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MAGI-MS: multiple seed-centric module discovery

SUMMARY: Complex disorders manifest by the interaction of multiple genetic and environmental factors. Through the construction of genetic modules that consist of highly coexpressed genes, it is possible to identify genes that participate in common biological pathways relevant to specific phenotypes....

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Detalles Bibliográficos
Autores principales: Chow, Julie C, Zhou, Ryan, Hormozdiari, Fereydoun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9710684/
https://www.ncbi.nlm.nih.gov/pubmed/36699383
http://dx.doi.org/10.1093/bioadv/vbac025
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author Chow, Julie C
Zhou, Ryan
Hormozdiari, Fereydoun
author_facet Chow, Julie C
Zhou, Ryan
Hormozdiari, Fereydoun
author_sort Chow, Julie C
collection PubMed
description SUMMARY: Complex disorders manifest by the interaction of multiple genetic and environmental factors. Through the construction of genetic modules that consist of highly coexpressed genes, it is possible to identify genes that participate in common biological pathways relevant to specific phenotypes. We have previously developed tools MAGI and MAGI-S for genetic module discovery by incorporating coexpression and protein interaction networks. Here, we introduce an extension to MAGI-S, denoted as Merging Affected Genes into Integrated Networks—Multiple Seeds (MAGI-MS), which permits the user to further specify a disease pathway of interest by selecting multiple seed genes likely to function in the same molecular mechanism. By providing MAGI-MS with seed genes involved in processes underlying certain classes of neurodevelopmental disorders, such as epilepsy, we demonstrate that MAGI-MS can reveal modules enriched in genes relevant to chemical synaptic transmission, glutamatergic synapse and other functions associated with the provided seed genes. AVAILABILITY AND IMPLEMENTATION: MAGI-MS is free and available at https://github.com/jchow32/MAGI-MS. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics Advances online.
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spelling pubmed-97106842023-01-24 MAGI-MS: multiple seed-centric module discovery Chow, Julie C Zhou, Ryan Hormozdiari, Fereydoun Bioinform Adv Application Note SUMMARY: Complex disorders manifest by the interaction of multiple genetic and environmental factors. Through the construction of genetic modules that consist of highly coexpressed genes, it is possible to identify genes that participate in common biological pathways relevant to specific phenotypes. We have previously developed tools MAGI and MAGI-S for genetic module discovery by incorporating coexpression and protein interaction networks. Here, we introduce an extension to MAGI-S, denoted as Merging Affected Genes into Integrated Networks—Multiple Seeds (MAGI-MS), which permits the user to further specify a disease pathway of interest by selecting multiple seed genes likely to function in the same molecular mechanism. By providing MAGI-MS with seed genes involved in processes underlying certain classes of neurodevelopmental disorders, such as epilepsy, we demonstrate that MAGI-MS can reveal modules enriched in genes relevant to chemical synaptic transmission, glutamatergic synapse and other functions associated with the provided seed genes. AVAILABILITY AND IMPLEMENTATION: MAGI-MS is free and available at https://github.com/jchow32/MAGI-MS. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics Advances online. Oxford University Press 2022-04-29 /pmc/articles/PMC9710684/ /pubmed/36699383 http://dx.doi.org/10.1093/bioadv/vbac025 Text en © The Author(s) 2022. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Application Note
Chow, Julie C
Zhou, Ryan
Hormozdiari, Fereydoun
MAGI-MS: multiple seed-centric module discovery
title MAGI-MS: multiple seed-centric module discovery
title_full MAGI-MS: multiple seed-centric module discovery
title_fullStr MAGI-MS: multiple seed-centric module discovery
title_full_unstemmed MAGI-MS: multiple seed-centric module discovery
title_short MAGI-MS: multiple seed-centric module discovery
title_sort magi-ms: multiple seed-centric module discovery
topic Application Note
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9710684/
https://www.ncbi.nlm.nih.gov/pubmed/36699383
http://dx.doi.org/10.1093/bioadv/vbac025
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