Development of Venous Thromboembolism Risk Prediction Models Based on Whole Blood Gene Expression Profiling Using 20 Machine Learning Algorithms: Comprehensive Analysis Study

Yedong Huang   ^{1 *} , MD, PhD ;   Xiaoyun Chen   ^{2 *} , MD, PhD ;   Guannan Bai   ³ , MD ;   Yajun Zhao   ⁴ , MD ;   Dapeng Kuang   ⁵ , MD ;   Lin Zhang   ^{6, 7} , Prof Dr ;   Wei Lu   ⁸ , Prof Dr

¹ Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, Fujian, China

² The School of Clinical Medicine, Fujian Medical University; Department of Respiratory and Critical Care Medicine, Fujian Provincial Geriatric Hospital, Fuzhou, China

³ Children’s Hospital, Zhejiang University School of Medicine, Hangzhou, China

⁴ Department of Health Management Centre, Zhongshan Hospital, Fudan University, Shanghai, China

⁵ Department of Emergency and Critical Care, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China

⁶ Department of Epidemiology and Preventive Medicine, The School of Public Health and Preventive Medicine, Monash University, Victoria, Australia

⁷ Suzhou Industrial Park Monash Research Institute of Science and Technology, Monash University, Suzhou, China

⁸ Department of Cardiovascular Surgery, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Wenzhou, China

*these authors contributed equally