scholarly journals Neural network modeling of differential binding between wild-type and mutant CTCF reveals putative binding preferences for zinc fingers 1-2

2021 ◽  
Author(s):  
Irene Miriam Kaplow ◽  
Abhimanyu Banerjee ◽  
Chuan-Sheng Foo
Keyword(s):  
Neural Network ◽  
Dna Binding ◽  
Zinc Fingers ◽  
Neural Network Modeling ◽  
Binding Motif ◽  
Wild Type ◽  
Core Motif ◽  
Binding Motifs ◽  
Binding Domains

Background: Many transcription factors (TFs), such as multi zinc-finger (ZF) TFs, have multiple DNA binding domains (DBDs) with multiple components, and deciphering the DNA binding motifs of individual components is a major challenge. One example of such a TF is CCCTC-binding factor (CTCF), a TF with eleven ZFs that plays a variety of roles in transcriptional regulation, most notably anchoring DNA loops. Previous studies found that CTCF zinc fingers (ZFs) 3-7 bind CTCF's core motif and ZFs 9-11 bind a specific upstream motif, but the motifs of ZFs 1-2 have yet to be identified. Results: We developed a new approach to identifying the binding motifs of individual DBDs of a TF through analyzing chromatin immunoprecipitation sequencing (ChIP-seq) experiments in which a single DBD is mutated: we train a deep convolutional neural network to predict whether wild-type TF binding sites are preserved in the mutant TF dataset and interpret the model. We applied this approach to mouse CTCF ChIP-seq data and, in addition to identifying the known binding preferences of CTCF ZFs 3-11, we identified a GAG binding motif for ZF1 and a weak ATT binding motif for ZF2. We analyzed other CTCF datasets to provide additional evidence that ZFs 1-2 interact with the motifs we identified, and we found that the presence of the motif for ZF1 is associated with Ctcf peak strength. Conclusions: Our approach can be applied to any TF for which in vivo binding data from both the wild-type and mutated versions of the TF are available, and our findings provide an unprecedently comprehensive understanding of the binding preferences of CTCF's DBDs.

scholarly journals Sequence and functional analysis of the positively acting regulatory gene amdR from Aspergillus nidulans.

1990 ◽  
Vol 10 (6) ◽  
pp. 3194-3203 ◽  
Author(s):  
A Andrianopoulos ◽  
M J Hynes
Keyword(s):  
Dna Binding ◽  
Aspergillus Nidulans ◽  
Nuclear Localization ◽  
Regulatory Gene ◽  
Transcription Activation ◽  
Binding Motif ◽  
Wild Type ◽  
Amino Terminal ◽  
Carboxyl Terminal

The positively acting regulatory gene amdR of Aspergillus nidulans coordinately regulates the expression of five structural genes involved in the catabolism of certain amides (amdS), omega amino acids (gatA and gabA), and lactams (lamA and lamB) in the presence of omega amino acid inducers. Analysis of the amdR gene showed that it contains three small introns, heterogeneous 5' and 3' transcription sites, and multiple AUG codons prior to the major AUG initiator. The predicted amdR protein sequence has a cysteine-rich "zinc finger" DNA-binding motif at the amino-terminal end, four putative acidic transcription activation motifs in the carboxyl-terminal half, and two sequences homologous to the simian virus 40 large T antigen nuclear localization motif. These nuclear localization sequences overlap the cysteine-rich DNA-binding motif. A series of 5', 3', and internal deletions were examined in vivo for transcription activator function and showed that the amdR product contains at least two activation regions in the carboxyl-terminal half. Each of these activator amdR product contains at least two activation regions in the carboxyl-terminal half. Each of these activator regions may function independently, but both are required for wild-type levels of transcription activation. A number of the amdR deletion products were found to compete with the wild-type amdR product in vivo. Development of a rapid method for the localization of amdR mutations is presented, and using this technique, we localized and sequenced the mutation in the semiconstitutive amdR6c allele. The amdR6c missense mutation occurs in the middle of the gene, and it is suggested that it results in an altered protein which activates gene expression efficiently in the absence of an inducer.

scholarly journals Why Do Long Zinc Finger Proteins have Short Motifs?

2019 ◽  
Author(s):  
Zheng Zuo ◽  
Timothy Billings ◽  
Michael Walker ◽  
Petko Petkov ◽  
Polly Fordyce ◽  
...  
Keyword(s):  
Dna Binding ◽  
Zinc Finger ◽  
Motif Discovery ◽  
Prediction Models ◽  
Zinc Finger Protein ◽  
Zinc Fingers ◽  
Zinc Finger Proteins ◽  
General Mechanism ◽  
Core Motif

SummaryThe human genome has more than 800 C2H2 Zinc Finger-containing genes, and many of them are composed of long tandem arrays of zinc fingers. Current Zinc Finger Protein (ZFP) motif prediction models assume longer finger arrays correspond to longer DNA-binding motifs and higher specificity. However, recent experimental efforts to identify ZFP binding sites in vivo contradict this assumption with many having short reported motifs. Using Zinc Finger Y (ZFY), which has 13 ZFs, we quantitatively characterize its DNA binding specificity with several complementary methods, including Affinity-seq, HT-SELEX, Spec-seq and fluorescence anisotropy. Besides the previously identified core motif GGCCT recognized by fingers 12-13, we find a novel secondary irregular motif recognized by accessory fingers. Via high-throughput energy measurements and two-color anisotropy, we establish that this secondary motif contributes to binding and recognition in a non-independent manner, increasing overall affinity only in the presence of the core recognition site. Through additional experimental and iterative computational analysis of CTCF and ZNF343, we further establish that this non-independent recognition between core and secondary motifs could be a general mechanism for tandem zinc finger proteins. These results establish that better motif discovery methods that consider the intrinsic properties of tandem zinc fingers including irregular motif structure, variable spacing and non-independent recognition are essential to improve prediction of ZFP recognition, occupancies, and effects on downstream gene expression in vivo.

A mutation outside the two zinc fingers of ADR1 can suppress defects in either finger

1992 ◽  
Vol 12 (12) ◽  
pp. 5758-5767
Author(s):  
S Camier ◽  
N Kacherovsky ◽  
E T Young
Keyword(s):  
Dna Binding ◽  
Protein Interactions ◽  
Zinc Fingers ◽  
Wild Type ◽  
Protein Protein Interactions ◽  
Site Mutation ◽  
Binding Motifs ◽  
Amino Terminal ◽  
Sequence Homologies ◽  
In The Wild

A second-site mutation that restored DNA binding to ADR1 mutants altered at different positions in the two zinc fingers was identified. This mutation (called IS1) was a conservative change of arginine 91 to lysine in a region amino terminal to the two zinc fingers and known from previous experiments to be necessary for DNA binding. IS1 increased binding to the UAS1 sequence two- to sevenfold for various ADR1 mutants and twofold for wild-type ADR1. The change of arginine 91 to glycine decreased binding twofold, suggesting that this arginine is involved in DNA binding in the wild-type protein. The increase in binding by IS1 did not involve protein-protein interactions between the two ADR1 monomers, nor did it require the presence of the sequences flanking UAS1. However, the effect of IS1 was influenced by the sequence of the first finger, suggesting that interactions between the region amino terminal to the fingers and the fingers themselves could exist. A model for the role of the amino-terminal region based on these results and sequence homologies with other DNA-binding motifs is proposed.

scholarly journals A mutation outside the two zinc fingers of ADR1 can suppress defects in either finger.

1992 ◽  
Vol 12 (12) ◽  
pp. 5758-5767 ◽  
Author(s):  
S Camier ◽  
N Kacherovsky ◽  
E T Young
Keyword(s):  
Dna Binding ◽  
Protein Interactions ◽  
Zinc Fingers ◽  
Wild Type ◽  
Protein Protein Interactions ◽  
Site Mutation ◽  
Binding Motifs ◽  
Amino Terminal ◽  
Sequence Homologies ◽  
In The Wild

A second-site mutation that restored DNA binding to ADR1 mutants altered at different positions in the two zinc fingers was identified. This mutation (called IS1) was a conservative change of arginine 91 to lysine in a region amino terminal to the two zinc fingers and known from previous experiments to be necessary for DNA binding. IS1 increased binding to the UAS1 sequence two- to sevenfold for various ADR1 mutants and twofold for wild-type ADR1. The change of arginine 91 to glycine decreased binding twofold, suggesting that this arginine is involved in DNA binding in the wild-type protein. The increase in binding by IS1 did not involve protein-protein interactions between the two ADR1 monomers, nor did it require the presence of the sequences flanking UAS1. However, the effect of IS1 was influenced by the sequence of the first finger, suggesting that interactions between the region amino terminal to the fingers and the fingers themselves could exist. A model for the role of the amino-terminal region based on these results and sequence homologies with other DNA-binding motifs is proposed.

Sequence and functional analysis of the positively acting regulatory gene amdR from Aspergillus nidulans

1990 ◽  
Vol 10 (6) ◽  
pp. 3194-3203
Author(s):  
A Andrianopoulos ◽  
M J Hynes
Keyword(s):  
Dna Binding ◽  
Aspergillus Nidulans ◽  
Nuclear Localization ◽  
Regulatory Gene ◽  
Transcription Activation ◽  
Binding Motif ◽  
Wild Type ◽  
Amino Terminal ◽  
Carboxyl Terminal

The positively acting regulatory gene amdR of Aspergillus nidulans coordinately regulates the expression of five structural genes involved in the catabolism of certain amides (amdS), omega amino acids (gatA and gabA), and lactams (lamA and lamB) in the presence of omega amino acid inducers. Analysis of the amdR gene showed that it contains three small introns, heterogeneous 5' and 3' transcription sites, and multiple AUG codons prior to the major AUG initiator. The predicted amdR protein sequence has a cysteine-rich "zinc finger" DNA-binding motif at the amino-terminal end, four putative acidic transcription activation motifs in the carboxyl-terminal half, and two sequences homologous to the simian virus 40 large T antigen nuclear localization motif. These nuclear localization sequences overlap the cysteine-rich DNA-binding motif. A series of 5', 3', and internal deletions were examined in vivo for transcription activator function and showed that the amdR product contains at least two activation regions in the carboxyl-terminal half. Each of these activator amdR product contains at least two activation regions in the carboxyl-terminal half. Each of these activator regions may function independently, but both are required for wild-type levels of transcription activation. A number of the amdR deletion products were found to compete with the wild-type amdR product in vivo. Development of a rapid method for the localization of amdR mutations is presented, and using this technique, we localized and sequenced the mutation in the semiconstitutive amdR6c allele. The amdR6c missense mutation occurs in the middle of the gene, and it is suggested that it results in an altered protein which activates gene expression efficiently in the absence of an inducer.

scholarly journals Gene Replacement Analysis of the Streptomyces virginiae barA Gene Encoding the Butyrolactone Autoregulator Receptor Reveals that BarA Acts as a Repressor in Virginiamycin Biosynthesis

1998 ◽  
Vol 180 (13) ◽  
pp. 3317-3322 ◽  
Author(s):  
Hiroko Nakano ◽  
Emio Takehara ◽  
Takuya Nihira ◽  
Yasuhiro Yamada
Keyword(s):  
Dna Binding ◽  
Specific Binding ◽  
Regulatory Protein ◽  
Gene Cassette ◽  
Gene Replacement ◽  
Binding Motif ◽  
Wild Type ◽  
Streptomyces Virginiae ◽  
In The Wild

ABSTRACT Virginiae butanolides (VBs), which are among the butyrolactone autoregulators of Streptomyces species, act as a primary signal in Streptomyces virginiae to trigger virginiamycin biosynthesis and possess a specific binding protein, BarA. To clarify the in vivo function of BarA in the VB-mediated signal pathway that leads to virginiamycin biosynthesis, two barAmutant strains (strains NH1 and NH2) were created by homologous recombination. In strain NH1, an internal 99-bp EcoT14I fragment of barA was deleted, resulting in an in-frame deletion of 33 amino acid residues, including the second helix of the probable helix-turn-helix DNA-binding motif. With the same growth rate as wild-type S. virginiae on both solid and liquid media, strain NH1 showed no apparent changes in its morphological behavior, indicating that the VB-BarA pathway does not participate in morphological control in S. virginiae. In contrast, virginiamycin production started 6 h earlier in strain NH1 than in the wild-type strain, demonstrating for the first time that BarA is actively engaged in the control of virginiamycin production and implying that BarA acts as a repressor in virginiamycin biosynthesis. In strain NH2, an internal EcoNI-SmaI fragment of barA was replaced with a divergently oriented neomycin resistance gene cassette, resulting in the C-terminally truncated BarA retaining the intact helix-turn-helix motif. In strain NH2 and in a plasmid-integrated strain containing both intact and mutatedbarA genes, virginiamycin production was abolished irrespective of the presence of VB, suggesting that the mutated BarA retaining the intact DNA-binding motif was dominant over the wild-type BarA. These results further support the hypothesis that BarA works as a repressor in virginiamycin production and suggests that the helix-turn-helix motif is essential to its function. In strain NH1, VB production was also abolished, thus indicating that BarA is a pleiotropic regulatory protein controlling not only virginiamycin production but also autoregulator biosynthesis.

scholarly journals Genome-Wide Binding Analyses of HOXB1 Revealed a Novel DNA Binding Motif Associated with Gene Repression

2021 ◽  
Vol 9 (1) ◽  
pp. 6
Author(s):  
Narendra Pratap Singh ◽  
Bony De Kumar ◽  
Ariel Paulson ◽  
Mark E. Parrish ◽  
Carrie Scott ◽  
...  
Keyword(s):  
Dna Binding ◽  
Target Genes ◽  
Embryonic Stem ◽  
Binding Motif ◽  
Binding Assays ◽  
Histone Marks ◽  
Genome Wide ◽  
Hox Cofactors

Knowledge of the diverse DNA binding specificities of transcription factors is important for understanding their specific regulatory functions in animal development and evolution. We have examined the genome-wide binding properties of the mouse HOXB1 protein in embryonic stem cells differentiated into neural fates. Unexpectedly, only a small number of HOXB1 bound regions (7%) correlate with binding of the known HOX cofactors PBX and MEIS. In contrast, 22% of the HOXB1 binding peaks display co-occupancy with the transcriptional repressor REST. Analyses revealed that co-binding of HOXB1 with PBX correlates with active histone marks and high levels of expression, while co-occupancy with REST correlates with repressive histone marks and repression of the target genes. Analysis of HOXB1 bound regions uncovered enrichment of a novel 15 base pair HOXB1 binding motif HB1RE (HOXB1 response element). In vitro template binding assays showed that HOXB1, PBX1, and MEIS can bind to this motif. In vivo, this motif is sufficient for direct expression of a reporter gene and over-expression of HOXB1 selectively represses this activity. Our analyses suggest that HOXB1 has evolved an association with REST in gene regulation and the novel HB1RE motif contributes to HOXB1 function in part through a repressive role in gene expression.

scholarly journals Role of Papillomavirus E1 Initiator Dimerization in DNA Replication

2005 ◽  
Vol 79 (13) ◽  
pp. 8661-8664 ◽  
Author(s):  
Stephen Schuck ◽  
Arne Stenlund
Keyword(s):  
Dna Replication ◽  
Dna Binding ◽  
Dna Binding Domains ◽  
Binding Domains ◽  
Severe Effect ◽  
Origin Of Dna Replication ◽  
Initiation Of Dna Replication

ABSTRACT Viral initiator proteins are polypeptides that form oligomeric complexes on the origin of DNA replication (ori). These complexes carry out a multitude of functions related to initiation of DNA replication, and although many of these functions have been characterized biochemically, little is understood about how the complexes are assembled. Here we demonstrate that loss of one particular interaction, the dimerization between E1 DNA binding domains, has a severe effect on DNA replication in vivo but has surprisingly modest effects on most individual biochemical activities in vitro. We conclude that the dimer interaction is primarily required for initial recognition of ori.

scholarly journals Cdc13 N-Terminal Dimerization, DNA Binding, and Telomere Length Regulation

2010 ◽  
Vol 30 (22) ◽  
pp. 5325-5334 ◽  
Author(s):  
Meghan T. Mitchell ◽  
Jasmine S. Smith ◽  
Mark Mason ◽  
Sandy Harper ◽  
David W. Speicher ◽  
...  
Keyword(s):  
Dna Binding ◽  
Telomere Length ◽  
Functional Characterization ◽  
Point Mutations ◽  
Telomeric Dna ◽  
Dna Binding Domains ◽  
Binding Domains ◽  
Length Regulation ◽  
Telomere Length Regulation

ABSTRACT The essential yeast protein Cdc13 facilitates chromosome end replication by recruiting telomerase to telomeres, and together with its interacting partners Stn1 and Ten1, it protects chromosome ends from nucleolytic attack, thus contributing to genome integrity. Although Cdc13 has been studied extensively, the precise role of its N-terminal domain (Cdc13N) in telomere length regulation remains unclear. Here we present a structural, biochemical, and functional characterization of Cdc13N. The structure reveals that this domain comprises an oligonucleotide/oligosaccharide binding (OB) fold and is involved in Cdc13 dimerization. Biochemical data show that Cdc13N weakly binds long, single-stranded, telomeric DNA in a fashion that is directly dependent on domain oligomerization. When introduced into full-length Cdc13 in vivo, point mutations that prevented Cdc13N dimerization or DNA binding caused telomere shortening or lengthening, respectively. The multiple DNA binding domains and dimeric nature of Cdc13 offer unique insights into how it coordinates the recruitment and regulation of telomerase access to the telomeres.

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