Research

Research ›› 2026, Vol. 9 ›› Issue (5) : 1229 - . DOI: 10.34133/research.1229

RESEARCH ARTICLE

Prediction of Major Adverse Cardiovascular Events in Peripheral Artery Disease: Integrating Metabolomics and Proteomics for Risk Stratification

Wenxin Zhao ¹^,² ,
Lingbing Meng ³^,⁴ ,
Sheng Yan ⁵ ,
Peng Li ⁶ ,
Youjing Sun ⁷ ,
Yaming Guo ¹^,² ,
Bowen Zhang ¹^,² ,
Yifan Cao ¹^,² ,
VIP-PADS Study Collaborators ¹ ,
Junhong Ren ⁷^,^* ,
Yongjun Li ¹^,²^,^* ,
Zuoguan Chen ¹^,^*

Author information +

¹Department of Vascular Surgery, Beijing Hospital, National Center for Gerontology; National Clinical Research Center for Gerontology; The Key Laboratory of Geriatrics of NHC; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, P.R. China.

²Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, P.R. China.

³Cardiometabolic Medicine Center, National Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100037, P.R. China.

⁴Translational Medical Center, Weifang Second People’s Hospital, Weifang, P.R. China.

⁵Department of Vascular Surgery, Second Hospital of Shanxi Medical University, Taiyuan 030000, P.R. China.

⁶The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing Hospital/National Center of Gerontology of National Health Commission, Beijing, P.R. China.

⁷Department of Sonography, Beijing Hospital, National Center for Gerontology, National Clinical Research Center for Gerontology, The Key Laboratory of Geriatrics of NHC, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, P.R. China

^* Address correspondence to: chenzuoguan4926@bjhmoh.cn (Z.C.);

^* Address correspondence to: liyongjun4679@bjhmoh.cn (Y.L.);

^* Address correspondence to: rjh13910813603@163.com (J.R.)

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Received	Accepted	Published
2025-12-31	2026-03-11
Issue Date
2026-10-16

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