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A multimodal dataset from Singh et al. (2019) containing demographic, cellular, electrophysiological, and molecular features for predicting cardiac-related hospitalizations. Used in examples throughout the caretMultimodal package.

Usage

heart_failure_datasets

Format

A named list with 5 elements:

demo

A data.frame of demographic features

cells

A data.frame of cell count features

holter

A data.frame of Holter monitor (ECG) features

mrna

A data.frame of mRNA expression features

proteins

A data.frame of protein abundance features

Source

Singh et al. Ensembling Electrical and Proteogenomics Biomarkers for Improved Prediction of Cardiac-Related 3-Month Hospitalizations: A Pilot Study. Can J Cardiol. 2019 Apr. doi:10.1016/j.cjca.2018.11.021