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Data · dataset · 2023

Characterizing the targets of transcription regulators by aggregating ChIP-seq and perturbation expression data sets

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There is a growing collection of genomics data sets generated for identifying the gene targets under control of transcription regulators (TRs).

Description

TR ChIP-seq and RNA expression experiments that perturb TR activity are the most common strategies for mapping TRs to genes at a genomic scale. However, the collection, preprocessing, summarization, and integration of these data sets requires a non-trivial degree of bioinformatics experience.

In this study, we set out a framework to accomplish these tasks. We focus on eight TRs in both mouse and human, encompassing nearly 500 experiments, with two main objectives. The first is a detailed examination of the properties of the contributing experiments, to better learn of potential biases and pitfalls when aggregating diverse data sets.

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The second is to provide summarized, transparent, and convenient TR-target rankings based upon these genomic data sets for community use. Our work thus catalogues the state of the literature for a subset of important mammalian TRs, prioritizes gene targets based upon available empirical evidence, and provides a framework for ready expansion to more TR data sets.

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Topics

Inferred from text
Genetics 74% · Genome sequencing 65%
Provenance · 1 source records, 11 field assertions
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Borealisdoi:10.5683/SP3/MAFGFL13 d agoJSON v1
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