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Hu Q, Wu HJ. Direct Glycan Analysis of Biological Samples and Intact Glycoproteins by Integrating Machine Learning-Driven Surface-Enhanced Raman Scattering and Boronic Acid Arrays. ACS MEASUREMENT SCIENCE AU 2024; 4:307-314. [PMID: 38910864 PMCID: PMC11191725 DOI: 10.1021/acsmeasuresciau.4c00014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 05/03/2024] [Accepted: 05/06/2024] [Indexed: 06/25/2024]
Abstract
Frequent monitoring of glycan patterns is a critical step in studying glycan-mediated cellular processes. However, the current glycan analysis tools are resource-intensive and less suitable for routine use in standard laboratories. We developed a novel glycan detection platform by integrating surface-enhanced Raman spectroscopy (SERS), boronic acid (BA) receptors, and machine learning tools. This sensor monitors the molecular fingerprint spectra of BA binding to cis-diol-containing glycans. Different types of BA receptors could yield different stereoselective reactions toward different glycans and exhibit unique vibrational spectra. By integration of the Raman spectra collected from different BA receptors, the structural information can be enriched, eventually improving the accuracy of glycan classification and quantification. Here, we established a SERS-based sensor incorporating multiple different BA receptors. This sensing platform could directly analyze the biological samples, including whole milk and intact glycoproteins (fetuin and asialofetuin), without tedious glycan release and purification steps. The results demonstrate the platform's ability to classify milk oligosaccharides with remarkable classification accuracy, despite the presence of other non-glycan constituents in the background. This sensor could also directly quantify sialylation levels of a fetuin/asialofetuin mixture without glycan release procedures. Moreover, by selecting appropriate BA receptors, the sensor exhibits an excellent performance of differentiating between α2,3 and α2,6 linkages of sialic acids. This low-cost, rapid, and highly accessible sensor will provide the scientific community with an invaluable tool for routine glycan screening in standard laboratories.
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Affiliation(s)
- Qiang Hu
- The Artie McFerrin Department
of Chemical Engineering, Texas A&M University, College Station, Texas 77843, United States
| | - Hung-Jen Wu
- The Artie McFerrin Department
of Chemical Engineering, Texas A&M University, College Station, Texas 77843, United States
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Haldavnekar R, Venkatakrishnan K, Tan DB. Boosting the sub-cellular biomolecular cancer signals by self-functionalized tag-free nano sensor. Biosens Bioelectron 2021; 190:113407. [PMID: 34134072 DOI: 10.1016/j.bios.2021.113407] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Revised: 05/19/2021] [Accepted: 06/01/2021] [Indexed: 02/07/2023]
Abstract
Surface Enhanced Raman Scattering (SERS)-based sub-cellular cancer diagnosis can simultaneously obtain multiple biomolecular signals crucial in diagnostic platform for a heterogeneous disease like cancer. But, SERS-probes being typically tagged with chemical functionalization demonstrate limitations due to adverse biocompatibility, ineffective cellular internalization, SERS-signal quenching and spectral contamination. Although, tag-free SERS-probes overcome these limitations; complexity in spectral interpretation and detection insensitivity make it disadvantageous. In this study, we have exploited the inherent charges of cellular biomolecules and introduced self-functionalized complementary charged, tag-free SERS nano probes for biomolecule-specific investigation. Extremely small nano probes (sub 10 nm), synthesized with multiphoton ionization were functionalized with charge by physical synthesis without any ligands or chemical processes. The probes demonstrated significant SERS (EF~106) with analyte molecules (4ATP & 4MBA). Multifold signal boost was achieved for the signals of cellular components - amplification of ~7 fold for DNA, ~16 fold for proteins and ~24 fold for lipids with the commentary charged nano probes as compared to the neutral nano probes. The signal boost was attributed to the efficient delivery of extremely small, complementary charged probes to the cellular biomolecules of interest enabling simultaneous detection of sub-cellular biomolecules such as DNA, proteins and lipids and with high reproducibility. Cancer classification and investigation of drug resistance in cancer with single cell sensitivity was demonstrated. Such biomolecule-specific investigation of cancer from intact cells will open pathways for comprehensive cancer diagnosis.
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Affiliation(s)
- Rupa Haldavnekar
- Institute for Biomedical Engineering, Science and Technology (iBEST), Toronto, Canada; Department of Mechanical and Industrial Engineering, Ryerson University, 350 Victoria Street, Toronto, ON, M5B 2K3, Canada; Nanocharacterization Laboratory, Department of Aerospace Engineering, Ryerson University, 350 Victoria Street, Toronto, ON, M5B 2K3, Canada; Department of Biomedical Engineering, Ryerson University, 350 Victoria Street, Toronto, ON, M5B 2K3, Canada
| | - Krishnan Venkatakrishnan
- Keenan Research Center for Biomedical Science, St. Michael's Hospital, 30 Bond Street, Toronto, ON, M5B 1W8, Canada; Department of Mechanical and Industrial Engineering, Ryerson University, 350 Victoria Street, Toronto, ON, M5B 2K3, Canada; Nanocharacterization Laboratory, Department of Aerospace Engineering, Ryerson University, 350 Victoria Street, Toronto, ON, M5B 2K3, Canada; Department of Biomedical Engineering, Ryerson University, 350 Victoria Street, Toronto, ON, M5B 2K3, Canada.
| | - Dr Bo Tan
- Keenan Research Center for Biomedical Science, St. Michael's Hospital, 30 Bond Street, Toronto, ON, M5B 1W8, Canada; Department of Biomedical Engineering, Ryerson University, 350 Victoria Street, Toronto, ON, M5B 2K3, Canada
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Martin D, Lopes T, Correia S, Canhoto J, Marques MPM, Batista de Carvalho LAE. Nutraceutical properties of tamarillo fruits: A vibrational study. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2021; 252:119501. [PMID: 33571737 DOI: 10.1016/j.saa.2021.119501] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Revised: 12/30/2020] [Accepted: 01/14/2021] [Indexed: 05/21/2023]
Abstract
Tamarillo (tree tomato) is a subtropical tree that produces edible fruits with health-beneficial properties, since it contains several components with potential therapeutic and chemoprotective activity. The present work reports the first complete vibrational study (Raman and infrared) of this edible fruit. This approach allowed us to determine where the most relevant nutraceutical compounds are located in the fruit, as well as their relative amounts. Particular vibrational signatures were obtained for each part of the fruit, reporting different components for the epicarp (outer and inner sections), the pulp and the seeds, especially regarding the content in phenolic compounds, unsaturated fatty acids/esters and polymeric chains from the cuticular wax. Valuable information, at the molecular level was gathered regarding the nutricional value of tamarillo's fruit, for its different fractions. This is expected to pave the way for its introduction as a promising nutraceutical, based on the potential therapeutic properties of its main components.
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Affiliation(s)
- Daniel Martin
- University of Coimbra, Molecular Physical-Chemistry R&D Unit, Department of Chemistry, 3004-535 Coimbra, Portugal.
| | - Tércia Lopes
- University of Coimbra, Centre for Functional Ecology, Deparment of Life Sciences, 3000-456 Coimbra, Portugal
| | - Sandra Correia
- University of Coimbra, Centre for Functional Ecology, Deparment of Life Sciences, 3000-456 Coimbra, Portugal
| | - Jorge Canhoto
- University of Coimbra, Centre for Functional Ecology, Deparment of Life Sciences, 3000-456 Coimbra, Portugal
| | - Maria Paula M Marques
- University of Coimbra, Molecular Physical-Chemistry R&D Unit, Department of Chemistry, 3004-535 Coimbra, Portugal; University of Coimbra, Department of Life Sciences, 3000-456 Coimbra, Portugal
| | - Luís A E Batista de Carvalho
- University of Coimbra, Molecular Physical-Chemistry R&D Unit, Department of Chemistry, 3004-535 Coimbra, Portugal
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Torreggiani A, Tinti A, Jurasekova Z, Capdevila M, Saracino M, Di Foggia M. Structural Lesions of Proteins Connected to Lipid Membrane Damages Caused by Radical Stress: Assessment by Biomimetic Systems and Raman Spectroscopy. Biomolecules 2019; 9:E794. [PMID: 31783702 PMCID: PMC6995617 DOI: 10.3390/biom9120794] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Revised: 11/25/2019] [Accepted: 11/27/2019] [Indexed: 12/16/2022] Open
Abstract
Model systems constituted by proteins and unsaturated lipid vesicles were used to gain more insight into the effects of the propagation of an initial radical damage on protein to the lipid compartment. The latter is based on liposome technology and allows measuring the trans unsaturated fatty acid content as a result of free radical stress on proteins. Two kinds of sulfur-containing proteins were chosen to connect their chemical reactivity with membrane lipid transformation, serum albumins and metallothioneins. Biomimetic systems based on radiation chemistry were used to mimic the protein exposure to different kinds of free radical stress and Raman spectroscopy to shed light on protein structural changes caused by the free radical attack. Among the amino acid residues, Cys is one of the most sensitive residues towards the attack of free radicals, thus suggesting that metal-Cys clusters are good interceptors of reactive species in metallothioneins, together with disulfides moieties in serum albumins. Met is another important site of the attack, in particular under reductive conditions. Tyr and Phe are sensitive to radical stress too, leading to electron transfer reactions or radical-induced modifications of their structures. Finally, modifications in protein folding take place depending on reactive species attacking the protein.
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Affiliation(s)
| | - Anna Tinti
- Dipartimento di Scienze Biomediche e Neuromotorie, Università di Bologna, via Belmeloro 8/2, 40126 Bologna, Italy; (A.T.); (M.D.F.)
| | - Zuzana Jurasekova
- Department of Biophysics, Faculty of Science, P.J. Safarik University, Jesenna 5, 04001 Kosice, Slovakia;
- Center for Interdisciplinary Biosciences, Technology and Innovation Park, P. J. Safarik University, Jesenna 5, 04001 Kosice, Slovakia
| | - Mercè Capdevila
- Departament de Quimica, Facultat de ciencies, Universitat Autònoma de Barcelona, 08193 Bellaterra, Catalonia, Spain;
| | - Michela Saracino
- Istituto I.S.O.F. (C.N.R.), via P. Gobetti 101, 40129 Bologna, Italy;
| | - Michele Di Foggia
- Dipartimento di Scienze Biomediche e Neuromotorie, Università di Bologna, via Belmeloro 8/2, 40126 Bologna, Italy; (A.T.); (M.D.F.)
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Quantification and monitoring the heat-induced formation of trans fatty acids in edible oils by Raman Spectroscopy. JOURNAL OF FOOD MEASUREMENT AND CHARACTERIZATION 2019. [DOI: 10.1007/s11694-019-00140-5] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Spectroscopic identification towards tunable mesoscale aggregates of zinc tetraphenylporphyrin for materials. CHINESE CHEM LETT 2018. [DOI: 10.1016/j.cclet.2017.11.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Vedad J, Domaradzki ME, Mojica ERE, Chang EJ, Profit AA, Desamero RZB. Conformational Differentiation of α-Cyanohydroxycinnamic Acid Isomers: A Raman Spectroscopic Study. JOURNAL OF RAMAN SPECTROSCOPY : JRS 2017; 48:1282-1288. [PMID: 29225410 PMCID: PMC5720387 DOI: 10.1002/jrs.5209] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Two α-cyanohydroxycinnamic acid positional isomers, α-cyano-4-hydroxycinnamic acid (CHCA4) and α-cyano-3-hydroxycinnamic acid (CHCA3), were characterized using Raman spectroscopy. We analyzed the implications of the collected Raman spectral shifts, and verified them through other spectroscopic techniques, to arrive at plausible three dimensional structures of CHCA3 and CHCA4. The positions of these groups were mapped by systematically analyzing the orientation and type of interactions functional groups make in each CHCA isomer. We determined whether or not the carboxylic moieties are forming dimeric links and ascertained the existence of ring-ring π-stacking interactions. We also assessed the nature of the hydrogen bonding between -CN and -OH groups. The results were then taken together to model plausible three dimensional structures for each compound. The data revealed a structure for CHCA4 that matches the published x-ray crystallographic structure. We then applied the same spectral analysis to CHCA3 to reveal its plausible three dimensional structure. The structural details revealed may account for the functional properties of the two α-cyanohydroxycinnamic acid positional isomers.
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Affiliation(s)
- Jayson Vedad
- Department of Chemistry, York College and The Institute for Macromolecular Assemblies, Jamaica, NY, 11451 and Ph.D Programs in Chemistry and Biochemistry, The Graduate Center of the City University of New York, New York, New York, 10016 (United States)
| | - Maciej E. Domaradzki
- Department of Chemistry, York College and The Institute for Macromolecular Assemblies, Jamaica, NY, 11451 and Ph.D Programs in Chemistry and Biochemistry, The Graduate Center of the City University of New York, New York, New York, 10016 (United States)
| | | | - Emmanuel J. Chang
- Department of Chemistry, York College and The Institute for Macromolecular Assemblies, Jamaica, NY, 11451 and Ph.D Programs in Chemistry and Biochemistry, The Graduate Center of the City University of New York, New York, New York, 10016 (United States)
| | - Adam A. Profit
- Department of Chemistry, York College and The Institute for Macromolecular Assemblies, Jamaica, NY, 11451 and Ph.D Programs in Chemistry and Biochemistry, The Graduate Center of the City University of New York, New York, New York, 10016 (United States)
| | - Ruel Z. B. Desamero
- Department of Chemistry, York College and The Institute for Macromolecular Assemblies, Jamaica, NY, 11451 and Ph.D Programs in Chemistry and Biochemistry, The Graduate Center of the City University of New York, New York, New York, 10016 (United States)
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Hancock SE, Poad BL, Batarseh A, Abbott SK, Mitchell TW. Advances and unresolved challenges in the structural characterization of isomeric lipids. Anal Biochem 2017; 524:45-55. [DOI: 10.1016/j.ab.2016.09.014] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2016] [Revised: 09/11/2016] [Accepted: 09/16/2016] [Indexed: 12/25/2022]
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Kochan K, Kus E, Filipek A, Szafrańska K, Chlopicki S, Baranska M. Label-free spectroscopic characterization of live liver sinusoidal endothelial cells (LSECs) isolated from the murine liver. Analyst 2017; 142:1308-1319. [DOI: 10.1039/c6an02063a] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Imaging with the use of Raman spectroscopy enables the characterization and distinction of live cells that were freshly isolated from murine livers.
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Affiliation(s)
- K. Kochan
- Centre for Biospectroscopy and School of Chemistry
- Monash University
- Clayton
- Australia
- Jagiellonian Centre for Experimental Therapeutics (JCET)
| | - E. Kus
- Jagiellonian Centre for Experimental Therapeutics (JCET)
- Jagiellonian University
- Krakow
- Poland
| | - A. Filipek
- Jagiellonian Centre for Experimental Therapeutics (JCET)
- Jagiellonian University
- Krakow
- Poland
- Faculty of Chemistry
| | - K. Szafrańska
- Jagiellonian Centre for Experimental Therapeutics (JCET)
- Jagiellonian University
- Krakow
- Poland
| | - S. Chlopicki
- Jagiellonian Centre for Experimental Therapeutics (JCET)
- Jagiellonian University
- Krakow
- Poland
- Chair of Pharmacology
| | - M. Baranska
- Jagiellonian Centre for Experimental Therapeutics (JCET)
- Jagiellonian University
- Krakow
- Poland
- Faculty of Chemistry
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