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PathwayMatcher: proteoform-centric network construction enables fine-granularity multiomics pathway mapping
BACKGROUND: Mapping biomedical data to functional knowledge is an essential task in bioinformatics and can be achieved by querying identifiers (e.g., gene sets) in pathway knowledge bases. However, the isoform and posttranslational modification states of proteins are lost when converting input and p...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6667378/ https://www.ncbi.nlm.nih.gov/pubmed/31363752 http://dx.doi.org/10.1093/gigascience/giz088 |
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author | Sánchez, Luis Francisco Hernández Burger, Bram Horro, Carlos Fabregat, Antonio Johansson, Stefan Njølstad, Pål Rasmus Barsnes, Harald Hermjakob, Henning Vaudel, Marc |
author_facet | Sánchez, Luis Francisco Hernández Burger, Bram Horro, Carlos Fabregat, Antonio Johansson, Stefan Njølstad, Pål Rasmus Barsnes, Harald Hermjakob, Henning Vaudel, Marc |
author_sort | Sánchez, Luis Francisco Hernández |
collection | PubMed |
description | BACKGROUND: Mapping biomedical data to functional knowledge is an essential task in bioinformatics and can be achieved by querying identifiers (e.g., gene sets) in pathway knowledge bases. However, the isoform and posttranslational modification states of proteins are lost when converting input and pathways into gene-centric lists. FINDINGS: Based on the Reactome knowledge base, we built a network of protein-protein interactions accounting for the documented isoform and modification statuses of proteins. We then implemented a command line application called PathwayMatcher (github.com/PathwayAnalysisPlatform/PathwayMatcher) to query this network. PathwayMatcher supports multiple types of omics data as input and outputs the possibly affected biochemical reactions, subnetworks, and pathways. CONCLUSIONS: PathwayMatcher enables refining the network representation of pathways by including proteoforms defined as protein isoforms with posttranslational modifications. The specificity of pathway analyses is hence adapted to different levels of granularity, and it becomes possible to distinguish interactions between different forms of the same protein. |
format | Online Article Text |
id | pubmed-6667378 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-66673782019-08-05 PathwayMatcher: proteoform-centric network construction enables fine-granularity multiomics pathway mapping Sánchez, Luis Francisco Hernández Burger, Bram Horro, Carlos Fabregat, Antonio Johansson, Stefan Njølstad, Pål Rasmus Barsnes, Harald Hermjakob, Henning Vaudel, Marc Gigascience Technical Note BACKGROUND: Mapping biomedical data to functional knowledge is an essential task in bioinformatics and can be achieved by querying identifiers (e.g., gene sets) in pathway knowledge bases. However, the isoform and posttranslational modification states of proteins are lost when converting input and pathways into gene-centric lists. FINDINGS: Based on the Reactome knowledge base, we built a network of protein-protein interactions accounting for the documented isoform and modification statuses of proteins. We then implemented a command line application called PathwayMatcher (github.com/PathwayAnalysisPlatform/PathwayMatcher) to query this network. PathwayMatcher supports multiple types of omics data as input and outputs the possibly affected biochemical reactions, subnetworks, and pathways. CONCLUSIONS: PathwayMatcher enables refining the network representation of pathways by including proteoforms defined as protein isoforms with posttranslational modifications. The specificity of pathway analyses is hence adapted to different levels of granularity, and it becomes possible to distinguish interactions between different forms of the same protein. Oxford University Press 2019-07-30 /pmc/articles/PMC6667378/ /pubmed/31363752 http://dx.doi.org/10.1093/gigascience/giz088 Text en © The Author(s) 2019. 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 | Technical Note Sánchez, Luis Francisco Hernández Burger, Bram Horro, Carlos Fabregat, Antonio Johansson, Stefan Njølstad, Pål Rasmus Barsnes, Harald Hermjakob, Henning Vaudel, Marc PathwayMatcher: proteoform-centric network construction enables fine-granularity multiomics pathway mapping |
title | PathwayMatcher: proteoform-centric network construction enables fine-granularity multiomics pathway mapping |
title_full | PathwayMatcher: proteoform-centric network construction enables fine-granularity multiomics pathway mapping |
title_fullStr | PathwayMatcher: proteoform-centric network construction enables fine-granularity multiomics pathway mapping |
title_full_unstemmed | PathwayMatcher: proteoform-centric network construction enables fine-granularity multiomics pathway mapping |
title_short | PathwayMatcher: proteoform-centric network construction enables fine-granularity multiomics pathway mapping |
title_sort | pathwaymatcher: proteoform-centric network construction enables fine-granularity multiomics pathway mapping |
topic | Technical Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6667378/ https://www.ncbi.nlm.nih.gov/pubmed/31363752 http://dx.doi.org/10.1093/gigascience/giz088 |
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