1
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Li H, Tan Y, Basu D, Corbett K, Zhang D. Unveiling the multifaceted domain polymorphism of the Menshen antiphage system. Nucleic Acids Res 2025; 53:gkaf357. [PMID: 40347139 PMCID: PMC12065111 DOI: 10.1093/nar/gkaf357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Revised: 04/14/2025] [Accepted: 04/17/2025] [Indexed: 05/12/2025] Open
Abstract
Recent advances have significantly enriched our understanding of complex bacteria-phage interactions. To date, over one hundred bacterial antiphage systems have been identified, yet the mechanisms of many, including the recently discovered Menshen system, remain elusive. We employed comparative genomics and protein bioinformatics for a systematic investigation of the Menshen system, focusing on its organization, structure, function, and evolution. By delineating six primary domain determinants and predicting their functions, we propose that the three components (NsnA-B-C) of Menshen likely act as sensor, transducer, and effector modules, respectively. Notably, we unveil remarkable polymorphism in domain composition within both NsnA and NsnC. NsnA proteins universally share ParB-DUF262 and DNA-binding ParBDB domains, and often include additional DNA-binding modules at their N-termini. NsnC effectors exhibit diverse inactive PIN (inPIN)-like domains for target recognition in their N-termini, and multiple nuclease domains for toxicity in their C-termini. We demonstrate that this multifaceted polymorphism results from the independent integration of various sensor domains into NsnA, alongside constant shuffling and diversification of the inPIN and effector domains in NsnC. These findings not only elucidate the functional diversity and inter-subunit interactions of the Menshen system, but also underscore its exceptional capacity for adaptability and versatility in the ongoing arms race between bacteria and phages.
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Affiliation(s)
- Huan Li
- Department of Biology, College of Arts and Sciences, Saint Louis University, Saint Louis, MO 63103, United States
| | - Yongjun Tan
- Department of Biology, College of Arts and Sciences, Saint Louis University, Saint Louis, MO 63103, United States
| | - Dwaipayan Basu
- Department of Chemistry and Biochemistry, University of California San Diego, La Jolla, CA 92093, United States
| | - Kevin D Corbett
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA 92093, United States
- Department of Molecular Biology, University of California San Diego, La Jolla, CA 92093, United States
| | - Dapeng Zhang
- Department of Biology, College of Arts and Sciences, Saint Louis University, Saint Louis, MO 63103, United States
- Program of Bioinformatics and Computational Biology, School of Science and Engineering, Saint Louis University, Saint Louis, MO 63103, United States
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2
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Ramos-León F, Ramamurthi KS. How do spherical bacteria regulate cell division? Biochem Soc Trans 2025; 53:BST20240956. [PMID: 40259574 DOI: 10.1042/bst20240956] [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: 12/01/2024] [Revised: 03/07/2025] [Accepted: 03/28/2025] [Indexed: 04/23/2025]
Abstract
Many bacteria divide by binary fission, producing two identical daughter cells, which requires proper placement of the division machinery at mid-cell. Spherical bacteria (cocci) face unique challenges due to their lack of natural polarity. In this review, we compile current knowledge on how cocci regulate cell division, how they select the proper division plane, and ensure accurate Z-ring positioning at mid-cell. While Streptococcus pneumoniae and Staphylococcus aureus are the most well-studied models for cell division in cocci, we also cover other less-characterized cocci across different bacterial groups and discuss the conservation of known Z-ring positioning mechanisms in these understudied bacteria.
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Affiliation(s)
- Félix Ramos-León
- Laboratory of Molecular Biology, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, U.S.A
| | - Kumaran S Ramamurthi
- Laboratory of Molecular Biology, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, U.S.A
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3
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Martí-Gómez C, Zhou J, Chen WC, Kinney JB, McCandlish DM. Inference and visualization of complex genotype-phenotype maps with gpmap-tools. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.03.09.642267. [PMID: 40161830 PMCID: PMC11952336 DOI: 10.1101/2025.03.09.642267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/02/2025]
Abstract
Multiplex assays of variant effect (MAVEs) allow the functional characterization of an unprecedented number of sequence variants in both gene regulatory regions and protein coding sequences. This has enabled the study of nearly complete combinatorial libraries of mutational variants and revealed the widespread influence of higher-order genetic interactions that arise when multiple mutations are combined. However, the lack of appropriate tools for exploratory analysis of this high-dimensional data limits our overall understanding of the main qualitative properties of complex genotype-phenotype maps. To fill this gap, we have developed gpmap-tools (https://github.com/cmarti/gpmap-tools), a python library that integrates Gaussian process models for inference, phenotypic imputation, and error estimation from incomplete and noisy MAVE data and collections of natural sequences, together with methods for summarizing patterns of higher-order epistasis and non-linear dimensionality reduction techniques that allow visualization of genotype-phenotype maps containing up to millions of genotypes. Here, we used gpmap-tools to study the genotype-phenotype map of the Shine-Dalgarno sequence, a motif that modulates binding of the 16S rRNA to the 5' untranslated region (UTR) of mRNAs through base pair complementarity during translation initiation in prokaryotes. We inferred full combinatorial landscapes containing 262,144 different sequences from the sequences of 5,311 5'UTRs in the E. coli genome and from experimental MAVE data. Visualizations of the inferred landscapes were largely consistent with each other, and unveiled a simple molecular mechanism underlying the highly epistatic genotype-phenotype map of the Shine-Dalgarno sequence.
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Affiliation(s)
- Carlos Martí-Gómez
- Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724
| | - Juannan Zhou
- Department of Biology, University of Florida, Gainesville, FL, 32611
| | - Wei-Chia Chen
- Department of Physics, National Chung Cheng University, Chiayi 62102, Taiwan, Republic of China
| | - Justin B Kinney
- Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724
| | - David M McCandlish
- Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724
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4
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He X, Sun Y, Ma H. ParSite is a multicolor DNA labeling system that allows for simultaneous imaging of triple genomic loci in living cells. PLoS Biol 2025; 23:e3003009. [PMID: 39854604 PMCID: PMC11798528 DOI: 10.1371/journal.pbio.3003009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Revised: 02/05/2025] [Accepted: 01/09/2025] [Indexed: 01/26/2025] Open
Abstract
The organization of the human genome in space and time is critical for transcriptional regulation and cell fate determination. However, robust methods for tracking genome organization or genomic interactions over time in living cells are lacking. Here, we developed a multicolor DNA labeling system, ParSite, to simultaneously track triple genomic loci in the U2OS cells. The tricolor ParSite system is derived from the T. thermophilus ParB/ParSc (TtParB/ParSc) system by rational design. We mutated the interface between TtParB and ParSc and generated a new pair of TtParBm and ParSm for genomic DNA labeling. The insertions of 16 base-pair palindromic ParSc and ParSm into genomic loci allow dual-color DNA imaging in living cells. A pair of genomic loci labeled by ParSite could be colocalized with p53-binding protein 1 (53BP1) in response to CRISPR/Cas9-mediated double-strand breaks (DSBs). The ParSite permits tracking promoter and terminator dynamics of the APP gene, which spans 290 kilobases in length. Intriguingly, the hybrid ParS (ParSh) of half-ParSc and half-ParSm enables for the visualization of a third locus independent of ParSc or ParSm. We simultaneously labeled 3 loci with a genomic distance of 36, 89, and 352 kilobases downstream the C3 repeat locus, respectively. In sum, the ParSite is a robust DNA labeling system for tracking multiple genomic loci in space and time in living cells.
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Affiliation(s)
- Xiaohui He
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Yadong Sun
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Hanhui Ma
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
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5
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Park Y, Metzger BP, Thornton JW. On the Analysis of Protein Genetic Architecture: Response to "Protein sequence landscapes are not so simple". BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.17.613512. [PMID: 39677708 PMCID: PMC11642768 DOI: 10.1101/2024.09.17.613512] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/17/2024]
Abstract
We recently reanalyzed 20 combinatorial mutagenesis datasets using a novel reference-free analysis (RFA) method and showed that high-order epistasis contributes negligibly to protein sequence-function relationships in every case. Dupic, Phillips, and Desai (DPD) commented on a preprint of our work. In our published paper, we addressed all the major issues they raised, but we respond directly to them here. 1) DPD's claim that RFA is equivalent to estimating reference-based analysis (RBA) models by regression neglects fundamental differences in how the two formalisms dissect the causal relationship between sequence and function. It also misinterprets the observation that using regression to estimate any truncated model of genetic architecture will always yield the same predicted phenotypes and variance partition; the resulting estimates correspond to those of the RFA formalism but are inaccurate representations of the true RBA model. 2) DPD's claim that high-order epistasis is widespread and significant while somehow explaining little phenotypic variance is an artifact of two strong biases in the use of regression to estimate RBA models: this procedure underestimates the phenotypic variance explained by RBA epistatic terms while at the same time inflating the magnitude of individual terms. 3) DPD erroneously claim that RFA is "exactly equivalent" to Fourier analysis (FA) and background-averaged analysis (BA). This error arises because DPD used an incorrect mathematical definition of RFA and were misled by a simple numerical relationship among the models that only holds only for the simplest kinds of datasets. 4) DPD argue that using a nonlinear transformation to account for global nonlinearities in sequence-function relationships is often unnecessary and may artifactually absorb specific epistatic interactions. We show that nonspecific epistasis caused by a limited dynamic range affects datasets of all types, even when the phenotype is represented on a free-energy scale. Moreover, using a nonlinear transformation in a joint fitting procedure does not underestimate specific epistasis under realistic conditions, even if the data are not affected by nonspecific epistasis. The conclusions of our work therefore hold: the genetic architecture of all 20 protein datasets we analyzed can be efficiently and accurately described in an RFA framework by first-order amino acid effects and pairwise interactions with a simple model of global nonlinearity. We are grateful for DPD's commentary, which helped us improve our paper.
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Affiliation(s)
- Yeonwoo Park
- Committee on Genetics, Genomics, and Systems Biology, University of Chicago, Chicago, IL, USA
- Current affiliation: Center for RNA Research, Institute for Basic Science, Seoul, Republic of Korea
| | - Brian P.H. Metzger
- Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA
- Current affiliation: Department of Biological Sciences, Purdue University, West Lafayette, IN, USA
| | - Joseph W. Thornton
- Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA
- Department of Human Genetics, University of Chicago, Chicago, IL, USA
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6
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Park Y, Metzger BPH, Thornton JW. The simplicity of protein sequence-function relationships. Nat Commun 2024; 15:7953. [PMID: 39261454 PMCID: PMC11390738 DOI: 10.1038/s41467-024-51895-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2024] [Accepted: 08/20/2024] [Indexed: 09/13/2024] Open
Abstract
How complex are the rules by which a protein's sequence determines its function? High-order epistatic interactions among residues are thought to be pervasive, suggesting an idiosyncratic and unpredictable sequence-function relationship. But many prior studies may have overestimated epistasis, because they analyzed sequence-function relationships relative to a single reference sequence-which causes measurement noise and local idiosyncrasies to snowball into high-order epistasis-or they did not fully account for global nonlinearities. Here we present a reference-free method that jointly infers specific epistatic interactions and global nonlinearity using a bird's-eye view of sequence space. This technique yields the simplest explanation of sequence-function relationships and is more robust than existing methods to measurement noise, missing data, and model misspecification. We reanalyze 20 experimental datasets and find that context-independent amino acid effects and pairwise interactions, along with a simple nonlinearity to account for limited dynamic range, explain a median of 96% of phenotypic variance and over 92% in every case. Only a tiny fraction of genotypes are strongly affected by higher-order epistasis. Sequence-function relationships are also sparse: a miniscule fraction of amino acids and interactions account for 90% of phenotypic variance. Sequence-function causality across these datasets is therefore simple, opening the way for tractable approaches to characterize proteins' genetic architecture.
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Affiliation(s)
- Yeonwoo Park
- Committee on Genetics, Genomics, and Systems Biology, University of Chicago, Chicago, IL, USA
- Center for RNA Research, Institute for Basic Science, Seoul, Republic of Korea
| | - Brian P H Metzger
- Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA
- Department of Biological Sciences, Purdue University, West Lafayette, IN, USA
| | - Joseph W Thornton
- Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA.
- Department of Human Genetics, University of Chicago, Chicago, IL, USA.
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7
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Chisholm LO, Orlandi KN, Phillips SR, Shavlik MJ, Harms MJ. Ancestral Reconstruction and the Evolution of Protein Energy Landscapes. Annu Rev Biophys 2024; 53:127-146. [PMID: 38134334 PMCID: PMC11192866 DOI: 10.1146/annurev-biophys-030722-125440] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2023]
Abstract
A protein's sequence determines its conformational energy landscape. This, in turn, determines the protein's function. Understanding the evolution of new protein functions therefore requires understanding how mutations alter the protein energy landscape. Ancestral sequence reconstruction (ASR) has proven a valuable tool for tackling this problem. In ASR, one phylogenetically infers the sequences of ancient proteins, allowing characterization of their properties. When coupled to biophysical, biochemical, and functional characterization, ASR can reveal how historical mutations altered the energy landscape of ancient proteins, allowing the evolution of enzyme activity, altered conformations, binding specificity, oligomerization, and many other protein features. In this article, we review how ASR studies have been used to dissect the evolution of energy landscapes. We also discuss ASR studies that reveal how energy landscapes have shaped protein evolution. Finally, we propose that thinking about evolution from the perspective of an energy landscape can improve how we approach and interpret ASR studies.
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Affiliation(s)
- Lauren O Chisholm
- Department of Chemistry and Biochemistry, University of Oregon, Eugene, Oregon, USA;
- Institute of Molecular Biology, University of Oregon, Eugene, Oregon, USA
| | - Kona N Orlandi
- Institute of Molecular Biology, University of Oregon, Eugene, Oregon, USA
- Department of Biology, University of Oregon, Eugene, Oregon, USA
| | - Sophia R Phillips
- Department of Chemistry and Biochemistry, University of Oregon, Eugene, Oregon, USA;
- Institute of Molecular Biology, University of Oregon, Eugene, Oregon, USA
| | - Michael J Shavlik
- Institute of Molecular Biology, University of Oregon, Eugene, Oregon, USA
- Department of Biology, University of Oregon, Eugene, Oregon, USA
| | - Michael J Harms
- Department of Chemistry and Biochemistry, University of Oregon, Eugene, Oregon, USA;
- Institute of Molecular Biology, University of Oregon, Eugene, Oregon, USA
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8
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Zhao H, Peramuna T, Ajmal S, Wendt KL, Petrushenko ZM, Premachandra K, Cichewicz RH, Rybenkov VV. Inhibitor of Chromosome Segregation in Pseudomonas aeruginosa from Fungal Extracts. ACS Chem Biol 2024; 19:1387-1396. [PMID: 38843873 PMCID: PMC11197941 DOI: 10.1021/acschembio.4c00264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2024] [Revised: 05/10/2024] [Accepted: 05/15/2024] [Indexed: 06/22/2024]
Abstract
Chromosome segregation is an essential cellular process that has the potential to yield numerous targets for drug development. This pathway is presently underutilized partially due to the difficulties in the development of robust reporter assays suitable for high throughput screening. In bacteria, chromosome segregation is mediated by two partially redundant systems, condensins and ParABS. Based on the synthetic lethality of the two systems, we developed an assay suitable for screening and then screened a library of fungal extracts for potential inhibitors of the ParABS pathway, as judged by their enhanced activity on condensin-deficient cells. We found such activity in extracts of Humicola sp. Fractionation of the extract led to the discovery of four new analogues of sterigmatocystin, one of which, 4-hydroxy-sterigmatocystin (4HS), displayed antibacterial activity. 4HS induced the phenotype typical for parAB mutants including defects in chromosome segregation and cell division. Specifically, bacteria exposed to 4HS produced anucleate cells and were impaired in the assembly of the FtsZ ring. Moreover, 4HS binds to purified ParB in a ParS-modulated manner and inhibits its ParS-dependent CTPase activity. The data describe a small molecule inhibitor of ParB and expand the known spectrum of activities of sterigmatocystin to include bacterial chromosome segregation.
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Affiliation(s)
- Hang Zhao
- Department
of Chemistry and Biochemistry, University
of Oklahoma, Norman, Oklahoma 73019, United States
| | - Thilini Peramuna
- Natural
Products Discovery Group, Institute for Natural Products Applications
and Research Technologies, Department of Chemistry & Biochemistry,
Stephenson Life Science Research Center, University of Oklahoma, Norman, Oklahoma 73019, United States
| | - Sidra Ajmal
- Department
of Chemistry and Biochemistry, University
of Oklahoma, Norman, Oklahoma 73019, United States
| | - Karen L. Wendt
- Natural
Products Discovery Group, Institute for Natural Products Applications
and Research Technologies, Department of Chemistry & Biochemistry,
Stephenson Life Science Research Center, University of Oklahoma, Norman, Oklahoma 73019, United States
| | - Zoya M. Petrushenko
- Department
of Chemistry and Biochemistry, University
of Oklahoma, Norman, Oklahoma 73019, United States
| | - Kaushika Premachandra
- Department
of Chemistry and Biochemistry, University
of Oklahoma, Norman, Oklahoma 73019, United States
| | - Robert H. Cichewicz
- Natural
Products Discovery Group, Institute for Natural Products Applications
and Research Technologies, Department of Chemistry & Biochemistry,
Stephenson Life Science Research Center, University of Oklahoma, Norman, Oklahoma 73019, United States
| | - Valentin V. Rybenkov
- Department
of Chemistry and Biochemistry, University
of Oklahoma, Norman, Oklahoma 73019, United States
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9
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He X, Tan Y, Feng Y, Sun Y, Ma H. Tracking pairwise genomic loci by the ParB-ParS and Noc-NBS systems in living cells. Nucleic Acids Res 2024; 52:4922-4934. [PMID: 38412314 PMCID: PMC11109969 DOI: 10.1093/nar/gkae134] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 01/23/2024] [Accepted: 02/19/2024] [Indexed: 02/29/2024] Open
Abstract
The dynamics of genomic loci pairs and their interactions are essential for transcriptional regulation and genome organization. However, a robust method for tracking pairwise genomic loci in living cells is lacking. Here we developed a multicolor DNA labeling system, mParSpot (multicolor ParSpot), to track pairs of genomic loci and their interactions in living cells. The mParSpot system is derived from the ParB/ParS in the parABS system and Noc/NBS in its paralogous nucleoid occlusion system. The insertion of 16 base-pair palindromic ParSs or NBSs into the genomic locus allows the cognate binding protein ParB or Noc to spread kilobases of DNA around ParSs or NBSs for loci-specific visualization. We tracked two loci with a genomic distance of 53 kilobases and measured their spatial distance over time. Using the mParSpot system, we labeled the promoter and terminator of the MSI2 gene span 423 kb and measured their spatial distance. We also tracked the promoter and terminator dynamics of the MUC4 gene in living cells. In sum, the mParSpot is a robust and sensitive DNA labeling system for tracking genomic interactions in space and time under physiological or pathological contexts.
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Affiliation(s)
- Xiaohui He
- Gene Editing Center, School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Yuxi Tan
- Gene Editing Center, School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Ying Feng
- Gene Editing Center, School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Yadong Sun
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Hanhui Ma
- Gene Editing Center, School of Life Science and Technology, ShanghaiTech University, Shanghai, China
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10
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Metzger BPH, Park Y, Starr TN, Thornton JW. Epistasis facilitates functional evolution in an ancient transcription factor. eLife 2024; 12:RP88737. [PMID: 38767330 PMCID: PMC11105156 DOI: 10.7554/elife.88737] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/22/2024] Open
Abstract
A protein's genetic architecture - the set of causal rules by which its sequence produces its functions - also determines its possible evolutionary trajectories. Prior research has proposed that the genetic architecture of proteins is very complex, with pervasive epistatic interactions that constrain evolution and make function difficult to predict from sequence. Most of this work has analyzed only the direct paths between two proteins of interest - excluding the vast majority of possible genotypes and evolutionary trajectories - and has considered only a single protein function, leaving unaddressed the genetic architecture of functional specificity and its impact on the evolution of new functions. Here, we develop a new method based on ordinal logistic regression to directly characterize the global genetic determinants of multiple protein functions from 20-state combinatorial deep mutational scanning (DMS) experiments. We use it to dissect the genetic architecture and evolution of a transcription factor's specificity for DNA, using data from a combinatorial DMS of an ancient steroid hormone receptor's capacity to activate transcription from two biologically relevant DNA elements. We show that the genetic architecture of DNA recognition consists of a dense set of main and pairwise effects that involve virtually every possible amino acid state in the protein-DNA interface, but higher-order epistasis plays only a tiny role. Pairwise interactions enlarge the set of functional sequences and are the primary determinants of specificity for different DNA elements. They also massively expand the number of opportunities for single-residue mutations to switch specificity from one DNA target to another. By bringing variants with different functions close together in sequence space, pairwise epistasis therefore facilitates rather than constrains the evolution of new functions.
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Affiliation(s)
- Brian PH Metzger
- Department of Ecology and Evolution, University of ChicagoChicagoUnited States
| | - Yeonwoo Park
- Program in Genetics, Genomics, and Systems Biology, University of ChicagoChicagoUnited States
| | - Tyler N Starr
- Department of Biochemistry and Molecular Biophysics, University of ChicagoChicagoUnited States
| | - Joseph W Thornton
- Department of Ecology and Evolution, University of ChicagoChicagoUnited States
- Department of Human Genetics, University of ChicagoChicagoUnited States
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11
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Park Y, Metzger BP, Thornton JW. The simplicity of protein sequence-function relationships. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.09.02.556057. [PMID: 37732229 PMCID: PMC10508729 DOI: 10.1101/2023.09.02.556057] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/22/2023]
Abstract
How complicated is the genetic architecture of proteins - the set of causal effects by which sequence determines function? High-order epistatic interactions among residues are thought to be pervasive, making a protein's function difficult to predict or understand from its sequence. Most studies, however, used methods that overestimate epistasis, because they analyze genetic architecture relative to a designated reference sequence - causing measurement noise and small local idiosyncrasies to propagate into pervasive high-order interactions - or have not effectively accounted for global nonlinearity in the sequence-function relationship. Here we present a new reference-free method that jointly estimates global nonlinearity and specific epistatic interactions across a protein's entire genotype-phenotype map. This method yields a maximally efficient explanation of a protein's genetic architecture and is more robust than existing methods to measurement noise, partial sampling, and model misspecification. We reanalyze 20 combinatorial mutagenesis experiments from a diverse set of proteins and find that additive and pairwise effects, along with a simple nonlinearity to account for limited dynamic range, explain a median of 96% of total variance in measured phenotypes (and >92% in every case). Only a tiny fraction of genotypes are strongly affected by third- or higher-order epistasis. Genetic architecture is also sparse: the number of terms required to explain the vast majority of variance is smaller than the number of genotypes by many orders of magnitude. The sequence-function relationship in most proteins is therefore far simpler than previously thought, opening the way for new and tractable approaches to characterize it.
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Affiliation(s)
- Yeonwoo Park
- Committee on Genetics, Genomics, and Systems Biology, University of Chicago, Chicago, IL 60637
- Current affiliation: Center for RNA Research, Institute for Basic Science, Seoul, Republic of Korea 08826
| | - Brian P.H. Metzger
- Department of Ecology and Evolution, University of Chicago, Chicago, IL 60637
- Current affiliation: Department of Biological Sciences, Purdue University, West Lafayette, IN 47907
| | - Joseph W. Thornton
- Department of Ecology and Evolution, University of Chicago, Chicago, IL 60637
- Department of Human Genetics, University of Chicago, Chicago, IL 60637
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12
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Dupic T, Phillips AM, Desai MM. Protein sequence landscapes are not so simple: on reference-free versus reference-based inference. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.29.577800. [PMID: 38352387 PMCID: PMC10862727 DOI: 10.1101/2024.01.29.577800] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/23/2024]
Abstract
In a recent preprint, Park, Metzger, and Thornton reanalyze 20 empirical protein sequence-function landscapes using a "reference-free analysis" (RFA) method they recently developed. They argue that these empirical landscapes are simpler and less epistatic than earlier work suggested, and attribute the difference to limitations of the methods used in the original analyses of these landscapes, which they claim are more sensitive to measurement noise, missing data, and other artifacts. Here, we show that these claims are incorrect. Instead, we find that the RFA method introduced by Park et al. is exactly equivalent to the reference-based least-squares methods used in the original analysis of many of these empirical landscapes (and also equivalent to a Hadamard-based approach they implement). Because the reanalyzed and original landscapes are in fact identical, the different conclusions drawn by Park et al. instead reflect different interpretations of the parameters describing the inferred landscapes; we argue that these do not support the conclusion that epistasis plays only a small role in protein sequence-function landscapes.
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Affiliation(s)
- Thomas Dupic
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA
| | - Angela M Phillips
- Department of Microbiology and Immunology, University of California San Francisco, San Francisco CA
| | - Michael M Desai
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA
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13
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Tišma M, Kaljević J, Gruber S, Le TBK, Dekker C. Connecting the dots: key insights on ParB for chromosome segregation from single-molecule studies. FEMS Microbiol Rev 2024; 48:fuad067. [PMID: 38142222 PMCID: PMC10786196 DOI: 10.1093/femsre/fuad067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 12/19/2023] [Accepted: 12/22/2023] [Indexed: 12/25/2023] Open
Abstract
Bacterial cells require DNA segregation machinery to properly distribute a genome to both daughter cells upon division. The most common system involved in chromosome and plasmid segregation in bacteria is the ParABS system. A core protein of this system - partition protein B (ParB) - regulates chromosome organization and chromosome segregation during the bacterial cell cycle. Over the past decades, research has greatly advanced our knowledge of the ParABS system. However, many intricate details of the mechanism of ParB proteins were only recently uncovered using in vitro single-molecule techniques. These approaches allowed the exploration of ParB proteins in precisely controlled environments, free from the complexities of the cellular milieu. This review covers the early developments of this field but emphasizes recent advances in our knowledge of the mechanistic understanding of ParB proteins as revealed by in vitro single-molecule methods. Furthermore, we provide an outlook on future endeavors in investigating ParB, ParB-like proteins, and their interaction partners.
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Affiliation(s)
- Miloš Tišma
- Department of Bionanoscience, Kavli Institute of Nanoscience Delft, Delft University of Technology; Van der Maasweg 9, Delft, the Netherlands
| | - Jovana Kaljević
- Department of Molecular Microbiology, John Innes Centre, Norwich Research Park, Colney Lane, NR4 7UH Norwich, United Kingdom
| | - Stephan Gruber
- Department of Fundamental Microbiology (DMF), Faculty of Biology and Medicine (FBM), University of Lausanne, UNIL-Sorge, Biophore, CH-1015 Lausanne, Switzerland
| | - Tung B K Le
- Department of Molecular Microbiology, John Innes Centre, Norwich Research Park, Colney Lane, NR4 7UH Norwich, United Kingdom
| | - Cees Dekker
- Department of Bionanoscience, Kavli Institute of Nanoscience Delft, Delft University of Technology; Van der Maasweg 9, Delft, the Netherlands
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14
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Dai Y, Farag M, Lee D, Zeng X, Kim K, Son HI, Guo X, Su J, Peterson N, Mohammed J, Ney M, Shapiro DM, Pappu RV, Chilkoti A, You L. Programmable synthetic biomolecular condensates for cellular control. Nat Chem Biol 2023; 19:518-528. [PMID: 36747054 PMCID: PMC10786170 DOI: 10.1038/s41589-022-01252-8] [Citation(s) in RCA: 68] [Impact Index Per Article: 34.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2022] [Accepted: 12/21/2022] [Indexed: 02/08/2023]
Abstract
The formation of biomolecular condensates mediated by a coupling of associative and segregative phase transitions plays a critical role in controlling diverse cellular functions in nature. This has inspired the use of phase transitions to design synthetic systems. While design rules of phase transitions have been established for many synthetic intrinsically disordered proteins, most efforts have focused on investigating their phase behaviors in a test tube. Here, we present a rational engineering approach to program the formation and physical properties of synthetic condensates to achieve intended cellular functions. We demonstrate this approach through targeted plasmid sequestration and transcription regulation in bacteria and modulation of a protein circuit in mammalian cells. Our approach lays the foundation for engineering designer condensates for synthetic biology applications.
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Affiliation(s)
- Yifan Dai
- Department of Biomedical Engineering, Pratt School of Engineering, Duke University, Durham, NC, USA
- Duke Center for Quantitative Biodesign, Duke University, Durham, NC, USA
| | - Mina Farag
- Department of Biomedical Engineering, Center for Biomolecular Condensates (CBC), James McKelvey School of Engineering, Washington University in St. Louis, St. Louis, MO, USA
| | - Dongheon Lee
- Department of Biomedical Engineering, Pratt School of Engineering, Duke University, Durham, NC, USA
| | - Xiangze Zeng
- Department of Biomedical Engineering, Center for Biomolecular Condensates (CBC), James McKelvey School of Engineering, Washington University in St. Louis, St. Louis, MO, USA
| | - Kyeri Kim
- Department of Biomedical Engineering, Pratt School of Engineering, Duke University, Durham, NC, USA
| | - Hye-In Son
- Department of Biomedical Engineering, Pratt School of Engineering, Duke University, Durham, NC, USA
| | - Xiao Guo
- Department of Biomedical Engineering, Pratt School of Engineering, Duke University, Durham, NC, USA
| | - Jonathan Su
- Department of Biomedical Engineering, Pratt School of Engineering, Duke University, Durham, NC, USA
| | - Nikhil Peterson
- Department of Biomedical Engineering, Pratt School of Engineering, Duke University, Durham, NC, USA
| | - Javid Mohammed
- Department of Immunology, Duke University, Durham, NC, USA
| | - Max Ney
- Department of Biomedical Engineering, Pratt School of Engineering, Duke University, Durham, NC, USA
| | - Daniel Mark Shapiro
- Department of Biomedical Engineering, Pratt School of Engineering, Duke University, Durham, NC, USA
| | - Rohit V Pappu
- Department of Biomedical Engineering, Center for Biomolecular Condensates (CBC), James McKelvey School of Engineering, Washington University in St. Louis, St. Louis, MO, USA
| | - Ashutosh Chilkoti
- Department of Biomedical Engineering, Pratt School of Engineering, Duke University, Durham, NC, USA.
- Duke Center for Quantitative Biodesign, Duke University, Durham, NC, USA.
| | - Lingchong You
- Department of Biomedical Engineering, Pratt School of Engineering, Duke University, Durham, NC, USA.
- Duke Center for Quantitative Biodesign, Duke University, Durham, NC, USA.
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15
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Sukhoverkov KV, Jalal ASB, Ault JR, Sobott F, Lawson DM, Le TBK. The CTP-binding domain is disengaged from the DNA-binding domain in a cocrystal structure of Bacillus subtilis Noc-DNA complex. J Biol Chem 2023; 299:103063. [PMID: 36841481 PMCID: PMC10060749 DOI: 10.1016/j.jbc.2023.103063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 02/15/2023] [Accepted: 02/21/2023] [Indexed: 02/25/2023] Open
Abstract
In Bacillus subtilis, a ParB-like nucleoid occlusion protein (Noc) binds specifically to Noc-binding sites (NBSs) on the chromosome to help coordinate chromosome segregation and cell division. Noc does so by binding to CTP to form large membrane-associated nucleoprotein complexes to physically inhibit the assembly of the cell division machinery. The site-specific binding of Noc to NBS DNA is a prerequisite for CTP-binding and the subsequent formation of a membrane-active DNA-entrapped protein complex. Here, we solve the structure of a C-terminally truncated B. subtilis Noc bound to NBS DNA to reveal the conformation of Noc at this crucial step. Our structure reveals the disengagement between the N-terminal CTP-binding domain and the NBS-binding domain of each DNA-bound Noc subunit; this is driven, in part, by the swapping of helices 4 and 5 at the interface of the two domains. Site-specific crosslinking data suggest that this conformation of Noc-NBS exists in solution. Overall, our results lend support to the recent proposal that parS/NBS binding catalyzes CTP binding and DNA entrapment by preventing the reengagement of the CTP-binding domain and the DNA-binding domain from the same ParB/Noc subunit.
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Affiliation(s)
- Kirill V Sukhoverkov
- Department of Molecular Microbiology, John Innes Centre, Norwich, United Kingdom
| | - Adam S B Jalal
- Department of Molecular Microbiology, John Innes Centre, Norwich, United Kingdom; Section of Structural and Synthetic Biology, Department of Infectious Diseases, Faculty of Medicine, Imperial College London, London, United Kingdom
| | - James R Ault
- Astbury Centre for Structural Molecular Biology, School of Molecular and Cellular Biology, University of Leeds, Leeds, United Kingdom
| | - Frank Sobott
- Astbury Centre for Structural Molecular Biology, School of Molecular and Cellular Biology, University of Leeds, Leeds, United Kingdom
| | - David M Lawson
- Department of Biochemistry and Metabolism, John Innes Centre, Norwich, United Kingdom
| | - Tung B K Le
- Department of Molecular Microbiology, John Innes Centre, Norwich, United Kingdom.
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16
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CTP switches in ParABS-mediated bacterial chromosome segregation and beyond. Curr Opin Microbiol 2023; 73:102289. [PMID: 36871427 DOI: 10.1016/j.mib.2023.102289] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Revised: 01/30/2023] [Accepted: 01/31/2023] [Indexed: 03/06/2023]
Abstract
Segregation of genetic material is a fundamental process in biology. In many bacterial species, segregation of chromosomes and low-copy plasmids is facilitated by the tripartite ParA-ParB-parS system. This system consists of a centromeric parS DNA site and interacting proteins ParA and ParB that are capable of hydrolyzing adenosine triphosphate and cytidine triphosphate (CTP), respectively. ParB first binds to parS before associating with adjacent DNA regions to spread outward from parS. These ParB-DNA complexes bind to ParA and, through repetitive cycles of ParA-ParB binding and unbinding, move the DNA cargo to each daughter cell. The recent discovery that ParB binds and hydrolyzes CTP as it cycles on and off the bacterial chromosome has dramatically changed our understanding of the molecular mechanism used by the ParABS system. Beyond bacterial chromosome segregation, CTP-dependent molecular switches are likely to be more widespread in biology than previously appreciated and represent an opportunity for new and unexpected avenues for future research and application.
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17
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Babl L, Merino-Salomón A, Kanwa N, Schwille P. Membrane mediated phase separation of the bacterial nucleoid occlusion protein Noc. Sci Rep 2022; 12:17949. [PMID: 36289351 PMCID: PMC9606368 DOI: 10.1038/s41598-022-22680-5] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Accepted: 10/18/2022] [Indexed: 01/24/2023] Open
Abstract
Liquid-liquid phase separation is a fundamental biophysical process to organize eukaryotic and prokaryotic cytosols. While many biomolecular condensates are formed in the vicinity of, or even on lipid membranes, little is known about the interaction of protein condensates and lipid bilayers. In this study, we characterize the recently unknown phase behavior of the bacterial nucleoid occlusion protein Noc. We find that, similarly to other ParB-like proteins, CTP binding tightly regulates Noc's propensity to phase separate. As CTP-binding and hydrolysis also allows Noc to bind and spread on membranes, we furthermore establish Noc condensates as model system to investigate how lipid membranes can influence protein condensation and vice versa. Last, we show that Noc condensates can recruit FtsZ to the membrane, while this does not happen in the non-phase separated state. These findings suggest a new model of Noc mediated nucleoid occlusion, with membrane-mediated liquid-liquid phase separation as underlying principle of complex formation and regulation thereof.
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Affiliation(s)
- Leon Babl
- grid.418615.f0000 0004 0491 845XMax Planck Institute for Biochemistry, Am Klopferspitz 18, 82152 Planegg, Germany
| | - Adrián Merino-Salomón
- grid.418615.f0000 0004 0491 845XMax Planck Institute for Biochemistry, Am Klopferspitz 18, 82152 Planegg, Germany
| | - Nishu Kanwa
- grid.418615.f0000 0004 0491 845XMax Planck Institute for Biochemistry, Am Klopferspitz 18, 82152 Planegg, Germany
| | - Petra Schwille
- grid.418615.f0000 0004 0491 845XMax Planck Institute for Biochemistry, Am Klopferspitz 18, 82152 Planegg, Germany
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18
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Du J, Zhang C, Long Q, Zhang L, Chen W, Liu Q. Characterization of a pathway-specific activator of edeine biosynthesis and improved edeine production by its overexpression in Brevibacillus brevis. FRONTIERS IN PLANT SCIENCE 2022; 13:1022476. [PMID: 36388555 PMCID: PMC9641203 DOI: 10.3389/fpls.2022.1022476] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Accepted: 09/27/2022] [Indexed: 06/16/2023]
Abstract
Edeines are a group of non-ribosomal antibacterial peptides produced by Brevibacillus brevis. Due to the significant antibacterial properties of edeines, increasing edeine yield is of great interest in biomedical research. Herein, we identified that EdeB, a member of the ParB protein family, significantly improved edeine production in B. brevis. First, overexpression of edeB in B. brevis X23 increased edeine production by 92.27%. Second, in vitro bacteriostasis experiment showed that edeB-deletion mutant exhibited less antibacterial activity. Third, RT-qPCR assay demonstrated that the expression of edeA, edeQ, and edeK, which are key components of the edeine biosynthesis pathway, in edeB-deletion mutant X23(ΔedeB) was significantly lower than that in wild-type B. brevis strain X23. Finally, electrophoretic mobility shift assay (EMSA) showed that EdeB directly bound to the promoter region of the edeine biosynthetic gene cluster (ede BGC), suggesting that EdeB improves edeine production through interaction with ede BGC in B. brevis.
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Affiliation(s)
- Jie Du
- Hunan Provincial Engineering and Technology Research Center for Agricultural Microbiology Application, Hunan Institute of Microbiology, Changsha, China
| | - Cuiyang Zhang
- Hunan Provincial Engineering and Technology Research Center for Agricultural Microbiology Application, Hunan Institute of Microbiology, Changsha, China
| | - Qingshan Long
- Hunan Provincial Engineering and Technology Research Center for Agricultural Microbiology Application, Hunan Institute of Microbiology, Changsha, China
| | - Liang Zhang
- College of Plant Protection, Hunan Agricultural University, Changsha, China
| | - Wu Chen
- College of Plant Protection, Hunan Agricultural University, Changsha, China
| | - Qingshu Liu
- Hunan Provincial Engineering and Technology Research Center for Agricultural Microbiology Application, Hunan Institute of Microbiology, Changsha, China
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19
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Watson G, Velasco-Berrelleza V, Noy A. Atomistic Molecular Dynamics Simulations of DNA in Complex 3D Arrangements for Comparison with Lower Resolution Structural Experiments. Methods Mol Biol 2022; 2476:95-109. [PMID: 35635699 DOI: 10.1007/978-1-0716-2221-6_8] [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] [Indexed: 06/15/2023]
Abstract
Atomic-level computer simulations are a very useful tool for describing the structure and dynamics of complex biomolecules such as DNA and for providing detail at a resolution where experimental techniques cannot arrive. Molecular dynamics (MD) simulations of mechanically distorted DNA caused by agents like supercoiling and protein binding are computationally challenging due to the large size of the associated systems and timescales. However, nowadays they are achievable thanks to the efficient usage of GPU and to the improvements of continuum solvation models. This together with the concurrent improvements in the resolution of single-molecule experiments, such as atomic force microscopy (AFM), makes possible the convergence between the two. Here we present detailed protocols for doing so: for performing molecular dynamics (MD) simulations of DNA adopting complex three-dimensional arrangements and for comparing the outcome of the calculations with single-molecule experimental data with a lower resolution than atomic.
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Affiliation(s)
- George Watson
- Department of Physics, University of York, Heslington, York, UK
| | | | - Agnes Noy
- Department of Physics, University of York, Heslington, York, UK.
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20
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Osorio-Valeriano M, Altegoer F, Das CK, Steinchen W, Panis G, Connolley L, Giacomelli G, Feddersen H, Corrales-Guerrero L, Giammarinaro PI, Hanßmann J, Bramkamp M, Viollier PH, Murray S, Schäfer LV, Bange G, Thanbichler M. The CTPase activity of ParB determines the size and dynamics of prokaryotic DNA partition complexes. Mol Cell 2021; 81:3992-4007.e10. [PMID: 34562373 DOI: 10.1016/j.molcel.2021.09.004] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 07/27/2021] [Accepted: 08/31/2021] [Indexed: 01/29/2023]
Abstract
ParB-like CTPases mediate the segregation of bacterial chromosomes and low-copy number plasmids. They act as DNA-sliding clamps that are loaded at parS motifs in the centromere of target DNA molecules and spread laterally to form large nucleoprotein complexes serving as docking points for the DNA segregation machinery. Here, we solve crystal structures of ParB in the pre- and post-hydrolysis state and illuminate the catalytic mechanism of nucleotide hydrolysis. Moreover, we identify conformational changes that underlie the CTP- and parS-dependent closure of ParB clamps. The study of CTPase-deficient ParB variants reveals that CTP hydrolysis serves to limit the sliding time of ParB clamps and thus drives the establishment of a well-defined ParB diffusion gradient across the centromere whose dynamics are critical for DNA segregation. These findings clarify the role of the ParB CTPase cycle in partition complex assembly and function and thus advance our understanding of this prototypic CTP-dependent molecular switch.
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Affiliation(s)
- Manuel Osorio-Valeriano
- Department of Biology, University of Marburg, 35043 Marburg, Germany; Max Planck Institute for Terrestrial Microbiology, 35043 Marburg, Germany
| | - Florian Altegoer
- Department of Chemistry, University of Marburg, 35043 Marburg, Germany; Center for Synthetic Microbiology, 35043 Marburg, Germany
| | - Chandan K Das
- Theoretical Chemistry, Ruhr University Bochum, 44801 Bochum, Germany
| | - Wieland Steinchen
- Department of Chemistry, University of Marburg, 35043 Marburg, Germany; Center for Synthetic Microbiology, 35043 Marburg, Germany
| | - Gaël Panis
- Department of Microbiology and Molecular Medicine, University of Geneva, 1211 Geneva, Switzerland
| | - Lara Connolley
- Department of Systems & Synthetic Microbiology, Max Planck Institute for Terrestrial Microbiology, 35043 Marburg, Germany
| | - Giacomo Giacomelli
- Institute for General Microbiology, Christian Albrechts University, 24118 Kiel, Germany
| | - Helge Feddersen
- Institute for General Microbiology, Christian Albrechts University, 24118 Kiel, Germany
| | | | - Pietro I Giammarinaro
- Department of Chemistry, University of Marburg, 35043 Marburg, Germany; Center for Synthetic Microbiology, 35043 Marburg, Germany
| | - Juri Hanßmann
- Department of Biology, University of Marburg, 35043 Marburg, Germany
| | - Marc Bramkamp
- Institute for General Microbiology, Christian Albrechts University, 24118 Kiel, Germany
| | - Patrick H Viollier
- Department of Microbiology and Molecular Medicine, University of Geneva, 1211 Geneva, Switzerland
| | - Seán Murray
- Department of Systems & Synthetic Microbiology, Max Planck Institute for Terrestrial Microbiology, 35043 Marburg, Germany
| | - Lars V Schäfer
- Theoretical Chemistry, Ruhr University Bochum, 44801 Bochum, Germany
| | - Gert Bange
- Max Planck Institute for Terrestrial Microbiology, 35043 Marburg, Germany; Department of Chemistry, University of Marburg, 35043 Marburg, Germany; Center for Synthetic Microbiology, 35043 Marburg, Germany
| | - Martin Thanbichler
- Department of Biology, University of Marburg, 35043 Marburg, Germany; Max Planck Institute for Terrestrial Microbiology, 35043 Marburg, Germany; Center for Synthetic Microbiology, 35043 Marburg, Germany.
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21
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Jalal ASB, Tran NT, Wu LJ, Ramakrishnan K, Rejzek M, Gobbato G, Stevenson CEM, Lawson DM, Errington J, Le TBK. CTP regulates membrane-binding activity of the nucleoid occlusion protein Noc. Mol Cell 2021; 81:3623-3636.e6. [PMID: 34270916 DOI: 10.1101/2021.02.11.430593] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Revised: 05/25/2021] [Accepted: 06/18/2021] [Indexed: 05/25/2023]
Abstract
ATP- and GTP-dependent molecular switches are extensively used to control functions of proteins in a wide range of biological processes. However, CTP switches are rarely reported. Here, we report that a nucleoid occlusion protein Noc is a CTPase enzyme whose membrane-binding activity is directly regulated by a CTP switch. In Bacillus subtilis, Noc nucleates on 16 bp NBS sites before associating with neighboring non-specific DNA to form large membrane-associated nucleoprotein complexes to physically occlude assembly of the cell division machinery. By in vitro reconstitution, we show that (1) CTP is required for Noc to form the NBS-dependent nucleoprotein complex, and (2) CTP binding, but not hydrolysis, switches Noc to a membrane-active state. Overall, we suggest that CTP couples membrane-binding activity of Noc to nucleoprotein complex formation to ensure productive recruitment of DNA to the bacterial cell membrane for nucleoid occlusion activity.
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Affiliation(s)
- Adam S B Jalal
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | - Ngat T Tran
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | - Ling J Wu
- Centre for Bacterial Cell Biology, Biosciences Institute, Medical School, Newcastle University, Newcastle upon Tyne, NE2 4AX, UK
| | | | - Martin Rejzek
- Chemistry Platform, John Innes Centre, Norwich, NR4 7UH, UK
| | - Giulia Gobbato
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | | | - David M Lawson
- Department of Biological Chemistry, John Innes Centre, Norwich, NR4 7UH, UK
| | - Jeff Errington
- Centre for Bacterial Cell Biology, Biosciences Institute, Medical School, Newcastle University, Newcastle upon Tyne, NE2 4AX, UK
| | - Tung B K Le
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK.
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22
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Jalal AS, Tran NT, Stevenson CE, Chimthanawala A, Badrinarayanan A, Lawson DM, Le TB. A CTP-dependent gating mechanism enables ParB spreading on DNA. eLife 2021; 10:69676. [PMID: 34397383 DOI: 10.1101/816959] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 08/03/2021] [Indexed: 05/25/2023] Open
Abstract
Proper chromosome segregation is essential in all living organisms. The ParA-ParB-parS system is widely employed for chromosome segregation in bacteria. Previously, we showed that Caulobacter crescentus ParB requires cytidine triphosphate to escape the nucleation site parS and spread by sliding to the neighboring DNA (Jalal et al., 2020). Here, we provide the structural basis for this transition from nucleation to spreading by solving co-crystal structures of a C-terminal domain truncated C. crescentus ParB with parS and with a CTP analog. Nucleating ParB is an open clamp, in which parS is captured at the DNA-binding domain (the DNA-gate). Upon binding CTP, the N-terminal domain (NTD) self-dimerizes to close the NTD-gate of the clamp. The DNA-gate also closes, thus driving parS into a compartment between the DNA-gate and the C-terminal domain. CTP hydrolysis and/or the release of hydrolytic products are likely associated with reopening of the gates to release DNA and recycle ParB. Overall, we suggest a CTP-operated gating mechanism that regulates ParB nucleation, spreading, and recycling.
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Affiliation(s)
- Adam Sb Jalal
- Department of Molecular Microbiology, John Innes Centre, Norwich, United Kingdom
| | - Ngat T Tran
- Department of Molecular Microbiology, John Innes Centre, Norwich, United Kingdom
| | - Clare Em Stevenson
- Department of Biochemistry and Metabolism, John Innes Centre, Norwich, United Kingdom
| | - Afroze Chimthanawala
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, Bangalore, India
- SASTRA University, Thanjavur, Tamil Nadu, India
| | - Anjana Badrinarayanan
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, Bangalore, India
| | - David M Lawson
- Department of Biochemistry and Metabolism, John Innes Centre, Norwich, United Kingdom
| | - Tung Bk Le
- Department of Molecular Microbiology, John Innes Centre, Norwich, United Kingdom
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23
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Jalal AS, Tran NT, Stevenson CE, Chimthanawala A, Badrinarayanan A, Lawson DM, Le TB. A CTP-dependent gating mechanism enables ParB spreading on DNA. eLife 2021; 10:69676. [PMID: 34397383 PMCID: PMC8367383 DOI: 10.7554/elife.69676] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 08/03/2021] [Indexed: 12/19/2022] Open
Abstract
Proper chromosome segregation is essential in all living organisms. The ParA-ParB-parS system is widely employed for chromosome segregation in bacteria. Previously, we showed that Caulobacter crescentus ParB requires cytidine triphosphate to escape the nucleation site parS and spread by sliding to the neighboring DNA (Jalal et al., 2020). Here, we provide the structural basis for this transition from nucleation to spreading by solving co-crystal structures of a C-terminal domain truncated C. crescentus ParB with parS and with a CTP analog. Nucleating ParB is an open clamp, in which parS is captured at the DNA-binding domain (the DNA-gate). Upon binding CTP, the N-terminal domain (NTD) self-dimerizes to close the NTD-gate of the clamp. The DNA-gate also closes, thus driving parS into a compartment between the DNA-gate and the C-terminal domain. CTP hydrolysis and/or the release of hydrolytic products are likely associated with reopening of the gates to release DNA and recycle ParB. Overall, we suggest a CTP-operated gating mechanism that regulates ParB nucleation, spreading, and recycling.
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Affiliation(s)
- Adam Sb Jalal
- Department of Molecular Microbiology, John Innes Centre, Norwich, United Kingdom
| | - Ngat T Tran
- Department of Molecular Microbiology, John Innes Centre, Norwich, United Kingdom
| | - Clare Em Stevenson
- Department of Biochemistry and Metabolism, John Innes Centre, Norwich, United Kingdom
| | - Afroze Chimthanawala
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, Bangalore, India.,SASTRA University, Thanjavur, Tamil Nadu, India
| | - Anjana Badrinarayanan
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, Bangalore, India
| | - David M Lawson
- Department of Biochemistry and Metabolism, John Innes Centre, Norwich, United Kingdom
| | - Tung Bk Le
- Department of Molecular Microbiology, John Innes Centre, Norwich, United Kingdom
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24
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Amemiya HM, Schroeder J, Freddolino PL. Nucleoid-associated proteins shape chromatin structure and transcriptional regulation across the bacterial kingdom. Transcription 2021; 12:182-218. [PMID: 34499567 PMCID: PMC8632127 DOI: 10.1080/21541264.2021.1973865] [Citation(s) in RCA: 40] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 08/15/2021] [Accepted: 08/18/2021] [Indexed: 01/21/2023] Open
Abstract
Genome architecture has proven to be critical in determining gene regulation across almost all domains of life. While many of the key components and mechanisms of eukaryotic genome organization have been described, the interplay between bacterial DNA organization and gene regulation is only now being fully appreciated. An increasing pool of evidence has demonstrated that the bacterial chromosome can reasonably be thought of as chromatin, and that bacterial chromosomes contain transcriptionally silent and transcriptionally active regions analogous to heterochromatin and euchromatin, respectively. The roles played by histones in eukaryotic systems appear to be shared across a range of nucleoid-associated proteins (NAPs) in bacteria, which function to compact, structure, and regulate large portions of bacterial chromosomes. The broad range of extant NAPs, and the extent to which they differ from species to species, has raised additional challenges in identifying and characterizing their roles in all but a handful of model bacteria. Here we review the regulatory roles played by NAPs in several well-studied bacteria and use the resulting state of knowledge to provide a working definition for NAPs, based on their function, binding pattern, and expression levels. We present a screening procedure which can be applied to any species for which transcriptomic data are available. Finally, we note that NAPs tend to play two major regulatory roles - xenogeneic silencers and developmental regulators - and that many unrecognized potential NAPs exist in each bacterial species examined.
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Affiliation(s)
- Haley M. Amemiya
- University of Michigan Medical School, Ann Arbor, MI, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Computational Medicine and Bioinformatics, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Jeremy Schroeder
- Department of Biological Chemistry, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Peter L. Freddolino
- Department of Computational Medicine and Bioinformatics, University of Michigan Medical School, Ann Arbor, MI, USA
- Department of Biological Chemistry, University of Michigan Medical School, Ann Arbor, MI, USA
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25
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Jalal ASB, Tran NT, Wu LJ, Ramakrishnan K, Rejzek M, Gobbato G, Stevenson CEM, Lawson DM, Errington J, Le TBK. CTP regulates membrane-binding activity of the nucleoid occlusion protein Noc. Mol Cell 2021; 81:3623-3636.e6. [PMID: 34270916 PMCID: PMC8429893 DOI: 10.1016/j.molcel.2021.06.025] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Revised: 05/25/2021] [Accepted: 06/18/2021] [Indexed: 02/06/2023]
Abstract
ATP- and GTP-dependent molecular switches are extensively used to control functions of proteins in a wide range of biological processes. However, CTP switches are rarely reported. Here, we report that a nucleoid occlusion protein Noc is a CTPase enzyme whose membrane-binding activity is directly regulated by a CTP switch. In Bacillus subtilis, Noc nucleates on 16 bp NBS sites before associating with neighboring non-specific DNA to form large membrane-associated nucleoprotein complexes to physically occlude assembly of the cell division machinery. By in vitro reconstitution, we show that (1) CTP is required for Noc to form the NBS-dependent nucleoprotein complex, and (2) CTP binding, but not hydrolysis, switches Noc to a membrane-active state. Overall, we suggest that CTP couples membrane-binding activity of Noc to nucleoprotein complex formation to ensure productive recruitment of DNA to the bacterial cell membrane for nucleoid occlusion activity. CTP is required for Noc to form a higher-order nucleoprotein complex on DNA CTP binding switches DNA-entrapped Noc to a membrane-active state CTP hydrolysis likely reverses the association between Noc-DNA and the membrane The membrane-targeting helix adopts an autoinhibitory conformation in apo-Noc
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Affiliation(s)
- Adam S B Jalal
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | - Ngat T Tran
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | - Ling J Wu
- Centre for Bacterial Cell Biology, Biosciences Institute, Medical School, Newcastle University, Newcastle upon Tyne, NE2 4AX, UK
| | | | - Martin Rejzek
- Chemistry Platform, John Innes Centre, Norwich, NR4 7UH, UK
| | - Giulia Gobbato
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK
| | | | - David M Lawson
- Department of Biological Chemistry, John Innes Centre, Norwich, NR4 7UH, UK
| | - Jeff Errington
- Centre for Bacterial Cell Biology, Biosciences Institute, Medical School, Newcastle University, Newcastle upon Tyne, NE2 4AX, UK
| | - Tung B K Le
- Department of Molecular Microbiology, John Innes Centre, Norwich, NR4 7UH, UK.
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26
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Yui Eto K, Kwong SM, LaBreck PT, Crow JE, Traore DAK, Parahitiyawa N, Fairhurst HM, Merrell DS, Firth N, Bond CS, Ramsay JP. Evolving origin-of-transfer sequences on staphylococcal conjugative and mobilizable plasmids-who's mimicking whom? Nucleic Acids Res 2021; 49:5177-5188. [PMID: 33939800 PMCID: PMC8136818 DOI: 10.1093/nar/gkab303] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Revised: 04/09/2021] [Accepted: 04/14/2021] [Indexed: 11/22/2022] Open
Abstract
In Staphylococcus aureus, most multiresistance plasmids lack conjugation or mobilization genes for horizontal transfer. However, most are mobilizable due to carriage of origin-of-transfer (oriT) sequences mimicking those of conjugative plasmids related to pWBG749. pWBG749-family plasmids have diverged to carry five distinct oriT subtypes and non-conjugative plasmids have been identified that contain mimics of each. The relaxasome accessory factor SmpO, encoded by each conjugative plasmid, determines specificity for its cognate oriT. Here we characterized the binding of SmpO proteins to each oriT. SmpO proteins predominantly formed tetramers in solution and bound 5′-GNNNNC-3′ sites within each oriT. Four of the five SmpO proteins specifically bound their cognate oriT. An F7K substitution in pWBG749 SmpO switched oriT-binding specificity in vitro. In vivo, the F7K substitution reduced but did not abolish self-transfer of pWBG749. Notably, the substitution broadened the oriT subtypes that were mobilized. Thus, this substitution represents a potential evolutionary intermediate with promiscuous DNA-binding specificity that could facilitate a switch between oriT specificities. Phylogenetic analysis suggests pWBG749-family plasmids have switched oriT specificity more than once during evolution. We hypothesize the convergent evolution of oriT specificity in distinct branches of the pWBG749-family phylogeny reflects indirect selection pressure to mobilize plasmids carrying non-cognate oriT-mimics.
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Affiliation(s)
- Karina Yui Eto
- School of Molecular Sciences, University of Western Australia, Perth, WA 6009, Australia.,Curtin Medical School, Curtin University, Perth, WA 6102, Australia.,Curtin Health Innovation Research Institute, Curtin University, Perth, WA 6102, Australia
| | - Stephen M Kwong
- School of Life and Environmental Sciences, University of Sydney, Sydney, NSW 2006, Australia
| | - Patrick T LaBreck
- Department of Microbiology and Immunology, Uniformed Services University of the Health Sciences, Bethesda, Maryland, MD 20814, USA
| | - Jade E Crow
- Curtin Medical School, Curtin University, Perth, WA 6102, Australia.,Curtin Health Innovation Research Institute, Curtin University, Perth, WA 6102, Australia
| | - Daouda A K Traore
- Department of Biochemistry and Molecular Biology, Infection and Immunity Program, Monash Biomedicine Discovery Institute, Monash University, Clayton, VIC 3800, Australia.,Faculty of Natural Sciences, School of Life Sciences, Keele University, Staffordshire ST5 5BG, UK.,Life Sciences Group, Institut Laue Langevin, Grenoble 38000, France.,Faculté des Sciences et Techniques, Université des Sciences, des Techniques et des Technologies de Bamako (USTTB), Bamako BP E423, Mali
| | | | | | - D Scott Merrell
- Department of Microbiology and Immunology, Uniformed Services University of the Health Sciences, Bethesda, Maryland, MD 20814, USA
| | - Neville Firth
- School of Life and Environmental Sciences, University of Sydney, Sydney, NSW 2006, Australia
| | - Charles S Bond
- School of Molecular Sciences, University of Western Australia, Perth, WA 6009, Australia
| | - Joshua P Ramsay
- Curtin Health Innovation Research Institute, Curtin University, Perth, WA 6102, Australia.,Curtin Medical School, Curtin University, Perth, WA 6102, Australia.,School of Molecular Sciences, University of Western Australia, Perth, WA 6009, Australia
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27
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Aditham AK, Markin CJ, Mokhtari DA, DelRosso N, Fordyce PM. High-Throughput Affinity Measurements of Transcription Factor and DNA Mutations Reveal Affinity and Specificity Determinants. Cell Syst 2020; 12:112-127.e11. [PMID: 33340452 DOI: 10.1016/j.cels.2020.11.012] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 08/08/2020] [Accepted: 11/24/2020] [Indexed: 01/28/2023]
Abstract
Transcription factors (TFs) bind regulatory DNA to control gene expression, and mutations to either TFs or DNA can alter binding affinities to rewire regulatory networks and drive phenotypic variation. While studies have profiled energetic effects of DNA mutations extensively, we lack similar information for TF variants. Here, we present STAMMP (simultaneous transcription factor affinity measurements via microfluidic protein arrays), a high-throughput microfluidic platform enabling quantitative characterization of hundreds of TF variants simultaneously. Measured affinities for ∼210 mutants of a model yeast TF (Pho4) interacting with 9 oligonucleotides (>1,800 Kds) reveal that many combinations of mutations to poorly conserved TF residues and nucleotides flanking the core binding site alter but preserve physiological binding, providing a mechanism by which combinations of mutations in cis and trans could modulate TF binding to tune occupancies during evolution. Moreover, biochemical double-mutant cycles across the TF-DNA interface reveal molecular mechanisms driving recognition, linking sequence to function. A record of this paper's Transparent Peer Review process is included in the Supplemental Information.
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Affiliation(s)
- Arjun K Aditham
- Department of Bioengineering, Stanford University, Stanford, CA 94305, USA; Stanford ChEM-H, Stanford University, Stanford, CA 94305, USA
| | - Craig J Markin
- Department of Biochemistry, Stanford University, Stanford, CA 94305, USA
| | - Daniel A Mokhtari
- Department of Biochemistry, Stanford University, Stanford, CA 94305, USA
| | - Nicole DelRosso
- Graduate Program in Biophysics, Stanford University, Stanford, CA 94305, USA
| | - Polly M Fordyce
- Department of Bioengineering, Stanford University, Stanford, CA 94305, USA; Stanford ChEM-H, Stanford University, Stanford, CA 94305, USA; Department of Genetics, Stanford University, Stanford, CA 94305, USA; Chan Zuckerberg Biohub, San Francisco, CA 94110, USA.
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