About the Authors

Yangchun Xiao

Contributed equally to this work with: Yangchun Xiao, Li Li

Roles Methodology, Software, Visualization, Writing – original draft

Affiliation Department of Neurosurgery, Clinical Medical College and Affiliated Hospital of Chengdu University, Chengdu, Sichuan, China

Li Li

Contributed equally to this work with: Yangchun Xiao, Li Li

Roles Data curation, Formal analysis, Investigation

Affiliation Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China

Yu Zhang

Roles Conceptualization, Data curation, Formal analysis, Writing – original draft

Affiliation Department of Neurosurgery, Clinical Medical College and Affiliated Hospital of Chengdu University, Chengdu, Sichuan, China

Shiping Chen

Roles Data curation, Methodology

Affiliation Department of Neurosurgery, Clinical Medical College and Affiliated Hospital of Chengdu University, Chengdu, Sichuan, China

Xin Cheng

Roles Data curation, Methodology

Affiliation Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China

Wenqing Wang

Roles Conceptualization, Investigation, Resources

Affiliation Department of Neurosurgery, Clinical Medical College and Affiliated Hospital of Chengdu University, Chengdu, Sichuan, China

Yixin Tian

Roles Conceptualization, Investigation, Methodology

Affiliation Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China

Jialing He

Roles Data curation, Investigation, Methodology

Affiliation Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China

Lu Jia

Roles Data curation, Methodology, Software

Affiliation Department of Neurosurgery, Shanxi Provincial People’s Hospital, Taiyuan, Shanxi, China

Chao You

Roles Investigation, Resources, Visualization

Affiliation Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China

Fang Fang

Roles Conceptualization, Supervision, Visualization

Affiliation Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China

Dianxiang Lu

Roles Conceptualization, Writing – review & editing

ludianxiang@126.com

Affiliation Department of Neurosurgery, Clinical Medical College and Affiliated Hospital of Chengdu University, Chengdu, Sichuan, China

Competing Interests

The authors have declared that no competing interests exist.