Statistical Methods and Inference

Individual-Specific Gaussian Graphical Models for Heterogeneous Populations with Application to Epigenetic Gene Regulation in Lung Adenocarcinoma

SIREN estimates individual-specific gene regulatory networks from multi-omics data, revealing epigenetic heterogeneity in lung adenocarcinoma that correlates with patient survival.

Joint Variable Selection for Omic Biomarkers in Time-to-Event Data

The paper introduces vampW, a Bayesian method for joint variable selection in omic biomarkers and time-to-event data, showing reduced false discoveries and improved prediction.