We present a protocol for obtaining cancer type and subtype predictions using a machine learning method (subSCOPE). We describe steps for data preparation, subSCOPE setup, and running subSCOPE inference on prepared data. The protocol supports five -omics data types as input (DNA methylation, gene expression, microRNA [miRNA] expression, point mutations, and copy-number variants) and allows individual cancer type and data type selection. For non-The Cancer Genome Atlas (TCGA) cancer samples, it provides subtype-level classification across 26 different TCGA cancer cohorts and 106 subtypes. For complete details on the use and execution of this protocol, please refer to Ellrott et al.1

Grewal, J., Robertson, A., Ellrott, K., Wong, C., Lee, J., Yau, C., et al. (2025). Protocol for obtaining cancer type and subtype predictions using subSCOPE. STAR PROTOCOLS, 6(2 (20 June 2025)) [10.1016/j.xpro.2025.103705].

Protocol for obtaining cancer type and subtype predictions using subSCOPE

Ramazzotti D.
Membro del Collaboration Group
;
2025

Abstract

We present a protocol for obtaining cancer type and subtype predictions using a machine learning method (subSCOPE). We describe steps for data preparation, subSCOPE setup, and running subSCOPE inference on prepared data. The protocol supports five -omics data types as input (DNA methylation, gene expression, microRNA [miRNA] expression, point mutations, and copy-number variants) and allows individual cancer type and data type selection. For non-The Cancer Genome Atlas (TCGA) cancer samples, it provides subtype-level classification across 26 different TCGA cancer cohorts and 106 subtypes. For complete details on the use and execution of this protocol, please refer to Ellrott et al.1
Articolo in rivista - Articolo scientifico
Bioinformatics; Cancer; Computer sciences; Genomics;
English
10-apr-2025
2025
6
2 (20 June 2025)
103705
open
Grewal, J., Robertson, A., Ellrott, K., Wong, C., Lee, J., Yau, C., et al. (2025). Protocol for obtaining cancer type and subtype predictions using subSCOPE. STAR PROTOCOLS, 6(2 (20 June 2025)) [10.1016/j.xpro.2025.103705].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/549922
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