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Mohammad H, Anantram MP. Charge transport through DNA with energy-dependent decoherence. Phys Rev E 2023; 108:044403. [PMID: 37978586 DOI: 10.1103/physreve.108.044403] [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: 08/14/2023] [Accepted: 09/08/2023] [Indexed: 11/19/2023]
Abstract
Modeling charge transport in DNA is essential to understand and control the electrical properties and develop DNA-based nanoelectronics. DNA is a fluctuating molecule that exists in a solvent environment, which makes the electron susceptible to decoherence. While knowledge of the Hamiltonian responsible for decoherence will provide a microscopic description, the interactions are complex and methods to calculate decoherence are unclear. One prominent phenomenological model to include decoherence is through fictitious probes that depend on spatially variant scattering rates. However, the built-in energy independence of the decoherence (E-indep) model overestimates the transmission in the bandgap and washes out distinct features inside the valence or conduction bands. In this study, we introduce a related model where the decoherence rate is energy-dependent (E-dep). This decoherence rate is maximum at energy levels and decays away from these energies. Our results show that the E-dep model allows for exponential transmission decay with the DNA length and maintains features within the bands' transmission spectra. We further demonstrate that we can obtain DNA conductance values within the experimental range. Our model can help study and design nanoelectronics devices that utilize weakly coupled molecular structures such as DNA.
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Affiliation(s)
- Hashem Mohammad
- Department of Electrical Engineering, Kuwait University, P.O. Box 5969, Safat 13060, Kuwait
| | - M P Anantram
- Department of Electrical and Computer Engineering, University of Washington, Seattle, Washington 98195, USA
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2
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Agrawal T, Paul D, Saroj S, Ali A, Choubey V, Mukherjee D, Pal S, Rakshit T. Label-Free Physical-Analytical Techniques Reveal Epigenetic Modifications of Breast Cancer Chromosomes. J Phys Chem B 2023; 127:3534-3542. [PMID: 37036757 DOI: 10.1021/acs.jpcb.3c00147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/11/2023]
Abstract
Epigenetic dysregulation including DNA methylation and histone modifications is being increasingly recognized as a promising biomarker for the diagnosis and prognosis of cancer. Herein, we devised a label-free analytical toolbox comprising IR, UV-vis, CD spectroscopy, and cyclic voltammetry, which is capable to differentiate significantly hyper-methylated breast cancer chromosomes from the normal breast epithelial counterparts.
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Affiliation(s)
- Tanya Agrawal
- Department of Chemistry, Shiv Nadar IoE, Delhi-NCR, Uttar Pradesh 201314, India
| | - Debashish Paul
- Department of Chemistry, Shiv Nadar IoE, Delhi-NCR, Uttar Pradesh 201314, India
| | - Saroj Saroj
- Department of Chemistry, Shiv Nadar IoE, Delhi-NCR, Uttar Pradesh 201314, India
| | - Akbar Ali
- Department of Chemistry, Indian Institute of Technology, Bhilai, Chhattisgarh 492015, India
| | - Vivekanand Choubey
- Department of Chemistry, Shiv Nadar IoE, Delhi-NCR, Uttar Pradesh 201314, India
| | - Dipanjan Mukherjee
- Laboratory of Bioimaging and Pathologies, University of Strasbourg, F-67081 Strasbourg CEDEX, France
| | - Suchetan Pal
- Department of Chemistry, Indian Institute of Technology, Bhilai, Chhattisgarh 492015, India
| | - Tatini Rakshit
- Department of Chemistry, Shiv Nadar IoE, Delhi-NCR, Uttar Pradesh 201314, India
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3
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Gupta R, Fereiro JA, Bayat A, Pritam A, Zharnikov M, Mondal PC. Nanoscale molecular rectifiers. Nat Rev Chem 2023; 7:106-122. [PMID: 37117915 DOI: 10.1038/s41570-022-00457-8] [Citation(s) in RCA: 18] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/30/2022] [Indexed: 01/15/2023]
Abstract
The use of molecules bridged between two electrodes as a stable rectifier is an important goal in molecular electronics. Until recently, however, and despite extensive experimental and theoretical work, many aspects of our fundamental understanding and practical challenges have remained unresolved and prevented the realization of such devices. Recent advances in custom-designed molecular systems with rectification ratios exceeding 105 have now made these systems potentially competitive with existing silicon-based devices. Here, we provide an overview and critical analysis of recent progress in molecular rectification within single molecules, self-assembled monolayers, molecular multilayers, heterostructures, and metal-organic frameworks and coordination polymers. Examples of conceptually important and best-performing systems are discussed, alongside their rectification mechanisms. We present an outlook for the field, as well as prospects for the commercialization of molecular rectifiers.
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Aggarwal A, Vinayak V, Bag S, Bhattacharyya C, Waghmare UV, Maiti PK. Predicting the DNA Conductance Using a Deep Feedforward Neural Network Model. J Chem Inf Model 2020; 61:106-114. [PMID: 33320660 DOI: 10.1021/acs.jcim.0c01072] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Double-stranded DNA (dsDNA) has been established as an efficient medium for charge migration, bringing it to the forefront of the field of molecular electronics and biological research. The charge migration rate is controlled by the electronic couplings between the two nucleobases of DNA/RNA. These electronic couplings strongly depend on the intermolecular geometry and orientation. Estimating these electronic couplings for all the possible relative geometries of molecules using the computationally demanding first-principles calculations requires a lot of time and computational resources. In this article, we present a machine learning (ML)-based model to calculate the electronic coupling between any two bases of dsDNA/dsRNA and bypass the computationally expensive first-principles calculations. Using the Coulomb matrix representation which encodes the atomic identities and coordinates of the DNA base pairs to prepare the input dataset, we train a feedforward neural network model. Our neural network (NN) model can predict the electronic couplings between dsDNA base pairs with any structural orientation with a mean absolute error (MAE) of less than 0.014 eV. We further use the NN-predicted electronic coupling values to compute the dsDNA/dsRNA conductance.
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Affiliation(s)
- Abhishek Aggarwal
- Center for Condensed Matter Theory, Department of Physics, Indian Institute of Science, Bangalore 560012, India
| | - Vinayak Vinayak
- Undergraduate Program, Indian Institute of Science, Bangalore 560012, India
| | - Saientan Bag
- Center for Condensed Matter Theory, Department of Physics, Indian Institute of Science, Bangalore 560012, India
| | - Chiranjib Bhattacharyya
- Department of Computer Science and Automation, Indian Institute of Science, Bangalore 560012, India
| | - Umesh V Waghmare
- Theoretical Sciences Unit, Jawaharlal Nehru Center for Advanced Scientific Research, Jakkur P.O., Bangalore 560064, India
| | - Prabal K Maiti
- Center for Condensed Matter Theory, Department of Physics, Indian Institute of Science, Bangalore 560012, India
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Forzani ES, He H, Hihath J, Lindsay S, Penner RM, Wang S, Xu B. Moving Electrons Purposefully through Single Molecules and Nanostructures: A Tribute to the Science of Professor Nongjian Tao (1963-2020). ACS NANO 2020; 14:12291-12312. [PMID: 32940998 PMCID: PMC7718722 DOI: 10.1021/acsnano.0c06017] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Electrochemistry intersected nanoscience 25 years ago when it became possible to control the flow of electrons through single molecules and nanostructures. Many surprises and a wealth of understanding were generated by these experiments. Professor Nongjian Tao was among the pioneering scientists who created the methods and technologies for advancing this new frontier. Achieving a deeper understanding of charge transport in molecules and low-dimensional materials was the first priority of his experiments, but he also succeeded in discovering applications in chemical sensing and biosensing for these novel nanoscopic systems. In parallel with this work, the investigation of a range of phenomena using novel optical microscopic methods was a passion of his and his students. This article is a review and an appreciation of some of his many contributions with a view to the future.
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Affiliation(s)
- Erica S Forzani
- Biodesign Center for Bioelectronics and Biosensors, Departments of Chemical Engineering and Mechanical Engineering, Arizona State University, Tempe, Arizona 85287, United States
| | - Huixin He
- Department of Chemistry, Rutgers University, Newark, New Jersey 07102, United States
| | - Joshua Hihath
- Department of Electrical and Computer Engineering, University of California, Davis, Davis, California 95616, United States
| | - Stuart Lindsay
- Biodesign Center for Single Molecule Biophysics, Arizona State University, Tempe, Arizona 85287, United States
| | - Reginald M Penner
- Department of Chemistry, University of California, Irvine, California 92697, United States
| | - Shaopeng Wang
- Biodesign Center for Bioelectronics and Biosensors, Arizona State University, Tempe, Arizona 85287, United States
| | - Bingqian Xu
- School of Electrical and Computer Engineering, University of Georgia, Athens, Georgia 30602, United States
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Gutiérrez-Flores J, Hernández-Lemus E, Cortés-Guzmán F, Ramos E. Do weak interactions affect the biological behavior of DNA? A DFT study of CpG island-like chains. J Mol Model 2020; 26:266. [PMID: 32918237 DOI: 10.1007/s00894-020-04501-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2020] [Accepted: 08/03/2020] [Indexed: 01/06/2023]
Abstract
The origin, stability, and contribution to the formation of noncovalent interactions, such as hydrogen bonds and π - π stacking, have been already widely discussed. However, there are few discussions about the relevance of these weak interactions in DNA performance. In this work, we seek to shed light on the effect of hydrogen bonds and π - π stacking interactions on the biological behavior of DNA through the description of these intermolecular forces in CpG island-like (GC-rich) chains. Furthermore, we made some comparisons with TATA box-like (TA-rich) chains in order to describe hydrogen bond and π - π stacking interactions as a function of the DNA sequence. For hydrogen bonds, we found that there is not a significant effect related to the number of base pairs. Whereas for π - π stacking interactions, the energy tended to decrease as the number of base pairs increased. We observed anticooperative effects for both hydrogen bonds and π - π stacking interactions. These results are in contrast with those of TATA box-like chains since cooperative and additive effects were found for both hydrogen bonds and π - π stacking, respectively. Based on the chemical hardness and density of states, we can conclude that proteins may interact easier with GC-rich chains. We conclude that regardless of the chain length, a protein could interact more easily with these genomics regions because the π - π stacking energies did not increase as a function of the number of base pairs, making, for the first time, a first approximation of the influence of noncovalent interaction on DNA behavior. We did all this work by means of DFT framework included in the DMol3 code (M06-L/DNP). Graphical Abstract Cartoon representation of how nocovalent interactions affect the interaction of DNA with a protein, i.e., how hydrogen bond and π - π stacking interactions influence the biological behavior of DNA.
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Affiliation(s)
- Jorge Gutiérrez-Flores
- Instituto de Investigaciones en Materiales, Universidad Nacional Autónoma de México, Circuito Exterior s/n, Ciudad Universitaria, Coyoacán, 04510, CDMX, México
| | | | - Fernando Cortés-Guzmán
- Instituto de Química, Universidad Nacional Autónoma de México, Circuito Exterior s/n, Ciudad Universitaria, Coyoacán, 04510, CDMX, México
| | - Estrella Ramos
- Instituto de Investigaciones en Materiales, Universidad Nacional Autónoma de México, Circuito Exterior s/n, Ciudad Universitaria, Coyoacán, 04510, CDMX, México.
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Epigenetically reprogrammed methylation landscape drives the DNA self-assembly and serves as a universal cancer biomarker. Nat Commun 2018; 9:4915. [PMID: 30514834 PMCID: PMC6279781 DOI: 10.1038/s41467-018-07214-w] [Citation(s) in RCA: 95] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Accepted: 10/21/2018] [Indexed: 02/02/2023] Open
Abstract
Epigenetic reprogramming in cancer genomes creates a distinct methylation landscape encompassing clustered methylation at regulatory regions separated by large intergenic tracks of hypomethylated regions. This methylation landscape that we referred to as Methylscape is displayed by most cancer types, thus may serve as a universal cancer biomarker. To-date most research has focused on the biological consequences of DNA Methylscape changes whereas its impact on DNA physicochemical properties remains unexplored. Herein, we examine the effect of levels and genomic distribution of methylcytosines on the physicochemical properties of DNA to detect the Methylscape biomarker. We find that DNA polymeric behaviour is strongly affected by differential patterning of methylcytosine, leading to fundamental differences in DNA solvation and DNA-gold affinity between cancerous and normal genomes. We exploit these Methylscape differences to develop simple, highly sensitive and selective electrochemical or colorimetric one-step assays for the detection of cancer. These assays are quick, i.e., analysis time ≤10 minutes, and require minimal sample preparation and small DNA input. DNA methylation is an epigenetic modification that control genetic programs. Here, the authors found that the methylation landscape influences the physicochemical properties of DNA and that it can serve as a universal cancer biomarker, and developed a one-step assay for the detection of cancer DNA.
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Wang K. DNA-Based Single-Molecule Electronics: From Concept to Function. J Funct Biomater 2018; 9:jfb9010008. [PMID: 29342091 PMCID: PMC5872094 DOI: 10.3390/jfb9010008] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2017] [Revised: 01/11/2018] [Accepted: 01/15/2018] [Indexed: 12/15/2022] Open
Abstract
Beyond being the repository of genetic information, DNA is playing an increasingly important role as a building block for molecular electronics. Its inherent structural and molecular recognition properties render it a leading candidate for molecular electronics applications. The structural stability, diversity and programmability of DNA provide overwhelming freedom for the design and fabrication of molecular-scale devices. In the past two decades DNA has therefore attracted inordinate amounts of attention in molecular electronics. This review gives a brief survey of recent experimental progress in DNA-based single-molecule electronics with special focus on single-molecule conductance and I–V characteristics of individual DNA molecules. Existing challenges and exciting future opportunities are also discussed.
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Affiliation(s)
- Kun Wang
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI 48109, USA.
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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: 1.6] [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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11
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Guo C, Wang K, Zerah-Harush E, Hamill J, Wang B, Dubi Y, Xu B. Molecular rectifier composed of DNA with high rectification ratio enabled by intercalation. Nat Chem 2016; 8:484-90. [DOI: 10.1038/nchem.2480] [Citation(s) in RCA: 132] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2015] [Accepted: 02/22/2016] [Indexed: 12/22/2022]
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Artés JM, Li Y, Qi J, Anantram MP, Hihath J. Conformational gating of DNA conductance. Nat Commun 2015; 6:8870. [PMID: 26648400 PMCID: PMC4682165 DOI: 10.1038/ncomms9870] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2015] [Accepted: 10/12/2015] [Indexed: 12/13/2022] Open
Abstract
DNA is a promising molecule for applications in molecular electronics because of its unique electronic and self-assembly properties. Here we report that the conductance of DNA duplexes increases by approximately one order of magnitude when its conformation is changed from the B-form to the A-form. This large conductance increase is fully reversible, and by controlling the chemical environment, the conductance can be repeatedly switched between the two values. The conductance of the two conformations displays weak length dependencies, as is expected for guanine-rich sequences, and can be fit with a coherence-corrected hopping model. These results are supported by ab initio electronic structure calculations that indicate that the highest occupied molecular orbital is more disperse in the A-form DNA case. These results demonstrate that DNA can behave as a promising molecular switch for molecular electronics applications and also provide additional insights into the huge dispersion of DNA conductance values found in the literature. DNA could find a role in molecular electronics. Here, the authors show that the conductance of DNA can be reversibly changed by an order of magnitude when its conformation is changed from one form to another by controlling its chemical environment.
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Affiliation(s)
- Juan Manuel Artés
- Department of Electrical and Computer Engineering, University of California Davis, One Shields Avenue, Davis, Califorina 95616, USA
| | - Yuanhui Li
- Department of Electrical and Computer Engineering, University of California Davis, One Shields Avenue, Davis, Califorina 95616, USA
| | - Jianqing Qi
- Department of Electrical Engineering, University of Washington, 185 Stevens Way, Seattle, Washington 98195-2500, USA
| | - M P Anantram
- Department of Electrical Engineering, University of Washington, 185 Stevens Way, Seattle, Washington 98195-2500, USA
| | - Joshua Hihath
- Department of Electrical and Computer Engineering, University of California Davis, One Shields Avenue, Davis, Califorina 95616, USA
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Qi J, Govind N, Anantram MP. The role of cytosine methylation on charge transport through a DNA strand. J Chem Phys 2015; 143:094306. [DOI: 10.1063/1.4929909] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Affiliation(s)
- Jianqing Qi
- Department of Electrical Engineering, University of Washington, Seattle, Washington 98195-2500, USA
| | - Niranjan Govind
- William R. Wiley Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, Washington 99352, USA
| | - M. P. Anantram
- Department of Electrical Engineering, University of Washington, Seattle, Washington 98195-2500, USA
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Pérez-Campo FM, Sañudo C, Riancho JA. Avoiding introduction of bias in the analysis of the methylation of free circulating DNA. Clin Chim Acta 2015; 444:206-7. [PMID: 25689791 DOI: 10.1016/j.cca.2015.02.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2014] [Revised: 01/16/2015] [Accepted: 02/03/2015] [Indexed: 11/24/2022]
Affiliation(s)
- Flor M Pérez-Campo
- Department of Internal Medicine, Hospital U. Marqués de Valdecilla, IDIVAL University of Cantabria, 39008 Santander, Cantabria, Spain
| | - Carolina Sañudo
- Department of Internal Medicine, Hospital U. Marqués de Valdecilla, IDIVAL University of Cantabria, 39008 Santander, Cantabria, Spain
| | - José A Riancho
- Department of Internal Medicine, Hospital U. Marqués de Valdecilla, IDIVAL University of Cantabria, 39008 Santander, Cantabria, Spain.
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Artés JM, López-Martínez M, Díez-Pérez I, Sanz F, Gorostiza P. Nanoscale charge transfer in redox proteins and DNA: Towards biomolecular electronics. Electrochim Acta 2014. [DOI: 10.1016/j.electacta.2014.05.089] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
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