Dissecting the binding mechanisms of transcription factors to DNA using a statistical thermodynamics framework
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作者:
Martin, Patrick C. N.
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机构:
Univ Essex, Sch Life Sci, Colchester CO4 3SQ, Essex, England
Univ Copenhagen, Biotech Res & Innovat Ctr BRIC, DK-2200 Copenhagen, DenmarkUniv Essex, Sch Life Sci, Colchester CO4 3SQ, Essex, England
Martin, Patrick C. N.
[1
,2
]
Zabet, Nicolae Radu
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Univ Essex, Sch Life Sci, Colchester CO4 3SQ, Essex, England
Queen Mary Univ London, Barts & London Sch Med & Dent, Blizard Inst, London E1 2AT, EnglandUniv Essex, Sch Life Sci, Colchester CO4 3SQ, Essex, England
Zabet, Nicolae Radu
[1
,3
]
机构:
[1] Univ Essex, Sch Life Sci, Colchester CO4 3SQ, Essex, England
Transcription Factors (TFs) bind to DNA and control activity of target genes. Here, we present ChIPanalyser, a user-friendly, versatile and powerful R/Bioconductor package predicting and modelling the binding of TFs to DNA. ChIPanalyser performs similarly to state-of-the-art tools, but is an explainable model and provides biological insights into binding mechanisms of TFs. We focused on investigating the binding mechanisms of three TFs that are known architectural proteins CTCF, BEAF-32 and su(Hw) in three Drosophila cell lines (BG3, Kc167 and S2). While CTCF preferentially binds only to a subset of high affinity sites located mainly in open chromatin, BEAF-32 binds to most of its high affinity binding sites available in open chromatin. In contrast, su(Hw) binds to both open chromatin and also partially closed chromatin. Most importantly, differences in TF binding profiles between cell lines for these TFs are mainly driven by differences in DNA accessibility and not by differences in TF concentrations between cell lines. Finally, we investigated binding of Hox TFs in Drosophila and found that Ubx binds only in open chromatin, while Abd-B and Dfd are capable to bind in both open and partially closed chromatin. Overall, our results show that TFs display different binding mechanisms and that our model is able to recapitulate their specific binding behaviour. (C) 2020 The Author(s). Published by Elsevier B.V. on behalf of Research Network of Computational and Structural Biotechnology.
机构:
Oregon State Univ, Dept Pharmaceut Sci, Corvallis, OR 97331 USAOregon State Univ, Dept Pharmaceut Sci, Corvallis, OR 97331 USA
Filtz, Theresa M.
;
Vogel, Walter K.
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Oregon State Univ, Dept Pharmaceut Sci, Corvallis, OR 97331 USAOregon State Univ, Dept Pharmaceut Sci, Corvallis, OR 97331 USA
Vogel, Walter K.
;
Leid, Mark
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机构:
Oregon State Univ, Dept Pharmaceut Sci, Corvallis, OR 97331 USA
Oregon Hlth & Sci Univ, Dept Integrat Biosci, Portland, OR 97239 USAOregon State Univ, Dept Pharmaceut Sci, Corvallis, OR 97331 USA
机构:
Oregon State Univ, Dept Pharmaceut Sci, Corvallis, OR 97331 USAOregon State Univ, Dept Pharmaceut Sci, Corvallis, OR 97331 USA
Filtz, Theresa M.
;
Vogel, Walter K.
论文数: 0引用数: 0
h-index: 0
机构:
Oregon State Univ, Dept Pharmaceut Sci, Corvallis, OR 97331 USAOregon State Univ, Dept Pharmaceut Sci, Corvallis, OR 97331 USA
Vogel, Walter K.
;
Leid, Mark
论文数: 0引用数: 0
h-index: 0
机构:
Oregon State Univ, Dept Pharmaceut Sci, Corvallis, OR 97331 USA
Oregon Hlth & Sci Univ, Dept Integrat Biosci, Portland, OR 97239 USAOregon State Univ, Dept Pharmaceut Sci, Corvallis, OR 97331 USA