Humana Gene Regulatory Networks: Methods and Protocols 1883

Explore advanced computational techniques for the inference of gene regulatory networks (GRNs) in this specialized volume from the Methods in Molecular Biology series. Published by Humana, this book provides a deep dive into the methodologies used to extract causal information from biological data and infer GRNs from time-varying data sets. Readers can examine various approaches, including non-parametric and hybrid statistical methods, the joint inference of differential networks, and mechanistic models of gene regulation dynamics. The text also covers the integration of multiple heterogeneous data sets to improve inference accuracy. Designed in the successful Methods in Molecular Biology format, each chapter includes a topic introduction and detailed descriptions to support researchers and scientists working in biological sciences.