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Dai Y, Zhang Z, Wang D, Li T, Ren Y, Chen J, Feng L. Machine-Learning-Driven G-Quartet-Based Circularly Polarized Luminescence Materials. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024; 36:e2310455. [PMID: 37983564 DOI: 10.1002/adma.202310455] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Revised: 11/12/2023] [Indexed: 11/22/2023]
Abstract
Circularly polarized luminescence (CPL) materials have garnered significant interest due to their potential applications in chiral functional devices. Synthesizing CPL materials with a high dissymmetry factor (glum ) remains a significant challenge. Inspired by efficient machine learning (ML) applications in scientific research, this work demonstrates ML-based techniques for the first time to guide the synthesis of G-quartet-based CPL gels with high glum values and multiple chiral regulation strategies. Employing an "experiment-prediction-verification" approach, this work devises a ML classification and regression model for the solvothermal synthesis of G-quartet gels in deep eutectic solvents. This process illustrates the relationship between various synthesis parameters and the glum value. The decision tree algorithm demonstrates superior performance across six ML models, with model accuracy and determination coefficients amounting to 0.97 and 0.96, respectively. The screened CPL gels exhibiting a glum value up to 0.15 are obtained through combined ML guidance and experimental verification, among the highest ones reported till now for biomolecule-based CPL systems. These findings indicate that ML can streamline the rational design of chiral nanomaterials, thereby expediting their further development.
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Affiliation(s)
- Yankai Dai
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
| | - Zhiwei Zhang
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
| | - Dong Wang
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
| | - Tianliang Li
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
| | - Yuze Ren
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
| | - Jingqi Chen
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
| | - Lingyan Feng
- Materials Genome Institute, Shanghai University, Shanghai, 200444, China
- Shanghai Engineering Research Center of Organ Repair, ShanghaiUniversity, Shanghai, 200444, China
- QianWeichang College, Shanghai University, Shanghai, 200444, China
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Kalarikkal MG, Drechsler C, Tusha G, Schäfer LV, Van Craen D. Chiroptical Recognition of Carboxylates with Charge-Neutral Double-Stranded Zinc(II) Helicates. Chemistry 2023; 29:e202301613. [PMID: 37518186 DOI: 10.1002/chem.202301613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 07/26/2023] [Accepted: 07/27/2023] [Indexed: 08/01/2023]
Abstract
Chirality analysis of small molecules for the determination of their enantiopurity is nowadays ruled by streamlined chromatographic methods which utilize chiral stationary phases. Chiroptical probes which rely on host-guest interactions are so far overshadowed by the latter but have the benefit of depending only on common spectroscopic techniques such as CD spectroscopy to distinguish enantiomers and to quantify their ratio. Interest into this receptor-based approach is constantly rising because non-invasive high-throughput screenings with a minimal waste production can be performed. In this study we investigate the possibility to utilize metal-based containers in form of charge-neutral helicates able to recognize anions for this purpose. Key building block of the helicates are triazole units which show rotational freedom and give rise to either a meso-structure or a racemic mixture of the right- and left-handed complex. A chiroptical response of the probe is observed upon recognition of chiral mono- or dicarboxylates and chirality analysis of tartrate is conducted by CD spectroscopy.
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Affiliation(s)
- Malavika G Kalarikkal
- Department of Chemistry and Chemical Biology, TU Dortmund University, Otto-Hahn-Straße 6, 44227, Dortmund, Germany
| | - Christoph Drechsler
- Department of Chemistry and Chemical Biology, TU Dortmund University, Otto-Hahn-Straße 6, 44227, Dortmund, Germany
| | - Gers Tusha
- Theoretical Chemistry, Ruhr University Bochum, Universitätsstr. 150, 44801, Bochum, Germany
| | - Lars V Schäfer
- Theoretical Chemistry, Ruhr University Bochum, Universitätsstr. 150, 44801, Bochum, Germany
| | - David Van Craen
- Department of Chemistry and Chemical Biology, TU Dortmund University, Otto-Hahn-Straße 6, 44227, Dortmund, Germany
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Zhao HY, Gou X, Pei YR, Jin LY. Chirality Amplification Over the Morphology Control of the Rod-Coil Molecules with Lateral Methyl Groups. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2023. [PMID: 37294904 DOI: 10.1021/acs.langmuir.3c00864] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
In the context of sustainable development, research regarding chirality has aroused enormous attention. Concurrently, chiral self-assembly is one of the most important subjects in supramolecular research, which can broaden the applications of chiral materials. This study focuses on the morphology control of amphiphilic rod-coil molecules composed of the rigid hexaphenyl unit and flexible oligoethylene and butoxy groups containing lateral methyl groups, carried out using an enantioseparation application. The methyl side chain being located on different blocks influences the driving force through steric hindrance, which determines the direction and degree of tilted packing during the π-π stacking of the self-assembly process. Interestingly, the amphiphilic rod-coil molecules aggregated into long helical nano-fibers, which further hierarchically aggregated into nano-sheets or nano-tubes upon increasing the concentration of the THF/H2O solution. In particular, the hierarchical-chiral assembly effectively amplified the chirality and was validated by the strong Cotton signals; playing a vital role in the enantioselective nucleophilic substitution reaction. These results provide new insights into the applications of chiral self-assemblies and soft chiral materials.
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Affiliation(s)
- Hui-Yu Zhao
- Department of Chemistry, National Demonstration Centre for Experimental Chemistry Education, Yanbian University, Yanji 133002, People's Republic of China
| | - Xiaoliang Gou
- Department of Chemistry, National Demonstration Centre for Experimental Chemistry Education, Yanbian University, Yanji 133002, People's Republic of China
| | - Yi-Rong Pei
- Department of Chemistry, National Demonstration Centre for Experimental Chemistry Education, Yanbian University, Yanji 133002, People's Republic of China
| | - Long Yi Jin
- Department of Chemistry, National Demonstration Centre for Experimental Chemistry Education, Yanbian University, Yanji 133002, People's Republic of China
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Zhang Y, Yu W, Li H, Zheng W, Cheng Y. Induced CPL-Active Materials Based on Chiral Supramolecular Co-Assemblies. Chemistry 2023; 29:e202204039. [PMID: 36691189 DOI: 10.1002/chem.202204039] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2022] [Revised: 01/22/2023] [Accepted: 01/23/2023] [Indexed: 01/25/2023]
Abstract
Circularly polarized luminescence (CPL) has attracted much interest due to its potential applications on chiral photonic techniques and optoelectronic materials science. As known, dissymmetry factor (gem ) of CPL is one essential factor for evaluating the features of CPL-active materials. Much attention has focused on how to increase the gem value, which is one of the most important issues for CPL practical applications. Recently, more and more works have demonstrated that chiral supramolecular could provide the significant strategy to improve the gem value through the orderly helical superstructure of chiral building blocks. Normally, this kind of chiral supramolecular assembly process can be accompanied by chirality transfer and induction mechanism, which can promote the amplification effect on the induced CPL of achiral dyes. In this review, we fully summarized recent advances on the induced CPL-active materials of chiral supramolecular co-assemblies, their applications in circularly polarized organic light-emitting diodes (CP-OLEDs) and current challenges.
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Affiliation(s)
- Yuxia Zhang
- Nanjing University, State Key Laboratory of Coordination Chemistry, Jiangsu Key Laboratory of Advanced Organic Materials, School of Chemistry and Chemical Engineering, Nanjing, 210023, P. R. China.,Nanjing University of Posts and Telecommunications, Key Laboratory for Organic Electronics &, Information Displays (KLOEID) and, Institute of Advanced Materials, National Synergistic Innovation Center for, Advanced Materials (SICAM), Nanjing, 210023, P. R. China
| | - Wenting Yu
- Nanjing University, State Key Laboratory of Coordination Chemistry, Jiangsu Key Laboratory of Advanced Organic Materials, School of Chemistry and Chemical Engineering, Nanjing, 210023, P. R. China
| | - Hang Li
- Nanjing University, State Key Laboratory of Coordination Chemistry, Jiangsu Key Laboratory of Advanced Organic Materials, School of Chemistry and Chemical Engineering, Nanjing, 210023, P. R. China
| | - Wenhua Zheng
- Nanjing University, State Key Laboratory of Coordination Chemistry, Jiangsu Key Laboratory of Advanced Organic Materials, School of Chemistry and Chemical Engineering, Nanjing, 210023, P. R. China
| | - Yixiang Cheng
- Nanjing University, State Key Laboratory of Coordination Chemistry, Jiangsu Key Laboratory of Advanced Organic Materials, School of Chemistry and Chemical Engineering, Nanjing, 210023, P. R. China
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Quan M, Pang XY, Jiang W. Circular Dichroism Based Chirality Sensing with Supramolecular Host-Guest Chemistry. Angew Chem Int Ed Engl 2022; 61:e202201258. [PMID: 35315199 DOI: 10.1002/anie.202201258] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2022] [Indexed: 12/12/2022]
Abstract
Optical methods are promising to address the ever-increasing demands for chirality analysis in drug discovery and related fields because they are amenable to high-throughput screening. Circular dichroism-based chiroptical sensing using host-guest chemistry is especially appealing due to the fast equilibrium kinetics, wide substrate scope, and potential for sustainable development. In this Minireview, we give an overview on this emerging field. General aspects of molecular recognition and chirality transfer are analyzed. Chirality sensors are discussed by dividing them into three classes according to their structural features. Applications of these chirality sensors for chirality analysis of the products of asymmetric reactions and for the real-time monitoring of reaction kinetics are demonstrated with selected examples. Moreover, challenges and research directions in this field are also highlighted.
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Affiliation(s)
- Mao Quan
- Shenzhen Grubbs Institute, Guangdong Provincial Key Laboratory of Catalysis and Department of Chemistry, Southern University of Science and Technology (SUSTech), Xueyuan Blvd 1088, Shenzhen, 518055, China
| | - Xin-Yu Pang
- Shenzhen Grubbs Institute, Guangdong Provincial Key Laboratory of Catalysis and Department of Chemistry, Southern University of Science and Technology (SUSTech), Xueyuan Blvd 1088, Shenzhen, 518055, China
| | - Wei Jiang
- Shenzhen Grubbs Institute, Guangdong Provincial Key Laboratory of Catalysis and Department of Chemistry, Southern University of Science and Technology (SUSTech), Xueyuan Blvd 1088, Shenzhen, 518055, China
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6
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Quan M, Pang X, Jiang W. Circular Dichroism Based Chirality Sensing with Supramolecular Host–Guest Chemistry. Angew Chem Int Ed Engl 2022. [DOI: 10.1002/ange.202201258] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Mao Quan
- Shenzhen Grubbs Institute Guangdong Provincial Key Laboratory of Catalysis and Department of Chemistry Southern University of Science and Technology (SUSTech) Xueyuan Blvd 1088 Shenzhen 518055 China
| | - Xin‐Yu Pang
- Shenzhen Grubbs Institute Guangdong Provincial Key Laboratory of Catalysis and Department of Chemistry Southern University of Science and Technology (SUSTech) Xueyuan Blvd 1088 Shenzhen 518055 China
| | - Wei Jiang
- Shenzhen Grubbs Institute Guangdong Provincial Key Laboratory of Catalysis and Department of Chemistry Southern University of Science and Technology (SUSTech) Xueyuan Blvd 1088 Shenzhen 518055 China
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Cavalli E, Nardon C, Willis OG, Zinna F, Di Bari L, Mizzoni S, Ruggieri S, Gaglio SC, Perduca M, Zaccone C, Romeo A, Piccinelli F. Near Infared Circularly Polarized Luminescence From Water Stable Organic Nanoparticles Containing a Chiral Yb(III) Complex. Chemistry 2022; 28:e202200574. [PMID: 35481882 PMCID: PMC9322261 DOI: 10.1002/chem.202200574] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Indexed: 01/05/2023]
Abstract
We report the first example of very efficient NIR Circularly Polarized Luminescence (CPL) (around 970 nm) in water, obtained thanks to the combined use of a chiral Yb complex and of poly lactic‐co‐glycolic acid (PLGA) nanoparticles. [YbL(tta)2]CH3COO (L=N, N’‐bis(2‐pyridylmethylidene)‐1,2‐(R,R+S,S) cyclohexanediamine and tta=2‐thenoyltrifluoroacetonate) shows good CPL in organic solvents, because the tta ligands efficiently sensitize Yb NIR luminescence and the readily prepared chiral ligand L endows the complex with the necessary dissymmetry. PLGA nanoparticles incorporate the complex and protect the metal ion from the intrusion of solvent molecules, while ensuring biocompatibility, water solubility and stability to the complex. Hydrophilic NIR‐CPL optical probes can find applications in the field of NIR‐CPL bio‐assays.
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Affiliation(s)
- Enrico Cavalli
- Department of Chemical Sciences, Life and Environmental Sustainability, Parma University, Parco Area delle Scienze, 11/a, 43124, Parma, Italy
| | - Chiara Nardon
- Luminescent Materials Laboratory, DB, Verona University, Strada Le Grazie 15, 37134, Verona, Italy
| | - Oliver G Willis
- Department of Chemistry and Industrial Chemistry, Pisa University, via Moruzzi 13, 56124, Pisa, Italy
| | - Francesco Zinna
- Department of Chemistry and Industrial Chemistry, Pisa University, via Moruzzi 13, 56124, Pisa, Italy
| | - Lorenzo Di Bari
- Department of Chemistry and Industrial Chemistry, Pisa University, via Moruzzi 13, 56124, Pisa, Italy
| | - Silvia Mizzoni
- Luminescent Materials Laboratory, DB, Verona University, Strada Le Grazie 15, 37134, Verona, Italy
| | - Silvia Ruggieri
- Luminescent Materials Laboratory, DB, Verona University, Strada Le Grazie 15, 37134, Verona, Italy
| | - Salvatore C Gaglio
- Biocrystallography Lab, Department of Biotechnology, Verona University, Strada Le Grazie 15, 37134, Verona, Italy
| | - Massimiliano Perduca
- Biocrystallography Lab, Department of Biotechnology, Verona University, Strada Le Grazie 15, 37134, Verona, Italy
| | - Claudio Zaccone
- Department of Biotechnology, Verona University, Strada Le Grazie 15, 37134, Verona, Italy
| | - Alessandro Romeo
- Department of Computer Science, Verona University, Strada Le Grazie 15, 37134, Verona, Italy
| | - Fabio Piccinelli
- Luminescent Materials Laboratory, DB, Verona University, Strada Le Grazie 15, 37134, Verona, Italy
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Jia D, Zhong H, Jiang S, Yao R, Wang F. Simultaneous enhancement of phosphorescence and chirality by host–guest recognition of molecular tweezers. CHINESE CHEM LETT 2022. [DOI: 10.1016/j.cclet.2022.02.081] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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