Early identification of autism spectrum disorder based on machine learning with eye-tracking data.

Journal: Journal of affective disorders
PMID:

Abstract

BACKGROUND: Early identification of autism spectrum disorder (ASD) improves long-term outcomes, yet significant diagnostic delays persist.

Authors

  • Qiuhong Wei
    Big Data Center for Children's Medical Care, Children's Hospital of Chongqing Medical University, Chongqing, China; Children Nutrition Research Center, Children's Hospital of Chongqing Medical University, Chongqing, China; National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, China International Science and Technology Cooperation Base of Child Development and Critical Disorders, Chongqing Key Laboratory of Child Neurodevelopment and Cognitive Disorders, Chongqing, China.
  • Wenxin Dong
    College of Computer Science and Engineering, Chongqing University of Technology, Chongqing, China; Big Data Center for Children's Medical Care, Children's Hospital of Chongqing Medical University, Chongqing, China.
  • Dongchuan Yu
    Key Laboratory of Child Development and Learning Science (Ministry of Education), Research Center for Learning Science, School of Biological Sciences & Medical Engineering, Southeast University, Nanjing, Jiangsu, China.
  • Ke Wang
    China Electric Power Research Institute, Haidian District, Beijing 100192, China. wangke1@epri.sgcc.com.cn.
  • Ting Yang
    Northeastern University, Department of Chemistry, CHINA.
  • Yuanjie Xiao
    Children Nutrition Research Center, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Child Neurodevelopment and Cognitive Disorders, Chongqing, China.
  • Dan Long
    Children Nutrition Research Center, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Child Neurodevelopment and Cognitive Disorders, Chongqing, China.
  • Haiyi Xiong
    Children Nutrition Research Center, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Child Neurodevelopment and Cognitive Disorders, Chongqing, China.
  • Jie Chen
    School of Basic Medical Sciences, Health Science Center, Ningbo University, Ningbo, China.
  • Ximing Xu
    Department of Pharmaceutics, School of Pharmacy, Jiangsu University, Zhenjiang, People's Republic of China.
  • Tingyu Li
    Jiangxi University of Chinese Medicine, School of Humanity, Nanchang 330004, China.