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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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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 |
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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 |