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Nardi AN, De Marco J, D'Abramo M. Modulating Charge Transfer Kinetics along Poly Adenine: Chemical Modifications, Temperature, and Conformational Effects. J Chem Theory Comput 2025; 21:530-538. [PMID: 39753378 DOI: 10.1021/acs.jctc.4c01338] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2025]
Abstract
The charge transfer (CT) reactions in nucleic acids are crucial for genome damage and repair and nanoelectronics using DNA as a molecular conductor. Previous experimental and theoretical works underlined the significance of nucleic acid structural dynamics on CT kinetics, requiring models that incorporate the dynamics of the nucleic acid, solvents, and counterions. Here, we investigated hole transfer kinetics in poly adenine single and double strands at various temperatures and the rate enhancement due to adenine-to-7-deazaadenine mutation by means of a QM/MM approach. We found that the hole transfer rate in poly adenine double strands increases with temperature while the helix conformation is retained, whereas single strands exhibit the opposite thermal response. Additionally, the positive charge migrates more efficiently in poly-7-deazaadenine double strands. Our results, consistent with experimental data, suggest that a thermally induced hopping model can accurately describe CT kinetics in these sequences. The approach is transferable for studying CT reactions in other nucleic acid strands.
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Affiliation(s)
| | - Jacopo De Marco
- Department of Chemistry, University of Rome, Sapienza, P.le A. Moro 5, 00185 Rome, Italy
| | - Marco D'Abramo
- Department of Chemistry, University of Rome, Sapienza, P.le A. Moro 5, 00185 Rome, Italy
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Siebert R, Ammerpohl O, Rossini M, Herb D, Rau S, Plenio MB, Jelezko F, Ankerhold J. A quantum physics layer of epigenetics: a hypothesis deduced from charge transfer and chirality-induced spin selectivity of DNA. Clin Epigenetics 2023; 15:145. [PMID: 37684676 PMCID: PMC10492394 DOI: 10.1186/s13148-023-01560-3] [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: 06/09/2023] [Accepted: 08/28/2023] [Indexed: 09/10/2023] Open
Abstract
BACKGROUND Epigenetic mechanisms are informational cellular processes instructing normal and diseased phenotypes. They are associated with DNA but without altering the DNA sequence. Whereas chemical processes like DNA methylation or histone modifications are well-accepted epigenetic mechanisms, we herein propose the existence of an additional quantum physics layer of epigenetics. RESULTS We base our hypothesis on theoretical and experimental studies showing quantum phenomena to be active in double-stranded DNA, even under ambient conditions. These phenomena include coherent charge transfer along overlapping pi-orbitals of DNA bases and chirality-induced spin selectivity. Charge transfer via quantum tunneling mediated by overlapping orbitals results in charge delocalization along several neighboring bases, which can even be extended by classical (non-quantum) electron hopping. Such charge transfer is interrupted by flipping base(s) out of the double-strand e.g., by DNA modifying enzymes. Charge delocalization can directly alter DNA recognition by proteins or indirectly by DNA structural changes e.g., kinking. Regarding sequence dependency, charge localization, shown to favor guanines, could influence or even direct epigenetic changes, e.g., modification of cytosines in CpG dinucleotides. Chirality-induced spin selectivity filters electrons for their spin along DNA and, thus, is not only an indicator for quantum coherence but can potentially affect DNA binding properties. CONCLUSIONS Quantum effects in DNA are prone to triggering and manipulation by external means. By the hypothesis put forward here, we would like to foster research on "Quantum Epigenetics" at the interface of medicine, biology, biochemistry, and physics to investigate the potential epigenetic impact of quantum physical principles on (human) life.
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Affiliation(s)
- Reiner Siebert
- Institute of Human Genetics, Ulm University & Ulm University Medical Center, Albert-Einstein-Allee 11, 89081, Ulm, Germany.
- Center for Integrated Quantum Science and Technology (IQST) Ulm-Stuttgart, Ulm, Germany.
| | - Ole Ammerpohl
- Institute of Human Genetics, Ulm University & Ulm University Medical Center, Albert-Einstein-Allee 11, 89081, Ulm, Germany
| | - Mirko Rossini
- Center for Integrated Quantum Science and Technology (IQST) Ulm-Stuttgart, Ulm, Germany
- Institute for Complex Quantum Systems, Ulm University, 89069, Ulm, Germany
| | - Dennis Herb
- Institute for Complex Quantum Systems, Ulm University, 89069, Ulm, Germany
| | - Sven Rau
- Institute of Inorganic Chemistry I, Ulm University, 89081, Ulm, Germany
| | - Martin B Plenio
- Center for Integrated Quantum Science and Technology (IQST) Ulm-Stuttgart, Ulm, Germany
- Institute of Theoretical Physics, Ulm University, 89081, Ulm, Germany
| | - Fedor Jelezko
- Center for Integrated Quantum Science and Technology (IQST) Ulm-Stuttgart, Ulm, Germany
- Institute for Quantum Optics, Ulm University, 89081, Ulm, Germany
| | - Joachim Ankerhold
- Center for Integrated Quantum Science and Technology (IQST) Ulm-Stuttgart, Ulm, Germany
- Institute for Complex Quantum Systems, Ulm University, 89069, Ulm, Germany
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Chen K, Kunkel C, Cheng B, Reuter K, Margraf JT. Physics-inspired machine learning of localized intensive properties. Chem Sci 2023; 14:4913-4922. [PMID: 37181767 PMCID: PMC10171074 DOI: 10.1039/d3sc00841j] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Accepted: 04/10/2023] [Indexed: 05/16/2023] Open
Abstract
Machine learning (ML) has been widely applied to chemical property prediction, most prominently for the energies and forces in molecules and materials. The strong interest in predicting energies in particular has led to a 'local energy'-based paradigm for modern atomistic ML models, which ensures size-extensivity and a linear scaling of computational cost with system size. However, many electronic properties (such as excitation energies or ionization energies) do not necessarily scale linearly with system size and may even be spatially localized. Using size-extensive models in these cases can lead to large errors. In this work, we explore different strategies for learning intensive and localized properties, using HOMO energies in organic molecules as a representative test case. In particular, we analyze the pooling functions that atomistic neural networks use to predict molecular properties, and suggest an orbital weighted average (OWA) approach that enables the accurate prediction of orbital energies and locations.
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Affiliation(s)
- Ke Chen
- Fritz-Haber-Institut der Max-Planck-Gesellschaft Faradayweg 4-6 D-14195 Berlin Germany
- Chair for Theoretical Chemistry and Catalysis Research Center, Technische Universität München Lichtenbergstraße 4 D-85747 Garching Germany
- Institute of Science and Technology Am Campus 1 3400 Klosterneuburg Austria
| | - Christian Kunkel
- Fritz-Haber-Institut der Max-Planck-Gesellschaft Faradayweg 4-6 D-14195 Berlin Germany
| | - Bingqing Cheng
- Institute of Science and Technology Am Campus 1 3400 Klosterneuburg Austria
| | - Karsten Reuter
- Fritz-Haber-Institut der Max-Planck-Gesellschaft Faradayweg 4-6 D-14195 Berlin Germany
- Chair for Theoretical Chemistry and Catalysis Research Center, Technische Universität München Lichtenbergstraße 4 D-85747 Garching Germany
| | - Johannes T Margraf
- Fritz-Haber-Institut der Max-Planck-Gesellschaft Faradayweg 4-6 D-14195 Berlin Germany
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4
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Wong JR, Shao F. Hole Transport in A-form DNA/RNA Hybrid Duplexes. Sci Rep 2017; 7:40293. [PMID: 28084308 PMCID: PMC5233965 DOI: 10.1038/srep40293] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2016] [Accepted: 12/01/2016] [Indexed: 01/28/2023] Open
Abstract
DNA/RNA hybrid duplexes are prevalent in many cellular functions and are an attractive target form for electrochemical biosensing and electric nanodevice. However the electronic conductivities of DNA/RNA hybrid duplex remain relatively unexplored and limited further technological applications. Here cyclopropyl-modified deoxyribose- and ribose-adenosines were developed to explore hole transport (HT) in both DNA duplex and DNA/RNA hybrids by probing the transient hole occupancies on adenine tracts. HT yields through both B-form and A-form double helixes displayed similar shallow distance dependence, although the HT yields of DNA/RNA hybrid duplexes were lower than those of DNA duplexes. The lack of oscillatory periods and direction dependence in HT through both helixes implied efficient hole propagation can be achieved via the hole delocalization and coherent HT over adenine tracts, regardless of the structural variations.
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Affiliation(s)
- Jiun Ru Wong
- Division of Chemistry and Biological Chemistry, School of Physical and Mathematical Sciences, Nanyang Technological University, 21 Nanyang Link, Singapore 637371 (Singapore)
| | - Fangwei Shao
- Division of Chemistry and Biological Chemistry, School of Physical and Mathematical Sciences, Nanyang Technological University, 21 Nanyang Link, Singapore 637371 (Singapore)
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Li Y, Artés JM, Qi J, Morelan IA, Feldstein P, Anantram MP, Hihath J. Comparing Charge Transport in Oligonucleotides: RNA:DNA Hybrids and DNA Duplexes. J Phys Chem Lett 2016; 7:1888-1894. [PMID: 27145167 DOI: 10.1021/acs.jpclett.6b00749] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Understanding the electronic properties of oligonucleotide systems is important for applications in nanotechnology, biology, and sensing systems. Here the charge-transport properties of guanine-rich RNA:DNA hybrids are compared to double-stranded DNA (dsDNA) duplexes with identical sequences. The conductance of the RNA:DNA hybrids is ∼10 times higher than the equivalent dsDNA, and conformational differences are determined to be the primary reason for this difference. The conductance of the RNA:DNA hybrids is also found to decrease more rapidly than dsDNA when the length is increased. Ab initio electronic structure and Green's function-based density of states calculations demonstrate that these differences arise because the energy levels are more spatially distributed in the RNA:DNA hybrid but that the number of accessible hopping sites is smaller. These combination results indicate that a simple hopping model that treats each individual guanine as a hopping site is insufficient to explain both a higher conductance and β value for RNA:DNA hybrids, and larger delocalization lengths must be considered.
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Affiliation(s)
- Yuanhui Li
- Electrical and Computer Engineering Department, University of California Davis , Davis, California 95616, United States
| | - Juan M Artés
- Electrical and Computer Engineering Department, University of California Davis , Davis, California 95616, United States
| | - Jianqing Qi
- Department of Electrical Engineering, University of Washington , Seattle, Washington 98195, United States
| | - Ian A Morelan
- Department of Plant Pathology, University of California Davis , Davis, California 95616, United States
| | - Paul Feldstein
- Department of Plant Pathology, University of California Davis , Davis, California 95616, United States
| | - M P Anantram
- Department of Electrical Engineering, University of Washington , Seattle, Washington 98195, United States
| | - Joshua Hihath
- Electrical and Computer Engineering Department, University of California Davis , Davis, California 95616, United States
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Li Y, Artés JM, Hihath J. Long-Range Charge Transport in Adenine-Stacked RNA:DNA Hybrids. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2016; 12:432-7. [PMID: 26596516 DOI: 10.1002/smll.201502399] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2015] [Revised: 10/07/2015] [Indexed: 05/05/2023]
Abstract
An extremely important biological component, RNA:DNA can also be used to design nanoscale structures such as molecular wires. The conductance of single adenine-stacked RNA:DNA hybrids is rapidly and reproducibly measured using the break junction approach. The conductance decreases slightly over a large range of molecular lengths, suggesting that RNA:DNA can be used as an oligonucleotide wire.
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Affiliation(s)
- Yuanhui Li
- Department of Electrical and Computer Engineering, University of California Davis, Davis, CA, 95616, USA
| | - Juan M Artés
- Department of Electrical and Computer Engineering, University of California Davis, Davis, CA, 95616, USA
| | - Joshua Hihath
- Department of Electrical and Computer Engineering, University of California Davis, Davis, CA, 95616, USA
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Kratochvílová I, Golan M, Vala M, Špérová M, Weiter M, Páv O, Šebera J, Rosenberg I, Sychrovský V, Tanaka Y, Bickelhaupt FM. Theoretical and Experimental Study of Charge Transfer through DNA: Impact of Mercury Mediated T-Hg-T Base Pair. J Phys Chem B 2014; 118:5374-81. [DOI: 10.1021/jp501986a] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Affiliation(s)
- Irena Kratochvílová
- Institute
of Physics, Academy of Sciences of the Czech Republic, v.v.i, Na Slovance
2, CZ-182 21 Prague
8, Czech Republic
- Faculty of Nuclear Physics
and Physical Engineering, Czech Technical University in Prague, Zikova 1, 160 00 Prague 6, Czech Republic
| | - Martin Golan
- Institute
of Physics, Academy of Sciences of the Czech Republic, v.v.i, Na Slovance
2, CZ-182 21 Prague
8, Czech Republic
- Institute of Physics,
Faculty of Mathematics and Physics, Charles University in Prague, Ke Karlovu 5, CZ-121 16 Prague 2, Czech Republic
| | - Martin Vala
- Materials
Research Centre, Faculty of Chemistry, Brno University of Technology, Purkyňova 118, CZ-612 00 Brno, Czech Republic
| | - Miroslava Špérová
- Materials
Research Centre, Faculty of Chemistry, Brno University of Technology, Purkyňova 118, CZ-612 00 Brno, Czech Republic
| | - Martin Weiter
- Materials
Research Centre, Faculty of Chemistry, Brno University of Technology, Purkyňova 118, CZ-612 00 Brno, Czech Republic
| | - Ondřej Páv
- Institute of Organic Chemistry and Biochemistry, Academy
of Sciences of the Czech Republic, v.v.i., Flemingovo náměstí 2, CZ-16610 Prague 6, Czech Republic
| | - Jakub Šebera
- Institute
of Physics, Academy of Sciences of the Czech Republic, v.v.i, Na Slovance
2, CZ-182 21 Prague
8, Czech Republic
- Institute of Organic Chemistry and Biochemistry, Academy
of Sciences of the Czech Republic, v.v.i., Flemingovo náměstí 2, CZ-16610 Prague 6, Czech Republic
| | - Ivan Rosenberg
- Institute of Organic Chemistry and Biochemistry, Academy
of Sciences of the Czech Republic, v.v.i., Flemingovo náměstí 2, CZ-16610 Prague 6, Czech Republic
| | - Vladimír Sychrovský
- Institute of Organic Chemistry and Biochemistry, Academy
of Sciences of the Czech Republic, v.v.i., Flemingovo náměstí 2, CZ-16610 Prague 6, Czech Republic
| | - Yoshiyuki Tanaka
- Graduate School of Pharmaceutical Sciences, Tohoku University, 6-3 Aza-Aoba, Aramaki, Aoba-ku, Sendai, Miyagi 980-8578, Japan
| | - F. Matthias Bickelhaupt
- Department of Theoretical Chemistry and Amsterdam Center for Multiscale
Modeling (ACMM), VU University Amsterdam, De Boelelaan 1083, 1081 HV Amsterdam, The Netherlands
- Institute for Molecules and
Materials (IMM), Radboud University Nijmegen, Comeniuslaan 4, 6525 HP Nijmegen, The Netherlands
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