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Yang X, Liu C, Ren P. Exploring Biomolecular Conformational Dynamics with Polarizable Force Field AMOEBA and Enhanced Sampling Method Milestoning. J Chem Theory Comput 2024; 20:4065-4075. [PMID: 38742922 PMCID: PMC11187603 DOI: 10.1021/acs.jctc.4c00053] [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] [Indexed: 05/16/2024]
Abstract
Conformational dynamics play a crucial role in determining the behavior of the biomolecules. Polarizable force fields, such as AMOEBA, can accurately capture electrostatic interactions underlying the conformational space. However, applying a polarizable force field in molecular dynamics (MD) simulations can be computationally expensive, especially in studying long-time-scale dynamics. To overcome this challenge, we incorporated the AMOEBA potential with Milestoning, an enhanced sampling method in this work. This integration allows us to efficiently sample the rare and important conformational states of a biomolecule by using many short and independent molecular dynamics trajectories with the AMOEBA force field. We applied this method to investigate the conformational dynamics of alanine dipeptide, DNA, and RNA A-B form conversion. Well-converged thermodynamic and kinetic properties were obtained, including the free energy difference, mean first passage time, and critical transitions between states. Our results demonstrate the power of integrating polarizable force fields with enhanced sampling methods in quantifying the thermodynamic and kinetic properties of biomolecules at the atomic level.
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Affiliation(s)
- Xudong Yang
- Department of Biomedical Engineering, The University of Texas at Austin, Austin, TX 78712, USA
| | - Chengwen Liu
- Department of Biomedical Engineering, The University of Texas at Austin, Austin, TX 78712, USA
| | - Pengyu Ren
- Department of Biomedical Engineering, The University of Texas at Austin, Austin, TX 78712, USA
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2
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Smirnov E, Molínová P, Chmúrčiaková N, Vacík T, Cmarko D. Non-canonical DNA structures in the human ribosomal DNA. Histochem Cell Biol 2023; 160:499-515. [PMID: 37750997 DOI: 10.1007/s00418-023-02233-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/15/2023] [Indexed: 09/27/2023]
Abstract
Non-canonical structures (NCS) refer to the various forms of DNA that differ from the B-conformation described by Watson and Crick. It has been found that these structures are usual components of the genome, actively participating in its essential functions. The present review is focused on the nine kinds of NCS appearing or likely to appear in human ribosomal DNA (rDNA): supercoiling structures, R-loops, G-quadruplexes, i-motifs, DNA triplexes, cruciform structures, DNA bubbles, and A and Z DNA conformations. We discuss the conditions of their generation, including their sequence specificity, distribution within the locus, dynamics, and beneficial and detrimental role in the cell.
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Affiliation(s)
- Evgeny Smirnov
- Laboratory of Cell Biology, Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University and General University Hospital in Prague, 128 00, Prague, Czech Republic.
| | - Pavla Molínová
- Laboratory of Cell Biology, Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University and General University Hospital in Prague, 128 00, Prague, Czech Republic
| | - Nikola Chmúrčiaková
- Laboratory of Cell Biology, Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University and General University Hospital in Prague, 128 00, Prague, Czech Republic
| | - Tomáš Vacík
- Laboratory of Cell Biology, Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University and General University Hospital in Prague, 128 00, Prague, Czech Republic
| | - Dušan Cmarko
- Laboratory of Cell Biology, Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University and General University Hospital in Prague, 128 00, Prague, Czech Republic
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3
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Kolesnikov ES, Gushchin IY, Zhilyaev PA, Onufriev AV. Why Na+ has higher propensity than K+ to condense DNA in a crowded environment. J Chem Phys 2023; 159:145103. [PMID: 37815107 DOI: 10.1063/5.0159341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Accepted: 08/22/2023] [Indexed: 10/11/2023] Open
Abstract
Experimentally, in the presence of the crowding agent polyethylene glycol (PEG), sodium ions compact double-stranded DNA more readily than potassium ions. Here, we have used molecular dynamics simulations and the "ion binding shells model" of DNA condensation to provide an explanation for the observed variations in condensation of short DNA duplexes in solutions containing different monovalent cations and PEG; several predictions are made. According to the model we use, externally bound ions contribute the most to the ion-induced aggregation of DNA duplexes. The simulations reveal that for two adjacent DNA duplexes, the number of externally bound Na+ ions is larger than the number of K+ ions over a wide range of chloride concentrations in the presence of PEG, providing a qualitative explanation for the higher propensity of sodium ions to compact DNA under crowded conditions. The qualitative picture is confirmed by an estimate of the corresponding free energy of DNA aggregation that is at least 0.2kBT per base pair more favorable in solution with NaCl than with KCl at the same ion concentration. The estimated attraction free energy of DNA duplexes in the presence of Na+ depends noticeably on the DNA sequence; we predict that AT-rich DNA duplexes are more readily condensed than GC-rich ones in the presence of Na+. Counter-intuitively, the addition of a small amount of a crowding agent with high affinity for the specific condensing ion may lead to the weakening of the ion-mediated DNA-DNA attraction, shifting the equilibrium away from the DNA condensed phase.
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Affiliation(s)
- Egor S Kolesnikov
- Research Center for Molecular Mechanisms of Aging and Age-Related Diseases, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia
- Department of Physics, Virginia Tech, Blacksburg, Virginia 24061, USA
| | - Ivan Yu Gushchin
- Research Center for Molecular Mechanisms of Aging and Age-Related Diseases, Moscow Institute of Physics and Technology, 141700 Dolgoprudny, Russia
| | - Petr A Zhilyaev
- The Center for Materials Technologies, Skolkovo Institute of Science and Technology, Bolshoy Boulevard 30, bld. 1, Moscow 121205, Russia
| | - Alexey V Onufriev
- Department of Physics, Virginia Tech, Blacksburg, Virginia 24061, USA
- Department of Computer Science, Virginia Tech, 2160C Torgersen Hall, Blacksburg, Virginia 24061, USA
- Center for Soft Matter and Biological Physics, Virginia Tech, Blacksburg, Virginia 24061, USA
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Lei HJ, Wei XR, Li LX, Sun WJ, Chen HX, Li D, Xie L. Evaluation of the toxicity of clozapine on the freshwater diatom Navicula sp. using the FTIR spectroscopy. CHEMOSPHERE 2023; 337:139301. [PMID: 37379982 DOI: 10.1016/j.chemosphere.2023.139301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Revised: 06/18/2023] [Accepted: 06/20/2023] [Indexed: 06/30/2023]
Abstract
Clozapine is an often prescribed neuroactive pharmaceutical and frequently detected in the aquatic environments. However, its toxicity on low trophic level species (i.e., diatoms) and associated mechanisms are seldom reported. In this study, the toxicity of clozapine on a widely distributed freshwater diatom Navicula sp. was evaluated using the FTIR spectroscopy along with biochemical analyses. The diatoms were exposed to various concentrations of clozapine (0, 0.01, 0.05, 0.10, 0.50, 1.00, 2.00, 5.00 mg/L) for 96 h. The results revealed that clozapine reached up to 392.8 μg/g in the cell wall and 550.4 μg/g within the cells at 5.00 mg/L, suggesting that clozapine could be adsorbed extracellularly and accumulated intracellularly in diatoms. In addition, hormetic effects were displayed on the growth and photosynthetic pigments (chlorophyll a and carotenoid) of Navicula sp., with a promotive effect at concentrations less than 1.00 mg/L while an inhibited effect at concentrations over 2 mg/L. Clozapine induced oxidative stress in Navicula sp., accompanied by decreased levels of total antioxidant capacity (T-AOC) (>0.05 mg/L), in which, the activity of superoxide dismutase (SOD) (at 5.00 mg/L) was increased whereas the activity of catalase (CAT) (>0.05 mg/L) was decreased. Furthermore, FTIR spectroscopic analysis showed that exposure to clozapine resulted in accumulation of lipid peroxidation products, increased sparse β-sheet structures, and altered DNA structures in Navicula sp. This study can facilitate the ecological risk assessment of clozapine in the aquatic ecosystems.
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Affiliation(s)
- Hao-Jun Lei
- SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety & MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, 510006, China; School of Environment, South China Normal University, Guangzhou, 510006, China
| | - Xin-Rong Wei
- SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety & MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, 510006, China; School of Environment, South China Normal University, Guangzhou, 510006, China
| | - Li-Xia Li
- 801 Institute of Hydrogeology and Engineering Geology, Shandong Provincial Bureau of Geology and Mineral Resources, Jinan, 250014, China; Shandong Engineering Research Center for Environmental Protection and Remediation on Groundwater, Jinan, 250014, China
| | - Wei-Jun Sun
- SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety & MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, 510006, China; School of Environment, South China Normal University, Guangzhou, 510006, China
| | - Hong-Xing Chen
- SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety & MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, 510006, China; School of Environment, South China Normal University, Guangzhou, 510006, China
| | - Dan Li
- SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety & MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, 510006, China; School of Environment, South China Normal University, Guangzhou, 510006, China
| | - Lingtian Xie
- SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety & MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, 510006, China; School of Environment, South China Normal University, Guangzhou, 510006, China.
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Ghosh B, Layek S, Bhattacharyya D, Sengupta N. Base pair compositional variability influences DNA structural stability and tunes hydration thermodynamics and dynamics. J Chem Phys 2023; 159:095101. [PMID: 37655772 DOI: 10.1063/5.0154977] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Accepted: 08/10/2023] [Indexed: 09/02/2023] Open
Abstract
DNA deformability and differential hydration are crucial determinants of biological processes ranging from genetic material packaging to gene expression; their associative details, however, remain inadequately understood. Herein, we report investigations of the dynamic and thermodynamic responses of the local hydration of a variety of base pair sequences. Leveraging in silico sampling and our in-house analyses, we first report the local conformational propensity of sequences that are either predisposed toward the canonical A- or B-conformations or are restrained to potential transitory pathways. It is observed that the transition from the unrestrained A-form to the B-form leads to lengthwise structural deformation. The insertion of intermittent -(CG)- base pairs in otherwise homogeneous -(AT)- sequences bears dynamical consequences for the vicinal hydration layer. Calculation of the excess (pair) entropy suggests substantially higher values of hydration water surrounding A conformations over the B- conformations. Applying the Rosenfeld approximation, we project that the diffusivity of water molecules proximal to canonical B conformation is least for the minor groove of the canonical B-conformation. We determine that structure, composition, and conformation specific groove dimension together influence the local hydration characteristics and, therefore, are expected to be important determinants of biological processes.
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Affiliation(s)
- Brataraj Ghosh
- Department of Biological Sciences, Indian Institute of Science Education and Research Kolkata, Mohanpur, West Bengal 741246, India
| | - Sarbajit Layek
- Department of Biological Sciences, Indian Institute of Science Education and Research Kolkata, Mohanpur, West Bengal 741246, India
| | - Dhananjay Bhattacharyya
- Computational Science Division, Saha Institute of Nuclear Physics, Bidhannagar, Kolkata, West Bengal 700064, India
| | - Neelanjana Sengupta
- Department of Biological Sciences, Indian Institute of Science Education and Research Kolkata, Mohanpur, West Bengal 741246, India
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6
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Wang Y, Demir B, Mohammad H, Oren EE, Anantram MP. Computational study of the role of counterions and solvent dielectric in determining the conductance of B-DNA. Phys Rev E 2023; 107:044404. [PMID: 37198817 DOI: 10.1103/physreve.107.044404] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Accepted: 04/01/2023] [Indexed: 05/19/2023]
Abstract
DNA naturally exists in a solvent environment, comprising water and salt molecules such as sodium, potassium, magnesium, etc. Along with the sequence, the solvent conditions become a vital factor determining DNA structure and thus its conductance. Over the last two decades, researchers have measured DNA conductivity both in hydrated and almost dry (dehydrated) conditions. However, due to experimental limitations (the precise control of the environment), it is very difficult to analyze the conductance results in terms of individual contributions of the environment. Therefore, modeling studies can help us to gain a valuable understanding of various factors playing a role in charge transport phenomena. DNA naturally has negative charges located at the phosphate groups in the backbone, which provides both the connections between the base pairs and the structural support for the double helix. Positively charged ions such as the sodium ion (Na^{+}), one of the most commonly used counterions, balance the negative charges at the backbone. This modeling study investigates the role of counterions both with and without the solvent (water) environment in charge transport through double-stranded DNA. Our computational experiments show that in dry DNA, the presence of counterions affects electron transmission at the lowest unoccupied molecular orbital energies. However, in solution, the counterions have a negligible role in transmission. Using the polarizable continuum model calculations, we demonstrate that the transmission is significantly higher at both the highest occupied and lowest unoccupied molecular orbital energies in a water environment as opposed to in a dry one. Moreover, calculations also show that the energy levels of neighboring bases are more closely aligned to ease electron flow in the solution.
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Affiliation(s)
- Yiren Wang
- Deparment of Electrical and Computer Engineering, University of Washington, Seattle, Washington 98105, USA
| | - Busra Demir
- Bionanodesign Laboratory, Department of Biomedical Engineering, and Department of Materials Science & Nanotechnology Engineering, TOBB University of Economics and Technology, Ankara 06510, Turkey
| | - Hashem Mohammad
- Department of Electrical Engineering, Kuwait University, P.O. Box 5969, Safat 13060, Kuwait
| | - Ersin Emre Oren
- Bionanodesign Laboratory, Department of Biomedical Engineering, and Department of Materials Science & Nanotechnology Engineering, TOBB University of Economics and Technology, Ankara 06510, Turkey
| | - M P Anantram
- Deparment of Electrical and Computer Engineering, University of Washington, Seattle, Washington 98105, USA
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Wu YL, Xiong Q, Wang B, Liu YS, Zhou PL, Hu LX, Liu F, Ying GG. Screening of structural and functional alterations in duckweed (Lemna minor) induced by per- and polyfluoroalkyl substances (PFASs) with FTIR spectroscopy. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2023; 317:120671. [PMID: 36436661 DOI: 10.1016/j.envpol.2022.120671] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Revised: 10/20/2022] [Accepted: 11/13/2022] [Indexed: 06/16/2023]
Abstract
As a class of common emerging pollutants, per- and polyfluoroalkyl substances (PFASs) and their alternatives have been widely detected in various environmental matrices, exhibiting a great threat to the ecological environment and human health. Nevertheless, changes in biomolecular structure and function of duckweed caused by PFASs and their alternatives remain unknown thus far. Herein, the effects of four PFASs, including two common legacy PFASs (perfluorooctane sulfonic acid (PFOS) and perfluorooctanoic acid (PFOA)) and two PFASs alternatives (perfluorobutane sulfonic acid (PFBS) and 1H,1H,2H, 2H-perfluorooctane sulfonic acid (6:2 FTS)) on duckweed (Lemna minor) at biochemical level were investigated with Fourier transform infrared spectroscopy (FTIR). Although no obvious inhibitions were observed in the growth of L. minor with PFASs exposure at three levels of 1 μg L-1, 100 μg L-1, and 10 mg L-1, significant structural and functional alterations were induced at the biochemical level. In response to PFASs exposure, lipid peroxidation, proteins aggregation and α-helix to β-sheet transformation of the protein conformation, as well as changes of DNA conformations were detected. Moreover, alterations in lipid, protein, and DNA were proved to be concentration-related and compound-specific. Compared to the two legacy PFASs (PFOS and PFOA), alternative ones exhibited greater effects on the biological macromolecules of L. minor. The findings of this study firstly reveal structural and functional alterations in L. minor induced by PFASs exposure, providing further understanding of their toxicity effects.
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Affiliation(s)
- Ying-Lin Wu
- SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety & MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, 510006, China; School of Environment, South China Normal University, University Town, Guangzhou, 510006, China
| | - Qian Xiong
- SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety & MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, 510006, China; School of Environment, South China Normal University, University Town, Guangzhou, 510006, China; Scientific Observing and Experimental Station of South China Sea Fishery Resources & Environments, Ministry of Agriculture and Rural Affairs, Key Laboratory of Fishery Ecology and Environment, Guangdong Province, South China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Guangzhou, 510300, China
| | - Ben Wang
- SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety & MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, 510006, China; School of Environment, South China Normal University, University Town, Guangzhou, 510006, China
| | - You-Sheng Liu
- SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety & MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, 510006, China; School of Environment, South China Normal University, University Town, Guangzhou, 510006, China
| | - Pei-Liang Zhou
- SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety & MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, 510006, China; School of Environment, South China Normal University, University Town, Guangzhou, 510006, China
| | - Li-Xin Hu
- SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety & MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, 510006, China; School of Environment, South China Normal University, University Town, Guangzhou, 510006, China
| | - Fang Liu
- School of Geography, South China Normal University, Guangzhou, 510623, China
| | - Guang-Guo Ying
- SCNU Environmental Research Institute, Guangdong Provincial Key Laboratory of Chemical Pollution and Environmental Safety & MOE Key Laboratory of Theoretical Chemistry of Environment, South China Normal University, Guangzhou, 510006, China; School of Environment, South China Normal University, University Town, Guangzhou, 510006, China.
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Ngoepe MP, Clayton HS. Metal Complexes as DNA Synthesis and/or Repair Inhibitors: Anticancer and Antimicrobial Agents. PHARMACEUTICAL FRONTS 2021. [DOI: 10.1055/s-0041-1741035] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
AbstractMedicinal inorganic chemistry involving the utilization of metal-based compounds as therapeutics has become a field showing distinct promise. DNA and RNA are ideal drug targets for therapeutic intervention in the case of various diseases, such as cancer and microbial infection. Metals play a vital role in medicine, with at least 10 metals known to be essential for human life and a further 46 nonessential metals having been involved in drug therapies and diagnosis. These metal-based complexes interact with DNA in various ways, and are often delivered as prodrugs which undergo activation in vivo. Metal complexes cause DNA crosslinking, leading to the inhibition of DNA synthesis and repair. In this review, the various interactions of metal complexes with DNA nucleic acids, as well as the underlying mechanism of action, were highlighted. Furthermore, we also discussed various tools used to investigate the interaction between metal complexes and the DNA. The tools included in vitro techniques such as spectroscopy and electrophoresis, and in silico studies such as protein docking and density-functional theory that are highlighted for preclinical development.
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Affiliation(s)
| | - Hadley S. Clayton
- Department of Chemistry, University of South Africa, Pretoria, South Africa
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Cavalcante SG, Pereira BJA, Lerario AM, Sola PR, Oba-Shinjo SM, Marie SKN. The chromatin remodeler complex ATRX-DAXX-H3.3 and telomere length in meningiomas. Clin Neurol Neurosurg 2021; 210:106962. [PMID: 34624827 DOI: 10.1016/j.clineuro.2021.106962] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Revised: 09/06/2021] [Accepted: 09/27/2021] [Indexed: 02/08/2023]
Abstract
ATRX-DAXX-H3.3 chromatin remodeler complex is a well known epigenetic factor responsible for the heterochromatin maintenance and control. ATRX is an important nucleosome controller, especially in tandem repeat regions, and DAXX is a multi-function protein with particular role in histone H3.3 deposition due to its chaperone characteristic. Abnormalities in this complex have been associated with telomere dysfunction and consequently with activation of alternative lengthening of telomeres mechanism, genomic instability, and tumor progression in different types of cancer. However, the characterization of this complex is still incomplete in meningioma. We analyzed ATRX, DAXX and H3.3 expressions and the telomere length in a cohort of meningioma of different malignant grades. We observed ATRX upregulation at gene and protein levels in grade II/III meningiomas. A low variability of telomere length was observed in meningiomas across different ages and malignant grades, in contrast to the shortening of telomere length with aging in normal controls.
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Affiliation(s)
- Stella G Cavalcante
- Laboratory of Molecular and Cellular Biology, LIM 15, Department of Neurology, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Av. Dr. Arnaldo, 455 - 4º floor, room 4110, Pacaembu, São Paulo, SP, Brazil.
| | - Benedito J A Pereira
- Laboratory of Molecular and Cellular Biology, LIM 15, Department of Neurology, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Av. Dr. Arnaldo, 455 - 4º floor, room 4110, Pacaembu, São Paulo, SP, Brazil.
| | - Antonio M Lerario
- Department of Internal Medicine, Division of Metabolism, Endocrinology and Diabetes, University of Michigan, Brehm Tower, Suite 5100, SPC 5714, 1000 Wall Street, Ann Arbor, MI 48109, USA.
| | - Paula R Sola
- Laboratory of Molecular and Cellular Biology, LIM 15, Department of Neurology, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Av. Dr. Arnaldo, 455 - 4º floor, room 4110, Pacaembu, São Paulo, SP, Brazil.
| | - Sueli M Oba-Shinjo
- Laboratory of Molecular and Cellular Biology, LIM 15, Department of Neurology, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Av. Dr. Arnaldo, 455 - 4º floor, room 4110, Pacaembu, São Paulo, SP, Brazil.
| | - Suely K N Marie
- Laboratory of Molecular and Cellular Biology, LIM 15, Department of Neurology, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Av. Dr. Arnaldo, 455 - 4º floor, room 4110, Pacaembu, São Paulo, SP, Brazil.
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10
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Gupta A, Kulkarni M, Mukherjee A. Accurate prediction of B-form/A-form DNA conformation propensity from primary sequence: A machine learning and free energy handshake. PATTERNS 2021; 2:100329. [PMID: 34553171 PMCID: PMC8441556 DOI: 10.1016/j.patter.2021.100329] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Revised: 03/25/2021] [Accepted: 07/20/2021] [Indexed: 11/26/2022]
Abstract
DNA carries the genetic code of life, with different conformations associated with different biological functions. Predicting the conformation of DNA from its primary sequence, although desirable, is a challenging problem owing to the polymorphic nature of DNA. We have deployed a host of machine learning algorithms, including the popular state-of-the-art LightGBM (a gradient boosting model), for building prediction models. We used the nested cross-validation strategy to address the issues of “overfitting” and selection bias. This simultaneously provides an unbiased estimate of the generalization performance of a machine learning algorithm and allows us to tune the hyperparameters optimally. Furthermore, we built a secondary model based on SHAP (SHapley Additive exPlanations) that offers crucial insight into model interpretability. Our detailed model-building strategy and robust statistical validation protocols tackle the formidable challenge of working on small datasets, which is often the case in biological and medical data. A robust machine learning model to predict A- or B-DNA conformation Outcome of machine learning model is explained with free energy values Our approach works well under class imbalance and limited data constraints
The sequence in the genome of an organism encodes all the information of life. We combine a data-driven approach using machine learning (ML) and the results of free energy calculations to offer a fresh perspective on this long-standing problem of prediction of DNA conformation (A or B) from the sequence. We trained our ML model using sophisticated state-of-the art algorithms such as LightGBM along with a nested cross-validation strategy to overcome the common problems associated with data bias and overfitting when constrained by limited data size. Our study will serve the broader interest of researchers who are not only seeking accurate and reliable predictive models but also want to understand the physical and chemical origins behind the predictions.
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Affiliation(s)
- Abhijit Gupta
- Department of Chemistry, Indian Institute of Science Education and Research, Pune, Maharashtra 411008, India
| | - Mandar Kulkarni
- Division of Biophysical Chemistry, Lund University, Chemical Center, P.O.B. 124, 22100 Lund, Sweden
| | - Arnab Mukherjee
- Department of Chemistry, Indian Institute of Science Education and Research, Pune, Maharashtra 411008, India
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11
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Brogna R, Fan J, Sieme H, Wolkers WF, Oldenhof H. Drying and temperature induced conformational changes of nucleic acids and stallion sperm chromatin in trehalose preservation formulations. Sci Rep 2021; 11:14076. [PMID: 34234244 PMCID: PMC8263733 DOI: 10.1038/s41598-021-93569-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2021] [Accepted: 06/23/2021] [Indexed: 12/27/2022] Open
Abstract
Even though dried sperm is not viable, it can be used for fertilization as long as its chromatin remains intact. In this study, we investigated drying- and temperature-induced conformational changes of nucleic acids and stallion sperm chromatin. Sperm was diluted in preservation formulations with and without sugar/albumin and subjected to convective drying at elevated temperatures on glass substrates. Accumulation of reactive oxygen species was studied during storage at different temperatures, and the sperm chromatin structure assay was used to assess DNA damage. Fourier transform infrared spectroscopy was used to identify dehydration and storage induced conformational changes in isolated DNA and sperm chromatin. Furthermore, hydrogen bonding in the preservation solutions associated with storage stability were investigated. Reactive oxygen species and DNA damage in dried sperm samples were found to accumulate with increasing storage temperature and storage duration. Non-reducing disaccharides (i.e., trehalose, sucrose) and albumin counteracted oxidative stress and preserved sperm chromatin during dried storage, whereas glucose increased DNA damage during storage. When sperm was dried in the presence of trehalose and albumin, no spectral changes were detected during storage at refrigeration temperatures, whereas under accelerated aging conditions, i.e., storage at 37 °C, spectral changes were detected indicating alterations in sperm chromatin structure.
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Affiliation(s)
- Raffaele Brogna
- Biostabilization Laboratory, Lower Saxony Centre for Biomedical Engineering, Implant Research and Development, University of Veterinary Medicine Hannover, Hannover, Germany
- Unit for Reproductive Medicine, Clinic for Horses, University of Veterinary Medicine Hannover, Bünteweg 15, 30559, Hannover, Germany
| | - Juezhu Fan
- Biostabilization Laboratory, Lower Saxony Centre for Biomedical Engineering, Implant Research and Development, University of Veterinary Medicine Hannover, Hannover, Germany
| | - Harald Sieme
- Unit for Reproductive Medicine, Clinic for Horses, University of Veterinary Medicine Hannover, Bünteweg 15, 30559, Hannover, Germany
| | - Willem F Wolkers
- Biostabilization Laboratory, Lower Saxony Centre for Biomedical Engineering, Implant Research and Development, University of Veterinary Medicine Hannover, Hannover, Germany
- Unit for Reproductive Medicine, Clinic for Horses, University of Veterinary Medicine Hannover, Bünteweg 15, 30559, Hannover, Germany
| | - Harriëtte Oldenhof
- Unit for Reproductive Medicine, Clinic for Horses, University of Veterinary Medicine Hannover, Bünteweg 15, 30559, Hannover, Germany.
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Abstract
DNA dynamics can only be understood by taking into account its complex mechanical behavior at different length scales. At the micrometer level, the mechanical properties of single DNA molecules have been well-characterized by polymer models and are commonly quantified by a persistence length of 50 nm (~150 bp). However, at the base pair level (~3.4 Å), the dynamics of DNA involves complex molecular mechanisms that are still being deciphered. Here, we review recent single-molecule experiments and molecular dynamics simulations that are providing novel insights into DNA mechanics from such a molecular perspective. We first discuss recent findings on sequence-dependent DNA mechanical properties, including sequences that resist mechanical stress and sequences that can accommodate strong deformations. We then comment on the intricate effects of cytosine methylation and DNA mismatches on DNA mechanics. Finally, we review recently reported differences in the mechanical properties of DNA and double-stranded RNA, the other double-helical carrier of genetic information. A thorough examination of the recent single-molecule literature permits establishing a set of general 'rules' that reasonably explain the mechanics of nucleic acids at the base pair level. These simple rules offer an improved description of certain biological systems and might serve as valuable guidelines for future design of DNA and RNA nanostructures.
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13
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Mo Y, Keller N, delToro D, Ananthaswamy N, Harvey SC, Rao VB, Smith DE. Function of a viral genome packaging motor from bacteriophage T4 is insensitive to DNA sequence. Nucleic Acids Res 2021; 48:11602-11614. [PMID: 33119757 PMCID: PMC7672480 DOI: 10.1093/nar/gkaa875] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 09/12/2020] [Accepted: 09/29/2020] [Indexed: 01/20/2023] Open
Abstract
Many viruses employ ATP-powered motors during assembly to translocate DNA into procapsid shells. Previous reports raise the question if motor function is modulated by substrate DNA sequence: (i) the phage T4 motor exhibits large translocation rate fluctuations and pauses and slips; (ii) evidence suggests that the phage phi29 motor contacts DNA bases during translocation; and (iii) one theoretical model, the ‘B-A scrunchworm’, predicts that ‘A-philic’ sequences that transition more easily to A-form would alter motor function. Here, we use single-molecule optical tweezers measurements to compare translocation of phage, plasmid, and synthetic A-philic, GC rich sequences by the T4 motor. We observed no significant differences in motor velocities, even with A-philic sequences predicted to show higher translocation rate at high applied force. We also observed no significant changes in motor pausing and only modest changes in slipping. To more generally test for sequence dependence, we conducted correlation analyses across pairs of packaging events. No significant correlations in packaging rate, pausing or slipping versus sequence position were detected across repeated measurements with several different DNA sequences. These studies suggest that viral genome packaging is insensitive to DNA sequence and fluctuations in packaging motor velocity, pausing and slipping are primarily stochastic temporal events.
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Affiliation(s)
- Youbin Mo
- Department of Physics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Nicholas Keller
- Department of Physics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Damian delToro
- Department of Physics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Neeti Ananthaswamy
- Department of Biology, The Catholic University of America, District of Columbia, 20064, USA
| | - Stephen C Harvey
- Department of Biochemistry and Biophysics, Univ. of Pennsylvania, Philadelphia, PA 19104, USA
| | - Venigalla B Rao
- Department of Biology, The Catholic University of America, District of Columbia, 20064, USA
| | - Douglas E Smith
- Department of Physics, University of California, San Diego, La Jolla, CA 92093, USA
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14
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Competition between chiral solvents and chiral monomers in the helical bias of supramolecular polymers. Nat Chem 2021; 13:200-207. [PMID: 33257888 DOI: 10.1038/s41557-020-00583-0] [Citation(s) in RCA: 64] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Accepted: 10/19/2020] [Indexed: 01/30/2023]
Abstract
Solute-solvent interactions are key for the assembly and proper functioning of biomacromolecules and play important roles in many fields of organic and polymer chemistry. Despite numerous reports describing the effects of (chiral) solvents on helical conformations of (supramolecular) polymers, the combination of chiral solvents and chiral monomers is unexplored. Here we report diastereomeric differences in the supramolecular polymerization of enantiomers of chiral triphenylene-2,6,10-tricarboxamides in chiral chlorinated solvents. Competition between the preferences induced by the stereocentres of the assembled monomers and those present in the solvent molecules results in unforeseen temperature-dependent solvation effects. By combining experiments and mathematical modelling, we show that the observed differences between enantiomers originate from the combined additive entropic effects of stereocentres present in the monomer and in the solvent. Remarkably, copolymerizations show that the chiral solvent can bias the copolymer helicity and thereby overrule the helical preference of the monomers. Our results highlight the importance of cumulative solvation effects in supramolecular polymerizations.
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15
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Kovaleva N, Strelnikov IA, Zubova EA. Kinetics of the Conformational Transformation between B- and A-Forms in the Drew-Dickerson Dodecamer. ACS OMEGA 2020; 5:32995-33006. [PMID: 33403261 PMCID: PMC7774075 DOI: 10.1021/acsomega.0c04247] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Accepted: 12/03/2020] [Indexed: 06/12/2023]
Abstract
Some DNA sequences in crystals and in complexes with proteins can exist in the forms intermediate between the B- and A-DNA. Based on this, it was implied that the B-to-A transition for any DNA molecule should go through these intermediate forms also in kinetics. More precisely, the helix parameter Slide has to change first, and the molecule should take the E-form. After that, the Roll parameter changes. In the present work, we simulated the kinetics of the B-A transition in the Drew-Dickerson dodecamer, a known B-philic DNA oligomer. We used the "sugar" coarse-grained model that reproduces ribose flexibility, preserves sequence specificity, employs implicit water and explicit ions, and offers the possibility to vary friction. As the control parameter of the transition, we chose the volume available for a counterion and considered the change from a large to a small volume. In the described system, the B-to-A conformational transformation proved to correspond to a first-order phase transition. The molecule behaves like a small cluster in the region of such a transition, jumping between the A- and B-forms in a wide range of available volumes. The viscosity of the solvent does not affect the midpoint of the transition but only the overall mobility of the system. All helix parameters change synchronously on average, we have not observed the sequence "Slide first, Roll later" in kinetics, and the E-DNA is not a necessary step for the transition between the B- and A-forms in the studied system. So, the existence of the intermediate DNA forms requires specific conditions, shifting the common balance of interactions: certain nucleotide sequence in specific solution or/and the interaction with some protein.
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16
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O'Reilly D, Kartje ZJ, Ageely EA, Malek-Adamian E, Habibian M, Schofield A, Barkau CL, Rohilla KJ, DeRossett LB, Weigle AT, Damha MJ, Gagnon KT. Extensive CRISPR RNA modification reveals chemical compatibility and structure-activity relationships for Cas9 biochemical activity. Nucleic Acids Res 2019; 47:546-558. [PMID: 30517736 PMCID: PMC6344873 DOI: 10.1093/nar/gky1214] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2018] [Accepted: 11/29/2018] [Indexed: 12/26/2022] Open
Abstract
CRISPR (clustered regularly interspaced short palindromic repeat) endonucleases are at the forefront of biotechnology, synthetic biology and gene editing. Methods for controlling enzyme properties promise to improve existing applications and enable new technologies. CRISPR enzymes rely on RNA cofactors to guide catalysis. Therefore, chemical modification of the guide RNA can be used to characterize structure-activity relationships within CRISPR ribonucleoprotein (RNP) enzymes and identify compatible chemistries for controlling activity. Here, we introduce chemical modifications to the sugar–phosphate backbone of Streptococcus pyogenes Cas9 CRISPR RNA (crRNA) to probe chemical and structural requirements. Ribose sugars that promoted or accommodated A-form helical architecture in and around the crRNA ‘seed’ region were tolerated best. A wider range of modifications were acceptable outside of the seed, especially D-2′-deoxyribose, and we exploited this property to facilitate exploration of greater chemical diversity within the seed. 2′-fluoro was the most compatible modification whereas bulkier O-methyl sugar modifications were less tolerated. Activity trends could be rationalized for selected crRNAs using RNP stability and DNA target binding experiments. Cas9 activity in vitro tolerated most chemical modifications at predicted 2′-hydroxyl contact positions, whereas editing activity in cells was much less tolerant. The biochemical principles of chemical modification identified here will guide CRISPR-Cas9 engineering and enable new or improved applications.
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Affiliation(s)
- Daniel O'Reilly
- Department of Chemistry, McGill University, Montreal, Quebec H3A 0B8, Canada
| | - Zachary J Kartje
- Department of Chemistry & Biochemistry, Southern Illinois University, Carbondale, Illinois 62901, USA
| | - Eman A Ageely
- Department of Chemistry & Biochemistry, Southern Illinois University, Carbondale, Illinois 62901, USA
| | - Elise Malek-Adamian
- Department of Chemistry, McGill University, Montreal, Quebec H3A 0B8, Canada
| | - Maryam Habibian
- Department of Chemistry, McGill University, Montreal, Quebec H3A 0B8, Canada
| | - Annabelle Schofield
- Department of Chemistry, McGill University, Montreal, Quebec H3A 0B8, Canada
| | - Christopher L Barkau
- Department of Biochemistry & Molecular Biology, School of Medicine, Southern Illinois University, Carbondale, Illinois 62901, USA
| | - Kushal J Rohilla
- Department of Biochemistry & Molecular Biology, School of Medicine, Southern Illinois University, Carbondale, Illinois 62901, USA
| | - Lauren B DeRossett
- Department of Chemistry & Biochemistry, Southern Illinois University, Carbondale, Illinois 62901, USA
| | - Austin T Weigle
- Department of Chemistry & Biochemistry, Southern Illinois University, Carbondale, Illinois 62901, USA
| | - Masad J Damha
- Department of Chemistry, McGill University, Montreal, Quebec H3A 0B8, Canada
| | - Keith T Gagnon
- Department of Chemistry & Biochemistry, Southern Illinois University, Carbondale, Illinois 62901, USA.,Department of Biochemistry & Molecular Biology, School of Medicine, Southern Illinois University, Carbondale, Illinois 62901, USA
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17
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Galindo-Murillo R, Cheatham TE. Lessons learned in atomistic simulation of double-stranded DNA: Solvation and salt concerns [Article v1.0]. ACTA ACUST UNITED AC 2019; 1. [PMID: 33073182 DOI: 10.33011/livecoms.1.2.9974] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Nucleic acids are highly charged macromolecules sensitive to their surroundings of water, salt, and other biomolecules. Molecular dynamics simulations with accurate biomolecular force fields provide a detailed atomistic view into DNA and RNA that has been useful to study the structure and dynamics of these molecules and their biological relevance. In this work we study the Drew-Dickerson dodecamer duplex with the sequence d(GCGCAATTGCGC)2 in three different salt concentrations and using different monvalent salt types to detect possible structural influence. Overall, the DNA shows no major structural changes regardless of amount or type of monovalent ions used. Our results show that only at very high salt conditions (5M) is a small structural effect observed in the DNA duplex, which mainly consist of narrowing of the grooves due to increased residence of ions. We also present the importance of sampling time to achieve a converged ensemble, which is of major relevance in any simulation to avoid biased or non-meaningful results.
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Affiliation(s)
- Rodrigo Galindo-Murillo
- Department of Medicinal Chemistry, L. S. Skaggs Pharmacy Institute, University of Utah, Salt Lake City, UT 84112
| | - Thomas E Cheatham
- Department of Medicinal Chemistry, L. S. Skaggs Pharmacy Institute, University of Utah, Salt Lake City, UT 84112
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18
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Shen H, Wang Y, Wang J, Li Z, Yuan Q. Emerging Biomimetic Applications of DNA Nanotechnology. ACS APPLIED MATERIALS & INTERFACES 2019; 11:13859-13873. [PMID: 29939004 DOI: 10.1021/acsami.8b06175] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Re-engineering cellular components and biological processes has received great interest and promised compelling advantages in applications ranging from basic cell biology to biomedicine. With the advent of DNA nanotechnology, the programmable self-assembly ability makes DNA an appealing candidate for rational design of artificial components with different structures and functions. This Forum Article summarizes recent developments of DNA nanotechnology in mimicking the structures and functions of existing cellular components. We highlight key successes in the achievements of DNA-based biomimetic membrane proteins and discuss the assembly behavior of these artificial proteins. Then, we focus on the construction of higher-order structures by DNA nanotechnology to recreate cell-like structures. Finally, we explore the current challenges and speculate on future directions of DNA nanotechnology in biomimetics.
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Affiliation(s)
- Haijing Shen
- Key Laboratory of Analytical Chemistry for Biology and Medicine (Ministry of Education), College of Chemistry and Molecular Sciences , Wuhan University , Wuhan , 430072 , China
| | - Yingqian Wang
- Key Laboratory of Analytical Chemistry for Biology and Medicine (Ministry of Education), College of Chemistry and Molecular Sciences , Wuhan University , Wuhan , 430072 , China
| | - Jie Wang
- Key Laboratory of Analytical Chemistry for Biology and Medicine (Ministry of Education), College of Chemistry and Molecular Sciences , Wuhan University , Wuhan , 430072 , China
| | - Zhihao Li
- Key Laboratory of Analytical Chemistry for Biology and Medicine (Ministry of Education), College of Chemistry and Molecular Sciences , Wuhan University , Wuhan , 430072 , China
| | - Quan Yuan
- Key Laboratory of Analytical Chemistry for Biology and Medicine (Ministry of Education), College of Chemistry and Molecular Sciences , Wuhan University , Wuhan , 430072 , China
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19
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Zhang H, Fu H, Shao X, Dehez F, Chipot C, Cai W. Changes in Microenvironment Modulate the B- to A-DNA Transition. J Chem Inf Model 2019; 59:2324-2330. [PMID: 30767527 DOI: 10.1021/acs.jcim.8b00885] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
B- to A-DNA transition is known to be sensitive to the macroscopic properties of the solution, such as salt and ethanol concentrations. Microenvironmental effects on DNA conformational transition have been broadly studied. Providing an intuitive picture of how DNA responds to environmental changes is, however, still needed. Analyzing the chemical equilibrium of B-to-A DNA transition at critical concentrations, employing explicit-solvent simulations, is envisioned to help understand such microenvironmental effects. In the present study, free-energy calculations characterizing the B- to A-DNA transition and the distribution of cations were carried out in solvents with different ethanol concentrations. With the addition of ethanol, the most stable structure of DNA changes from the B- to A-form, in agreement with previous experimental observation. In 60% ethanol, a chemical equilibrium is found, showing reversible transition between B- and A-DNA. Analysis of the microenvironment around DNA suggests that with the increase of ethanol concentration, the cations exhibit a significant tendency to move toward the backbone, and mobility of water molecules around the major groove and backbone decreases gradually, leading eventually to a B-to-A transition. The present results provide a free-energy view of DNA microenvironment and of the role of cation motion in the conformational transition.
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Affiliation(s)
- Hong Zhang
- Research Center for Analytical Sciences, College of Chemistry , Nankai University, Tianjin Key Laboratory of Biosensing and Molecular Recognition , Tianjin 300071 , China
| | - Haohao Fu
- Research Center for Analytical Sciences, College of Chemistry , Nankai University, Tianjin Key Laboratory of Biosensing and Molecular Recognition , Tianjin 300071 , China
| | - Xueguang Shao
- Research Center for Analytical Sciences, College of Chemistry , Nankai University, Tianjin Key Laboratory of Biosensing and Molecular Recognition , Tianjin 300071 , China.,State Key Laboratory of Medicinal Chemical Biology , Tianjin 300071 , China.,Collaborative Innovation Center of Chemical Science and Engineering , Tianjin 300071 , China
| | - François Dehez
- Laboratoire International Associé CNRS and University of Illinois at Urbana-Champaign , Vandoeuvre-lès-Nancy F-54506 , France.,LPCT, UMR 7019 Université de Lorraine CNRS , Vandoeuvre-lès-Nancy F-54500 , France
| | - Christophe Chipot
- Laboratoire International Associé CNRS and University of Illinois at Urbana-Champaign , Vandoeuvre-lès-Nancy F-54506 , France.,LPCT, UMR 7019 Université de Lorraine CNRS , Vandoeuvre-lès-Nancy F-54500 , France.,Department of Physics , University of Illinois at Urbana-Champaign , Urbana , Illinois 61801 , United States
| | - Wensheng Cai
- Research Center for Analytical Sciences, College of Chemistry , Nankai University, Tianjin Key Laboratory of Biosensing and Molecular Recognition , Tianjin 300071 , China.,Collaborative Innovation Center of Chemical Science and Engineering , Tianjin 300071 , China
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20
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Hu Z, Suo Z, Liu W, Zhao B, Xing F, Zhang Y, Feng L. DNA conformational polymorphism for biosensing applications. Biosens Bioelectron 2019; 131:237-249. [PMID: 30849723 DOI: 10.1016/j.bios.2019.02.019] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2018] [Revised: 01/29/2019] [Accepted: 02/04/2019] [Indexed: 12/12/2022]
Abstract
In this mini review, we will briefly introduce the rapid development of DNA conformational polymorphism in biosensing field, including canonical DNA duplex, triplex, quadruplex, DNA origami, as well as more functionalized DNAs (aptamer, DNAzyme etc.). Various DNA structures are adopted to play important roles in sensor construction, through working as recognition receptor, signal reporter or linking staple for signal motifs, etc. We will mainly summarize their recent developments in DNA-based electrochemical and fluorescent sensors. For the electrochemical sensors, several types will be included, e.g. the amperometric, electrochemical impedance, electrochemiluminescence, as well as field-effect transistor sensors. For the fluorescent sensors, DNA is usually modified with fluorescent molecules or novel nanomaterials as report probes, excepting its core recognition function. Finally, general conclusion and future perspectives will be discussed for further developments.
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Affiliation(s)
- Ziheng Hu
- Materials Genome Institute, Shanghai University, 200444 Shanghai, China
| | - Zhiguang Suo
- Materials Genome Institute, Shanghai University, 200444 Shanghai, China
| | - Wenxia Liu
- Department of Chemistry, College of Science, Shanghai University, 200444 Shanghai, China
| | - Biying Zhao
- Materials Genome Institute, Shanghai University, 200444 Shanghai, China
| | - Feifei Xing
- Department of Chemistry, College of Science, Shanghai University, 200444 Shanghai, China
| | - Yuan Zhang
- Materials Genome Institute, Shanghai University, 200444 Shanghai, China.
| | - Lingyan Feng
- Materials Genome Institute, Shanghai University, 200444 Shanghai, China.
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21
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Cristofalo M, Kovari D, Corti R, Salerno D, Cassina V, Dunlap D, Mantegazza F. Nanomechanics of Diaminopurine-Substituted DNA. Biophys J 2019; 116:760-771. [PMID: 30795872 DOI: 10.1016/j.bpj.2019.01.027] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2018] [Revised: 01/23/2019] [Accepted: 01/24/2019] [Indexed: 10/27/2022] Open
Abstract
2,6-diaminopurine (DAP) is a nucleobase analog of adenine. When incorporated into double-stranded DNA (dsDNA), it forms three hydrogen bonds with thymine. Rare in nature, DAP substitution alters the physical characteristics of a DNA molecule without sacrificing sequence specificity. Here, we show that in addition to stabilizing double-strand hybridization, DAP substitution also changes the mechanical and conformational properties of dsDNA. Thermal melting experiments reveal that DAP substitution raises melting temperatures without diminishing sequence-dependent effects. Using a combination of atomic force microscopy (AFM), magnetic tweezer (MT) nanomechanical assays, and circular dichroism spectroscopy, we demonstrate that DAP substitution increases the flexural rigidity of dsDNA yet also facilitates conformational shifts, which manifest as changes in molecule length. DAP substitution increases both the static and dynamic persistence length of DNA (measured by AFM and MT, respectively). In the static case (AFM), in which tension is not applied to the molecule, the contour length of DAP-DNA appears shorter than wild-type (WT)-DNA; under tension (MT), they have similar dynamic contour lengths. At tensions above 60 pN, WT-DNA undergoes characteristic overstretching because of strand separation (tension-induced melting) and spontaneous adoption of a conformation termed S-DNA. Cyclic overstretching and relaxation of WT-DNA at near-zero loading rates typically yields hysteresis, indicative of tension-induced melting; conversely, cyclic stretching of DAP-DNA showed little or no hysteresis, consistent with the adoption of the S-form, similar to what has been reported for GC-rich sequences. However, DAP-DNA overstretching is distinct from GC-rich overstretching in that it happens at a significantly lower tension. In physiological salt conditions, evenly mixed AT/GC DNA typically overstretches around 60 pN. GC-rich sequences overstretch at similar if not slightly higher tensions. Here, we show that DAP-DNA overstretches at 52 pN. In summary, DAP substitution decreases the overall stability of the B-form double helix, biasing toward non-B-form DNA helix conformations at zero tension and facilitating the B-to-S transition at high tension.
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Affiliation(s)
- Matteo Cristofalo
- School of Medicine and Surgery, Università di Milano-Bicocca, Monza (MB), Italy
| | - Daniel Kovari
- Department of Physics, Emory University, Atlanta, Georgia
| | - Roberta Corti
- School of Medicine and Surgery, Università di Milano-Bicocca, Monza (MB), Italy
| | - Domenico Salerno
- School of Medicine and Surgery, Università di Milano-Bicocca, Monza (MB), Italy.
| | - Valeria Cassina
- School of Medicine and Surgery, Università di Milano-Bicocca, Monza (MB), Italy
| | - David Dunlap
- Department of Physics, Emory University, Atlanta, Georgia.
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22
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Yildirim A, Brenner N, Sutherland R, Feig M. Role of protein interactions in stabilizing canonical DNA features in simulations of DNA in crowded environments. BMC BIOPHYSICS 2018; 11:8. [PMID: 30555686 PMCID: PMC6286541 DOI: 10.1186/s13628-018-0048-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/08/2018] [Accepted: 11/21/2018] [Indexed: 11/28/2022]
Abstract
Background Cellular environments are highly crowded with biological macromolecules resulting in frequent non-specific interactions. While the effect of such crowding on protein structure and dynamics has been studied extensively, very little is known how cellular crowding affects the conformational sampling of nucleic acids. Results The effect of protein crowding on the conformational preferences of DNA (deoxyribonucleic acid) is described from fully atomistic molecular dynamics simulations of systems containing a DNA dodecamer surrounded by protein crowders. From the simulations, it was found that DNA structures prefer to stay in B-like conformations in the presence of the crowders. The preference for B-like conformations results from non-specific interactions of crowder proteins with the DNA sugar-phosphate backbone. Moreover, the simulations suggest that the crowder interactions narrow the conformational sampling to canonical regions of the conformational space. Conclusions The overall conclusion is that crowding effects may stabilize the canonical features of DNA that are most important for biological function. The results are complementary to a previous study of DNA in reduced dielectric environments where reduced dielectric environments alone led to a conformational shift towards A-DNA. Such a shift was not observed here suggested that the reduced dielectric response of cellular environments is counteracted by non-specific interactions with protein crowders under in vivo conditions. Electronic supplementary material The online version of this article (10.1186/s13628-018-0048-y) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Asli Yildirim
- 1Department of Chemistry, Michigan State University, East Lansing, MI 48824 USA
| | - Nathalie Brenner
- 2Faculty of Mathematics and Natural Sciences, University of Düsseldorf, 40225 Düsseldorf, Germany.,3Department of Biochemistry & Molecular Biology, Michigan State University, 603 Wilson Road, Room BCH 218, East Lansing, MI 48824 USA
| | - Robert Sutherland
- 3Department of Biochemistry & Molecular Biology, Michigan State University, 603 Wilson Road, Room BCH 218, East Lansing, MI 48824 USA
| | - Michael Feig
- 3Department of Biochemistry & Molecular Biology, Michigan State University, 603 Wilson Road, Room BCH 218, East Lansing, MI 48824 USA
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23
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DeNizio JE, Liu MY, Leddin EM, Cisneros GA, Kohli RM. Selectivity and Promiscuity in TET-Mediated Oxidation of 5-Methylcytosine in DNA and RNA. Biochemistry 2018; 58:411-421. [PMID: 30387995 DOI: 10.1021/acs.biochem.8b00912] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Enzymes of the ten-eleven translocation (TET) family add diversity to the repertoire of nucleobase modifications by catalyzing the oxidation of 5-methylcytosine (5mC). TET enzymes were initially found to oxidize 5-methyl-2'-deoxycytidine in genomic DNA, yielding products that contribute to epigenetic regulation in mammalian cells, but have since been found to also oxidize 5-methylcytidine in RNA. Considering the different configurations of single-stranded (ss) and double-stranded (ds) DNA and RNA that coexist in a cell, defining the scope of TET's preferred activity and the mechanisms of substrate selectivity is critical to better understand the enzymes' biological functions. To this end, we have systematically examined the activity of human TET2 on DNA, RNA, and hybrid substrates in vitro. We found that, while ssDNA and ssRNA are well tolerated, TET2 is most proficient at dsDNA oxidation and discriminates strongly against dsRNA. Chimeric and hybrid substrates containing mixed DNA and RNA character helped reveal two main features by which the enzyme discriminates between substrates. First, the identity of the target nucleotide alone is the strongest reactivity determinant, with a preference for 5-methyldeoxycytidine, while both DNA or RNA are relatively tolerated on the rest of the target strand. Second, while a complementary strand is not required for activity, DNA is the preferred partner, and complementary RNA diminishes reactivity. Our biochemical analysis, complemented by molecular dynamics simulations, provides support for an active site optimally configured for dsDNA reactivity but permissive for various nucleic acid configurations, suggesting a broad range of plausible roles for TET-mediated 5mC oxidation in cells.
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Affiliation(s)
| | | | - Emmett M Leddin
- Department of Chemistry , University of North Texas , Denton , Texas 76201 , United States
| | - G Andrés Cisneros
- Department of Chemistry , University of North Texas , Denton , Texas 76201 , United States
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24
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Kartje ZJ, Barkau CL, Rohilla KJ, Ageely EA, Gagnon KT. Chimeric Guides Probe and Enhance Cas9 Biochemical Activity. Biochemistry 2018; 57:3027-3031. [PMID: 29746102 DOI: 10.1021/acs.biochem.8b00107] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
DNA substitutions in RNA can probe the importance of A-form structure, 2'-hydroxyl contacts, and conformational constraints within RNA-guided enzymes. Using this approach, we found that Cas9 biochemical activity tolerated significant substitution with DNA nucleotides in the clustered regularly interspaced short palindromic repeat RNA (crRNA). Only minimal RNA content was needed in or near the seed region. Simultaneous substitution at all positions with predicted crRNA-Cas9 2'-hydroxyl contacts had no effect on enzyme activity. The trans-activating crRNA (tracrRNA) also tolerated >50% substitution with DNA. DNA substitutions in the tracrRNA-pairing region of crRNA consistently enhanced cleavage activity while maintaining or improving target specificity. Together, results point to a prominent role for guide:target A-form-like helical structure and a possible regulatory role for the crRNA-tracrRNA pairing motif. A model chimeric crRNA with high activity did not significantly alter RNP assembly or target binding but did reduce Cas9 ribonucleoprotein stability, suggesting effects through conformation or dynamics. Cas9 directed by chimeric RNA-DNA guides may represent a cost-effective synthetic or molecular biology tool for robust and specific DNA cleavage.
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Affiliation(s)
- Zachary J Kartje
- Department of Chemistry and Biochemistry , Southern Illinois University , Carbondale , Illinois 62901 , United States
| | - Christopher L Barkau
- Department of Biochemistry and Molecular Biology, School of Medicine , Southern Illinois University , Carbondale , Illinois 62901 , United States
| | - Kushal J Rohilla
- Department of Biochemistry and Molecular Biology, School of Medicine , Southern Illinois University , Carbondale , Illinois 62901 , United States
| | - Eman A Ageely
- Department of Chemistry and Biochemistry , Southern Illinois University , Carbondale , Illinois 62901 , United States
| | - Keith T Gagnon
- Department of Chemistry and Biochemistry , Southern Illinois University , Carbondale , Illinois 62901 , United States
- Department of Biochemistry and Molecular Biology, School of Medicine , Southern Illinois University , Carbondale , Illinois 62901 , United States
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Zhang C, Lu C, Jing Z, Wu C, Piquemal JP, Ponder JW, Ren P. AMOEBA Polarizable Atomic Multipole Force Field for Nucleic Acids. J Chem Theory Comput 2018; 14:2084-2108. [PMID: 29438622 PMCID: PMC5893433 DOI: 10.1021/acs.jctc.7b01169] [Citation(s) in RCA: 152] [Impact Index Per Article: 25.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
The AMOEBA polarizable atomic multipole force field for nucleic acids is presented. Valence and electrostatic parameters were determined from high-level quantum mechanical data, including structures, conformational energy, and electrostatic potentials, of nucleotide model compounds. Previously derived parameters for the phosphate group and nucleobases were incorporated. A total of over 35 μs of condensed-phase molecular dynamics simulations of DNA and RNA molecules in aqueous solution and crystal lattice were performed to validate and refine the force field. The solution and/or crystal structures of DNA B-form duplexes, RNA duplexes, and hairpins were captured with an average root-mean-squared deviation from NMR structures below or around 2.0 Å. Structural details, such as base pairing and stacking, sugar puckering, backbone and χ-torsion angles, groove geometries, and crystal packing interfaces, agreed well with NMR and/or X-ray. The interconversion between A- and B-form DNAs was observed in ethanol-water mixtures at 328 K. Crystal lattices of B- and Z-form DNA and A-form RNA were examined with simulations. For the RNA tetraloop, single strand tetramers, and HIV TAR with 29 residues, the simulated conformational states, 3 J-coupling, nuclear Overhauser effect, and residual dipolar coupling data were compared with NMR results. Starting from a totally unstacked/unfolding state, the rCAAU tetranucleotide was folded into A-form-like structures during ∼1 μs molecular dynamics simulations.
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Affiliation(s)
- Changsheng Zhang
- Department of Biomedical Engineering, University of Texas at Austin, Austin, Texas 78712, United States
| | - Chao Lu
- Department of Chemistry, Washington University in St. Louis, St. Louis, MO 63130, United States
| | - Zhifeng Jing
- Department of Biomedical Engineering, University of Texas at Austin, Austin, Texas 78712, United States
| | - Chuanjie Wu
- Department of Chemistry, Washington University in St. Louis, St. Louis, MO 63130, United States
| | - Jean-Philip Piquemal
- Department of Biomedical Engineering, University of Texas at Austin, Austin, Texas 78712, United States
- Laboratoire de Chimie Théorique, Sorbonne Universités, UPMC, UMR7616 CNRS, Paris, France
| | - Jay W. Ponder
- Department of Chemistry, Washington University in St. Louis, St. Louis, MO 63130, United States
| | - Pengyu Ren
- Department of Biomedical Engineering, University of Texas at Austin, Austin, Texas 78712, United States
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Sun T, Mirzoev A, Korolev N, Lyubartsev AP, Nordenskiöld L. All-Atom MD Simulation of DNA Condensation Using Ab Initio Derived Force Field Parameters of Cobalt(III)-Hexammine. J Phys Chem B 2017; 121:7761-7770. [DOI: 10.1021/acs.jpcb.7b03793] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Affiliation(s)
- Tiedong Sun
- School
of Biological Sciences, Nanyang Technological University, Singapore 637551
| | - Alexander Mirzoev
- School
of Biological Sciences, Nanyang Technological University, Singapore 637551
| | - Nikolay Korolev
- School
of Biological Sciences, Nanyang Technological University, Singapore 637551
| | - Alexander P. Lyubartsev
- Department
of Materials and Environmental Chemistry, Stockholm University, 10691 Stockholm, Sweden
| | - Lars Nordenskiöld
- School
of Biological Sciences, Nanyang Technological University, Singapore 637551
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