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Marquette University

Cancer

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Full-Text Articles in Bioinformatics

Survival-Related Clustering Of Cancer Patients By Integrating Clinical And Biological Datasets, Xinming Wei Jul 2020

Survival-Related Clustering Of Cancer Patients By Integrating Clinical And Biological Datasets, Xinming Wei

Master's Theses (2009 -)

Subtype-based treatments and drug therapies are essential aspects to be considered in cancer patients' clinical trials to provide appropriate personalized therapies. With the advancement of the next-generation sequencing technology, several computational models, integrating genomic and transcriptomic datasets (i.e., multi-omics) in the prediction of subtype-based classification in cancer patients, were emerged. However, integration of the prognostic features from the clinical data, related to survival risks with the multi-omics datasets in the prediction of different subtypes, is limited and an important research area to be explored. In this study, we proposed a data integration pipeline with the prognostic features from the clinical …