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Sunny J, Sebastian E, Sujilkumar S, Würthner F, Engels B, Hariharan M. Unveiling the intersystem crossing dynamics in N-annulated perylene bisimides. Phys Chem Chem Phys 2023; 25:28428-28436. [PMID: 37843851 DOI: 10.1039/d3cp03888b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2023]
Abstract
The efficient population of the triplet excited states in heavy metal-free organic chromophores has been one of the long-standing research problems to molecular photochemists. The negligible spin-orbit coupling matrix elements in the purely organic chromophores and the large singlet-triplet energy gap (ΔES-T) pose a hurdle for ultrafast intersystem crossing (ISC). Herein we report the unprecedented population of triplet manifold in a series of nitrogen-annulated perylene bisimide chromophores (NPBI and Br-NPBI). NPBI is found to have a moderate fluorescence quantum yield (Φf = 68 ± 5%), whereas Br-NPBI showcased a low fluorescence quantum yield (Φf = 2.0 ± 0.6%) in toluene. The femtosecond transient absorption measurements of Br-NPBI revealed ultrafast ISC (kISC = 1.97 × 1010 s-1) from the initially populated singlet excited state to the long-lived triplet excited states. The triplet quantum yields (ΦT = 95.2 ± 4.6% for Br-NPBI, ΦT = 18.7 ± 2.3% for NPBI) calculated from nanosecond transient absorption spectroscopy measurements showed the enhancement in triplet population upon bromine substitution. The quantum chemical calculations revealed the explicit role of nitrogen annulation in tuning the excited state energy levels to favor the ISC. The near degeneracy between the singlet and triplet excited states observed in NPBI and Br-NPBI (ΔES-T = -0.01 eV for NPBI, ΔES-T = 0.03 eV for Br-NPBI) facilitates the spin flipping in the molecules. Nitrogen annulation emerges as a design strategy to open up the ISC pathway and the rate of which can be further enhanced by the substitution of a heavier element.
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Affiliation(s)
- Jeswin Sunny
- School of Chemistry, Indian Institute of Science Education and Research Thiruvananthapuram (IISER TVM), Vithura, Thiruvananthapuram, Kerala, 695551, India.
| | - Ebin Sebastian
- School of Chemistry, Indian Institute of Science Education and Research Thiruvananthapuram (IISER TVM), Vithura, Thiruvananthapuram, Kerala, 695551, India.
| | - Suvarna Sujilkumar
- School of Chemistry, Indian Institute of Science Education and Research Thiruvananthapuram (IISER TVM), Vithura, Thiruvananthapuram, Kerala, 695551, India.
| | - Frank Würthner
- Institut für Organische Chemie & Center for Nanosystems Chemistry, Universität Würzburg, Am Hubland, 97074 Würzburg, Germany
| | - Bernd Engels
- Institut für Physikalische und Theoretische Chemie, Universität Würzburg, Emil-Fischer-Strasse 42, 97074 Würzburg, Germany
| | - Mahesh Hariharan
- School of Chemistry, Indian Institute of Science Education and Research Thiruvananthapuram (IISER TVM), Vithura, Thiruvananthapuram, Kerala, 695551, India.
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Ortiz-Rodríguez LA, Fang YG, Niogret G, Hadidi K, Hoehn SJ, Folkwein HJ, Jockusch S, Tor Y, Cui G, Levi L, Crespo-Hernández CE. Thieno[3,4- d]pyrimidin-4(3 H)-thione: an effective, oxygenation independent, heavy-atom-free photosensitizer for cancer cells. Chem Sci 2023; 14:8831-8841. [PMID: 37621444 PMCID: PMC10445467 DOI: 10.1039/d3sc02592f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Accepted: 07/24/2023] [Indexed: 08/26/2023] Open
Abstract
All-organic, heavy-atom-free photosensitizers based on thionation of nucleobases are receiving increased attention because they are easy to make, noncytotoxic, work both in the presence and absence of molecular oxygen, and can be readily incorporated into DNA and RNA. In this contribution, the DNA and RNA fluorescent probe, thieno[3,4-d]pyrimidin-4(1H)-one, has been thionated to develop thieno[3,4-d]pyrimidin-4(3H)-thione, which is nonfluorescent and absorbs near-visible radiation with about 60% higher efficiency. Steady-state absorption and emission spectra are combined with transient absorption spectroscopy and CASPT2 calculations to delineate the electronic relaxation mechanisms of both pyrimidine derivatives in aqueous and acetonitrile solutions. It is demonstrated that thieno[3,4-d]pyrimidin-4(3H)-thione efficiently populates the long-lived and reactive triplet state generating singlet oxygen with a quantum yield of about 80% independent of solvent. It is further shown that thieno[3,4-d]pyrimidin-4(3H)-thione exhibits high photodynamic efficacy against monolayer melanoma cells and cervical cancer cells both under normoxic and hypoxic conditions. Our combined spectroscopic, computational, and in vitro data demonstrate the excellent potential of thieno[3,4-d]pyrimidin-4(1H)-thione as a heavy-atom-free PDT agent and paves the way for further development of photosensitizers based on the thionation of thieno[3,4-d]pyrimidine derivatives. Collectively, the experimental and computational results demonstrate that thieno[3,4-d]pyrimidine-4(3H)-thione stands out as the most promising thiobase photosensitizer developed to this date.
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Affiliation(s)
| | - Ye-Guang Fang
- Key Lab of Theoretical and Computational Photochemistry, Ministry of Education, Chemistry College, Beijing Normal University Beijing 100875 China
| | - Germain Niogret
- Department of Chemistry and Biochemistry, University of California San Diego La Jolla CA 92093 USA
| | - Kaivin Hadidi
- Department of Chemistry and Biochemistry, University of California San Diego La Jolla CA 92093 USA
| | - Sean J Hoehn
- Department of Chemistry, Case Western Reserve University Cleveland OH 44106 USA
| | - Heather J Folkwein
- Department of Chemistry, Case Western Reserve University Cleveland OH 44106 USA
| | - Steffen Jockusch
- Center for Photochemical Sciences, Bowling Green State University Bowling Green Ohio 43403 USA
| | - Yitzhak Tor
- Department of Chemistry and Biochemistry, University of California San Diego La Jolla CA 92093 USA
| | - Ganglong Cui
- Key Lab of Theoretical and Computational Photochemistry, Ministry of Education, Chemistry College, Beijing Normal University Beijing 100875 China
| | - Liraz Levi
- Celloram Inc Cleveland OH 44106 USA
- Department of Pediatrics, Case Western Reserve University School of Medicine Cleveland Ohio 44106 USA
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Tu L, Li C, Xiong X, Hyeon Kim J, Li Q, Mei L, Li J, Liu S, Seung Kim J, Sun Y. Engineered Metallacycle-Based Supramolecular Photosensitizers for Effective Photodynamic Therapy. Angew Chem Int Ed Engl 2023; 62:e202301560. [PMID: 36786535 DOI: 10.1002/anie.202301560] [Citation(s) in RCA: 19] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 02/10/2023] [Accepted: 02/13/2023] [Indexed: 02/15/2023]
Abstract
Although metallacycle-based supramolecular photosensitizers (PSs) have attracted increasing attention in biomedicine, their clinical translation is still hindered by their inherent dark toxicity. Herein, we report what to our knowledge is the first example of a molecular engineering approach to building blocks of metallacycles for constructing a series of supramolecular PSs (RuA-RuD), with the aim of simultaneously reducing dark toxicity and enhancing phototoxicity, and consequently obtaining high phototoxicity indexes (PI). Detailed in vitro investigations demonstrate that RuA-RuD display high cancer cellular uptake and remarkable antitumor activity even under hypoxic conditions. Notably, RuD exhibited no dark toxicity and displayed the highest PI value (≈406). Theoretical calculations verified that RuD has the largest steric hindrance and the lowest singlet-triplet energy gap (ΔEST , 0.61 eV). Further in vivo studies confirmed that RuD allows safe and effective phototherapy against A549 tumors.
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Affiliation(s)
- Le Tu
- National Key Laboratory of Green Pesticide, College of Chemistry, Central China Normal University, Wuhan, 430079, China
| | - Chonglu Li
- National Key Laboratory of Green Pesticide, College of Chemistry, Central China Normal University, Wuhan, 430079, China
| | - Xiaoxing Xiong
- Department of Neurosurgery, Renmin Hospital of Wuhan University, Wuhan, 430060, China
| | - Ji Hyeon Kim
- Department of Chemistry, Korea University, Seoul, 02841, Korea
| | - Qian Li
- Key Laboratory of Optic-electric Sensing and Analytical Chemistry for Life Science, Qingdao University of Science & Technology, Qingdao, 266100, China
| | - Longcan Mei
- National Key Laboratory of Green Pesticide, College of Chemistry, Central China Normal University, Wuhan, 430079, China
| | - Junrong Li
- National Key Laboratory of Green Pesticide, College of Chemistry, Central China Normal University, Wuhan, 430079, China
| | - Shuang Liu
- School of Materials Science and Engineering, Wuhan University of Technology, Wuhan, 430070, China
| | - Jong Seung Kim
- Department of Chemistry, Korea University, Seoul, 02841, Korea
| | - Yao Sun
- National Key Laboratory of Green Pesticide, College of Chemistry, Central China Normal University, Wuhan, 430079, China
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Prieto-Montero R, Díaz Andres A, Prieto-Castañeda A, Tabero A, Longarte A, Agarrabeitia AR, Villanueva A, Ortiz MJ, Montero R, Casanova D, Martínez-Martínez V. Halogen-free photosensitizers based on meso-enamine-BODIPYs for bioimaging and photodynamic therapy. J Mater Chem B 2022; 11:169-179. [PMID: 36484323 DOI: 10.1039/d2tb01515c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
The search for efficient heavy atom free photosensitizers (PSs) for photodynamic therapy (PDT) is a very active field. We describe herein a simple and easily accessible molecular design based on the attachment of an enamine group as an electron-donor moiety at the meso position of the BODIPY core with different alkylation patterns. The effect of the alkylation degree and solvent polarity on the photophysical properties in terms of splitting absorption bands, fluorescence efficiencies and singlet oxygen production is analyzed in depth experimentally using spectroscopic techniques, including femtosecond and nanosecond transient absorption (fs- and ns-TA) and using computational simulations based on time-dependent density functional theory. The correlation between the theoretical/experimental results permits the rationalization of the observed photophysical behavior exhibited by meso-enamine-BODIPY compounds and the determination of mechanistic details, which rule the population of the triplet state manifold. The potential applicability as a theragnostic agent for the most promising compound is demonstrated through in vitro assays in HeLa cells by analyzing the internalization, localization and phototoxic action.
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Affiliation(s)
- Ruth Prieto-Montero
- Departamento de Química Física, Facultad de Ciencia y Tecnología, Universidad del País Vasco/Euskal Herriko Unibertsitatea (UPV/EHU), 48080 Bilbao, Spain.
| | - Aitor Díaz Andres
- Donostia International Physics Center (DIPC), 20018 Donostia, Euskadi, Spain
| | - Alejandro Prieto-Castañeda
- Departamento de Química Orgánica, Facultad de CC. Químicas, Universidad Complutense de Madrid, 28040 Madrid, Spain
| | - Andrea Tabero
- Departamento de Biología, Universidad Autónoma de Madrid, Darwin 2, 28049 Madrid, Spain
| | - Asier Longarte
- Spectroscopy Laboratory, Departamento Química Física, Facultad de Ciencia y Tecnología, Universidad del País Vasco/Euskal Herriko Unibertsitatea (UPV/EHU), Apartado 644, 48080 Bilbao, Spain
| | - Antonia R Agarrabeitia
- Departamento de Química Orgánica, Facultad de CC. Químicas, Universidad Complutense de Madrid, 28040 Madrid, Spain.,Sección Departamental de Química Orgánica, Facultad de Óptica y Optometría, Universidad Complutense de Madrid, Arcos de Jalón 118, 28037 Madrid, Spain
| | - Angeles Villanueva
- Departamento de Biología, Universidad Autónoma de Madrid, Darwin 2, 28049 Madrid, Spain
| | - María J Ortiz
- Departamento de Química Orgánica, Facultad de CC. Químicas, Universidad Complutense de Madrid, 28040 Madrid, Spain
| | - Raúl Montero
- SGiker Laser Facility, Universidad del País Vasco (UPV/EHU), Sarriena s/n, 48940 Leioa, Spain
| | - David Casanova
- Donostia International Physics Center (DIPC), 20018 Donostia, Euskadi, Spain.,IKERBASQUE, Basque Foundation for Science, 48009 Bilbao, Euskadi, Spain
| | - Virginia Martínez-Martínez
- Departamento de Química Física, Facultad de Ciencia y Tecnología, Universidad del País Vasco/Euskal Herriko Unibertsitatea (UPV/EHU), 48080 Bilbao, Spain.
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Dwivedi BK, Dwivedi AD, Pandey DS. BODIPY-Based Multichromophoric Tripodal System as a Multifunctional Material. J Phys Chem B 2022; 126:8279-8289. [PMID: 36217611 DOI: 10.1021/acs.jpcb.2c04712] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
The strategic design, synthesis, and thorough characterizations of a redox-active BODIPY-based tripodal system (tri-BDP) displaying efficient aggregation-induced emission (AIE), great sensitivity toward the viscosity of a medium, ability for triplet photosensitization, singlet oxygen generation, and photooxidation have been described. The photophysical properties of tri-BDP in various solvents and in the solid state have been extensively investigated. It displayed efficient AIE and green (∼520) emission in acetonitrile/ether mixture and red (∼621 nm) emission in the solid state. Detailed viscosity-dependent studies suggested that it can act as a fluorescent molecular rotor. Triplet photosensitization, singlet oxygen generation, and photooxidation studies in the presence of 1,3-diphenylisobenzofuran and 1,5-dihydroxyl naphthalene suggested its high efficiency toward intersystem crossing and singlet oxygen generation. Detailed electrochemical investigations suggested the redox activity of the system. Hence, this system represents multifunctional features and can be applied as a functional material for various applications.
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Affiliation(s)
- Bhupendra Kumar Dwivedi
- Department of Chemistry, Institute of Science, Banaras Hindu University, Varanasi221005 (UP), India.,Madhya Pradesh Medicolegal Institute, Bhopal462001, India
| | - Ambikesh Dhar Dwivedi
- Department of Chemistry, Institute of Science, Banaras Hindu University, Varanasi221005 (UP), India
| | - Daya Shankar Pandey
- Department of Chemistry, Institute of Science, Banaras Hindu University, Varanasi221005 (UP), India
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Teeuwen PCP, Melissari Z, Senge MO, Williams RM. Metal Coordination Effects on the Photophysics of Dipyrrinato Photosensitizers. Molecules 2022; 27:molecules27206967. [PMID: 36296559 PMCID: PMC9610856 DOI: 10.3390/molecules27206967] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Revised: 10/10/2022] [Accepted: 10/13/2022] [Indexed: 11/16/2022] Open
Abstract
Within this work, we review the metal coordination effect on the photophysics of metal dipyrrinato complexes. Dipyrrinato complexes are promising candidates in the search for alternative transition metal photosensitizers for application in photodynamic therapy (PDT). These complexes can be activated by irradiation with light of a specific wavelength, after which, cytotoxic reactive oxygen species (ROS) are generated. The metal coordination allows for the use of the heavy atom effect, which can enhance the triplet generation necessary for generation of ROS. Additionally, the flexibility of these complexes for metal ions, substitutions and ligands allows the possibility to tune their photophysical properties. A general overview of the mechanism of photodynamic therapy and the properties of the triplet photosensitizers is given, followed by further details of dipyrrinato complexes described in the literature that show relevance as photosensitizers for PDT. In particular, the photophysical properties of Re(I), Ru(II), Rh(III), Ir(III), Zn(II), Pd(II), Pt(II), Ni(II), Cu(II), Ga(III), In(III) and Al(III) dipyrrinato complexes are discussed. The potential for future development in the field of (dipyrrinato)metal complexes is addressed, and several new research topics are suggested throughout this work. We propose that significant advances could be made for heteroleptic bis(dipyrrinato)zinc(II) and homoleptic bis(dipyrrinato)palladium(II) complexes and their application as photosensitizers for PDT.
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Affiliation(s)
- Paula C. P. Teeuwen
- Molecular Photonics Group, Van ‘t Hoff Institute for Molecular Sciences, University of Amsterdam, P.O. Box 94157, 1090 GD Amsterdam, The Netherlands
| | - Zoi Melissari
- Molecular Photonics Group, Van ‘t Hoff Institute for Molecular Sciences, University of Amsterdam, P.O. Box 94157, 1090 GD Amsterdam, The Netherlands
- Medicinal Chemistry, Trinity Translational Medicine Institute, Trinity Centre for Health Sciences, Trinity College Dublin, The University of Dublin St James’s Hospital, D08 RX0X Dublin, Ireland
| | - Mathias O. Senge
- Medicinal Chemistry, Trinity Translational Medicine Institute, Trinity Centre for Health Sciences, Trinity College Dublin, The University of Dublin St James’s Hospital, D08 RX0X Dublin, Ireland
- Institute for Advanced Study (TUM-IAS), Technical University of Munich, Lichtenberg-Str. 2a, 85748 Garching, Germany
- Correspondence: (M.O.S.); (R.M.W.)
| | - René M. Williams
- Molecular Photonics Group, Van ‘t Hoff Institute for Molecular Sciences, University of Amsterdam, P.O. Box 94157, 1090 GD Amsterdam, The Netherlands
- Correspondence: (M.O.S.); (R.M.W.)
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7
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Gierlich P, Rodrigues L, Schaberle FA, Callaghan S, Gomes-da-Silva LC, Senge MO. Trimethoxyphenyl-BODIPYs as probes for lysosome staining. J PORPHYR PHTHALOCYA 2022. [DOI: 10.1142/s1088424622500328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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Kandregula GR, Murugaiah DK, Murugan NA, Ramanujam K. Data-driven approach towards identifying dyesensitizer molecules for higher power conversion efficiency in solar cells. NEW J CHEM 2022. [DOI: 10.1039/d1nj05498h] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Machine learning (ML) research based on the quantitative structure–property relationship (QSPR) has been applied for the development of highly efficient dye-sensitized solar cells (DSSCs).
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Affiliation(s)
| | | | - N. Arul Murugan
- Department of Computer Science, School of Electrical Engineering and Computer Science 106 91, Stockholm, Sweden
- Department of Computational Biology, Indraprastha Institute of Information Technology, New Delhi 110020, India
| | - Kothandaraman Ramanujam
- Department of Chemistry, Indian Institute of Technology Madras, Chennai 600 036, India
- DST-IITM Solar Energy Harnessing Centre, Indian Institute of Technology Madras, Chennai 600036, India
- Potential Centre of Excellence, Advanced Centre for Energy Storage and Conversion, Indian Institute of Technology Madras, Chennai 600036, India
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Mahmood A, Irfan A, Wang JL. Developing Efficient Small Molecule Acceptors with sp 2 -Hybridized Nitrogen at Different Positions by Density Functional Theory Calculations, Molecular Dynamics Simulations and Machine Learning. Chemistry 2021; 28:e202103712. [PMID: 34767281 DOI: 10.1002/chem.202103712] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Indexed: 12/29/2022]
Abstract
Chemical structure of small molecule acceptors determines their performance in organic solar cells. Multiscale simulations are necessary to avoid trial-and-error based design, ultimately to save time and resources. In current study, the effect of sp2 -hybridized nitrogen substitution at the inner or the outmost position of central core, side chain, and terminal group of small molecule acceptors is investigated using multiscale computational modelling. Quantum chemical analysis is used to study the electronic behavior. Nitrogen substitution at end-capping has significantly decreased the electron-reorganization energy. No big change is observed in transfer integral and excited state behavior. However, nitrogen substitution at terminal group position is good way to improve electron-mobility. Power conversion efficiency (PCE) of newly designed acceptors is predicted using machine learning. Molecular dynamics simulations are also performed to explore the dynamics of acceptor and their blends with PBDB-T polymer donor. Florgy-Huggins parameter is calculated to study the mixing of designed small molecule acceptors with PBDB-T. Radial distribution function has indicated that PBDB-T has a closer packing with N3 and N4. From all analysis, it is found that nitrogen substitution at end-capping group is a better strategy to design efficient small molecule acceptors.
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Affiliation(s)
- Asif Mahmood
- Department Key Laboratory of Cluster Science of Ministry of Education, Beijing Key Laboratory of Photoelectronic/Electrophotonic Conversion Materials, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, 100081, P. R. China
| | - Ahmad Irfan
- Department of Chemistry, College of Science, King Khalid University, Abha, 61413, Saudi Arabia
| | - Jin-Liang Wang
- Department Key Laboratory of Cluster Science of Ministry of Education, Beijing Key Laboratory of Photoelectronic/Electrophotonic Conversion Materials, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, 100081, P. R. China
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Jung U, Lee B, Kim G, Shin HK, Kim KT. Nano-QTTR development for interspecies aquatic toxicity of silver nanoparticles between daphnia and fish. CHEMOSPHERE 2021; 283:131164. [PMID: 34144291 DOI: 10.1016/j.chemosphere.2021.131164] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Revised: 06/07/2021] [Accepted: 06/08/2021] [Indexed: 06/12/2023]
Abstract
Limited studies of quantitative toxicity-toxicity relationship (QTTR) modeling have been conducted to predict interspecies toxicity of engineered nanomaterials (ENMs) between aquatic test species. A meta-analysis of 66 publications providing acute toxicity data of silver nanoparticles (AgNPs) to daphnia and fish was performed, and the toxicity data, physicochemical properties, and experimental conditions were collected and curated. Based on Euclidean distance (ED) grouping, a meaningful correlation of logarithmic lethal concentrations between daphnia and fish was derived for bare (R2bare = 0.47) and coated AgNPs (R2coated = 0.48) when a distance of 10 was applied. The correlation of coated AgNPs was improved (R2coated = 0.55) by the inclusion of descriptors of the coating materials. The correlations were further improved by R2bare = 0.57 and R2coated = 0.81 after additionally considering particle size only, and by R2bare = 0.59 and R2coated = 0.92 after considering particle size and zeta potential simultaneously. The developed ED-based nano-QTTR model demonstrated that inclusion of the coating material descriptors and physicochemical properties improved the goodness-of-fit to predict interspecies aquatic toxicity of AgNPs between daphnia and fish. This study provides insight for future in silico research on QTTR model development in ENM toxicology.
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Affiliation(s)
- Ukhyun Jung
- Department of Environmental Engineering, Seoul National University of Sciences and Technology, Seoul, 01811, Republic of Korea
| | - Byongcheun Lee
- Risk Assessment Division, National Institute of Environmental Research, Incheon, 22689, Republic of Korea
| | - Geunbae Kim
- Risk Assessment Division, National Institute of Environmental Research, Incheon, 22689, Republic of Korea
| | - Hyun Kil Shin
- Department of Predictive Toxicology, Korea Institute of Toxicology, Daejeon, 34114, Republic of Korea
| | - Ki-Tae Kim
- Department of Environmental Engineering, Seoul National University of Sciences and Technology, Seoul, 01811, Republic of Korea.
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Buglak AA, Charisiadis A, Sheehan A, Kingsbury CJ, Senge MO, Filatov MA. Quantitative Structure-Property Relationship Modelling for the Prediction of Singlet Oxygen Generation by Heavy-Atom-Free BODIPY Photosensitizers*. Chemistry 2021; 27:9934-9947. [PMID: 33876842 PMCID: PMC8362084 DOI: 10.1002/chem.202100922] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2021] [Indexed: 12/30/2022]
Abstract
Heavy-atom-free sensitizers forming long-living triplet excited states via the spin-orbit charge transfer intersystem crossing (SOCT-ISC) process have recently attracted attention due to their potential to replace costly transition metal complexes in photonic applications. The efficiency of SOCT-ISC in BODIPY donor-acceptor dyads, so far the most thoroughly investigated class of such sensitizers, can be finely tuned by structural modification. However, predicting the triplet state yields and reactive oxygen species (ROS) generation quantum yields for such compounds in a particular solvent is still very challenging due to a lack of established quantitative structure-property relationship (QSPR) models. In this work, the available data on singlet oxygen generation quantum yields (ΦΔ ) for a dataset containing >70 heavy-atom-free BODIPY in three different solvents (toluene, acetonitrile, and tetrahydrofuran) were analyzed. In order to build reliable QSPR model, a series of new BODIPYs were synthesized that bear different electron donating aryl groups in the meso position, their optical and structural properties were studied along with the solvent dependence of singlet oxygen generation, which confirmed the formation of triplet states via the SOCT-ISC mechanism. For the combined dataset of BODIPY structures, a total of more than 5000 quantum-chemical descriptors was calculated including quantum-chemical descriptors using density functional theory (DFT), namely M06-2X functional. QSPR models predicting ΦΔ values were developed using multiple linear regression (MLR), which perform significantly better than other machine learning methods and show sufficient statistical parameters (R=0.88-0.91 and q2 =0.62-0.69) for all three solvents. A small root mean squared error of 8.2 % was obtained for ΦΔ values predicted using MLR model in toluene. As a result, we proved that QSPR and machine learning techniques can be useful for predicting ΦΔ values in different media and virtual screening of new heavy-atom-free BODIPYs with improved photosensitizing ability.
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Affiliation(s)
- Andrey A. Buglak
- Faculty of PhysicsSaint-Petersburg State UniversityUniversiteteskaya Emb. 7–9199034St. PetersburgRussia
| | - Asterios Charisiadis
- Chair of Organic Chemistry School of Chemistry Trinity Biomedical Sciences InstituteTrinity College Dublin The University of Dublin152-160Pearse StreetDublin 2Ireland
| | - Aimee Sheehan
- School of Chemical and Pharmaceutical SciencesTechnological University DublinCity Campus, Kevin StreetDublin 8Ireland
| | - Christopher J. Kingsbury
- Chair of Organic Chemistry School of Chemistry Trinity Biomedical Sciences InstituteTrinity College Dublin The University of Dublin152-160Pearse StreetDublin 2Ireland
| | - Mathias O. Senge
- Institute for Advanced Study (TUM-IAS)Technical University of MunichLichtenberg-Str. 2a85748GarchingGermany
| | - Mikhail A. Filatov
- School of Chemical and Pharmaceutical SciencesTechnological University DublinCity Campus, Kevin StreetDublin 8Ireland
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