Panagiotis Mandros

Large-scale, interpretable gene regulatory network inference through biologically informed matrix factorization

Giraffe is developed, a biologically informed matrix factorization framework that jointly estimates transcription factor activities and gene regulatory networks by integrating gene expression, motif-based regulatory priors, and transcription factor protein-protein interactions and accurately reconstructs regulatory int...