Comprehensive Metabolic Fingerprints Characterize Neuromyelitis Optica Spectrum Disorder by Nanoparticle-Enhanced Laser Desorption/Ionization Mass Spectrometry

被引:28
作者
Chen, Wei [1 ,2 ,3 ]
Yu, Haojun [4 ]
Hao, Yong [4 ]
Liu, Wanshan [2 ,3 ]
Wang, Ruimin [2 ,3 ]
Huang, Yida [2 ,3 ]
Wu, Jiao [2 ,3 ]
Feng, Lei [5 ]
Guan, Yangtai [4 ]
Huang, Lin [1 ,6 ]
Qian, Kun [2 ,3 ]
机构
[1] Shanghai Jiao Tong Univ, Shanghai Chest Hosp, Dept Clin Lab Med, Shanghai 200030, Peoples R China
[2] Shanghai Jiao Tong Univ, Sch Biomed Engn, State Key Lab Oncogenes & Related Genes, Shanghai 200030, Peoples R China
[3] Shanghai Jiao Tong Univ, Inst Med Robot, Shanghai 200030, Peoples R China
[4] Shanghai Jiao Tong Univ, Renji Hosp, Sch Med, Dept Neurol, Shanghai 200127, Peoples R China
[5] Shanghai Jiao Tong Univ, Instrumental Anal Ctr, Shanghai 201100, Peoples R China
[6] Shanghai Jiao Tong Univ, Shanghai Chest Hosp, Shanghai Inst Thorac Oncol, Shanghai 200030, Peoples R China
基金
国家重点研发计划;
关键词
nanoparticle synthesis; laser desorption/ionizationmass spectrometry; metabolic fingerprints; diagnosticsystem; in vitro diagnosis;
D O I
10.1021/acsnano.3c03765
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Timely screening of neuromyelitis optica spectrum disorder (NMOSD) and differential diagnosis from myelin oligodendrocyte glycoprotein associated disorder (MOGAD) are the keys to improving the quality of life of patients. Metabolic disturbance occurs with the development of NMOSD. Still, advanced tools are required to probe the metabolic phenotype of NMOSD. Here, we developed a fast nanoparticle-enhanced laser desorption/ionization mass spectrometry assay for multiplexing metabolic fingerprints (MFs) from trace plasma and cerebrospinal fluid (CSF) samples in 30 s. Machine learning of the plasma MFs achieved the timely screening of NMOSD from healthy donors with an area under receiver operator characteristic curve (AUROC) of 0.998, and it comprehensively revealed the dysregulated neurotransmitter and energy metabolisms. Combining comprehensive MFs from both plasma and CSF, we constructed an integrated panel for differential diagnosis of NMOSD versus MOGAD with an AUROC of 0.923. This approach demonstrated performance superior to that of human experts in classifying two diseases, especially in antibody assay-limited regions. Together, this approach provides an advanced nanomaterial-based tool for identifying vulnerable populations below the antibody threshold of aquaporin-4 positivity.
引用
收藏
页码:19779 / 19792
页数:14
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