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10.1073/pnas.1715888115

http://scihub22266oqcxt.onion/10.1073/pnas.1715888115
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suck abstract from ncbi


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pmid29588420
      Proc+Natl+Acad+Sci+U+S+A 2018 ; 115 (16 ): E3702-E3711
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  • Comprehensive, high-resolution binding energy landscapes reveal context dependencies of transcription factor binding #MMPMID29588420
  • Le DD ; Shimko TC ; Aditham AK ; Keys AM ; Longwell SA ; Orenstein Y ; Fordyce PM
  • Proc Natl Acad Sci U S A 2018[Apr]; 115 (16 ): E3702-E3711 PMID29588420 show ga
  • Transcription factors (TFs) are primary regulators of gene expression in cells, where they bind specific genomic target sites to control transcription. Quantitative measurements of TF-DNA binding energies can improve the accuracy of predictions of TF occupancy and downstream gene expression in vivo and shed light on how transcriptional networks are rewired throughout evolution. Here, we present a sequencing-based TF binding assay and analysis pipeline (BET-seq, for Binding Energy Topography by sequencing) capable of providing quantitative estimates of binding energies for more than one million DNA sequences in parallel at high energetic resolution. Using this platform, we measured the binding energies associated with all possible combinations of 10 nucleotides flanking the known consensus DNA target interacting with two model yeast TFs, Pho4 and Cbf1. A large fraction of these flanking mutations change overall binding energies by an amount equal to or greater than consensus site mutations, suggesting that current definitions of TF binding sites may be too restrictive. By systematically comparing estimates of binding energies output by deep neural networks (NNs) and biophysical models trained on these data, we establish that dinucleotide (DN) specificities are sufficient to explain essentially all variance in observed binding behavior, with Cbf1 binding exhibiting significantly more nonadditivity than Pho4. NN-derived binding energies agree with orthogonal biochemical measurements and reveal that dynamically occupied sites in vivo are both energetically and mutationally distant from the highest affinity sites.
  • |Base Sequence [MESH]
  • |Basic Helix-Loop-Helix Leucine Zipper Transcription Factors/metabolism [MESH]
  • |Binding Sites [MESH]
  • |Computer Simulation [MESH]
  • |DNA-Binding Proteins/metabolism [MESH]
  • |DNA/*metabolism [MESH]
  • |E-Box Elements [MESH]
  • |Gene Library [MESH]
  • |High-Throughput Nucleotide Sequencing/*methods [MESH]
  • |Microfluidic Analytical Techniques [MESH]
  • |Monte Carlo Method [MESH]
  • |Protein Binding [MESH]
  • |Saccharomyces cerevisiae Proteins/metabolism [MESH]
  • |Sequence Analysis, DNA [MESH]
  • |Thermodynamics [MESH]
  • |Transcription Factors/*metabolism [MESH]


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  • suck abstract from ncbi

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