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Computational tools for inferring transcription factor activity
Authors:Dennis Hecker  Michael Lauber  Fatemeh Behjati Ardakani  Shamim Ashrafiyan  Quirin Manz  Johannes Kersting  Markus Hoffmann  Marcel H. Schulz  Markus List
Affiliation:1. Goethe University Frankfurt, Frankfurt am Main, Germany

German Center for Cardiovascular Research, Partner site Rhein-Main, Frankfurt am Main, Germany

Cardio-Pulmonary Institute, Goethe University Hospital, Frankfurt am Main, Germany;2. Big Data in BioMedicine Group, Chair of Experimental Bioinformatics, TUM School of Life Sciences, Technical University of Munich, Freising, Germany;3. Big Data in BioMedicine Group, Chair of Experimental Bioinformatics, TUM School of Life Sciences, Technical University of Munich, Freising, Germany

GeneSurge GmbH, München, Germany;4. Goethe University Frankfurt, Frankfurt am Main, Germany

Abstract:Transcription factors (TFs) are essential players in orchestrating the regulatory landscape in cells. Still, their exact modes of action and dependencies on other regulatory aspects remain elusive. Since TFs act cell type-specific and each TF has its own characteristics, untangling their regulatory interactions from an experimental point of view is laborious and convoluted. Thus, there is an ongoing development of computational tools that estimate transcription factor activity (TFA) from a variety of data modalities, either based on a mapping of TFs to their putative target genes or in a genome-wide, gene-unspecific fashion. These tools can help to gain insights into TF regulation and to prioritize candidates for experimental validation. We want to give an overview of available computational tools that estimate TFA, illustrate examples of their application, debate common result validation strategies, and discuss assumptions and concomitant limitations.
Keywords:bioinformatic tools  gene regulation  gene regulatory networks  transcription factor activity
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