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Open AccessJournal ArticleDOI

Unbiased reconstruction of a mammalian transcriptional network mediating pathogen responses.

TLDR
This study establishes a broadly applicable, comprehensive, and unbiased approach to reveal the wiring and functions of a regulatory network controlling a major transcriptional response in primary mammalian cells.
Abstract
Models of mammalian regulatory networks controlling gene expression have been inferred from genomic data but have largely not been validated. We present an unbiased strategy to systematically perturb candidate regulators and monitor cellular transcriptional responses. We applied this approach to derive regulatory networks that control the transcriptional response of mouse primary dendritic cells to pathogens. Our approach revealed the regulatory functions of 125 transcription factors, chromatin modifiers, and RNA binding proteins, which enabled the construction of a network model consisting of 24 core regulators and 76 fine-tuners that help to explain how pathogen-sensing pathways achieve specificity. This study establishes a broadly applicable, comprehensive, and unbiased approach to reveal the wiring and functions of a regulatory network controlling a major transcriptional response in primary mammalian cells.

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Citations
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The role of pattern-recognition receptors in innate immunity: update on Toll-like receptors

TL;DR: Recent advances that have been made by research into the role of TLR biology in host defense and disease are described.
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Pattern Recognition Receptors and Inflammation

TL;DR: The role of PRRs, their signaling pathways, and how they control inflammatory responses are discussed.
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Mechanisms underlying inflammation in neurodegeneration.

TL;DR: There is evidence for a remarkable convergence in the mechanisms responsible for the sensing, transduction, and amplification of inflammatory processes that result in the production of neurotoxic mediators in neurodegenerative diseases.
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Genetics and pathogenesis of inflammatory bowel disease

TL;DR: Recent advances have provided substantial insight into the maintenance of mucosal immunity and the pathogenesis of inflammatory bowel disease, and the role of genetic predispositions and how they affect interactions with microbial and environmental factors is emphasized.
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RNA sequencing: advances, challenges and opportunities

TL;DR: Recent developments in RNA-seq methods have provided an even more complete characterization of RNA transcripts, including improvements in transcription start site mapping, strand-specific measurements, gene fusion detection, small RNA characterization and detection of alternative splicing events.
References
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Journal ArticleDOI

Regularization and variable selection via the elastic net

TL;DR: It is shown that the elastic net often outperforms the lasso, while enjoying a similar sparsity of representation, and an algorithm called LARS‐EN is proposed for computing elastic net regularization paths efficiently, much like algorithm LARS does for the lamba.
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Network motifs: theory and experimental approaches

TL;DR: Network motifs are reviewed, suggesting that they serve as basic building blocks of transcription networks, including signalling and neuronal networks, in diverse organisms from bacteria to humans.
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Module networks: identifying regulatory modules and their condition-specific regulators from gene expression data

TL;DR: The procedure identifies modules of coregulated genes, their regulators and the conditions under which regulation occurs, generating testable hypotheses in the form 'regulator X regulates module Y under conditions W'.
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Metagenes and molecular pattern discovery using matrix factorization.

TL;DR: Nonnegative matrix factorization is described, an algorithm based on decomposition by parts that can reduce the dimension of expression data from thousands of genes to a handful of metagenes, and found less sensitive to a priori selection of genes or initial conditions and able to detect alternative or context-dependent patterns of gene expression in complex biological systems.
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