Publications
We present a deep network-based model of the associative memory functions of the hippocampus. The proposed network architecture has two key modules: (1) an autoencoder module which represents the forward and backward …
Tags:
metabolic networks, interactome
Publications
Abstract
Motivation
Genome-scale metabolic models are widely constructed and studied for understanding various design principles underlying metabolism, predominantly redundancy. Metabolic networks are highly redundant …
Tags:
Network Analytics, Optimisation, Metabolic networks
Publications
Abstract
Genome-scale metabolic models are widely constructed and studied for understanding various design principles underlying metabolism, predominantly redundancy. Metabolic networks are highly redundant and it is …
Tags:
metabolic networks, systems biology
Publications
Machine learning approaches to predict essential genes have gained a lot of traction in recent years. These approaches predominantly make use of sequence and network-based features to predict essential genes. However, …
Tags:
machine learning, metabolic networks, interactome
Publications
Abstract
Motivation
Metabolic networks have evolved to reduce the disruption of key metabolic pathways by the establishment of redundant genes/reactions. Synthetic lethals in metabolic networks provide a window to study …
Tags:
metabolic networks, synthetic lethals
Publications
Abstract
Motivation
Metabolic networks have evolved to reduce the disruption of key metabolic pathways by the establishment of redundant genes/reactions. Synthetic lethals in metabolic networks provide a window to study …
Tags:
metabolic networks
Publications
Abstract
Exhaustive identification of all possible alternate pathways that exist in metabolic networks can provide valuable insights into cellular metabolism. With the growing number of metabolic reconstructions, there …
Tags:
metabolic networks, metabolic interactions
Publications
Tags:
metabolic networks, constraint-based analysis
Publications
With an increasing understanding of the cell at the molecular level, primarily guided by advances in high-throughput “omics” and systems biology, metabolic engineering has become more rational and less reliant on trial …
Tags:
metabolic engineering, metabolic networks, in silico methods
Publications
Abstract
Motivation: Synthetic lethal sets are sets of reactions/genes where only the simultaneous removal of all reactions/genes in the set abolishes growth of an organism. Previous approaches to identify synthetic …
Tags:
Linear Programming, gene sets, metabolic networks