weirong Liu, Xiyang Lin, Haotian Liu, Yizhi NPJ Digit Med Article A challenge of chronic diseases that remains to be solved is how to liberate patients and medical resources from the burdens of long-term monitoring and periodic visits. Precise management based on artificial intelligence (AI) holds great promise; however, a clinical application that fully integrates prediction and telehealth computing has not been achieved, and further efforts are required to validate its real-world benefits. Taking congenital cataract as a representative, we used Bayesian and deep-learning algorithms to create CC-Guardian, an AI agent that incorporates individualized prediction and scheduling, and intelligent telehealth follow-up computing. Our agent exhibits high sensitivity and specificity in both internal and multi-resource validation. We integrate our agent with a web-based smartphone app and prototype a prediction-telehealth cloud platform to support our intelligent follow-up system. We then conduct a retrospective self-controlled test validating that our system not only accurately detects and addresses complications at earlier stages, but also reduces the socioeconomic burdens compared to conventional methods. This study represents a pioneering step in applying AI to achieve real medical benefits and demonstrates a novel strategy for the effective management of chronic diseases. Nature Publishing Group UK 2020-08-28 /pmc/articles/PMC7455726/ /pubmed/32904507 http://dx.doi.org/10.1038/s41746-020-00319-x Text en © The Author(s) 2020 https://creativecommons.org/licenses/by/4.0/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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Long, Erping Chen, Jingjing Wu, Xiaohang Liu, Zhenzhen Wang, Liming Jiang, Jiewei Li, Wangting Zhu, Yi Chen, Chuan Lin, Zhuoling Li, Jing Li, Xiaoyan Chen, Hui Guo, Chong Zhao, Lanqin Nie, Daoyao Liu, Xinhua Liu, Xin Dong, Zhe Yun, Bo Wei, Wenbin Xu, Fan Lv, Jian Li, Min Ling, Shiqi Zhong, Lei Chen, Junhong Zheng, Qishan Zhang, Li Xiang, Yi Tan, Gang Huang, Kai Xiang, Yifan Lin, Duoru Zhang, Xulin Dongye, Meimei Wang, Dongni Chen, Weirong Liu, Xiyang Lin, Haotian Liu, Yizhi Artificial intelligence manages congenital cataract with individualized prediction and telehealth computing |
title | Artificial intelligence manages congenital cataract with individualized prediction and telehealth computing |
title_full | Artificial intelligence manages congenital cataract with individualized prediction and telehealth computing |
title_fullStr | Artificial intelligence manages congenital cataract with individualized prediction and telehealth computing |
title_full_unstemmed | Artificial intelligence manages congenital cataract with individualized prediction and telehealth computing |
title_short | Artificial intelligence manages congenital cataract with individualized prediction and telehealth computing |
title_sort | artificial intelligence manages congenital cataract with individualized prediction and telehealth computing |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7455726/ https://www.ncbi.nlm.nih.gov/pubmed/32904507 http://dx.doi.org/10.1038/s41746-020-00319-x |
work_keys_str_mv | AT longerping artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT chenjingjing artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT wuxiaohang artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT liuzhenzhen artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT wangliming artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT jiangjiewei artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT liwangting artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT zhuyi artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT chenchuan artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT linzhuoling artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT lijing artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT lixiaoyan artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT chenhui artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT guochong artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT zhaolanqin artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT niedaoyao artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT liuxinhua artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT liuxin artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT dongzhe artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT yunbo artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT weiwenbin artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT xufan artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT lvjian artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT limin artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT lingshiqi artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT zhonglei artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT chenjunhong artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT zhengqishan artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT zhangli artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT xiangyi artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT tangang artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT huangkai artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT xiangyifan artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT linduoru artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT zhangxulin artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT dongyemeimei artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT wangdongni artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT chenweirong artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT liuxiyang artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT linhaotian artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing AT liuyizhi artificialintelligencemanagescongenitalcataractwithindividualizedpredictionandtelehealthcomputing |