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

被引:1
|
作者
Sienkiewicz, Karolina [1 ]
Ratan, Aakrosh [1 ,2 ,3 ]
机构
[1] Univ Virginia, Ctr Publ Hlth Genom, Charlottesville, VA 22908 USA
[2] Univ Virginia, Dept Publ Hlth Sci, Charlottesville, VA 22908 USA
[3] Univ Virginia, Canc Ctr, Charlottesville, VA 22908 USA
来源
STAR PROTOCOLS | 2022年 / 3卷 / 01期
基金
美国国家卫生研究院;
关键词
Bioinformatics; Cancer; Gene Expression; Genomics; Health Sciences;
D O I
10.1016/j.xpro.2021.101110
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Grouping patients into subtypes with homogeneous molecular features can guide diagnosis and therapeutic interventions. SUMO is a computational pipe-line 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 sub-types 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).
引用
收藏
页数:20
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