Multi-platform proteomic analysis of Alzheimer's disease cerebrospinal fluid and plasma reveals network biomarkers associated with proteostasis and the matrisome

被引:94
作者
Dammer, Eric B. [1 ,2 ]
Ping, Lingyan [1 ,2 ,3 ]
Duong, Duc M. [1 ,2 ]
Modeste, Erica S. [1 ,2 ]
Seyfried, Nicholas T. [1 ,2 ,3 ]
Lah, James J. [1 ,3 ]
Levey, Allan, I [1 ,3 ]
Johnson, Erik C. B. [1 ,3 ]
机构
[1] Emory Univ, Goizueta Alzheimers Dis Res Ctr, Sch Med, Whitehead Bldg Suite 505C,615 Michael St, Atlanta, GA 30322 USA
[2] Emory Univ, Sch Med, Dept Biochem, Atlanta, GA 30322 USA
[3] Emory Univ, Sch Med, Dept Neurol, Atlanta, GA 30322 USA
基金
美国国家卫生研究院;
关键词
TOTAL-TAU; PROTEINS; BETA-AMYLOID((1-42));
D O I
10.1186/s13195-022-01113-5
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Robust and accessible biomarkers that can capture the heterogeneity of Alzheimer's disease and its diverse pathological processes are urgently needed. Here, we undertook an investigation of Alzheimer's disease cerebrospinal fluid (CSF) and plasma from the same subjects (n=18 control, n=18 AD) using three different proteomic platforms-SomaLogic SomaScan, Olink proximity extension assay, and tandem mass tag-based mass spectrometry-to assess which protein markers in these two biofluids may serve as reliable biomarkers of AD pathophysiology observed from unbiased brain proteomics studies. Median correlation of overlapping protein measurements across platforms in CSF (r similar to 0.7) and plasma (r similar to 0.6) was good, with more variability in plasma. The SomaScan technology provided the most measurements in plasma. Surprisingly, many proteins altered in AD CSF were found to be altered in the opposite direction in plasma, including important members of AD brain co-expression modules. An exception was SMOC1, a key member of the brain matrisome module associated with amyloid-beta deposition in AD, which was found to be elevated in both CSF and plasma. Protein co-expression analysis on greater than 7000 protein measurements in CSF and 9500 protein measurements in plasma across all proteomic platforms revealed strong changes in modules related to autophagy, ubiquitination, and sugar metabolism in CSF, and endocytosis and the matrisome in plasma. Cross-platform and cross-biofluid proteomics represents a promising approach for AD biomarker development.
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页数:32
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共 48 条
[1]   Cerebrospinal fluid levels of total-tau, phospho-tau and Aβ42 predicts development of Alzheimer's disease in patients with mild cognitive impairment [J].
Andreasen, N ;
Vanmechelen, E ;
Vanderstichele, H ;
Davidsson, P ;
Blennow, K .
ACTA NEUROLOGICA SCANDINAVICA, 2003, 107 :47-51
[2]   Homogenous 96-Plex PEA Immunoassay Exhibiting High Sensitivity, Specificity, and Excellent Scalability [J].
Assarsson, Erika ;
Lundberg, Martin ;
Holmquist, Goeran ;
Bjoerkesten, Johan ;
Thorsen, Stine Bucht ;
Ekman, Daniel ;
Eriksson, Anna ;
Dickens, Emma Rennel ;
Ohlsson, Sandra ;
Edfeldt, Gabriella ;
Andersson, Ann-Catrin ;
Lindstedt, Patrik ;
Stenvang, Jan ;
Gullberg, Mats ;
Fredriksson, Simon .
PLOS ONE, 2014, 9 (04)
[3]   Proteome profiling in cerebrospinal fluid reveals novel biomarkers of Alzheimer's disease [J].
Bader, Jakob M. ;
Geyer, Philipp E. ;
Mueller, Johannes B. ;
Strauss, Maximilian T. ;
Koch, Manja ;
Leypoldt, Frank ;
Koertvelyessy, Peter ;
Bittner, Daniel ;
Schipke, Carola G. ;
Incesoy, Enise I. ;
Peters, Oliver ;
Deigendesch, Nikolaus ;
Simons, Mikael ;
Jensen, Majken K. ;
Zetterberg, Henrik ;
Mann, Matthias .
MOLECULAR SYSTEMS BIOLOGY, 2020, 16 (06)
[4]   Deep Multilayer Brain Proteomics Identifies Molecular Networks in Alzheimer's Disease Progression [J].
Bai, Bing ;
Wang, Xusheng ;
Li, Yuxin ;
Chen, Ping-Chung ;
Yu, Kaiwen ;
Dey, Kaushik Kumar ;
Yarbro, Jay M. ;
Han, Xian ;
Lutz, Brianna M. ;
Rao, Shuquan ;
Jiao, Yun ;
Sifford, Jeffrey M. ;
Han, Jonghee ;
Wang, Minghui ;
Tan, Haiyan ;
Shaw, Timothy, I ;
Cho, Ji-Hoon ;
Zhou, Suiping ;
Wang, Hong ;
Niu, Mingming ;
Mancieri, Ariana ;
Messler, Kaitlynn A. ;
Sun, Xiaojun ;
Wu, Zhiping ;
Pagala, Vishwajeeth ;
High, Anthony A. ;
Bi, Wenjian ;
Zhang, Hui ;
Chi, Hongbo ;
Haroutunian, Vahram ;
Zhang, Bin ;
Beach, Thomas G. ;
Yu, Gang ;
Peng, Junmin .
NEURON, 2020, 105 (06) :975-+
[5]   Multiscale causal networks identify VGF as a key regulator of Alzheimer's disease [J].
Beckmann, Noam D. ;
Lin, Wei-Jye ;
Wang, Minghui ;
Cohain, Ariella T. ;
Charney, Alexander W. ;
Wang, Pei ;
Ma, Weiping ;
Wang, Ying-Chih ;
Jiang, Cheng ;
Audrain, Mickael ;
Comella, Phillip H. ;
Fakira, Amanda K. ;
Hariharan, Siddharth P. ;
Belbin, Gillian M. ;
Girdhar, Kiran ;
Levey, Allan, I ;
Seyfried, Nicholas T. ;
Dammer, Eric B. ;
Duong, Duc ;
Lah, James J. ;
Haure-Mirande, Jean-Vianney ;
Shackleton, Ben ;
Fanutza, Tomas ;
Blitzer, Robert ;
Kenny, Eimear ;
Zhu, Jun ;
Haroutunian, Vahram ;
Katsel, Pavel ;
Gandy, Sam ;
Tu, Zhidong ;
Ehrlich, Michelle E. ;
Zhang, Bin ;
Salton, Stephen R. ;
Schadt, Eric E. .
NATURE COMMUNICATIONS, 2020, 11 (01)
[6]   Serum neurofilament light chain for individual prognostication of disease activity in people with multiple sclerosis: a retrospective modelling and validation study [J].
Benkert, Pascal ;
Meier, Stephanie ;
Schaedelin, Sabine ;
Manouchehrinia, Ali ;
Yaldizli, Ozgur ;
Maceski, Aleksandra ;
Oechtering, Johanna ;
Achtnichts, Lutz ;
Conen, David ;
Derfuss, Tobias ;
Lalive, Patrice H. ;
Mueller, Christian ;
Muller, Stefanie ;
Naegelin, Yvonne ;
Oksenberg, Jorge R. ;
Pot, Caroline ;
Salmen, Anke ;
Willemse, Eline ;
Kockum, Ingrid ;
Blennow, Kaj ;
Zetterberg, Henrik ;
Gobbi, Claudio ;
Kappos, Ludwig ;
Wiendl, Heinz ;
Berger, Klaus ;
Sormani, Maria Pia ;
Granziera, Cristina ;
Piehl, Fredrik ;
Leppert, David ;
Kuhle, Jens .
LANCET NEUROLOGY, 2022, 21 (03) :246-257
[7]   Sample size calculation while controlling false discovery rate for differential expression analysis with RNA-sequencing experiments [J].
Bi, Ran ;
Liu, Peng .
BMC BIOINFORMATICS, 2016, 17
[8]   ANMerge: A Comprehensive and Accessible Alzheimer's Disease Patient-Level Dataset [J].
Birkenbihl, Colin ;
Westwood, Sarah ;
Shi, Liu ;
Nevado-Holgado, Alejo ;
Westman, Eric ;
Lovestone, Simon ;
Hofmann-Apitius, Martin .
JOURNAL OF ALZHEIMERS DISEASE, 2021, 79 (01) :423-431
[9]   Multibatch TMT Reveals False Positives, Batch Effects and Missing Values [J].
Brenes, Alejandro ;
Hukelmann, Ens ;
Bensaddek, Dalila ;
Lamond, Angus, I .
MOLECULAR & CELLULAR PROTEOMICS, 2019, 18 (10) :1967-1980
[10]   Proteomic Profiling of Plasma and Brain Tissue from Alzheimer's Disease Patients Reveals Candidate Network of Plasma Biomarkers [J].
Chen, Mei ;
Xia, Weiming .
JOURNAL OF ALZHEIMERS DISEASE, 2020, 76 (01) :349-368