About the Authors

Wenxu Zhang

Roles Methodology, Supervision, Validation, Writing – review & editing, Conceptualization, Methodology, Writing – original draft

Affiliation Department of Neurosurgery, General hospital of Northern Theater Command, Shenyang, China

Hao Lin

Roles Conceptualization, Methodology, Project administration, Resources

Affiliation Institute of Metal Research, Chinese Academy of Sciences, Shenyang, China

Zechao Zhu

Roles Data curation, Formal analysis, Methodology, Software

Affiliation Department of Neurosurgery, General hospital of Northern Theater Command, Shenyang, China

Kunyuan Zhu

Roles Methodology, Software, Validation

Affiliations Department of Neurosurgery, General hospital of Northern Theater Command, Shenyang, China, China Medical University, Shenyang, China

Shijun Bi

Roles Project administration, Resources, Software, Validation

Affiliations Department of Neurosurgery, General hospital of Northern Theater Command, Shenyang, China, China Medical University, Shenyang, China

Xinyu Yang

Roles Data curation, Methodology, Visualization

Affiliation Department of Neurosurgery, General hospital of Northern Theater Command, Shenyang, China

Guangzhi Hao

Roles Software, Supervision, Validation, Visualization

Affiliation Department of Neurosurgery, General hospital of Northern Theater Command, Shenyang, China

Dandan Gao

Roles Project administration, Software

Affiliation Department of Neurosurgery, General hospital of Northern Theater Command, Shenyang, China

Da Huo

Roles Methodology, Project administration

Affiliation Department of Neurosurgery, General hospital of Northern Theater Command, Shenyang, China

Shanshan Chen

Roles Methodology, Software, Supervision, Validation

Affiliation Institute of Metal Research, Chinese Academy of Sciences, Shenyang, China

Jing Zhao

Roles Formal analysis, Methodology, Software

Affiliation Institute of Metal Research, Chinese Academy of Sciences, Shenyang, China

Meixia Liu

Roles Methodology

Affiliation Institute of Metal Research, Chinese Academy of Sciences, Shenyang, China

Pengyu Pan

panpengyu09@sina.com (PP); liangguobiao6708@163.com (GL)

Affiliation Department of Neurosurgery, General hospital of Northern Theater Command, Shenyang, China

Guobiao Liang

Roles Conceptualization, Project administration, Supervision, Writing – review & editing

panpengyu09@sina.com (PP); liangguobiao6708@163.com (GL)

Affiliation Department of Neurosurgery, General hospital of Northern Theater Command, Shenyang, China

Competing Interests

The authors have declared that no competing interests exist.