Cargando…

Protocol for integrative subtyping of lower-grade gliomas using the SUMO pipeline

Grouping patients into subtypes with homogeneous molecular features can guide diagnosis and therapeutic interventions. SUMO is a computational pipeline that uses nonnegative matrix factorization of patient-similarity networks to integrate continuous multi-omic datasets for molecular subtyping of a d...

Descripción completa

Detalles Bibliográficos
Autores principales: Sienkiewicz, Karolina, Ratan, Aakrosh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8784395/
https://www.ncbi.nlm.nih.gov/pubmed/35106500
http://dx.doi.org/10.1016/j.xpro.2021.101110
_version_ 1784638727973240832
author Sienkiewicz, Karolina
Ratan, Aakrosh
author_facet Sienkiewicz, Karolina
Ratan, Aakrosh
author_sort Sienkiewicz, Karolina
collection PubMed
description Grouping patients into subtypes with homogeneous molecular features can guide diagnosis and therapeutic interventions. SUMO is a computational pipeline that uses nonnegative matrix factorization of patient-similarity networks to integrate continuous multi-omic datasets for molecular subtyping of a disease. Here, we present a detailed protocol to demonstrate its use in determining subtypes of lower-grade gliomas by integrating gene expression, DNA methylation, and miRNA expression data from the TCGA-LGG cohort. For complete details on the use and execution of this profile, please refer to Sienkiewicz et al. (2022).
format Online
Article
Text
id pubmed-8784395
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-87843952022-01-31 Protocol for integrative subtyping of lower-grade gliomas using the SUMO pipeline Sienkiewicz, Karolina Ratan, Aakrosh STAR Protoc Protocol Grouping patients into subtypes with homogeneous molecular features can guide diagnosis and therapeutic interventions. SUMO is a computational pipeline that uses nonnegative matrix factorization of patient-similarity networks to integrate continuous multi-omic datasets for molecular subtyping of a disease. Here, we present a detailed protocol to demonstrate its use in determining subtypes of lower-grade gliomas by integrating gene expression, DNA methylation, and miRNA expression data from the TCGA-LGG cohort. For complete details on the use and execution of this profile, please refer to Sienkiewicz et al. (2022). Elsevier 2022-01-19 /pmc/articles/PMC8784395/ /pubmed/35106500 http://dx.doi.org/10.1016/j.xpro.2021.101110 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Protocol
Sienkiewicz, Karolina
Ratan, Aakrosh
Protocol for integrative subtyping of lower-grade gliomas using the SUMO pipeline
title Protocol for integrative subtyping of lower-grade gliomas using the SUMO pipeline
title_full Protocol for integrative subtyping of lower-grade gliomas using the SUMO pipeline
title_fullStr Protocol for integrative subtyping of lower-grade gliomas using the SUMO pipeline
title_full_unstemmed Protocol for integrative subtyping of lower-grade gliomas using the SUMO pipeline
title_short Protocol for integrative subtyping of lower-grade gliomas using the SUMO pipeline
title_sort protocol for integrative subtyping of lower-grade gliomas using the sumo pipeline
topic Protocol
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8784395/
https://www.ncbi.nlm.nih.gov/pubmed/35106500
http://dx.doi.org/10.1016/j.xpro.2021.101110
work_keys_str_mv AT sienkiewiczkarolina protocolforintegrativesubtypingoflowergradegliomasusingthesumopipeline
AT ratanaakrosh protocolforintegrativesubtypingoflowergradegliomasusingthesumopipeline