Construction and Analysis of Human Diseases and Metabolites Network

The relationship between aberrant metabolism and the initiation and progression of diseases has gained considerable attention in recent years. To gain insights into the global relationship between diseases and metabolites, here we constructed a human diseases-metabolites network (HDMN). Through anal...

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Main Authors: Kai Mi, Yanan Jiang, Jiaxin Chen, Dongxu Lv, Zhipeng Qian, Hui Sun, Desi Shang
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-04-01
Series:Frontiers in Bioengineering and Biotechnology
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fbioe.2020.00398/full
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spelling doaj-5772ba4fb18a4e1f8ce1ce2f9b964af22020-11-25T03:11:24ZengFrontiers Media S.A.Frontiers in Bioengineering and Biotechnology2296-41852020-04-01810.3389/fbioe.2020.00398506642Construction and Analysis of Human Diseases and Metabolites NetworkKai Mi0Yanan Jiang1Yanan Jiang2Yanan Jiang3Jiaxin Chen4Dongxu Lv5Zhipeng Qian6Hui Sun7Desi Shang8College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, ChinaCollege of Bioinformatics Science and Technology, Harbin Medical University, Harbin, ChinaDepartment of Pharmacology (State-Province Key Laboratories of Biomedicine – Pharmaceutics of China, Key Laboratory of Cardiovascular Research, Ministry of Education), College of Pharmacy, Harbin Medical University, Harbin, ChinaTranslational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, ChinaSchool of Medical Informatics, Harbin Medical University, Daqing, ChinaCollege of Bioinformatics Science and Technology, Harbin Medical University, Harbin, ChinaCollege of Bioinformatics Science and Technology, Harbin Medical University, Harbin, ChinaPharmaceutical Experiment Teaching Center, College of Pharmacy, Harbin Medical University, Harbin, ChinaCollege of Bioinformatics Science and Technology, Harbin Medical University, Harbin, ChinaThe relationship between aberrant metabolism and the initiation and progression of diseases has gained considerable attention in recent years. To gain insights into the global relationship between diseases and metabolites, here we constructed a human diseases-metabolites network (HDMN). Through analyses based on network biology, the metabolites associated with the same disorder tend to participate in the same metabolic pathway or cascade. In addition, the shortest distance between disease-related metabolites was shorter than that of all metabolites in the Kyoto Encyclopedia of Genes and Genomes (KEGG) metabolic network. Both disease and metabolite nodes in the HDMN displayed slight clustering phenomenon, resulting in functional modules. Furthermore, a significant positive correlation was observed between the degree of metabolites and the proportion of disease-related metabolites in the KEGG metabolic network. We also found that the average degree of disease metabolites is larger than that of all metabolites. Depicting a comprehensive characteristic of HDMN could provide great insights into understanding the global relationship between disease and metabolites.https://www.frontiersin.org/article/10.3389/fbioe.2020.00398/fulldiseasemetabolitenetwork randomcorrelationfunctional modules
collection DOAJ
language English
format Article
sources DOAJ
author Kai Mi
Yanan Jiang
Yanan Jiang
Yanan Jiang
Jiaxin Chen
Dongxu Lv
Zhipeng Qian
Hui Sun
Desi Shang
spellingShingle Kai Mi
Yanan Jiang
Yanan Jiang
Yanan Jiang
Jiaxin Chen
Dongxu Lv
Zhipeng Qian
Hui Sun
Desi Shang
Construction and Analysis of Human Diseases and Metabolites Network
Frontiers in Bioengineering and Biotechnology
disease
metabolite
network random
correlation
functional modules
author_facet Kai Mi
Yanan Jiang
Yanan Jiang
Yanan Jiang
Jiaxin Chen
Dongxu Lv
Zhipeng Qian
Hui Sun
Desi Shang
author_sort Kai Mi
title Construction and Analysis of Human Diseases and Metabolites Network
title_short Construction and Analysis of Human Diseases and Metabolites Network
title_full Construction and Analysis of Human Diseases and Metabolites Network
title_fullStr Construction and Analysis of Human Diseases and Metabolites Network
title_full_unstemmed Construction and Analysis of Human Diseases and Metabolites Network
title_sort construction and analysis of human diseases and metabolites network
publisher Frontiers Media S.A.
series Frontiers in Bioengineering and Biotechnology
issn 2296-4185
publishDate 2020-04-01
description The relationship between aberrant metabolism and the initiation and progression of diseases has gained considerable attention in recent years. To gain insights into the global relationship between diseases and metabolites, here we constructed a human diseases-metabolites network (HDMN). Through analyses based on network biology, the metabolites associated with the same disorder tend to participate in the same metabolic pathway or cascade. In addition, the shortest distance between disease-related metabolites was shorter than that of all metabolites in the Kyoto Encyclopedia of Genes and Genomes (KEGG) metabolic network. Both disease and metabolite nodes in the HDMN displayed slight clustering phenomenon, resulting in functional modules. Furthermore, a significant positive correlation was observed between the degree of metabolites and the proportion of disease-related metabolites in the KEGG metabolic network. We also found that the average degree of disease metabolites is larger than that of all metabolites. Depicting a comprehensive characteristic of HDMN could provide great insights into understanding the global relationship between disease and metabolites.
topic disease
metabolite
network random
correlation
functional modules
url https://www.frontiersin.org/article/10.3389/fbioe.2020.00398/full
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