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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...

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Autores principales: Liu, Chun-Han, Liu, Lian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: International Scientific Literature, Inc. 2017
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.
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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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