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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
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