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Detecting molecular subtypes from multi-omics datasets using SUMO
We present a data integration framework that uses non-negative matrix factorization of patient-similarity networks to integrate continuous multi-omics datasets for molecular subtyping. It is demonstrated to have the capability to handle missing data without using imputation and to be consistently am...
Autores principales: | Sienkiewicz, Karolina, Chen, Jinyu, Chatrath, Ajay, Lawson, John T., Sheffield, Nathan C., Zhang, Louxin, Ratan, Aakrosh |
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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/PMC8865426/ https://www.ncbi.nlm.nih.gov/pubmed/35211690 http://dx.doi.org/10.1016/j.crmeth.2021.100152 |
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