About the Authors

Miao Huang

Contributed equally to this work with: Miao Huang, Jiahui Chu, Wenbin Yu

Roles Data curation, Formal analysis, Investigation, Methodology, Software, Visualization, Writing – original draft

Affiliations Department of Medical Oncology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China, Institute of Marine Science and Technology, Shandong University, Qingdao, China

Jiahui Chu

Contributed equally to this work with: Miao Huang, Jiahui Chu, Wenbin Yu

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

Affiliation Department of pharmacy, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China

Wenbin Yu

Contributed equally to this work with: Miao Huang, Jiahui Chu, Wenbin Yu

Roles Investigation, Resources

Affiliation Department of General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China

Liliang Dou

Roles Data curation, Software, Supervision, Validation

Affiliation Department of Medical Oncology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China

Qiushi Wang

Roles Data curation, Software, Validation

Affiliation Department of Medical Oncology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China

Fan Jiang

Roles Data curation, Software, Validation

Affiliation Department of Medical Oncology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China

Meng Wei

Roles Investigation, Resources

Affiliation Department of General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China

Xiaohan Cui

Roles Investigation, Resources

Affiliation Department of General Surgery, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China

Wen Zhao

Roles Formal analysis, Software, Visualization

Affiliation Department of Medical Oncology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China

Jianyuan Zhou

Roles Software, Supervision, Visualization

Affiliation Department of Medical Oncology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China

Song Li

Roles Formal analysis, Software, Visualization

Affiliation Department of Medical Oncology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China

Lian Liu

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

lianliusub@163.com

Affiliation Department of Medical Oncology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China

Competing Interests

The authors have declared that no competing interests exist.