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A Novel Method to Identify Differential Pathways in Hippocampus Alzheimer’s Disease
BACKGROUND: Alzheimer’s disease (AD) is the most common type of dementia. The objective of this paper is to propose a novel method to identify differential pathways in hippocampus AD. MATERIAL/METHODS: We proposed a combined method by merging existed methods. Firstly, pathways were identified by fou...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
International Scientific Literature, Inc.
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5436445/ https://www.ncbi.nlm.nih.gov/pubmed/28479591 http://dx.doi.org/10.12659/MSM.900929 |
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author | Liu, Chun-Han Liu, Lian |
author_facet | Liu, Chun-Han Liu, Lian |
author_sort | Liu, Chun-Han |
collection | PubMed |
description | BACKGROUND: Alzheimer’s disease (AD) is the most common type of dementia. The objective of this paper is to propose a novel method to identify differential pathways in hippocampus AD. MATERIAL/METHODS: We proposed a combined method by merging existed methods. Firstly, pathways were identified by four known methods (DAVID, the neaGUI package, the pathway-based co-expressed method, and the pathway network approach), and differential pathways were evaluated through setting weight thresholds. Subsequently, we combined all pathways by a rank-based algorithm and called the method the combined method. Finally, common differential pathways across two or more of five methods were selected. RESULTS: Pathways obtained from different methods were also different. The combined method obtained 1639 pathways and 596 differential pathways, which included all pathways gained from the four existing methods; hence, the novel method solved the problem of inconsistent results. Besides, a total of 13 common pathways were identified, such as metabolism, immune system, and cell cycle. CONCLUSIONS: We have proposed a novel method by combining four existing methods based on a rank product algorithm, and identified 13 significant differential pathways based on it. These differential pathways might provide insight into treatment and diagnosis of hippocampus AD. |
format | Online Article Text |
id | pubmed-5436445 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | International Scientific Literature, Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-54364452017-05-24 A Novel Method to Identify Differential Pathways in Hippocampus Alzheimer’s Disease Liu, Chun-Han Liu, Lian Med Sci Monit Meta-Analysis BACKGROUND: Alzheimer’s disease (AD) is the most common type of dementia. The objective of this paper is to propose a novel method to identify differential pathways in hippocampus AD. MATERIAL/METHODS: We proposed a combined method by merging existed methods. Firstly, pathways were identified by four known methods (DAVID, the neaGUI package, the pathway-based co-expressed method, and the pathway network approach), and differential pathways were evaluated through setting weight thresholds. Subsequently, we combined all pathways by a rank-based algorithm and called the method the combined method. Finally, common differential pathways across two or more of five methods were selected. RESULTS: Pathways obtained from different methods were also different. The combined method obtained 1639 pathways and 596 differential pathways, which included all pathways gained from the four existing methods; hence, the novel method solved the problem of inconsistent results. Besides, a total of 13 common pathways were identified, such as metabolism, immune system, and cell cycle. CONCLUSIONS: We have proposed a novel method by combining four existing methods based on a rank product algorithm, and identified 13 significant differential pathways based on it. These differential pathways might provide insight into treatment and diagnosis of hippocampus AD. International Scientific Literature, Inc. 2017-05-08 /pmc/articles/PMC5436445/ /pubmed/28479591 http://dx.doi.org/10.12659/MSM.900929 Text en © Med Sci Monit, 2017 This work is licensed under Creative Common Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) ) |
spellingShingle | Meta-Analysis Liu, Chun-Han Liu, Lian A Novel Method to Identify Differential Pathways in Hippocampus Alzheimer’s Disease |
title | A Novel Method to Identify Differential Pathways in Hippocampus Alzheimer’s Disease |
title_full | A Novel Method to Identify Differential Pathways in Hippocampus Alzheimer’s Disease |
title_fullStr | A Novel Method to Identify Differential Pathways in Hippocampus Alzheimer’s Disease |
title_full_unstemmed | A Novel Method to Identify Differential Pathways in Hippocampus Alzheimer’s Disease |
title_short | A Novel Method to Identify Differential Pathways in Hippocampus Alzheimer’s Disease |
title_sort | novel method to identify differential pathways in hippocampus alzheimer’s disease |
topic | Meta-Analysis |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5436445/ https://www.ncbi.nlm.nih.gov/pubmed/28479591 http://dx.doi.org/10.12659/MSM.900929 |
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