Dissecting the binding mechanisms of transcription factors to DNA using a statistical thermodynamics framework

被引:3
作者
Martin, Patrick C. N. [1 ,2 ]
Zabet, Nicolae Radu [1 ,3 ]
机构
[1] Univ Essex, Sch Life Sci, Colchester CO4 3SQ, Essex, England
[2] Univ Copenhagen, Biotech Res & Innovat Ctr BRIC, DK-2200 Copenhagen, Denmark
[3] Queen Mary Univ London, Barts & London Sch Med & Dent, Blizard Inst, London E1 2AT, England
基金
英国惠康基金;
关键词
FACILITATED DIFFUSION; SPECIFICITY; ACTIVATION; KINETICS; SEQUENCE; PROTEIN; MODELS; SITES;
D O I
10.1016/j.csbj.2020.11.006
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
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.
引用
收藏
页码:3590 / 3605
页数:16
相关论文
共 67 条
[1]   The genome sequence of Drosophila melanogaster [J].
Adams, MD ;
Celniker, SE ;
Holt, RA ;
Evans, CA ;
Gocayne, JD ;
Amanatides, PG ;
Scherer, SE ;
Li, PW ;
Hoskins, RA ;
Galle, RF ;
George, RA ;
Lewis, SE ;
Richards, S ;
Ashburner, M ;
Henderson, SN ;
Sutton, GG ;
Wortman, JR ;
Yandell, MD ;
Zhang, Q ;
Chen, LX ;
Brandon, RC ;
Rogers, YHC ;
Blazej, RG ;
Champe, M ;
Pfeiffer, BD ;
Wan, KH ;
Doyle, C ;
Baxter, EG ;
Helt, G ;
Nelson, CR ;
Miklos, GLG ;
Abril, JF ;
Agbayani, A ;
An, HJ ;
Andrews-Pfannkoch, C ;
Baldwin, D ;
Ballew, RM ;
Basu, A ;
Baxendale, J ;
Bayraktaroglu, L ;
Beasley, EM ;
Beeson, KY ;
Benos, PV ;
Berman, BP ;
Bhandari, D ;
Bolshakov, S ;
Borkova, D ;
Botchan, MR ;
Bouck, J ;
Brokstein, P .
SCIENCE, 2000, 287 (5461) :2185-2195
[2]   Genomic mapping of Suppressor of Hairy-wing binding sites in Drosophila [J].
Adryan, Boris ;
Woerfel, Gertrud ;
Birch-Machin, Ian ;
Gao, Shan ;
Quick, Marie ;
Meadows, Lisa ;
Russell, Steven ;
White, Robert .
GENOME BIOLOGY, 2007, 8 (08)
[3]  
[Anonymous], 2014, The R Foundation for Statistical Computing
[4]   SELECTION OF DNA-BINDING SITES BY REGULATORY PROTEINS - STATISTICAL-MECHANICAL THEORY AND APPLICATION TO OPERATORS AND PROMOTERS [J].
BERG, OG ;
VONHIPPEL, PH .
JOURNAL OF MOLECULAR BIOLOGY, 1987, 193 (04) :723-743
[5]   Transcriptional regulation by the numbers: applications [J].
Bintu, L ;
Buchler, NE ;
Garcia, HG ;
Gerland, U ;
Hwa, T ;
Kondev, J ;
Kuhlman, T ;
Phillips, R .
CURRENT OPINION IN GENETICS & DEVELOPMENT, 2005, 15 (02) :125-135
[6]   Three subclasses of a Drosophila insulator show distinct and cell type-specific genomic distributions [J].
Bushey, Ashley M. ;
Ramos, Edward ;
Corces, Victor G. .
GENES & DEVELOPMENT, 2009, 23 (11) :1338-1350
[7]   Chromatin architecture reorganization during neuronal cell differentiation in Drosophila genome [J].
Chathoth, Keerthi T. ;
Zabet, Nicolae Radu .
GENOME RESEARCH, 2019, 29 (04) :613-625
[8]   Models of transcription factor binding: Sensitivity of activation functions to model assumptions [J].
Chu, Dominique ;
Zabet, Nicolae Radu ;
Mitavskiy, Boris .
JOURNAL OF THEORETICAL BIOLOGY, 2009, 257 (03) :419-429
[9]   FlyBase: introduction of the Drosophila melanogaster Release 6 reference genome assembly and large-scale migration of genome annotations [J].
dos Santos, Gilberto ;
Schroeder, Andrew J. ;
Goodman, Joshua L. ;
Strelets, Victor B. ;
Crosby, Madeline A. ;
Thurmond, Jim ;
Emmert, David B. ;
Gelbart, William M. .
NUCLEIC ACIDS RESEARCH, 2015, 43 (D1) :D690-D697
[10]   Regulation of transcription factor activity by interconnected post-translational modifications [J].
Filtz, Theresa M. ;
Vogel, Walter K. ;
Leid, Mark .
TRENDS IN PHARMACOLOGICAL SCIENCES, 2014, 35 (02) :76-85