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Development of a biomarker database toward performing disease classification and finding disease interrelations

A biomarker is a measurable indicator of a disease or abnormal state of a body that plays an important role in disease diagnosis, prognosis and treatment. The biomarker has become a significant topic due to its versatile usage in the medical field and in rapid detection of the presence or severity o...

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Autores principales: Hossain, Shaikh Farhad, Huang, Ming, Ono, Naoaki, Morita, Aki, Kanaya, Shigehiko, Altaf-Ul-Amin, Md
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7951048/
https://www.ncbi.nlm.nih.gov/pubmed/33705530
http://dx.doi.org/10.1093/database/baab011
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author Hossain, Shaikh Farhad
Huang, Ming
Ono, Naoaki
Morita, Aki
Kanaya, Shigehiko
Altaf-Ul-Amin, Md
author_facet Hossain, Shaikh Farhad
Huang, Ming
Ono, Naoaki
Morita, Aki
Kanaya, Shigehiko
Altaf-Ul-Amin, Md
author_sort Hossain, Shaikh Farhad
collection PubMed
description A biomarker is a measurable indicator of a disease or abnormal state of a body that plays an important role in disease diagnosis, prognosis and treatment. The biomarker has become a significant topic due to its versatile usage in the medical field and in rapid detection of the presence or severity of some diseases. The volume of biomarker data is rapidly increasing and the identified data are scattered. To provide comprehensive information, the explosively growing data need to be recorded in a single platform. There is no open-source freely available comprehensive online biomarker database. To fulfill this purpose, we have developed a human biomarker database as part of the KNApSAcK family databases which contain a vast quantity of information on the relationships between biomarkers and diseases. We have classified the diseases into 18 disease classes, mostly according to the National Center for Biotechnology Information definitions. Apart from this database development, we also have performed disease classification by separately using protein and metabolite biomarkers based on the network clustering algorithm DPClusO and hierarchical clustering. Finally, we reached a conclusion about the relationships among the disease classes. The human biomarker database can be accessed online and the inter-disease relationships may be helpful in understanding the molecular mechanisms of diseases. To our knowledge, this is one of the first approaches to classify diseases based on biomarkers. Database URL:  http://www.knapsackfamily.com/Biomarker/top.php
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spelling pubmed-79510482021-03-16 Development of a biomarker database toward performing disease classification and finding disease interrelations Hossain, Shaikh Farhad Huang, Ming Ono, Naoaki Morita, Aki Kanaya, Shigehiko Altaf-Ul-Amin, Md Database (Oxford) Original Article A biomarker is a measurable indicator of a disease or abnormal state of a body that plays an important role in disease diagnosis, prognosis and treatment. The biomarker has become a significant topic due to its versatile usage in the medical field and in rapid detection of the presence or severity of some diseases. The volume of biomarker data is rapidly increasing and the identified data are scattered. To provide comprehensive information, the explosively growing data need to be recorded in a single platform. There is no open-source freely available comprehensive online biomarker database. To fulfill this purpose, we have developed a human biomarker database as part of the KNApSAcK family databases which contain a vast quantity of information on the relationships between biomarkers and diseases. We have classified the diseases into 18 disease classes, mostly according to the National Center for Biotechnology Information definitions. Apart from this database development, we also have performed disease classification by separately using protein and metabolite biomarkers based on the network clustering algorithm DPClusO and hierarchical clustering. Finally, we reached a conclusion about the relationships among the disease classes. The human biomarker database can be accessed online and the inter-disease relationships may be helpful in understanding the molecular mechanisms of diseases. To our knowledge, this is one of the first approaches to classify diseases based on biomarkers. Database URL:  http://www.knapsackfamily.com/Biomarker/top.php Oxford University Press 2021-03-11 /pmc/articles/PMC7951048/ /pubmed/33705530 http://dx.doi.org/10.1093/database/baab011 Text en © The Author(s) 2021. Published by Oxford University Press. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Article
Hossain, Shaikh Farhad
Huang, Ming
Ono, Naoaki
Morita, Aki
Kanaya, Shigehiko
Altaf-Ul-Amin, Md
Development of a biomarker database toward performing disease classification and finding disease interrelations
title Development of a biomarker database toward performing disease classification and finding disease interrelations
title_full Development of a biomarker database toward performing disease classification and finding disease interrelations
title_fullStr Development of a biomarker database toward performing disease classification and finding disease interrelations
title_full_unstemmed Development of a biomarker database toward performing disease classification and finding disease interrelations
title_short Development of a biomarker database toward performing disease classification and finding disease interrelations
title_sort development of a biomarker database toward performing disease classification and finding disease interrelations
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7951048/
https://www.ncbi.nlm.nih.gov/pubmed/33705530
http://dx.doi.org/10.1093/database/baab011
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