Alzheimer's disease early diagnostic and staging biomarkers revealed by large-scale cerebrospinal fluid and serum proteomic profiling

被引:19
|
作者
Tao, Qing-Qing [1 ,2 ,3 ,4 ]
Cai, Xue [5 ,6 ]
Xue, Yan-Yan
Ge, Weigang [5 ,6 ]
Yue, Liang [5 ,6 ]
Li, Xiao-Yan
Lin, Rong-Rong
Peng, Guo-Ping [7 ]
Jiang, Wenhao [5 ,6 ]
Li, Sainan [5 ,6 ]
Zheng, Kun-Mu [8 ]
Jiang, Bin [8 ]
Jia, Jian-Ping [9 ,10 ]
Guo, Tiannan [5 ,6 ]
Wu, Zhi-Ying [1 ,2 ,3 ,4 ,11 ,12 ]
机构
[1] Zhejiang Univ, Sch Med, Dept Neurol, Hangzhou 310009, Peoples R China
[2] Zhejiang Univ, Affiliated Hosp 2, Sch Med, Res Ctr Neurol, Hangzhou 310009, Peoples R China
[3] Zhejiang Univ, Sch Med, Key Lab Med Neurobiol Zhejiang Prov, Hangzhou 310009, Peoples R China
[4] Zhejiang Univ, Liangzhu Lab, Hangzhou 311100, Peoples R China
[5] Westlake Univ, Sch Life Sci, Westlake Lab Life Sci & Biomed, Key Lab Struct Biol Zhejiang Prov, Hangzhou 310024, Peoples R China
[6] Westlake Inst Adv Study, Inst Basic Med Sci, Hangzho 310024, Peoples R China
[7] Zhejiang Univ, Affiliated Hosp 1, Sch Med, Dept Neurol, Hangzhou 310009, Peoples R China
[8] Xiamen Univ, Affiliated Hosp 1, Sch Med, Dept Neurol, Xiamen 361009, Peoples R China
[9] Capital Med Univ, Xuanwu Hosp, Natl Clin Res Ctr Geriatr Dis, Innovat Ctr Neurol Disorders, Beijing 100053, Peoples R China
[10] Capital Med Univ, Xuanwu Hosp, Natl Clin Res Ctr Geriatr Dis, Dept Neurol, Beijing 100053, Peoples R China
[11] Zhejiang Univ, Sch Brain Sci & Brain Med, MOE Frontier Sci Ctr Brain Sci & Brain Machine Int, Hangzhou 310058, Peoples R China
[12] CAS Ctr Excellence Brain Sci & Intelligence Techno, Shanghai 200031, Peoples R China
来源
INNOVATION | 2024年 / 5卷 / 01期
基金
中国国家自然科学基金;
关键词
FRAMEWORK;
D O I
10.1016/j.xinn.2023.100544
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Amyloid-b, tau pathology, and biomarkers of neurodegeneration make up the core diagnostic biomarkers of Alzheimer disease (AD). However, these proteins represent only a fraction of the complex biological processes underlying AD, and individuals with other brain diseases in which AD pathology is a comorbidity also test positive for these diagnostic biomarkers. More ADspecific early diagnostic and disease staging biomarkers are needed. In this study, we performed tandem mass tag proteomic analysis of paired cerebrospinal fluid (CSF) and serum samples in a discovery cohort comprising 98 participants. Candidate biomarkers were validated by parallel reaction monitoring-based targeted proteomic assays in an independent multicenter cohort comprising 288 participants. We quantified 3,238 CSF and 1,702 serum proteins in the discovery cohort, identifying 171 and 860 CSF proteins and 37 and 323 serum proteins as potential early diagnostic and staging biomarkers, respectively. In the validation cohort, 58 and 21 CSF proteins, as well as 12 and 18 serum proteins, were verified as early diagnostic and staging biomarkers, respectively. Separate 19-protein CSF and an 8-protein serum biomarker panels were built by machine learning to accurately classify mild cognitive impairment (MCI) due to AD from normal cognition with areas under the curve of 0.984 and 0.881, respectively. The 19-protein CSF biomarker panel also effectively discriminated patients with MCI due to AD from patients with other neurodegenerative diseases. Moreover, we identified 21 CSF and 18 serum stage-associated proteins reflecting AD stages. Our findings provide a foundation for developing bloodbased tests for AD screening and staging in clinical practice
引用
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页数:9
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