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Identification of molecular alterations in leukocytes from gene expression profiles of peripheral whole blood of Alzheimer’s disease

Blood-based test has been considered as a promising way to diagnose and study Alzheimer’s disease (AD). However, the changed proportions of the leukocytes under disease states could confound the aberrant expression signals observed in mixed-cell blood samples. We have previously proposed a method, R...

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Autores principales: Li, Hongdong, Hong, Guini, Lin, Mengna, Shi, Yidan, Wang, Lili, Jiang, Fengle, Zhang, Fan, Wang, Yuhang, Guo, Zheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5656592/
https://www.ncbi.nlm.nih.gov/pubmed/29070791
http://dx.doi.org/10.1038/s41598-017-13700-w
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author Li, Hongdong
Hong, Guini
Lin, Mengna
Shi, Yidan
Wang, Lili
Jiang, Fengle
Zhang, Fan
Wang, Yuhang
Guo, Zheng
author_facet Li, Hongdong
Hong, Guini
Lin, Mengna
Shi, Yidan
Wang, Lili
Jiang, Fengle
Zhang, Fan
Wang, Yuhang
Guo, Zheng
author_sort Li, Hongdong
collection PubMed
description Blood-based test has been considered as a promising way to diagnose and study Alzheimer’s disease (AD). However, the changed proportions of the leukocytes under disease states could confound the aberrant expression signals observed in mixed-cell blood samples. We have previously proposed a method, Ref-REO, to detect the leukocyte specific expression alterations from mixed-cell blood samples. In this study, by applying Ref-REO, we detect 42 and 45 differentially expressed genes (DEGs) between AD and normal peripheral whole blood (PWB) samples in two datasets, respectively. These DEGs are mainly associated with AD-associated functions such as Wnt signaling pathways and mitochondrion dysfunctions. They are also reproducible in AD brain tissue, and tend to interact with the reported AD-associated biomarkers and overlap with targets of AD-associated PWB miRNAs. Moreover, they are closely associated with aging and have severer expression alterations in the younger adults with AD. Finally, diagnostic signatures are constructed from these leukocyte specific alterations, whose area under the curve (AUC) for predicting AD is higher than 0.73 in the two AD PWB datasets. In conclusion, gene expression alterations in leukocytes could be extracted from AD PWB samples, which are closely associated with AD progression, and used as a diagnostic signature of AD.
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spelling pubmed-56565922017-10-31 Identification of molecular alterations in leukocytes from gene expression profiles of peripheral whole blood of Alzheimer’s disease Li, Hongdong Hong, Guini Lin, Mengna Shi, Yidan Wang, Lili Jiang, Fengle Zhang, Fan Wang, Yuhang Guo, Zheng Sci Rep Article Blood-based test has been considered as a promising way to diagnose and study Alzheimer’s disease (AD). However, the changed proportions of the leukocytes under disease states could confound the aberrant expression signals observed in mixed-cell blood samples. We have previously proposed a method, Ref-REO, to detect the leukocyte specific expression alterations from mixed-cell blood samples. In this study, by applying Ref-REO, we detect 42 and 45 differentially expressed genes (DEGs) between AD and normal peripheral whole blood (PWB) samples in two datasets, respectively. These DEGs are mainly associated with AD-associated functions such as Wnt signaling pathways and mitochondrion dysfunctions. They are also reproducible in AD brain tissue, and tend to interact with the reported AD-associated biomarkers and overlap with targets of AD-associated PWB miRNAs. Moreover, they are closely associated with aging and have severer expression alterations in the younger adults with AD. Finally, diagnostic signatures are constructed from these leukocyte specific alterations, whose area under the curve (AUC) for predicting AD is higher than 0.73 in the two AD PWB datasets. In conclusion, gene expression alterations in leukocytes could be extracted from AD PWB samples, which are closely associated with AD progression, and used as a diagnostic signature of AD. Nature Publishing Group UK 2017-10-25 /pmc/articles/PMC5656592/ /pubmed/29070791 http://dx.doi.org/10.1038/s41598-017-13700-w Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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 images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Li, Hongdong
Hong, Guini
Lin, Mengna
Shi, Yidan
Wang, Lili
Jiang, Fengle
Zhang, Fan
Wang, Yuhang
Guo, Zheng
Identification of molecular alterations in leukocytes from gene expression profiles of peripheral whole blood of Alzheimer’s disease
title Identification of molecular alterations in leukocytes from gene expression profiles of peripheral whole blood of Alzheimer’s disease
title_full Identification of molecular alterations in leukocytes from gene expression profiles of peripheral whole blood of Alzheimer’s disease
title_fullStr Identification of molecular alterations in leukocytes from gene expression profiles of peripheral whole blood of Alzheimer’s disease
title_full_unstemmed Identification of molecular alterations in leukocytes from gene expression profiles of peripheral whole blood of Alzheimer’s disease
title_short Identification of molecular alterations in leukocytes from gene expression profiles of peripheral whole blood of Alzheimer’s disease
title_sort identification of molecular alterations in leukocytes from gene expression profiles of peripheral whole blood of alzheimer’s disease
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5656592/
https://www.ncbi.nlm.nih.gov/pubmed/29070791
http://dx.doi.org/10.1038/s41598-017-13700-w
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