journal article·2025-03Open access

Metabolic Fingerprint of Dual Body Fluids Deciphers Diabetic Retinopathy

Yihan Wang, Shunxiang Li, Tong Li, Jiao Wu, Yida Huang, Wanshan Liu, Chunmeng Ding, Lin Huang, Xiaoyu Xu, Yuning Wang, Sai Gu, Kun Liu, Kun Qian, Xiaodong Sun

Small· Volume 21· Issue 10

Abstract

Abstract Diabetic retinopathy (DR) is a microvascular complication of diabetes, affecting 34.6% of diabetes patients worldwide. Early detection and timely treatment can effectively improve the prognosis of DR. Metabolomic analysis provides a powerful tool for studying pathophysiological processes. Conducting metabolomic analyses on DR‐related biofluids helps identify differential metabolic expressions during disease progression, thereby discovering potential biomarkers to support clinical diagnosis and treatment. Here, an innovative workflow for vitreous liquid analysis is established, and a machine learning‐based DR analysis platform integrating vitreous liquid metabolic fingerprint (VL‐MF) and plasma metabolic fingerprint (P‐MF) derived via nanoparticle enhanced laser desorption/ionization mass spectrometry is developed. Direct VL‐MF and P‐MF are obtained with desirable reproducibility (coefficient of variation, CV <5%) and remarkable speed (3 s per sample), and DR patients are distinguished from healthy controls applying dual biofluid‐MF with an area under the curve (AUC) of 0.957. Moreover, a biomarker candidate panel from vitreous liquid and plasma with an AUC of 0.945 is constructed and the related metabolic pathways are identified by metabolomics pathway analysis (MetPA). This work offers a powerful multi‐biofluid platform that can not only contribute to DR but also provide solid references for other clinical applications.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Metabolomics and Mass Spectrometry Studies · Retinal Imaging and Analysis · Retinal Diseases and Treatments

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

State Key Laboratory for Oncogenes and Related Genes School of Biomedical Engineering Institute of Medical Robotics and Med‐X Research Institute Shanghai Jiao Tong University Shanghai 200030 P. R. China

Department of Ophthalmology National Clinical Research Center for Eye Diseases Shanghai Gene Therapy Center Shanghai Key Laboratory of Ocular Fundus Disease Shanghai General Hospital Shanghai Jiao Tong University School of Medicine Shanghai 200025 P. R. China

Department of Chemical Engineering The University of Warwick Coventry CV4 8UW UK

Department of Ophthalmology National Clinical Research Center for Eye Diseases Shanghai Gene Therapy Center Shanghai Key Laboratory of Ocular Fundus Disease Shanghai Engineering Center for Visual Science and Photomedicine Shanghai General Hospital Shanghai Jiao Tong University School of Medicine Shanghai 200040 P. R. China

Funding

National Natural Science Foundation of China · Shanghai Municipal Education Commission

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