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Deep undepleted human serum proteome profiling toward biomarker discovery for Alzheimer’s disease

BACKGROUND: Blood-based protein measurement is a routine practice for detecting biomarkers in human disease. Comprehensive profiling of blood/plasma/serum proteome is a challenge due to an extremely large dynamic range, as exemplified by a small subset of highly abundant proteins. Antibody-based dep...

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Autores principales: Dey, Kaushik Kumar, Wang, Hong, Niu, Mingming, Bai, Bing, Wang, Xusheng, Li, Yuxin, Cho, Ji-Hoon, Tan, Haiyan, Mishra, Ashutosh, High, Anthony A., Chen, Ping-Chung, Wu, Zhiping, Beach, Thomas G., Peng, Junmin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6472024/
https://www.ncbi.nlm.nih.gov/pubmed/31019427
http://dx.doi.org/10.1186/s12014-019-9237-1
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author Dey, Kaushik Kumar
Wang, Hong
Niu, Mingming
Bai, Bing
Wang, Xusheng
Li, Yuxin
Cho, Ji-Hoon
Tan, Haiyan
Mishra, Ashutosh
High, Anthony A.
Chen, Ping-Chung
Wu, Zhiping
Beach, Thomas G.
Peng, Junmin
author_facet Dey, Kaushik Kumar
Wang, Hong
Niu, Mingming
Bai, Bing
Wang, Xusheng
Li, Yuxin
Cho, Ji-Hoon
Tan, Haiyan
Mishra, Ashutosh
High, Anthony A.
Chen, Ping-Chung
Wu, Zhiping
Beach, Thomas G.
Peng, Junmin
author_sort Dey, Kaushik Kumar
collection PubMed
description BACKGROUND: Blood-based protein measurement is a routine practice for detecting biomarkers in human disease. Comprehensive profiling of blood/plasma/serum proteome is a challenge due to an extremely large dynamic range, as exemplified by a small subset of highly abundant proteins. Antibody-based depletion of these abundant proteins alleviates the problem but introduces experimental variations. We aimed to establish a method for direct profiling of undepleted human serum and apply the method toward biomarker discovery for Alzheimer’s disease (AD), as AD is the most common form of dementia without available blood-based biomarkers in clinic. METHODS: We present an ultra-deep analysis of undepleted human serum proteome by combining the latest 11-plex tandem-mass-tag (TMT) labeling, exhaustive two-dimensional liquid chromatography (LC/LC) fractionation (the 1st LC: 3 h for 180 fractions, and the 2nd LC: 3 h gradient per fraction), coupled with high resolution tandem mass spectrometry (MS/MS). AD (n = 6) and control (n = 5) sera were analyzed in this pilot study. In addition, we implemented a multiplexed targeted LC–MS3 method (TOMAHAQ) for the validation of selected target proteins. RESULTS: The TMT–LC/LC–MS/MS platform is capable of analyzing 4826 protein components (4368 genes), covering at least 6 orders of magnitude in dynamic range, representing one of the deepest serum proteome analysis. We defined intra- and inter- group variability in the AD and control groups. Statistical analysis revealed differentially expressed proteins in AD (26 decreased and 4 increased). Notably, these altered proteins are enriched in the known pathways of mitochondria, fatty acid beta oxidation, and AGE/RAGE. Finally, we set up a TOMAHAQ method to confirm the decrease of PCK2 and AK2 in our AD samples. CONCLUSIONS: Our results show an ultra-deep serum discovery study by TMT–LC/LC–MS/MS, and a validation experiment by TOMAHAQ targeted LC–MS3. The MS-based discovery and validation methods are of general use for biomarker discovery from complex biofluids (e.g. serum proteome). This pilot study also identified deregulated proteins, in particular proteins associated with mitochondrial function in the AD serum samples. These proteins may serve as novel AD candidate biomarkers. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12014-019-9237-1) contains supplementary material, which is available to authorized users.
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spelling pubmed-64720242019-04-24 Deep undepleted human serum proteome profiling toward biomarker discovery for Alzheimer’s disease Dey, Kaushik Kumar Wang, Hong Niu, Mingming Bai, Bing Wang, Xusheng Li, Yuxin Cho, Ji-Hoon Tan, Haiyan Mishra, Ashutosh High, Anthony A. Chen, Ping-Chung Wu, Zhiping Beach, Thomas G. Peng, Junmin Clin Proteomics Research BACKGROUND: Blood-based protein measurement is a routine practice for detecting biomarkers in human disease. Comprehensive profiling of blood/plasma/serum proteome is a challenge due to an extremely large dynamic range, as exemplified by a small subset of highly abundant proteins. Antibody-based depletion of these abundant proteins alleviates the problem but introduces experimental variations. We aimed to establish a method for direct profiling of undepleted human serum and apply the method toward biomarker discovery for Alzheimer’s disease (AD), as AD is the most common form of dementia without available blood-based biomarkers in clinic. METHODS: We present an ultra-deep analysis of undepleted human serum proteome by combining the latest 11-plex tandem-mass-tag (TMT) labeling, exhaustive two-dimensional liquid chromatography (LC/LC) fractionation (the 1st LC: 3 h for 180 fractions, and the 2nd LC: 3 h gradient per fraction), coupled with high resolution tandem mass spectrometry (MS/MS). AD (n = 6) and control (n = 5) sera were analyzed in this pilot study. In addition, we implemented a multiplexed targeted LC–MS3 method (TOMAHAQ) for the validation of selected target proteins. RESULTS: The TMT–LC/LC–MS/MS platform is capable of analyzing 4826 protein components (4368 genes), covering at least 6 orders of magnitude in dynamic range, representing one of the deepest serum proteome analysis. We defined intra- and inter- group variability in the AD and control groups. Statistical analysis revealed differentially expressed proteins in AD (26 decreased and 4 increased). Notably, these altered proteins are enriched in the known pathways of mitochondria, fatty acid beta oxidation, and AGE/RAGE. Finally, we set up a TOMAHAQ method to confirm the decrease of PCK2 and AK2 in our AD samples. CONCLUSIONS: Our results show an ultra-deep serum discovery study by TMT–LC/LC–MS/MS, and a validation experiment by TOMAHAQ targeted LC–MS3. The MS-based discovery and validation methods are of general use for biomarker discovery from complex biofluids (e.g. serum proteome). This pilot study also identified deregulated proteins, in particular proteins associated with mitochondrial function in the AD serum samples. These proteins may serve as novel AD candidate biomarkers. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12014-019-9237-1) contains supplementary material, which is available to authorized users. BioMed Central 2019-04-17 /pmc/articles/PMC6472024/ /pubmed/31019427 http://dx.doi.org/10.1186/s12014-019-9237-1 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Dey, Kaushik Kumar
Wang, Hong
Niu, Mingming
Bai, Bing
Wang, Xusheng
Li, Yuxin
Cho, Ji-Hoon
Tan, Haiyan
Mishra, Ashutosh
High, Anthony A.
Chen, Ping-Chung
Wu, Zhiping
Beach, Thomas G.
Peng, Junmin
Deep undepleted human serum proteome profiling toward biomarker discovery for Alzheimer’s disease
title Deep undepleted human serum proteome profiling toward biomarker discovery for Alzheimer’s disease
title_full Deep undepleted human serum proteome profiling toward biomarker discovery for Alzheimer’s disease
title_fullStr Deep undepleted human serum proteome profiling toward biomarker discovery for Alzheimer’s disease
title_full_unstemmed Deep undepleted human serum proteome profiling toward biomarker discovery for Alzheimer’s disease
title_short Deep undepleted human serum proteome profiling toward biomarker discovery for Alzheimer’s disease
title_sort deep undepleted human serum proteome profiling toward biomarker discovery for alzheimer’s disease
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6472024/
https://www.ncbi.nlm.nih.gov/pubmed/31019427
http://dx.doi.org/10.1186/s12014-019-9237-1
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