Biomarker discovery and metabolic profiling in serum of cardiovascular disease patients with untargeted metabolomics and machine learning

• Xia Shen,
• Shuyuan Guo,
• Ningning Liang,
• Mingming Zhao,
• Chun Wang,
• Zi Li,
• Dewen Yan,
• Lemin Zheng,
• Huiyong Yin

Affiliations

Xia Shen

CAS Key Laboratory of Nutrition, Metabolism, and Food Safety Shanghai Institute of Nutrition and Health Chinese Academy of Sciences (CAS) Shanghai China

Shuyuan Guo

CAS Key Laboratory of Nutrition, Metabolism, and Food Safety Shanghai Institute of Nutrition and Health Chinese Academy of Sciences (CAS) Shanghai China

Ningning Liang

CAS Key Laboratory of Nutrition, Metabolism, and Food Safety Shanghai Institute of Nutrition and Health Chinese Academy of Sciences (CAS) Shanghai China

Mingming Zhao

School of Basic Medical Sciences The Institute of Cardiovascular Sciences State Key Laboratory of Vascular Homeostasis and Remodeling NHC Key Laboratory of Cardiovascular Molecular Biology and Regulatory Peptides Beijing Key Laboratory of Cardiovascular Receptors Research Health Science Center Peking University Beijing China

Chun Wang

School of Basic Medical Sciences The Institute of Cardiovascular Sciences State Key Laboratory of Vascular Homeostasis and Remodeling NHC Key Laboratory of Cardiovascular Molecular Biology and Regulatory Peptides Beijing Key Laboratory of Cardiovascular Receptors Research Health Science Center Peking University Beijing China

Zi Li

CAS Key Laboratory of Nutrition, Metabolism, and Food Safety Shanghai Institute of Nutrition and Health Chinese Academy of Sciences (CAS) Shanghai China

Dewen Yan

Department of Endocrinology Shenzhen Second People's Hospital the First Affiliated Hospital of Shenzhen University Health Science Center of Shenzhen University Shenzhen Clinical Research Center for Metabolic Diseases Shenzhen Center for Diabetes Control and Prevention Shenzhen Guangdong China

Lemin Zheng

School of Basic Medical Sciences The Institute of Cardiovascular Sciences State Key Laboratory of Vascular Homeostasis and Remodeling NHC Key Laboratory of Cardiovascular Molecular Biology and Regulatory Peptides Beijing Key Laboratory of Cardiovascular Receptors Research Health Science Center Peking University Beijing China

Huiyong Yin

CAS Key Laboratory of Nutrition, Metabolism, and Food Safety Shanghai Institute of Nutrition and Health Chinese Academy of Sciences (CAS) Shanghai China