Cargando…

Algorithmic Annotation of Functional Roles for Components of 3,044 Human Molecular Pathways

Current methods of high-throughput molecular and genomic analyses enabled to reconstruct thousands of human molecular pathways. Knowledge of molecular pathways structure and architecture taken along with the gene expression data can help interrogating the pathway activation levels (PALs) using diffe...

Descripción completa

Detalles Bibliográficos
Autores principales: Sorokin, Maxim, Borisov, Nicolas, Kuzmin, Denis, Gudkov, Alexander, Zolotovskaia, Marianna, Garazha, Andrew, Buzdin, Anton
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7900570/
https://www.ncbi.nlm.nih.gov/pubmed/33633781
http://dx.doi.org/10.3389/fgene.2021.617059
_version_ 1783654235699675136
author Sorokin, Maxim
Borisov, Nicolas
Kuzmin, Denis
Gudkov, Alexander
Zolotovskaia, Marianna
Garazha, Andrew
Buzdin, Anton
author_facet Sorokin, Maxim
Borisov, Nicolas
Kuzmin, Denis
Gudkov, Alexander
Zolotovskaia, Marianna
Garazha, Andrew
Buzdin, Anton
author_sort Sorokin, Maxim
collection PubMed
description Current methods of high-throughput molecular and genomic analyses enabled to reconstruct thousands of human molecular pathways. Knowledge of molecular pathways structure and architecture taken along with the gene expression data can help interrogating the pathway activation levels (PALs) using different bioinformatic algorithms. In turn, the pathway activation profiles can characterize molecular processes, which are differentially regulated and give numeric characteristics of the extent of their activation or inhibition. However, different pathway nodes may have different functions toward overall pathway regulation, and calculation of PAL requires knowledge of molecular function of every node in the pathway in terms of its activator or inhibitory role. Thus, high-throughput annotation of functional roles of pathway nodes is required for the comprehensive analysis of the pathway activation profiles. We proposed an algorithm that identifies functional roles of the pathway components and applied it to annotate 3,044 human molecular pathways extracted from the Biocarta, Reactome, KEGG, Qiagen Pathway Central, NCI, and HumanCYC databases and including 9,022 gene products. The resulting knowledgebase can be applied for the direct calculation of the PALs and establishing large scale profiles of the signaling, metabolic, and DNA repair pathway regulation using high throughput gene expression data. We also provide a bioinformatic tool for PAL data calculations using the current pathway knowledgebase.
format Online
Article
Text
id pubmed-7900570
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-79005702021-02-24 Algorithmic Annotation of Functional Roles for Components of 3,044 Human Molecular Pathways Sorokin, Maxim Borisov, Nicolas Kuzmin, Denis Gudkov, Alexander Zolotovskaia, Marianna Garazha, Andrew Buzdin, Anton Front Genet Genetics Current methods of high-throughput molecular and genomic analyses enabled to reconstruct thousands of human molecular pathways. Knowledge of molecular pathways structure and architecture taken along with the gene expression data can help interrogating the pathway activation levels (PALs) using different bioinformatic algorithms. In turn, the pathway activation profiles can characterize molecular processes, which are differentially regulated and give numeric characteristics of the extent of their activation or inhibition. However, different pathway nodes may have different functions toward overall pathway regulation, and calculation of PAL requires knowledge of molecular function of every node in the pathway in terms of its activator or inhibitory role. Thus, high-throughput annotation of functional roles of pathway nodes is required for the comprehensive analysis of the pathway activation profiles. We proposed an algorithm that identifies functional roles of the pathway components and applied it to annotate 3,044 human molecular pathways extracted from the Biocarta, Reactome, KEGG, Qiagen Pathway Central, NCI, and HumanCYC databases and including 9,022 gene products. The resulting knowledgebase can be applied for the direct calculation of the PALs and establishing large scale profiles of the signaling, metabolic, and DNA repair pathway regulation using high throughput gene expression data. We also provide a bioinformatic tool for PAL data calculations using the current pathway knowledgebase. Frontiers Media S.A. 2021-02-09 /pmc/articles/PMC7900570/ /pubmed/33633781 http://dx.doi.org/10.3389/fgene.2021.617059 Text en Copyright © 2021 Sorokin, Borisov, Kuzmin, Gudkov, Zolotovskaia, Garazha and Buzdin. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Genetics
Sorokin, Maxim
Borisov, Nicolas
Kuzmin, Denis
Gudkov, Alexander
Zolotovskaia, Marianna
Garazha, Andrew
Buzdin, Anton
Algorithmic Annotation of Functional Roles for Components of 3,044 Human Molecular Pathways
title Algorithmic Annotation of Functional Roles for Components of 3,044 Human Molecular Pathways
title_full Algorithmic Annotation of Functional Roles for Components of 3,044 Human Molecular Pathways
title_fullStr Algorithmic Annotation of Functional Roles for Components of 3,044 Human Molecular Pathways
title_full_unstemmed Algorithmic Annotation of Functional Roles for Components of 3,044 Human Molecular Pathways
title_short Algorithmic Annotation of Functional Roles for Components of 3,044 Human Molecular Pathways
title_sort algorithmic annotation of functional roles for components of 3,044 human molecular pathways
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7900570/
https://www.ncbi.nlm.nih.gov/pubmed/33633781
http://dx.doi.org/10.3389/fgene.2021.617059
work_keys_str_mv AT sorokinmaxim algorithmicannotationoffunctionalrolesforcomponentsof3044humanmolecularpathways
AT borisovnicolas algorithmicannotationoffunctionalrolesforcomponentsof3044humanmolecularpathways
AT kuzmindenis algorithmicannotationoffunctionalrolesforcomponentsof3044humanmolecularpathways
AT gudkovalexander algorithmicannotationoffunctionalrolesforcomponentsof3044humanmolecularpathways
AT zolotovskaiamarianna algorithmicannotationoffunctionalrolesforcomponentsof3044humanmolecularpathways
AT garazhaandrew algorithmicannotationoffunctionalrolesforcomponentsof3044humanmolecularpathways
AT buzdinanton algorithmicannotationoffunctionalrolesforcomponentsof3044humanmolecularpathways