Preprints, peer-reviewed papers, and software releases from Flagship-affiliated authors. Author names on this page link to Human Technopole profiles where available.
Preprints
Recent submissions to arXiv, newest first.
Preprint · July 2026
Enhancing comorbidity network inference with risk-enriched health trajectories embedding
Nicole Fontana, Alessia Mapelli, Emanuele Di Angelantonio, Francesca Ieva
Proposes a methodological pipeline that leverages Gaussian graphical models to infer risk-adjusted comorbidity networks from longitudinal data represented as sequences of clinical events over the life course.
Preprint · June 2026
Prior-informed conditional Gaussian graphical models: an application to protein interaction network reconstruction
Alessia Mapelli, Michela Carlotta Massi, Gianmauro Cuccuru, Emanuele Di Angelantonio, Francesca Ieva
Introduces a scalable framework based on Gaussian graphical regression models to reconstruct molecular interaction networks by integrating database-derived interaction priors with covariate-dependent network modelling, accounting for both confounding and patient-specific heterogeneity.
Peer-reviewed papers and software releases from the Flagship will appear here as its work matures.