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Alcantar MA, English MA, Valeri JA, Collins JJ. A high-throughput synthetic biology approach for studying combinatorial chromatin-based transcriptional regulation. Mol Cell 2024; 84:2382-2396.e9. [PMID: 38906116 DOI: 10.1016/j.molcel.2024.05.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Revised: 04/11/2024] [Accepted: 05/24/2024] [Indexed: 06/23/2024]
Abstract
The construction of synthetic gene circuits requires the rational combination of multiple regulatory components, but predicting their behavior can be challenging due to poorly understood component interactions and unexpected emergent behaviors. In eukaryotes, chromatin regulators (CRs) are essential regulatory components that orchestrate gene expression. Here, we develop a screening platform to investigate the impact of CR pairs on transcriptional activity in yeast. We construct a combinatorial library consisting of over 1,900 CR pairs and use a high-throughput workflow to characterize the impact of CR co-recruitment on gene expression. We recapitulate known interactions and discover several instances of CR pairs with emergent behaviors. We also demonstrate that supervised machine learning models trained with low-dimensional amino acid embeddings accurately predict the impact of CR co-recruitment on transcriptional activity. This work introduces a scalable platform and machine learning approach that can be used to study how networks of regulatory components impact gene expression.
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Affiliation(s)
- Miguel A Alcantar
- Department of Biological Engineering, Massachusetts Institute of Technology (MIT), Cambridge, MA 02139, USA; Institute for Medical Engineering and Science, MIT, Cambridge, MA 02139, USA
| | - Max A English
- Department of Biological Engineering, Massachusetts Institute of Technology (MIT), Cambridge, MA 02139, USA; Institute for Medical Engineering and Science, MIT, Cambridge, MA 02139, USA
| | - Jacqueline A Valeri
- Department of Biological Engineering, Massachusetts Institute of Technology (MIT), Cambridge, MA 02139, USA; Institute for Medical Engineering and Science, MIT, Cambridge, MA 02139, USA; Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - James J Collins
- Department of Biological Engineering, Massachusetts Institute of Technology (MIT), Cambridge, MA 02139, USA; Institute for Medical Engineering and Science, MIT, Cambridge, MA 02139, USA; Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
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Yang J, Son Y, Kang M, Park W. AamA-mediated epigenetic control of genome-wide gene expression and phenotypic traits in Acinetobacter baumannii ATCC 17978. Microb Genom 2023; 9:mgen001093. [PMID: 37589545 PMCID: PMC10483419 DOI: 10.1099/mgen.0.001093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2022] [Accepted: 08/03/2023] [Indexed: 08/18/2023] Open
Abstract
Individual deletions of three genes encoding orphan DNA methyltransferases resulted in the occurrence of growth defect only in the aamA (encoding AcinetobacterAdenine Methylase A) mutant of A. baumannii strain ATCC 17978. Our single-molecule real-time sequencing-based methylome analysis revealed multiple AamA-mediated DNA methylation sites and proposed a potent census target motif (TTTRAATTYAAA). Loss of Dam led to modulation of genome-wide gene expression, and several Dam-target sites including the promoter region of the trmD operon (rpsP, rimM, trmD, and rplS) were identified through our methylome and transcriptome analyses. AamA methylation also appeared to control the expression of many genes linked to membrane functions (lolAB, lpxO), replication (dnaA) and protein synthesis (trmD operon) in the strain ATCC 17978. Interestingly, cellular resistance against several antibiotics and ethidium bromide through functions of efflux pumps diminished in the absence of the aamA gene, and the complementation of aamA gene restored the wild-type phenotypes. Other tested phenotypic traits such as outer-membrane vesicle production, biofilm formation and virulence were also affected in the aamA mutant. Collectively, our data indicated that epigenetic regulation through AamA-mediated DNA methylation of novel target sites mostly in the regulatory regions could contribute significantly to changes in multiple phenotypic traits in A. baumannii ATCC 17978.
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Affiliation(s)
- Jihye Yang
- Laboratory of Molecular Environmental Microbiology, Department of Environmental Science and Ecological Engineering, Korea University, Seoul, Republic of Korea
| | - Yongjun Son
- Laboratory of Molecular Environmental Microbiology, Department of Environmental Science and Ecological Engineering, Korea University, Seoul, Republic of Korea
| | - Mingyeong Kang
- Laboratory of Molecular Environmental Microbiology, Department of Environmental Science and Ecological Engineering, Korea University, Seoul, Republic of Korea
| | - Woojun Park
- Laboratory of Molecular Environmental Microbiology, Department of Environmental Science and Ecological Engineering, Korea University, Seoul, Republic of Korea
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Szczesnik T, Ho JWK, Sherwood R. Dam mutants provide improved sensitivity and spatial resolution for profiling transcription factor binding. Epigenetics Chromatin 2019; 12:36. [PMID: 31196130 PMCID: PMC6567924 DOI: 10.1186/s13072-019-0273-x] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2019] [Accepted: 04/23/2019] [Indexed: 11/17/2022] Open
Abstract
DamID, in which a protein of interest is fused to Dam methylase, enables mapping of protein-DNA binding through readout of adenine methylation in genomic DNA.
DamID offers a compelling alternative to chromatin immunoprecipitation sequencing (ChIP-Seq), particularly in cases where cell number or antibody availability is limiting. This comes at a cost, however, of high non-specific signal and a lowered spatial resolution of several kb, limiting its application to transcription factor-DNA binding. Here we show that mutations in Dam, when fused to the transcription factor Tcf7l2, greatly reduce non-specific methylation. Combined with a simplified DamID sequencing protocol, we find that these Dam mutants allow for accurate detection of transcription factor binding at a sensitivity and spatial resolution closely matching that seen in ChIP-seq.
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Affiliation(s)
- Tomasz Szczesnik
- Victor Chang Cardiac Research Institute, Darlinghurst, NSW, 2010, Australia.,St Vincent's Clinical School, University of New South Wales, Darlinghurst, NSW, 2010, Australia
| | - Joshua W K Ho
- Victor Chang Cardiac Research Institute, Darlinghurst, NSW, 2010, Australia.,St Vincent's Clinical School, University of New South Wales, Darlinghurst, NSW, 2010, Australia.,School of Biomedical Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Pokfulam, Hong Kong, SAR, China
| | - Richard Sherwood
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, 02115, USA. .,Hubrecht Institute, 3584 CT, Utrecht, The Netherlands.
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Engineering Epigenetic Regulation Using Synthetic Read-Write Modules. Cell 2018; 176:227-238.e20. [PMID: 30528434 DOI: 10.1016/j.cell.2018.11.002] [Citation(s) in RCA: 65] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2018] [Revised: 08/31/2018] [Accepted: 10/31/2018] [Indexed: 12/22/2022]
Abstract
Chemical modifications to DNA and histone proteins are involved in epigenetic programs underlying cellular differentiation and development. Regulatory networks involving molecular writers and readers of chromatin marks are thought to control these programs. Guided by this common principle, we established an orthogonal epigenetic regulatory system in mammalian cells using N6-methyladenine (m6A), a DNA modification not commonly found in metazoan epigenomes. Our system utilizes synthetic factors that write and read m6A and consequently recruit transcriptional regulators to control reporter loci. Inspired by models of chromatin spreading and epigenetic inheritance, we used our system and mathematical models to construct regulatory circuits that induce m6A-dependent transcriptional states, promote their spatial propagation, and maintain epigenetic memory of the states. These minimal circuits were able to program epigenetic functions de novo, conceptually validating "read-write" architectures. This work provides a toolkit for investigating models of epigenetic regulation and encoding additional layers of epigenetic information in cells.
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Woodcock CB, Yakubov AB, Reich NO. Caulobacter crescentus Cell Cycle-Regulated DNA Methyltransferase Uses a Novel Mechanism for Substrate Recognition. Biochemistry 2017; 56:3913-3922. [PMID: 28661661 DOI: 10.1021/acs.biochem.7b00378] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Caulobacter crescentus relies on DNA methylation by the cell cycle-regulated methyltransferase (CcrM) in addition to key transcription factors to control the cell cycle and direct cellular differentiation. CcrM is shown here to efficiently methylate its cognate recognition site 5'-GANTC-3' in single-stranded and hemimethylated double-stranded DNA. We report the Km, kcat, kmethylation, and Kd for single-stranded and hemimethylated substrates, revealing discrimination of 107-fold for noncognate sequences. The enzyme also shows a similar discrimination against single-stranded RNA. Two independent assays clearly show that CcrM is highly processive with single-stranded and hemimethylated DNA. Collectively, the data provide evidence that CcrM and other DNA-modifying enzymes may use a new mechanism to recognize DNA in a key epigenetic process.
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Affiliation(s)
- Clayton B Woodcock
- Department of Chemistry and Biochemistry, University of California , Santa Barbara, California 93106, United States
| | - Aziz B Yakubov
- Department of Chemistry and Biochemistry, University of California , Santa Barbara, California 93106, United States
| | - Norbert O Reich
- Department of Chemistry and Biochemistry, University of California , Santa Barbara, California 93106, United States
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Woodcock CB, Ulashchik EA, Poopeiko NE, Shmanai VV, Reich NO, Shchepinov MS. Rational Manipulation of DNA Methylation by Using Isotopically Reinforced Cytosine. Chembiochem 2016; 17:2018-2021. [PMID: 27595234 DOI: 10.1002/cbic.201600393] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2016] [Indexed: 11/11/2022]
Abstract
The human DNA methyltransferase 3A (DNMT 3A) is responsible for de novo epigenetic regulation, which is essential for mammalian viability and implicated in diverse diseases. All DNA cytosine C5 methyltransferases follow a broadly conserved catalytic mechanism. We investigated whether C5 β-elimination contributes to the rate-limiting step in catalysis by DNMT3A and the bacterial M.HhaI by using deuterium substitutions of C5 and C6 hydrogens. This substitution caused a 1.59-1.83 fold change in the rate of catalysis, thus suggesting that β-elimination is partly rate-limiting for both enzymes. We used a multisite substrate to explore the consequences of slowing β-elimination during multiple cycles of catalysis. Processive catalysis was slower for both enzymes, and deuterium substitution resulted in DNMT 3A dissociating from its substrate. The decrease in DNA methylation rate by DNMT 3A provides the basis of our ongoing efforts to alter cellular DNA methylation levels without the toxicity of currently used methods.
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Affiliation(s)
- Clayton B Woodcock
- Department of Chemistry and Biochemistry, University of California Santa Barbara, Santa Barbara, CA, 93106, USA
| | - Egor A Ulashchik
- Institute of Physical Organic Chemistry, National Academy of Science of Belarus, Surganova str. 13, 220072, Minsk, Belarus
| | - Nikolai E Poopeiko
- Institute of Physical Organic Chemistry, National Academy of Science of Belarus, Surganova str. 13, 220072, Minsk, Belarus
| | - Vadim V Shmanai
- Institute of Physical Organic Chemistry, National Academy of Science of Belarus, Surganova str. 13, 220072, Minsk, Belarus
| | - Norbert O Reich
- Department of Chemistry and Biochemistry, University of California Santa Barbara, Santa Barbara, CA, 93106, USA.
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Pollak AJ, Reich NO. Proximal recognition sites facilitate intrasite hopping by DNA adenine methyltransferase: mechanistic exploration of epigenetic gene regulation. J Biol Chem 2012; 287:22873-81. [PMID: 22570478 DOI: 10.1074/jbc.m111.332502] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The methylation of adenine in palindromic 5'-GATC-3' sites by Escherichia coli Dam supports diverse roles, including the essential regulation of virulence genes in several human pathogens. As a result of a unique hopping mechanism, Dam methylates both strands of the same site prior to fully dissociating from the DNA, a process referred to as intrasite processivity. The application of a DpnI restriction endonuclease-based assay allowed the direct interrogation of this mechanism with a variety of DNA substrates. Intrasite processivity is disrupted when the DNA flanking a single GATC site is longer than 400 bp on either side. Interestingly, the introduction of a second GATC site within this flanking DNA reinstates intrasite methylation of both sites. Our results show that intrasite methylation occurs only when GATC sites are clustered, as is found in gene segments both known and postulated to undergo in vivo epigenetic regulation by Dam methylation. We propose a model for intrasite methylation in which Dam bound to flanking DNA is an obligate intermediate. Our results provide insights into how intrasite processivity, which appears to be context-dependent, may contribute to the diverse biological roles that are carried out by Dam.
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Affiliation(s)
- Adam J Pollak
- Department of Chemistry and Biochemistry University of California, Santa Barbara, California 93106-9510, USA
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Establishing and maintaining sequestration of Dam target sites for phase variation of agn43 in Escherichia coli. J Bacteriol 2010; 192:1937-45. [PMID: 20118257 DOI: 10.1128/jb.01629-09] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Phase variation of the outer membrane protein Ag43 encoded by agn43 in Escherichia coli is controlled by an epigenetic mechanism. Sequestration of the regulatory region from Dam-dependent methylation has to be established and maintained throughout a generation to obtain and maintain the OFF phase. This work shows that hemimethylated DNA, which is formed by the passage of the DNA replication fork in an ON-phase cell, can be sequestered from methylation by OxyR binding, which is thus a key event for the switch from ON to OFF. No evidence was found that the protein SeqA, which also binds to the region, is involved in sequestration. To facilitate the dissection of this process further, a novel approach was introduced that does not alter the sequence of the regulatory region or the cellular concentration of Dam or OxyR, which consists of inserting auxiliary OxyR binding sites upstream of the regulatory region. Using this strategy, it was shown that the ON-to-OFF switch frequency can be modulated without changing the OFF-to-ON frequency. The data support a model in which in an ON-phase cell, the subcellular OxyR availability at the replication fork as it passes through the agn43 regulatory region is key for initiating an ON-to-OFF switch. In contrast, this availability is not a determining factor for the switch from OFF to ON. This finding shows that different variables affect these two stochastic events. This provides new insight into the events determining the stochastic nature of epigenetic phase variation.
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Coffin SR, Reich NO. Escherichia coli DNA adenine methyltransferase: intrasite processivity and substrate-induced dimerization and activation. Biochemistry 2009; 48:7399-410. [PMID: 19580332 DOI: 10.1021/bi9008006] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Methylation of GATC sites in Escherichia coli by DNA adenine methyltransferase (EcoDam) is essential for proper DNA replication timing, gene regulation, and mismatch repair. The low cellular concentration of EcoDam and the high number of GATC sites in the genome (approximately 20000) support the reliance on methylation efficiency-enhancing strategies such as extensive intersite processivity. Here, we present evidence that EcoDam has evolved other unique mechanisms of activation not commonly observed with restriction-modification methyltransferases. EcoDam dimerizes on short, synthetic DNA, resulting in enhanced catalysis; however, dimerization is not observed on large genomic DNA where the potential for intersite processive methylation precludes any dimerization-dependent activation. An activated form of the enzyme is apparent on large genomic DNA and can also be achieved with high concentrations of short, synthetic substrates. We suggest that this activation is inherent on polymeric DNA where either multiple GATC sites are available for methylation or the partitioning of the enzyme onto nonspecific DNA is favored. Unlike other restriction-modification methyltransferases, EcoDam carries out intrasite processive catalysis whereby the enzyme-DNA complex methylates both strands of an unmethylated GATC site prior to dissociation from the DNA. This occurs with short 21 bp oligonucleotides and is highly dependent upon salt concentrations. Kinetic modeling which invokes enzyme activation by both dimerization and excess substrate provides mechanistic insights into key regulatory checkpoints for an enzyme involved in multiple, diverse biological pathways.
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Affiliation(s)
- Stephanie R Coffin
- Department of Chemistry and Biochemistry, University of California, Santa Barbara, California 93106-9510, USA
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