npj Systems Biology and Applications · 2018 · 22 citations · 23 references
Life SciencesDevelopmental BiologySystems BiologyGene ExpressionGene RegulationGene Regulatory NetworksCell Fate ModelingCell-fate DynamicsDevelopmental TranscriptomicsGene Expression DynamicsRegulatory GenomicsTemporal TranscriptomicsCell Differentiation DynamicsDynamic Gene RegulationDynamic RegulationGene Regulatory Network ModelsRegulatorsRegulatory Gene NetworksRegulatory Network ModelingTranscriptome Dynamics
Complex organisms originate from and are maintained by the information encoded in the genome. A major challenge of systems biology is to develop algorithms that describe the dynamic regulation of genome functions from large omics datasets. Here, we describe TETRAMER, which reconstructs gene-regulatory networks from temporal transcriptome data during cell fate transitions to predict "master" regulators by simulating cascades of temporal transcription-regulatory events.
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