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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...

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Autores principales: Sánchez, Luis Francisco Hernández, Burger, Bram, Horro, Carlos, Fabregat, Antonio, Johansson, Stefan, Njølstad, Pål Rasmus, Barsnes, Harald, Hermjakob, Henning, Vaudel, Marc
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2019
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.
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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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