1
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Buttarazzi E, Inchingolo A, Pedron D, Alberto ME, Collini E, Petrone A. Conformational and environmental effects on the electronic and vibrational properties of dyes for solar cell devices. J Chem Phys 2024; 160:204301. [PMID: 38785282 DOI: 10.1063/5.0207770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2024] [Accepted: 05/07/2024] [Indexed: 05/25/2024] Open
Abstract
The main challenge for solar cell devices is harvesting photons beyond the visible by reaching the red-edge (650-780 nm). Dye-sensitized solar cell (DSSC) devices combine the optical absorption and the charge separation processes by the association of a sensitizer as a light-absorbing material (dye molecules, whose absorption can be tuned and designed) with a wide band gap nanostructured semiconductor. Conformational and environmental effects (i.e., solvent, pH) can drastically influence the photophysical properties of molecular dyes. This study proposes a combined experimental and computational approach for the comprehensive investigation of the electronic and vibrational properties of a unique class of organic dye compounds belonging to the family of red-absorbing dyes, known as squaraines. Our focus lies on elucidating the intricate interplay between the molecular structure, vibrational dynamics, and optical properties of squaraines using state-of-the-art density functional theory calculations and spectroscopic techniques. Through systematic vibrational and optical analyses, we show that (i) the main absorption peak in the visible range is influenced by the conformational and protonation equilibria, (ii) the solvent polarity tunes the position of the UV-vis absorption, and (iii) the vibrational spectroscopy techniques (infrared and Raman) can be used as informative tools to distinguish between different conformations and protonation states. This comprehensive understanding offers valuable insights into the design and optimization of squaraine-based DSSCs for enhanced solar energy conversion efficiency.
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Affiliation(s)
- Edoardo Buttarazzi
- Scuola Superiore Meridionale, Largo San Marcellino 10, I-80138 Napoli, Italy
- Department of Chemical Sciences, University of Napoli Federico II, Complesso Universitario di Monte S. Angelo, Via Cintia 21, I-80126 Napoli, Italy
| | - Antonio Inchingolo
- Department of Chemical Sciences, University of Padova, Via Marzolo 1, I-35131 Padova, Italy
| | - Danilo Pedron
- Department of Chemical Sciences, University of Padova, Via Marzolo 1, I-35131 Padova, Italy
| | - Marta Erminia Alberto
- Department of Chemical and Chemical Technologies, University of Calabria, Via Pietro Bucci ed. 12/C, I-87036 Arcavacata di Rende, Cosenza, Italy
| | - Elisabetta Collini
- Department of Chemical Sciences, University of Padova, Via Marzolo 1, I-35131 Padova, Italy
| | - Alessio Petrone
- Scuola Superiore Meridionale, Largo San Marcellino 10, I-80138 Napoli, Italy
- Department of Chemical Sciences, University of Napoli Federico II, Complesso Universitario di Monte S. Angelo, Via Cintia 21, I-80126 Napoli, Italy
- Istituto Nazionale Di Fisica Nucleare, Sezione di Napoli, Complesso Universitario di Monte S. Angelo ed. 6, Via Cintia, I-80126 Napoli, Italy
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2
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Pascual G, Roy SK, Barcenas G, Wilson CK, Cervantes-Salguero K, Obukhova OM, Krivoshey AI, Terpetschnig EA, Tatarets AL, Li L, Yurke B, Knowlton WB, Mass OA, Pensack RD, Lee J. Effect of hydrophilicity-imparting substituents on exciton delocalization in squaraine dye aggregates covalently templated to DNA Holliday junctions. NANOSCALE 2024; 16:1206-1222. [PMID: 38113123 DOI: 10.1039/d3nr04499h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/21/2023]
Abstract
Molecular aggregates exhibit emergent properties, including the collective sharing of electronic excitation energy known as exciton delocalization, that can be leveraged in applications such as quantum computing, optical information processing, and light harvesting. In a previous study, we found unexpectedly large excitonic interactions (quantified by the excitonic hopping parameter Jm,n) in DNA-templated aggregates of squaraine (SQ) dyes with hydrophilic-imparting sulfo and butylsulfo substituents. Here, we characterize DNA Holliday junction (DNA-HJ) templated aggregates of an expanded set of SQs and evaluate their optical properties in the context of structural heterogeneity. Specifically, we characterized the orientation of and Jm,n between dyes in dimer aggregates of non-chlorinated and chlorinated SQs. Three new chlorinated SQs that feature a varying number of butylsulfo substituents were synthesized and attached to a DNA-HJ via a covalent linker to form adjacent and transverse dimers. Various characteristics of the dye, including its hydrophilicity (in terms of log Po/w) and surface area, and of the substituents, including their local bulkiness and electron withdrawing capacity, were quantified computationally. The orientation of and Jm,n between the dyes were estimated using a model based on Kühn-Renger-May theory to fit the absorption and circular dichroism spectra. The results suggested that adjacent dimer aggregates of all the non-chlorinated and of the most hydrophilic chlorinated SQ dyes exhibit heterogeneity; that is, they form a mixture of dimers subpopulations. A key finding of this work is that dyes with a higher hydrophilicity (lower log Po/w) formed dimers with smaller Jm,n and large center-to-center dye distance (Rm,n). Also, the results revealed that the position of the dye in the DNA-HJ template, that is, adjacent or transverse, impacted Jm,n. Lastly, we found that Jm,n between symmetrically substituted dyes was reduced by increasing the local bulkiness of the substituent. This work provides insights into how to maintain strong excitonic coupling and identifies challenges associated with heterogeneity, which will help to improve control of these dye aggregates and move forward their potential application as quantum information systems.
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Affiliation(s)
- Gissela Pascual
- Micron School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, USA
| | - Simon K Roy
- Micron School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, USA
| | - German Barcenas
- Micron School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, USA
| | - Christopher K Wilson
- Micron School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, USA
| | | | - Olena M Obukhova
- State Scientific Institution "Institute for Single Crystals" of the National Academy of Sciences of Ukraine, Kharkiv 61072, Ukraine
| | - Alexander I Krivoshey
- State Scientific Institution "Institute for Single Crystals" of the National Academy of Sciences of Ukraine, Kharkiv 61072, Ukraine
| | | | - Anatoliy L Tatarets
- State Scientific Institution "Institute for Single Crystals" of the National Academy of Sciences of Ukraine, Kharkiv 61072, Ukraine
| | - Lan Li
- Micron School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, USA
| | - Bernard Yurke
- Micron School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, USA
- Department of Electrical & Computer Engineering, Boise State University, Boise, Idaho 83725, USA
| | - William B Knowlton
- Micron School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, USA
- Department of Electrical & Computer Engineering, Boise State University, Boise, Idaho 83725, USA
| | - Olga A Mass
- Micron School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, USA
| | - Ryan D Pensack
- Micron School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, USA
| | - Jeunghoon Lee
- Micron School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, USA
- Department of Chemistry and Biochemistry, Boise State University, Boise, Idaho 83725, USA.
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3
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Mathur D, Díaz SA, Hildebrandt N, Pensack RD, Yurke B, Biaggne A, Li L, Melinger JS, Ancona MG, Knowlton WB, Medintz IL. Pursuing excitonic energy transfer with programmable DNA-based optical breadboards. Chem Soc Rev 2023; 52:7848-7948. [PMID: 37872857 PMCID: PMC10642627 DOI: 10.1039/d0cs00936a] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Indexed: 10/25/2023]
Abstract
DNA nanotechnology has now enabled the self-assembly of almost any prescribed 3-dimensional nanoscale structure in large numbers and with high fidelity. These structures are also amenable to site-specific modification with a variety of small molecules ranging from drugs to reporter dyes. Beyond obvious application in biotechnology, such DNA structures are being pursued as programmable nanoscale optical breadboards where multiple different/identical fluorophores can be positioned with sub-nanometer resolution in a manner designed to allow them to engage in multistep excitonic energy-transfer (ET) via Förster resonance energy transfer (FRET) or other related processes. Not only is the ability to create such complex optical structures unique, more importantly, the ability to rapidly redesign and prototype almost all structural and optical analogues in a massively parallel format allows for deep insight into the underlying photophysical processes. Dynamic DNA structures further provide the unparalleled capability to reconfigure a DNA scaffold on the fly in situ and thus switch between ET pathways within a given assembly, actively change its properties, and even repeatedly toggle between two states such as on/off. Here, we review progress in developing these composite materials for potential applications that include artificial light harvesting, smart sensors, nanoactuators, optical barcoding, bioprobes, cryptography, computing, charge conversion, and theranostics to even new forms of optical data storage. Along with an introduction into the DNA scaffolding itself, the diverse fluorophores utilized in these structures, their incorporation chemistry, and the photophysical processes they are designed to exploit, we highlight the evolution of DNA architectures implemented in the pursuit of increased transfer efficiency and the key lessons about ET learned from each iteration. We also focus on recent and growing efforts to exploit DNA as a scaffold for assembling molecular dye aggregates that host delocalized excitons as a test bed for creating excitonic circuits and accessing other quantum-like optical phenomena. We conclude with an outlook on what is still required to transition these materials from a research pursuit to application specific prototypes and beyond.
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Affiliation(s)
- Divita Mathur
- Department of Chemistry, Case Western Reserve University, Cleveland OH 44106, USA
| | - Sebastián A Díaz
- Center for Bio/Molecular Science and Engineering, Code 6900, USA.
| | - Niko Hildebrandt
- Department of Chemistry, Seoul National University, Seoul 08826, South Korea
- Department of Engineering Physics, McMaster University, Hamilton, L8S 4L7, Canada
| | - Ryan D Pensack
- Micron School of Materials Science & Engineering, Boise State University, Boise, ID 83725, USA.
| | - Bernard Yurke
- Micron School of Materials Science & Engineering, Boise State University, Boise, ID 83725, USA.
| | - Austin Biaggne
- Micron School of Materials Science & Engineering, Boise State University, Boise, ID 83725, USA.
| | - Lan Li
- Micron School of Materials Science & Engineering, Boise State University, Boise, ID 83725, USA.
- Center for Advanced Energy Studies, Idaho Falls, ID 83401, USA
| | - Joseph S Melinger
- Electronics Science and Technology Division, Code 6800, U.S. Naval Research Laboratory, Washington, DC 20375, USA
| | - Mario G Ancona
- Electronics Science and Technology Division, Code 6800, U.S. Naval Research Laboratory, Washington, DC 20375, USA
- Department of Electrical and Computer Engineering, Florida State University, Tallahassee, FL 32310, USA
| | - William B Knowlton
- Micron School of Materials Science & Engineering, Boise State University, Boise, ID 83725, USA.
| | - Igor L Medintz
- Center for Bio/Molecular Science and Engineering, Code 6900, USA.
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4
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Hart SM, Gorman J, Bathe M, Schlau-Cohen GS. Engineering Exciton Dynamics with Synthetic DNA Scaffolds. Acc Chem Res 2023; 56:2051-2061. [PMID: 37345736 DOI: 10.1021/acs.accounts.3c00086] [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: 06/23/2023]
Abstract
Excitons are the molecular-scale currency of electronic energy. Control over excitons enables energy to be directed and harnessed for light harvesting, electronics, and sensing. Excitonic circuits achieve such control by arranging electronically active molecules to prescribe desired spatiotemporal dynamics. Photosynthetic solar energy conversion is a canonical example of the power of excitonic circuits, where chromophores are positioned in a protein scaffold to perform efficient light capture, energy transport, and charge separation. Synthetic systems that aim to emulate this functionality include self-assembled aggregates, molecular crystals, and chromophore-modified proteins. While the potential of this approach is clear, these systems lack the structural precision to control excitons or even test the limits of their power. In recent years, DNA origami has emerged as a designer material that exploits biological building blocks to construct nanoscale architectures. The structural precision afforded by DNA origami has enabled the pursuit of naturally inspired organizational principles in a highly precise and scalable manner. In this Account, we describe recent developments in DNA-based platforms that spatially organize chromophores to construct tunable excitonic systems. The high fidelity of DNA base pairing enables the formation of programmable nanoscale architectures, and sequence-specific placement allows for the precise positioning of chromophores within the DNA structure. The integration of a wide range of chromophores across the visible spectrum introduces spectral tunability. These excitonic DNA-chromophore assemblies not only serve as model systems for light harvesting, solar conversion, and sensing but also lay the groundwork for the integration of coupled chromophores into larger-scale nucleic acid architectures.We have used this approach to generate DNA-chromophore assemblies of strongly coupled delocalized excited states through both sequence-specific self-assembly and the covalent attachment of chromophores. These strategies have been leveraged to independently control excitonic coupling and system-bath interaction, which together control energy transfer. We then extended this framework to identify how scaffold configurations can steer the formation of symmetry-breaking charge transfer states, paving the way toward the design of dual light-harvesting and charge separation DNA machinery. In an orthogonal application, we used the programmability of DNA chromophore assemblies to change the optical emission properties of strongly coupled dimers, generating a series of fluorophore-modified constructs with separable emission properties for fluorescence assays. Upcoming advances in the chemical modification of nucleotides, design of large-scale DNA origami, and predictive computational methods will aid in constructing excitonic assemblies for optical and computing applications. Collectively, the development of DNA-chromophore assemblies as a platform for excitonic circuitry offers a pathway to identifying and applying design principles for light harvesting and molecular electronics.
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Affiliation(s)
- Stephanie M Hart
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
| | - Jeffrey Gorman
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
| | - Mark Bathe
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
| | - Gabriela S Schlau-Cohen
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
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5
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Effect of Substituent Location on the Relationship between the Transition Dipole Moments, Difference Static Dipole, and Hydrophobicity in Squaraine Dyes for Quantum Information Devices. Molecules 2023; 28:molecules28052163. [PMID: 36903409 PMCID: PMC10004711 DOI: 10.3390/molecules28052163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Revised: 02/11/2023] [Accepted: 02/15/2023] [Indexed: 03/03/2023] Open
Abstract
Aggregates of organic dyes that exhibit excitonic coupling have a wide array of applications, including medical imaging, organic photovoltaics, and quantum information devices. The optical properties of a dye monomer, as a basis of dye aggregate, can be modified to strengthen excitonic coupling. Squaraine (SQ) dyes are attractive for those applications due to their strong absorbance peak in the visible range. While the effects of substituent types on the optical properties of SQ dyes have been previously examined, the effects of various substituent locations have not yet been investigated. In this study, density functional theory (DFT) and time-dependent density functional theory (TD-DFT) were used to investigate the relationships between SQ substituent location and several key properties of the performance of dye aggregate systems, namely, difference static dipole (Δd), transition dipole moment (μ), hydrophobicity, and the angle (θ) between Δd and μ. We found that attaching substituents along the long axis of the dye could increase μ while placement off the long axis was shown to increase Δd and reduce θ. The reduction in θ is largely due to a change in the direction of Δd as the direction of μ is not significantly affected by substituent position. Hydrophobicity decreases when electron-donating substituents are located close to the nitrogen of the indolenine ring. These results provide insight into the structure-property relationships of SQ dyes and guide the design of dye monomers for aggregate systems with desired properties and performance.
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6
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Barcenas G, Biaggne A, Mass OA, Knowlton WB, Yurke B, Li L. Molecular Dynamic Studies of Dye-Dye and Dye-DNA Interactions Governing Excitonic Coupling in Squaraine Aggregates Templated by DNA Holliday Junctions. Int J Mol Sci 2023; 24:ijms24044059. [PMID: 36835471 PMCID: PMC9967300 DOI: 10.3390/ijms24044059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Revised: 02/09/2023] [Accepted: 02/09/2023] [Indexed: 02/22/2023] Open
Abstract
Dye molecules, arranged in an aggregate, can display excitonic delocalization. The use of DNA scaffolding to control aggregate configurations and delocalization is of research interest. Here, we applied Molecular Dynamics (MD) to gain an insight on how dye-DNA interactions affect excitonic coupling between two squaraine (SQ) dyes covalently attached to a DNA Holliday junction (HJ). We studied two types of dimer configurations, i.e., adjacent and transverse, which differed in points of dye covalent attachments to DNA. Three structurally different SQ dyes with similar hydrophobicity were chosen to investigate the sensitivity of excitonic coupling to dye placement. Each dimer configuration was initialized in parallel and antiparallel arrangements in the DNA HJ. The MD results, validated by experimental measurements, suggested that the adjacent dimer promotes stronger excitonic coupling and less dye-DNA interaction than the transverse dimer. Additionally, we found that SQ dyes with specific functional groups (i.e., substituents) facilitate a closer degree of aggregate packing via hydrophobic effects, leading to a stronger excitonic coupling. This work advances a fundamental understanding of the impacts of dye-DNA interactions on aggregate orientation and excitonic coupling.
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Affiliation(s)
- German Barcenas
- Micron School of Materials Science and Engineering, Boise State University, Boise, ID 83725, USA
| | - Austin Biaggne
- Micron School of Materials Science and Engineering, Boise State University, Boise, ID 83725, USA
| | - Olga A. Mass
- Micron School of Materials Science and Engineering, Boise State University, Boise, ID 83725, USA
| | - William B. Knowlton
- Micron School of Materials Science and Engineering, Boise State University, Boise, ID 83725, USA
- Department of Electrical and Computer Engineering, Boise State University, Boise, ID 83725, USA
| | - Bernard Yurke
- Micron School of Materials Science and Engineering, Boise State University, Boise, ID 83725, USA
- Department of Electrical and Computer Engineering, Boise State University, Boise, ID 83725, USA
| | - Lan Li
- Micron School of Materials Science and Engineering, Boise State University, Boise, ID 83725, USA
- Center for Advanced Energy Studies, Idaho Falls, ID 83401, USA
- Correspondence:
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7
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(Z)-3-(Dicyanomethylene)-4-((5-fluoro-3,3-dimethyl-1-(3-phenylpropyl)-3H-indol-1-ium-2-yl) methylene)-2-(((E)-5-fluoro-3,3-dimethyl-1-(3-phenylpropyl)indolin-2-ylidene)methyl) cyclobut-1-en-1-olate. MOLBANK 2023. [DOI: 10.3390/m1576] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
Recent literature on this topic highlights the significance of adding malononitrile moiety and halogen substituents to the squaraine scaffold to create redshifted fluorophores into the near-infrared optical region. Herein, a redshifted hydrophobic squaraine dye is synthesized via a three-step pathway. The reported dye is characterized by spectroscopic techniques, such as 1H NMR, 19F NMR, 13C NMR, and high-resolution mass spectroscopy. Optical properties are also reported using absorbance and fluorescence studies. The hydrophobicity of the dye was studied with absorbance and fluorescence spectroscopy in water–methanol mixtures and showed J-aggregates as the water concentration increased. Density functional theory calculations were conducted to assess its electron delocalization as well as observe the three-dimensional geometry of the dye as a result of the dicyanomethylene modification and the two bulky phenyl groups.
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8
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Wright N, Huff JS, Barclay MS, Wilson CK, Barcenas G, Duncan KM, Ketteridge M, Obukhova OM, Krivoshey AI, Tatarets AL, Terpetschnig EA, Dean JC, Knowlton WB, Yurke B, Li L, Mass OA, Davis PH, Lee J, Turner DB, Pensack RD. Intramolecular Charge Transfer and Ultrafast Nonradiative Decay in DNA-Tethered Asymmetric Nitro- and Dimethylamino-Substituted Squaraines. J Phys Chem A 2023; 127:1141-1157. [PMID: 36705555 PMCID: PMC9923757 DOI: 10.1021/acs.jpca.2c06442] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Molecular (dye) aggregates are a materials platform of interest in light harvesting, organic optoelectronics, and nanoscale computing, including quantum information science (QIS). Strong excitonic interactions between dyes are key to their use in QIS; critically, properties of the individual dyes govern the extent of these interactions. In this work, the electronic structure and excited-state dynamics of a series of indolenine-based squaraine dyes incorporating dimethylamino (electron donating) and/or nitro (electron withdrawing) substituents, so-called asymmetric dyes, were characterized. The dyes were covalently tethered to DNA Holliday junctions to suppress aggregation and permit characterization of their monomer photophysics. A combination of density functional theory and steady-state absorption spectroscopy shows that the difference static dipole moment (Δd) successively increases with the addition of these substituents while simultaneously maintaining a large transition dipole moment (μ). Steady-state fluorescence and time-resolved absorption and fluorescence spectroscopies uncover a significant nonradiative decay pathway in the asymmetrically substituted dyes that drastically reduces their excited-state lifetime (τ). This work indicates that Δd can indeed be increased by functionalizing dyes with electron donating and withdrawing substituents and that, in certain classes of dyes such as these asymmetric squaraines, strategies may be needed to ensure long τ, e.g., by rigidifying the π-conjugated network.
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Affiliation(s)
- Nicholas
D. Wright
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States
| | - Jonathan S. Huff
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States
| | - Matthew S. Barclay
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States
| | - Christopher K. Wilson
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States
| | - German Barcenas
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States
| | - Katelyn M. Duncan
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States
| | - Maia Ketteridge
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States
| | - Olena M. Obukhova
- SSI
“Institute for Single Crystals” of the National Academy
of Sciences of Ukraine, Kharkiv 61072, Ukraine
| | - Alexander I. Krivoshey
- SSI
“Institute for Single Crystals” of the National Academy
of Sciences of Ukraine, Kharkiv 61072, Ukraine
| | - Anatoliy L. Tatarets
- SSI
“Institute for Single Crystals” of the National Academy
of Sciences of Ukraine, Kharkiv 61072, Ukraine
| | | | - Jacob C. Dean
- Department
of Physical Science, Southern Utah University, Cedar City, Utah 84720, United States
| | - William B. Knowlton
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States
| | - Bernard Yurke
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States
| | - Lan Li
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States,Center
for
Advanced Energy Studies, Idaho
Falls, Idaho 83401, United States
| | - Olga A. Mass
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States
| | - Paul H. Davis
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States,Center
for
Advanced Energy Studies, Idaho
Falls, Idaho 83401, United States
| | - Jeunghoon Lee
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States
| | - Daniel B. Turner
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States
| | - Ryan D. Pensack
- †Micron
School of Materials Science & Engineering, ⊥Department of Electrical
& Computer Engineering, ○Department of Chemistry & Biochemistry, Boise State University, Boise, Idaho 83725, United States,
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9
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Hart SM, Banal JL, Castellanos MA, Markova L, Vyborna Y, Gorman J, Häner R, Willard AP, Bathe M, Schlau-Cohen GS. Activating charge-transfer state formation in strongly-coupled dimers using DNA scaffolds. Chem Sci 2022; 13:13020-13031. [PMID: 36425503 PMCID: PMC9667922 DOI: 10.1039/d2sc02759c] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Accepted: 10/04/2022] [Indexed: 09/16/2023] Open
Abstract
Strongly-coupled multichromophoric assemblies orchestrate the absorption, transport, and conversion of photonic energy in natural and synthetic systems. Programming these functionalities involves the production of materials in which chromophore placement is precisely controlled. DNA nanomaterials have emerged as a programmable scaffold that introduces the control necessary to select desired excitonic properties. While the ability to control photophysical processes, such as energy transport, has been established, similar control over photochemical processes, such as interchromophore charge transfer, has not been demonstrated in DNA. In particular, charge transfer requires the presence of close-range interchromophoric interactions, which have a particularly steep distance dependence, but are required for eventual energy conversion. Here, we report a DNA-chromophore platform in which long-range excitonic couplings and short-range charge-transfer couplings can be tailored. Using combinatorial screening, we discovered chromophore geometries that enhance or suppress photochemistry. We combined spectroscopic and computational results to establish the presence of symmetry-breaking charge transfer in DNA-scaffolded squaraines, which had not been previously achieved in these chromophores. Our results demonstrate that the geometric control introduced through the DNA can access otherwise inaccessible processes and program the evolution of excitonic states of molecular chromophores, opening up opportunities for designer photoactive materials for light harvesting and computation.
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Affiliation(s)
- Stephanie M Hart
- Department of Chemistry, Massachusetts Institute of Technology Cambridge MA 02139 USA
| | - James L Banal
- Department of Biological Engineering, Massachusetts Institute of Technology Cambridge MA 02139 USA
| | - Maria A Castellanos
- Department of Chemistry, Massachusetts Institute of Technology Cambridge MA 02139 USA
| | - Larysa Markova
- Department of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern Freiestrasse 3, CH-3012 Bern Switzerland
| | - Yuliia Vyborna
- Department of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern Freiestrasse 3, CH-3012 Bern Switzerland
| | - Jeffrey Gorman
- Department of Biological Engineering, Massachusetts Institute of Technology Cambridge MA 02139 USA
| | - Robert Häner
- Department of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern Freiestrasse 3, CH-3012 Bern Switzerland
| | - Adam P Willard
- Department of Chemistry, Massachusetts Institute of Technology Cambridge MA 02139 USA
| | - Mark Bathe
- Department of Biological Engineering, Massachusetts Institute of Technology Cambridge MA 02139 USA
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10
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Biaggne A, Kim YC, Melinger JS, Knowlton WB, Yurke B, Li L. Molecular dynamics simulations of cyanine dimers attached to DNA Holliday junctions. RSC Adv 2022; 12:28063-28078. [PMID: 36320263 PMCID: PMC9530999 DOI: 10.1039/d2ra05045e] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Accepted: 09/20/2022] [Indexed: 11/07/2022] Open
Abstract
Dye aggregates and their excitonic properties are of interest for their applications to organic photovoltaics, non-linear optics, and quantum information systems. DNA scaffolding has been shown to be effective at promoting the aggregation of dyes in a controllable manner. Specifically, isolated DNA Holliday junctions have been used to achieve strongly coupled cyanine dye dimers. However, the structural properties of the dimers and the DNA, as well as the role of Holliday junction isomerization are not fully understood. To study the dynamics of cyanine dimers in DNA, molecular dynamics simulations were carried out for adjacent and transverse dimers attached to Holliday junctions in two different isomers. It was found that dyes attached to adjacent strands in the junction exhibit stronger dye-DNA interactions and larger inter-dye separations compared to transversely attached dimers, as well as end-to-end arrangements. Transverse dimers exhibit lower inter-dye separations and more stacked configurations. Furthermore, differences in Holliday junction isomer are analyzed and compared to dye orientations. For transverse dyes exhibiting the smaller inter-dye separations, excitonic couplings were calculated and shown to be in agreement with experiment. Our results suggested that dye attachment locations on DNA Holliday junctions affect dye-DNA interactions, dye dynamics, and resultant dye orientations which can guide the design of DNA-templated cyanine dimers with desired properties. Molecular dynamics simulations reveal dye attachment and DNA Holliday junction isomer effects on dye dimer orientations and excitonic couplings. These simulations can guide synthesis and experiments of dye-DNA structures for excitonic applications.![]()
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Affiliation(s)
- Austin Biaggne
- Micron School of Materials Science and Engineering, Boise State UniversityBoiseID 83725USA
| | - Young C. Kim
- Materials Science and Technology Division, U.S. Naval Research LaboratoryWashingtonDC20375USA
| | - Joseph. S. Melinger
- Electronics Science and Technology Division, U.S. Naval Research LaboratoryWashingtonDC20375USA
| | - William B. Knowlton
- Micron School of Materials Science and Engineering, Boise State UniversityBoiseID 83725USA,Department of Electrical and Computer Engineering, Boise State UniversityBoiseID 83725USA
| | - Bernard Yurke
- Micron School of Materials Science and Engineering, Boise State UniversityBoiseID 83725USA,Department of Electrical and Computer Engineering, Boise State UniversityBoiseID 83725USA
| | - Lan Li
- Micron School of Materials Science and Engineering, Boise State UniversityBoiseID 83725USA,Center for Advanced Energy StudiesIdaho FallsID 83401USA
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11
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Data-Driven and Multiscale Modeling of DNA-Templated Dye Aggregates. Molecules 2022; 27:molecules27113456. [PMID: 35684394 PMCID: PMC9182218 DOI: 10.3390/molecules27113456] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 05/21/2022] [Accepted: 05/23/2022] [Indexed: 02/04/2023] Open
Abstract
Dye aggregates are of interest for excitonic applications, including biomedical imaging, organic photovoltaics, and quantum information systems. Dyes with large transition dipole moments (μ) are necessary to optimize coupling within dye aggregates. Extinction coefficients (ε) can be used to determine the μ of dyes, and so dyes with a large ε (>150,000 M−1cm−1) should be engineered or identified. However, dye properties leading to a large ε are not fully understood, and low-throughput methods of dye screening, such as experimental measurements or density functional theory (DFT) calculations, can be time-consuming. In order to screen large datasets of molecules for desirable properties (i.e., large ε and μ), a computational workflow was established using machine learning (ML), DFT, time-dependent (TD-) DFT, and molecular dynamics (MD). ML models were developed through training and validation on a dataset of 8802 dyes using structural features. A Classifier was developed with an accuracy of 97% and a Regressor was constructed with an R2 of above 0.9, comparing between experiment and ML prediction. Using the Regressor, the ε values of over 18,000 dyes were predicted. The top 100 dyes were further screened using DFT and TD-DFT to identify 15 dyes with a μ relative to a reference dye, pentamethine indocyanine dye Cy5. Two benchmark MD simulations were performed on Cy5 and Cy5.5 dimers, and it was found that MD could accurately capture experimental results. The results of this study exhibit that our computational workflow for identifying dyes with a large μ for excitonic applications is effective and can be used as a tool to develop new dyes for excitonic applications.
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12
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Barclay MS, Wilson CK, Roy SK, Mass OA, Obukhova OM, Svoiakov RP, Tatarets AL, Chowdhury AU, Huff JS, Turner DB, Davis PH, Terpetschnig EA, Yurke B, Knowlton WB, Lee J, Pensack RD. Oblique Packing and Tunable Excitonic Coupling in DNA‐Templated Squaraine Rotaxane Dimer Aggregates. CHEMPHOTOCHEM 2022. [DOI: 10.1002/cptc.202200039] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Matthew S. Barclay
- Boise State University Micron School of Materials Science & Engineering UNITED STATES
| | - Christopher K. Wilson
- Boise State University Micron School of Materials Science & Engineering UNITED STATES
| | - Simon K. Roy
- Boise State University Micron School of Materials Science & Engineering UNITED STATES
| | - Olga A. Mass
- Boise State University Micron School of Materials Science & Engineering UNITED STATES
| | - Olena M. Obukhova
- SSI Institute for Single Crystals NAS of Ukraine: Naukovo-tehnologicnij kompleks Institut monokristaliv Nacional'na akademia nauk Ukraini Department of Luminescent Materials and Dyes UKRAINE
| | - Rostyslav P. Svoiakov
- SSI Institute for Single Crystals NAS of Ukraine: Naukovo-tehnologicnij kompleks Institut monokristaliv Nacional'na akademia nauk Ukraini Department of Luminescent Materials and Dyes UKRAINE
| | - Anatoliy L. Tatarets
- SSI Institute for Single Crystals NAS of Ukraine: Naukovo-tehnologicnij kompleks Institut monokristaliv Nacional'na akademia nauk Ukraini Department of Luminescent Materials and Dyes UKRAINE
| | - Azhad U. Chowdhury
- Boise State University Micron School of Materials Science & Engineering UNITED STATES
| | - Jonathan S. Huff
- Boise State University Micron School of Materials Science & Engineering UNITED STATES
| | - Daniel B. Turner
- Boise State University Micron School of Materials Science & Engineering UNITED STATES
| | - Paul H. Davis
- Boise State University Micron School of Materials Science & Engineering UNITED STATES
| | | | - Bernard Yurke
- Boise State University Micron School of Materials Science & Engineering; Department of Electrical & Computer Engineering UNITED STATES
| | - William B. Knowlton
- Boise State University Micron School of Materials Science & Engineering; Department of Electrical & Computer Engineering UNITED STATES
| | - Jeunghoon Lee
- Boise State University Micron School of Materials Science & Engineering; Department of Chemistry & Biochemistry UNITED STATES
| | - Ryan D. Pensack
- Boise State University Micron School of Materials Science & Engineering 1435 W University Dr 83706 Boise UNITED STATES
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13
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Podder N, Dey S, Anoop A, Mandal S. Oxygenolysis of a series of copper(II)-flavonolate adducts varying the electronic factors on supporting ligands as a mimic of quercetin 2,4-dioxygenase-like activity. Dalton Trans 2022; 51:4338-4353. [PMID: 35191437 DOI: 10.1039/d1dt04151g] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Four copper(II)-flavonolate compounds of type [Cu(LR)(fla)] {where LR = 2-(p-R-benzyl(dipyridin-2-ylmethyl)amino)acetate; R = -OMe (1), -H (2), -Cl (3) and -NO2 (4)} have been developed as a structural and functional enzyme-substrate (ES) model of the Cu2+-containing quercetin 2,4-dioxygenase enzyme. The ES model complexes 1-4 are synthesized by reacting 3-hydroxyflavone in the presence of a base with the respective acetate-bound copper(II) complexes, [Cu(LR)(OAc)]. In the presence of dioxygen the ES model complexes undergo enzyme-type oxygenolysis of flavonolate (dioxygenase type bond cleavage reaction) at 80 °C in DMF. The reactivity shows a substituent group dependent order as -OMe (1) > -H (2) > -Cl (3) > -NO2 (4). Experimental and theoretical studies suggest a single-electron transfer (SET) from flavonolate to dioxygen, rather than valence tautomerism {[CuII(fla-)] ↔ [CuI(fla˙)]}, to generate the reactive flavonoxy radical (fla˙) that reacts further with the superoxide radical to bring about the oxygenative ring opening reaction. The SET pathway has been further verified by studying the dioxygenation reaction with a redox-inactive Zn2+ complex, [Zn(LOMe)(fla)] (5).
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Affiliation(s)
- Nirmalya Podder
- Department of Chemistry, Indian Institute of Technology Kharagpur, Kharagpur-721302, India.
| | - Subhasis Dey
- Department of Chemistry, Indian Institute of Technology Kharagpur, Kharagpur-721302, India.
| | - Anakuthil Anoop
- Department of Chemistry, Indian Institute of Technology Kharagpur, Kharagpur-721302, India.
| | - Sukanta Mandal
- Department of Chemistry, Indian Institute of Technology Kharagpur, Kharagpur-721302, India.
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14
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Mass OA, Wilson CK, Barcenas G, Terpetschnig EA, Obukhova OM, Kolosova OS, Tatarets AL, Li L, Yurke B, Knowlton WB, Pensack RD, Lee J. Influence of Hydrophobicity on Excitonic Coupling in DNA-Templated Indolenine Squaraine Dye Aggregates. THE JOURNAL OF PHYSICAL CHEMISTRY. C, NANOMATERIALS AND INTERFACES 2022; 126:3475-3488. [PMID: 35242270 PMCID: PMC8883467 DOI: 10.1021/acs.jpcc.1c08981] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Revised: 01/15/2022] [Indexed: 06/01/2023]
Abstract
Control over the strength of excitonic coupling in molecular dye aggregates is a substantial factor for the development of technologies such as light harvesting, optoelectronics, and quantum computing. According to the molecular exciton model, the strength of excitonic coupling is inversely proportional to the distance between dyes. Covalent DNA templating was proved to be a versatile tool to control dye spacing on a subnanometer scale. To further expand our ability to control photophysical properties of excitons, here, we investigated the influence of dye hydrophobicity on the strength of excitonic coupling in squaraine aggregates covalently templated by DNA Holliday Junction (DNA HJ). Indolenine squaraines were chosen for their excellent spectral properties, stability, and diversity of chemical modifications. Six squaraines of varying hydrophobicity from highly hydrophobic to highly hydrophilic were assembled in two dimer configurations and a tetramer. In general, the examined squaraines demonstrated a propensity toward face-to-face aggregation behavior observed via steady-state absorption, fluorescence, and circular dichroism spectroscopies. Modeling based on the Kühn-Renger-May approach quantified the strength of excitonic coupling in the squaraine aggregates. The strength of excitonic coupling strongly correlated with squaraine hydrophobic region. Dimer aggregates of dichloroindolenine squaraine were found to exhibit the strongest coupling strength of 132 meV (1065 cm-1). In addition, we identified the sites for dye attachment in the DNA HJ that promote the closest spacing between the dyes in their dimers. The extracted aggregate geometries, and the role of electrostatic and steric effects in squaraine aggregation are also discussed. Taken together, these findings provide a deeper insight into how dye structures influence excitonic coupling in dye aggregates covalently templated via DNA, and guidance in design rules for exciton-based materials and devices.
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Affiliation(s)
- Olga A. Mass
- Micron
School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, United States
| | - Christopher K. Wilson
- Micron
School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, United States
| | - German Barcenas
- Micron
School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, United States
| | | | - Olena M. Obukhova
- State
Scientific Institution “Institute for Single Crystals”
of National Academy of Sciences of Ukraine, Kharkiv 61072, Ukraine
| | - Olga S. Kolosova
- State
Scientific Institution “Institute for Single Crystals”
of National Academy of Sciences of Ukraine, Kharkiv 61072, Ukraine
| | - Anatoliy L. Tatarets
- State
Scientific Institution “Institute for Single Crystals”
of National Academy of Sciences of Ukraine, Kharkiv 61072, Ukraine
| | - Lan Li
- Micron
School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, United States
- Center
for Advanced Energy Studies, Idaho
Falls, Idaho 83401, United States
| | - Bernard Yurke
- Micron
School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, United States
- Department
of Electrical & Computer Engineering, Boise State University, Boise, Idaho 83725, United States
| | - William B. Knowlton
- Micron
School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, United States
- Department
of Electrical & Computer Engineering, Boise State University, Boise, Idaho 83725, United States
| | - Ryan. D. Pensack
- Micron
School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, United States
| | - Jeunghoon Lee
- Micron
School of Materials Science & Engineering, Boise State University, Boise, Idaho 83725, United States
- Department
of Chemistry and Biochemistry, Boise State
University, Boise, Idaho 83725, United
States
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15
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Kaczmarek-Kȩdziera A, Ośmiałowski B, Żuchowski PS, Kȩdziera D. Supramolecular Approach to Tuning the Photophysical Properties of Quadrupolar Squaraines. Front Chem 2022; 9:800541. [PMID: 35071187 PMCID: PMC8766669 DOI: 10.3389/fchem.2021.800541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2021] [Accepted: 12/03/2021] [Indexed: 11/19/2022] Open
Abstract
In the present study, the influence of the hydrogen bonding for the one- and two-photon absorption of the prototypical squaraine dye is investigated with quantum chemistry tools. The central squaraine unit is bound by strong hydrogen bonds with 4-substituted N,N'-diphenylurea and, alternatively, N,N'-diphenylthiourea molecules, which affects to a high extend the properties of the squaraine electron accepting moiety, thus shifting its maximum absorption wavelength and enhancing the TPA cross section. The replacement of oxygen by sulfur atoms in the squaraine central ring, known to affect its photophysical behavior, is considered here as the way of modifying the strength and nature of the intermolecular contacts. Additionally, the influence of the oxygen-by-sulfur replacement is also considered in the N,N'-diphenylurea moiety, as the factor affecting the acidity of the N-H protons. The introduction of the sequence of the substituents of varying electron-donating or electron-withdrawing characters in the position 4 of N,N'-diphenyl(thio)urea subsystems allows to finely tune the hydrogen bonding with the central squaraine unit by further modification of the N-H bond characteristics. All of these structural modifications lead to the controlled adjustment of the electron density distribution, and thus, the properties affected such as transition moments and absorption intensity. Ab initio calculations provide strong support for this way of tailoring of one- or two-photon absorption due to the obtained strong hypsochromic shift of the maximum one-photon absorption wavelength observed particularly for thiosquaraine complexes and an increase in the TPA wavelength together with the increase in the TPA cross section. Moreover, the source of the strong modification of the thiosquaraine OPA in contrast to the pristine oxosquaraine upon N,N'-diphenyl(thio)urea substitution is determined. Furthermore, for the first time, the linear dependence of the non-additivity in the interaction energy on the Hammett substituent constant is reported. The stronger the electron-donating character of the substituent, the larger the three-body non-additive components and the larger their percentage to the total interaction energy.
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Affiliation(s)
| | - Borys Ośmiałowski
- Faculty of Chemistry, Nicolaus Copernicus University in Toruń, Toruń, Poland
| | - Piotr S. Żuchowski
- Institute of Physics, Nicolaus Copernicus University in Toruń, Toruń, Poland
| | - Dariusz Kȩdziera
- Faculty of Chemistry, Nicolaus Copernicus University in Toruń, Toruń, Poland
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16
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Leresche F, Vialykh EA, Rosario-Ortiz FL. Computational Calculation of Dissolved Organic Matter Absorption Spectra. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2022; 56:491-500. [PMID: 34905334 DOI: 10.1021/acs.est.1c06252] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
The absorption spectrum of dissolved organic matter (DOM) is a topic of interest to environmental scientists and engineers as it can be used to assess both the concentration and physicochemical properties of DOM. In this study, the UV-vis spectra for DOM model compounds were calculated using time-dependent density functional theory. Summing these individual spectra, it was possible to re-create the observed exponential shape of the DOM absorption spectra. Additionally, by predicting the effects of sodium borohydride reduction on the model compounds and then calculating the UV-vis absorbance spectra of the reduced compounds, it was also possible to correctly predict the effects of borohydride reduction on DOM absorbance spectra with a relatively larger decrease in absorbance at longer wavelengths. The contribution of charge-transfer (CT) interactions to DOM absorption was also evaluated, and the calculations showed that intra-molecular CT interactions could take place, while inter-molecular CT interactions were proposed to be less likely to contribute.
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Affiliation(s)
- Frank Leresche
- Department of Civil, Environmental, and Architectural Engineering, University of Colorado Boulder, Boulder, Colorado 80309, United States
- Environmental Engineering Program, University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Elena A Vialykh
- Department of Civil, Environmental, and Architectural Engineering, University of Colorado Boulder, Boulder, Colorado 80309, United States
- Environmental Engineering Program, University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Fernando L Rosario-Ortiz
- Department of Civil, Environmental, and Architectural Engineering, University of Colorado Boulder, Boulder, Colorado 80309, United States
- Environmental Engineering Program, University of Colorado Boulder, Boulder, Colorado 80309, United States
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