About the Authors

Shuting Ding

Contributed equally to this work with: Shuting Ding, Zhen Zhang, Qifu Bo

Roles Conceptualization, Formal analysis, Software, Writing – original draft, Writing – review & editing

Affiliation School of Public Health, Shandong Second Medical University, Weifang, China

Zhen Zhang

Contributed equally to this work with: Shuting Ding, Zhen Zhang, Qifu Bo

Roles Formal analysis, Methodology, Writing – original draft

Affiliation School of Public Health, Shandong Second Medical University, Weifang, China

Qifu Bo

Contributed equally to this work with: Shuting Ding, Zhen Zhang, Qifu Bo

Roles Formal analysis, Writing – review & editing

Affiliation Department of Oncology, Affiliated Hospital of Shandong Second Medical University, Weifang, China

Chenyu Ma

Roles Formal analysis, Writing – review & editing

Affiliation School of Public Health, Shandong Second Medical University, Weifang, China

Minghao Wu

Roles Formal analysis, Writing – review & editing

Affiliation School of Public Health, Shandong Second Medical University, Weifang, China

Xue Di

Roles Methodology, Writing – original draft

Affiliation School of Public Health, Shandong Second Medical University, Weifang, China

Manli Zhao

Roles Investigation, Writing – review & editing

Affiliation Department of Encephalopathy, Traditional Chinese Medicine Hospital Affiliated to Shandong Second Medical University, Weifang, China

Kai Luo

Roles Methodology, Writing – original draft

Affiliation Department of Encephalopathy, Traditional Chinese Medicine Hospital Affiliated to Shandong Second Medical University, Weifang, China

Jiani Pan

Roles Conceptualization, Methodology, Writing – original draft

Affiliation School of Public Health, Shandong Second Medical University, Weifang, China

Xin Zhang

Roles Methodology, Writing – original draft

Affiliation School of Public Health, Shandong Second Medical University, Weifang, China

Bingqiang Zhang

Roles Investigation, Writing – review & editing

kongyj@sdsmu.edu.cn (YK); wangsuz@sdsmu.edu.cn (SW); zhangbq@ruisidechina.com (BZ)

Affiliation Key Laboratory of Cancer and Immune Cells of Qingdao, Qingdao, China

Suzhen Wang

Roles Conceptualization, Writing – review & editing

kongyj@sdsmu.edu.cn (YK); wangsuz@sdsmu.edu.cn (SW); zhangbq@ruisidechina.com (BZ)

Affiliation School of Public Health, Shandong Second Medical University, Weifang, China

Yujia Kong

Roles Conceptualization, Writing – review & editing

kongyj@sdsmu.edu.cn (YK); wangsuz@sdsmu.edu.cn (SW); zhangbq@ruisidechina.com (BZ)

Affiliations School of Public Health, Shandong Second Medical University, Weifang, China, Department of Oncology, Affiliated Hospital of Shandong Second Medical University, Weifang, China

Competing Interests

The authors have declared that no competing interests exist.