1
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Zhao Y, Wu Y, Islam K, Paul R, Zhou Y, Qin X, Li Q, Liu Y. Microphysiologically Engineered Vessel-Tumor Model to Investigate Vascular Transport Dynamics of Immune Cells. ACS APPLIED MATERIALS & INTERFACES 2024; 16. [PMID: 38652824 PMCID: PMC11082852 DOI: 10.1021/acsami.4c00391] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 04/01/2024] [Accepted: 04/09/2024] [Indexed: 04/25/2024]
Abstract
Cancer immunotherapy has emerged as a promising therapeutic strategy to combat cancer effectively. However, it is hard to observe and quantify how this in vivo process happens. Three-dimensional (3D) microfluidic vessel-tumor models offer valuable capability to study how immune cells transport during cancer progression. We presented an advanced 3D vessel-supported tumor model consisting of the endothelial lumen and vessel network for the study of T cells' transportation. The process of T cell transport through the vessel network and interaction with tumor spheroids was represented and monitored in vitro. Specifically, we demonstrate that the endothelial glycocalyx serving in the T cells' transport can influence the endothelium-immune interaction. Furthermore, after vascular transport, how programmed cell death protein 1 (PD-1) immune checkpoint inhibition influences the delivered activated-T cells on tumor killing was evaluated. Our in vitro vessel-tumor model provides a microphysiologically engineered platform to represent T cell vascular transportation during tumor immunotherapy. The reported innovative vessel-tumor platform is believed to have the potential to explore the tumor-induced immune response mechanism and preclinically evaluate immunotherapy's effectiveness.
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Affiliation(s)
- Yuwen Zhao
- Department
of Bioengineering, Lehigh University, Bethlehem, Pennsylvania 18015, United States
| | - Yue Wu
- Department
of Bioengineering, Lehigh University, Bethlehem, Pennsylvania 18015, United States
| | - Khayrul Islam
- Department
of Mechanical Engineering and Mechanics, Lehigh University, Bethlehem, Pennsylvania 18015, United States
| | - Ratul Paul
- Department
of Mechanical Engineering and Mechanics, Lehigh University, Bethlehem, Pennsylvania 18015, United States
| | - Yuyuan Zhou
- Department
of Bioengineering, Lehigh University, Bethlehem, Pennsylvania 18015, United States
| | - Xiaochen Qin
- Department
of Bioengineering, Lehigh University, Bethlehem, Pennsylvania 18015, United States
| | - Qiying Li
- Department
of Electrical and Computer Engineering, Lehigh University, Bethlehem, Pennsylvania 18015, United States
| | - Yaling Liu
- Department
of Bioengineering, Lehigh University, Bethlehem, Pennsylvania 18015, United States
- Department
of Mechanical Engineering and Mechanics, Lehigh University, Bethlehem, Pennsylvania 18015, United States
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2
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Sánchez-Martínez A, Acevedo-Sáenz L, Alzate-Ángel JC, Álvarez CM, Guzmán F, Roman T, Urcuqui-Inchima S, Cardona-Maya WD, Velilla PA. Functional Profile of CD8 + T-Cells in Response to HLA-A*02:01-Restricted Mutated Epitopes Derived from the Gag Protein of Circulating HIV-1 Strains from Medellín, Colombia. Front Immunol 2022; 13:793982. [PMID: 35392101 PMCID: PMC8980466 DOI: 10.3389/fimmu.2022.793982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Accepted: 02/28/2022] [Indexed: 11/13/2022] Open
Abstract
CD8+ T-cells play a crucial role in the control of HIV replication. HIV-specific CD8+ T-cell responses rapidly expand since the acute phase of the infection, and it has been observed that HIV controllers harbor CD8+ T-cells with potent anti-HIV capacity. The development of CD8+ T-cell-based vaccine against HIV-1 has focused on searching for immunodominant epitopes. However, the strong immune pressure of CD8+ T-cells causes the selection of viral variants with mutations in immunodominant epitopes. Since HIV-1 mutations are selected under the context of a specific HLA-I, the circulation of viral variants with these mutations is highly predictable based on the most prevalent HLA-I within a population. We previously demonstrated the adaptation of circulating strains of HIV-1 to the HLA-A*02 molecule by identifying mutations under positive selection located in GC9 and SL9 epitopes derived from the Gag protein. Also, we used an in silico prediction approach and evaluated whether the mutations found had a higher or lower affinity to the HLA-A*02. Although this strategy allowed predicting the interaction between mutated peptides and HLA-I, the functional response of CD8+ T-cells that these peptides induce is unknown. In the present work, peripheral blood mononuclear cells from 12 HIV-1+ HLA-A*02:01+ individuals were stimulated with the mutated and wild-type peptides derived from the GC9 and SL9 epitopes. The functional profile of CD8+ T-cells was evaluated using flow cytometry, and the frequency of subpopulations was determined according to their number of functions and the polyfunctionality index. The results suggest that the quality of the response (polyfunctionality) could be associated with the binding affinity of the peptide to the HLA molecule, and the functional profile of specific CD8+ T-cells to mutated epitopes in individuals under cART is maintained.
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Affiliation(s)
- Alexandra Sánchez-Martínez
- Grupo Inmunovirología, Departamento de Microbiología y Parasitología, Facultad de Medicina, Universidad de Antioquia UdeA, Medellín, Colombia
| | - Liliana Acevedo-Sáenz
- Grupo Cuidado Enfermería CES, Facultad de Enfermería, Universidad CES, Medellín, Colombia
| | - Juan Carlos Alzate-Ángel
- Grupo Inmunovirología, Departamento de Microbiología y Parasitología, Facultad de Medicina, Universidad de Antioquia UdeA, Medellín, Colombia.,Unidad de Micología Médica y Experimental, Corporación para Investigaciones Biológicas, Medellín, Universidad de Santander (CIB-UDES), Bucaramanga, Colombia
| | - Cristian M Álvarez
- Grupo de Inmunología Celular e Inmunogenética, Facultad de Medicina, Universidad de Antioquia UdeA, Medellín, Colombia
| | - Fanny Guzmán
- Núcleo de Biotecnología Curauma, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile
| | - Tanya Roman
- Núcleo de Biotecnología Curauma, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile
| | - Silvio Urcuqui-Inchima
- Grupo Inmunovirología, Departamento de Microbiología y Parasitología, Facultad de Medicina, Universidad de Antioquia UdeA, Medellín, Colombia
| | - Walter D Cardona-Maya
- Grupo Reproducción, Facultad de Medicina, Universidad de Antioquia UdeA, Medellín, Colombia
| | - Paula Andrea Velilla
- Grupo Inmunovirología, Departamento de Microbiología y Parasitología, Facultad de Medicina, Universidad de Antioquia UdeA, Medellín, Colombia
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3
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Biochemical Analysis of Leukocytes after In Vitro and In Vivo Activation with Bacterial and Fungal Pathogens Using Raman Spectroscopy. Int J Mol Sci 2021; 22:ijms221910481. [PMID: 34638822 PMCID: PMC8508974 DOI: 10.3390/ijms221910481] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Revised: 09/14/2021] [Accepted: 09/23/2021] [Indexed: 11/25/2022] Open
Abstract
Biochemical information from activated leukocytes provide valuable diagnostic information. In this study, Raman spectroscopy was applied as a label-free analytical technique to characterize the activation pattern of leukocyte subpopulations in an in vitro infection model. Neutrophils, monocytes, and lymphocytes were isolated from healthy volunteers and stimulated with heat-inactivated clinical isolates of Candida albicans, Staphylococcus aureus, and Klebsiella pneumoniae. Binary classification models could identify the presence of infection for monocytes and lymphocytes, classify the type of infection as bacterial or fungal for neutrophils, monocytes, and lymphocytes and distinguish the cause of infection as Gram-negative or Gram-positive bacteria in the monocyte subpopulation. Changes in single-cell Raman spectra, upon leukocyte stimulation, can be explained with biochemical changes due to the leukocyte’s specific reaction to each type of pathogen. Raman spectra of leukocytes from the in vitro infection model were compared with spectra from leukocytes of patients with infection (DRKS-ID: DRKS00006265) with the same pathogen groups, and a good agreement was revealed. Our study elucidates the potential of Raman spectroscopy-based single-cell analysis for the differentiation of circulating leukocyte subtypes and identification of the infection by probing the molecular phenotype of those cells.
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4
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Morrish R, Yim KHW, Pagliara S, Palombo F, Chahwan R, Stone N. Single Cell Label-Free Probing of Chromatin Dynamics During B Lymphocyte Maturation. Front Cell Dev Biol 2021; 9:646616. [PMID: 33842468 PMCID: PMC8033168 DOI: 10.3389/fcell.2021.646616] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2020] [Accepted: 03/08/2021] [Indexed: 01/11/2023] Open
Abstract
Large-scale intracellular signaling during developmental growth or in response to environmental alterations are largely orchestrated by chromatin within the cell nuclei. Chemical and conformational modifications of the chromatin architecture are critical steps in the regulation of differential gene expression and ultimately cell fate determination. Therefore, establishing chemical properties of the nucleus could provide key markers for phenotypic characterization of cellular processes on a scale of individual cells. Raman microscopy is a sensitive technique that is capable of probing single cell chemical composition—and sub-cellular regions—in a label-free optical manner. As such, it has great potential in both clinical and basic research. However, perceived limitations of Raman spectroscopy such as low signal intensity and the difficulty in linking alterations in vibrational signals directly with ensuing biological effects have hampered advances in the field. Here we use immune B lymphocyte development as a model to assess chromatin and transcriptional changes using confocal Raman microscopy in combination with microfluidic devices and correlative transcriptomics, thereby linking changes in chemical and structural properties to biological outcomes. Live B lymphocytes were assessed before and after maturation. Multivariate analysis was applied to distinguish cellular components within each cell. The spectral differences between non-activated and activated B lymphocytes were then identified, and their correlation with known intracellular biological changes were assessed in comparison to conventional RNA-seq analysis. Our data shows that spectral analysis provides a powerful tool to study gene activation that can complement conventional molecular biology techniques and opens the way for mapping the dynamics in the biochemical makeup of individual cells.
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Affiliation(s)
- Rikke Morrish
- School of Physics and Astronomy, University of Exeter, Exeter, United Kingdom.,Living Systems Institute and School of Biosciences, University of Exeter, Exeter, United Kingdom
| | - Kevin Ho Wai Yim
- Institute of Experimental Immunology, University of Zurich, Zurich, Switzerland
| | - Stefano Pagliara
- Living Systems Institute and School of Biosciences, University of Exeter, Exeter, United Kingdom
| | - Francesca Palombo
- School of Physics and Astronomy, University of Exeter, Exeter, United Kingdom
| | - Richard Chahwan
- Institute of Experimental Immunology, University of Zurich, Zurich, Switzerland
| | - Nicholas Stone
- School of Physics and Astronomy, University of Exeter, Exeter, United Kingdom
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5
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Chaudhary N, Que Nguyen TN, Maguire A, Wynne C, Meade AD. Comparison of sample preparation methodologies towards optimisation of Raman spectroscopy for peripheral blood mononuclear cells. ANALYTICAL METHODS : ADVANCING METHODS AND APPLICATIONS 2021; 13:1019-1032. [PMID: 33538723 DOI: 10.1039/d0ay02040k] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
The exquisite sensitivity of Raman spectroscopy to the molecular composition of biological samples has been a particular strength in its development towards clinical applicates. Its strength in this regard also presents challenges in the development of its diagnostic capabilities owing to its sensitivity, not only to the sample biochemistry, but also the preparation methodology employed prior to analysis. Here we have examined and optimised several approaches to the preparation of peripheral blood mononuclear cells (PBMCs), or immune cell subtypes of whole blood, for Raman spectroscopic analysis. Two approaches to the elimination of haemoglobin contamination, and two approaches to the purification of the lymphocyte portion of whole blood were investigated. It was found that a peroxide treatment of PBMCs prior to spectroscopic analysis was required for elimination of haemoglobin, while a negative selection approach involving magnetically labelled monoclonal antibodies was preferred for purification of individual leucocyte subpopulations in comparison to the plastic adherence method using an ex vivo culture. Further spectral fitting analysis has identified spectral features of interest which may be useful in the identification of individual leucocytes spectrally and warrant further investigation.
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Affiliation(s)
- Neha Chaudhary
- School of Physics, Technological University Dublin, Kevin Street, Dublin 8, Ireland.
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6
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Raman Plus X: Biomedical Applications of Multimodal Raman Spectroscopy. SENSORS 2017; 17:s17071592. [PMID: 28686212 PMCID: PMC5539739 DOI: 10.3390/s17071592] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/24/2017] [Revised: 07/04/2017] [Accepted: 07/04/2017] [Indexed: 12/11/2022]
Abstract
Raman spectroscopy is a label-free method of obtaining detailed chemical information about samples. Its compatibility with living tissue makes it an attractive choice for biomedical analysis, yet its translation from a research tool to a clinical tool has been slow, hampered by fundamental Raman scattering issues such as long integration times and limited penetration depth. In this review we detail the how combining Raman spectroscopy with other techniques yields multimodal instruments that can help to surmount the translational barriers faced by Raman alone. We review Raman combined with several optical and non-optical methods, including fluorescence, elastic scattering, OCT, phase imaging, and mass spectrometry. In each section we highlight the power of each combination along with a brief history and presentation of representative results. Finally, we conclude with a perspective detailing both benefits and challenges for multimodal Raman measurements, and give thoughts on future directions in the field.
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7
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Tang Y, Thillier Y, Liu R, Li X, Lam KS, Gao T. Single-Bead Quantification of Peptide Loading Distribution for One-Bead One-Compound Library Synthesis Using Confocal Raman Spectroscopy. Anal Chem 2017; 89:7000-7008. [PMID: 28530391 DOI: 10.1021/acs.analchem.7b00516] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
We report an analytical method to determine peptide loading of "one-bead one-compound" (OBOC) combinatorial peptide libraries at single-bead level. The quantification is based on a linear relationship between the amount of N-terminal amino groups on individual peptide beads and the intensity of Raman signal obtained from a specifically designed reporter labeled on amino groups. Confocal Raman spectroscopy was employed to characterize peptide loading of beads with defined peptide sequences and from OBOC combinatorial peptide libraries. Although amine loading of blank TentaGel beads was found to be uniform, peptide loading among beads of OBOC peptide libraries varied substantially, particularly for those libraries with long sequences. Construction of OBOC libraries can be monitored with this novel analytical technique so that synthetic conditions can be optimized for the preparation of high-quality OBOC peptide libraries. As the variability of peptide loading of individual library beads can significantly influence the screening results, quantitative information obtained by this method will allow us to gain insight into the complexity and challenge of OBOC library synthesis and screening.
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Affiliation(s)
- Yuchen Tang
- College of Chemistry, Central China Normal University , Wuhan 430079, China.,China Key Laboratory of Pesticide and Chemical Biology of Ministry of Education, Wuhan 430079, China.,Department of Biochemistry and Molecular Medicine, University of California at Davis , Sacramento, California 95817, United States
| | - Yann Thillier
- Department of Biochemistry and Molecular Medicine, University of California at Davis , Sacramento, California 95817, United States
| | - Ruiwu Liu
- Department of Biochemistry and Molecular Medicine, University of California at Davis , Sacramento, California 95817, United States
| | - Xiaocen Li
- Department of Biochemistry and Molecular Medicine, University of California at Davis , Sacramento, California 95817, United States
| | - Kit S Lam
- Department of Biochemistry and Molecular Medicine, University of California at Davis , Sacramento, California 95817, United States
| | - Tingjuan Gao
- College of Chemistry, Central China Normal University , Wuhan 430079, China.,China Key Laboratory of Pesticide and Chemical Biology of Ministry of Education, Wuhan 430079, China
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8
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Smith ZJ, Lee C, Rojalin T, Carney RP, Hazari S, Knudson A, Lam K, Saari H, Ibañez EL, Viitala T, Laaksonen T, Yliperttula M, Wachsmann-Hogiu S. Single exosome study reveals subpopulations distributed among cell lines with variability related to membrane content. J Extracell Vesicles 2015; 4:28533. [PMID: 26649679 PMCID: PMC4673914 DOI: 10.3402/jev.v4.28533] [Citation(s) in RCA: 213] [Impact Index Per Article: 23.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2015] [Revised: 10/26/2015] [Accepted: 11/06/2015] [Indexed: 12/21/2022] Open
Abstract
Current analysis of exosomes focuses primarily on bulk analysis, where exosome-to-exosome variability cannot be assessed. In this study, we used Raman spectroscopy to study the chemical composition of single exosomes. We measured spectra of individual exosomes from 8 cell lines. Cell-line-averaged spectra varied considerably, reflecting the variation in total exosomal protein, lipid, genetic, and cytosolic content. Unexpectedly, single exosomes isolated from the same cell type also exhibited high spectral variability. Subsequent spectral analysis revealed clustering of single exosomes into 4 distinct groups that were not cell-line specific. Each group contained exosomes from multiple cell lines, and most cell lines had exosomes in multiple groups. The differences between these groups are related to chemical differences primarily due to differing membrane composition. Through a principal components analysis, we identified that the major sources of spectral variation among the exosomes were in cholesterol content, relative expression of phospholipids to cholesterol, and surface protein expression. For example, exosomes derived from cancerous versus non-cancerous cell lines can be largely separated based on their relative expression of cholesterol and phospholipids. We are the first to indicate that exosome subpopulations are shared among cell types, suggesting distributed exosome functionality. The origins of these differences are likely related to the specific role of extracellular vesicle subpopulations in both normal cell function and carcinogenesis, and they may provide diagnostic potential at the single exosome level.
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Affiliation(s)
- Zachary J Smith
- Center for Biophotonics, University of California Davis, Sacramento, CA, USA.,Department of Precision Mechanics and Precision Instrumentation, University of Science and Technology of China, Hefei, Anhui, China
| | - Changwon Lee
- Center for Biophotonics, University of California Davis, Sacramento, CA, USA
| | - Tatu Rojalin
- Center for Biophotonics, University of California Davis, Sacramento, CA, USA.,Division of Pharmaceutical Biosciences, Centre for Drug Research, University of Helsinki, Helsinki, Finland
| | - Randy P Carney
- Department of Biochemistry and Molecular Medicine, University of California Davis, Sacramento, CA, USA
| | - Sidhartha Hazari
- Department of Biochemistry and Molecular Medicine, University of California Davis, Sacramento, CA, USA
| | - Alisha Knudson
- Department of Biochemistry and Molecular Medicine, University of California Davis, Sacramento, CA, USA
| | - Kit Lam
- Department of Biochemistry and Molecular Medicine, University of California Davis, Sacramento, CA, USA
| | - Heikki Saari
- Division of Pharmaceutical Biosciences, Centre for Drug Research, University of Helsinki, Helsinki, Finland
| | - Elisa Lazaro Ibañez
- Division of Pharmaceutical Biosciences, Centre for Drug Research, University of Helsinki, Helsinki, Finland
| | - Tapani Viitala
- Division of Pharmaceutical Biosciences, Centre for Drug Research, University of Helsinki, Helsinki, Finland
| | - Timo Laaksonen
- Division of Pharmaceutical Biosciences, Centre for Drug Research, University of Helsinki, Helsinki, Finland
| | - Marjo Yliperttula
- Division of Pharmaceutical Biosciences, Centre for Drug Research, University of Helsinki, Helsinki, Finland
| | - Sebastian Wachsmann-Hogiu
- Center for Biophotonics, University of California Davis, Sacramento, CA, USA.,Department of Pathology and Laboratory Medicine, University of California Davis, Sacramento, CA, USA;
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9
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Lee YJ, Ahn HJ, Lee GJ, Jung GB, Lee G, Kim D, Shin JH, Jin KH, Park HK. Investigation of biochemical property changes in activation-induced CD8+ T cell apoptosis using Raman spectroscopy. JOURNAL OF BIOMEDICAL OPTICS 2015; 20:75001. [PMID: 26140459 DOI: 10.1117/1.jbo.20.7.075001] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2015] [Accepted: 05/28/2015] [Indexed: 06/04/2023]
Abstract
The study was to investigate the changes in biochemical properties of activated mature CD8+ T cells related to apoptosis at a molecular level. We confirmed the activation and apoptosis of CD8+ T cells by fluorescence-activated cell sorting and atomic force microscopy and then performed Raman spectral measurements on activated mature CD8+ T cells and cellular deoxyribose nucleic acid (DNA). In the activated mature CD8+ T cells, there were increases in protein spectra at 1002 and 1234 cm -1 . In particular, to assess the apoptosis-related DNA spectral signatures, we investigated the spectra of the cellular DNA isolated from resting and activated mature CD8+ T cells. Raman spectra at 765 to 786 cm -1 and 1053 to 1087 cm -1 were decreased in activated mature DNA. In addition, we analyzed Raman spectrum using the multivariate statistical method including principal component analysis. Raman spectra of activated mature DNA are especially well-discriminated from those of resting DNA. Our findings regarding the biochemical and structural changes associated with apoptosis in activated mature T cells and cellular DNA according to Raman spectroscopy provide important insights into allospecific immune responses generated after organ transplantation, and may be useful for therapeutic manipulation of the immune response
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Affiliation(s)
- Young Ju Lee
- Kyung Hee University, Department of Biomedical Engineering and Healthcare Industry Research Institute, 1 Hoegi-dong, Dongdaemun-gu, Seoul 130-701, Republic of Korea
| | - Hyung Joon Ahn
- Kyung Hee University, Department of Surgery, School of Medicine, Seoul 130-872, Republic of Korea
| | - Gi-Ja Lee
- Kyung Hee University, Department of Biomedical Engineering and Healthcare Industry Research Institute, 1 Hoegi-dong, Dongdaemun-gu, Seoul 130-701, Republic of KoreacGraduate School Kyung Hee University, Department of Medical Engineering, 1 Hoegi-dong, Don
| | - Gyeong Bok Jung
- Kyung Hee University, Department of Biomedical Engineering and Healthcare Industry Research Institute, 1 Hoegi-dong, Dongdaemun-gu, Seoul 130-701, Republic of Korea
| | - Gihyun Lee
- Kyung Hee University, Department of Physiology, College of Korean Medicine, 1 Hoegi-dong, Dongdaemun-gu, Seoul 130-701, Republic of Korea
| | - Dohyun Kim
- Myongji University, Department of Industrial and Management Engineering, 116 Myongji-ro, Cheoin-gu, Yongin, Gyeonggi 449-72, Republic of Korea
| | - Jae-Ho Shin
- Kyung Hee University, Department of Ophthalmology, School of Medicine, Seoul 130-701, Republic of Korea
| | - Kyung-Hyun Jin
- Kyung Hee University, Department of Ophthalmology, School of Medicine, Seoul 130-701, Republic of Korea
| | - Hun-Kuk Park
- Kyung Hee University, Department of Biomedical Engineering and Healthcare Industry Research Institute, 1 Hoegi-dong, Dongdaemun-gu, Seoul 130-701, Republic of KoreacGraduate School Kyung Hee University, Department of Medical Engineering, 1 Hoegi-dong, Don
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10
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Chen M, McReynolds N, Campbell EC, Mazilu M, Barbosa J, Dholakia K, Powis SJ. The use of wavelength modulated Raman spectroscopy in label-free identification of T lymphocyte subsets, natural killer cells and dendritic cells. PLoS One 2015; 10:e0125158. [PMID: 25992777 PMCID: PMC4439084 DOI: 10.1371/journal.pone.0125158] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2014] [Accepted: 03/20/2015] [Indexed: 12/24/2022] Open
Abstract
Determining the identity of cells of the immune system usually involves destructive fixation and chemical staining, or labeling with fluorescently labeled antibodies recognising specific cell surface markers. Completely label-free identification would be a significant advantage in conditions where untouched cells are a priority. We demonstrate here the use of Wavelength Modulated Raman Spectroscopy, to achieve label-free identification of purified, unfixed and untouched populations of major immune cell subsets isolated from healthy human donors. Using this technique we have been able to distinguish between CD4+ T lymphocytes, CD8+ T lymphocytes and CD56+ Natural Killer cells at specificities of up to 96%. Additionally, we have been able to distinguish between CD303+ plasmacytoid and CD1c+ myeloid dendritic cell subsets, the key initiator and regulatory cells of many immune responses. This demonstrates the ability to identify unperturbed cells of the immune system, and opens novel opportunities to analyse immunological systems and to develop fully label-free diagnostic technologies.
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Affiliation(s)
- Mingzhou Chen
- SUPA, School of Physics and Astronomy, University of St Andrews, Fife, KY16 9SS, United Kingdom
| | - Naomi McReynolds
- SUPA, School of Physics and Astronomy, University of St Andrews, Fife, KY16 9SS, United Kingdom
| | - Elaine C. Campbell
- School of Medicine, University of St Andrews, Fife, KY16 9TF, United Kingdom
| | - Michael Mazilu
- SUPA, School of Physics and Astronomy, University of St Andrews, Fife, KY16 9SS, United Kingdom
| | - João Barbosa
- Instituto de Engenharia Biomedica, 4150–180, Porto, Portugal
| | - Kishan Dholakia
- SUPA, School of Physics and Astronomy, University of St Andrews, Fife, KY16 9SS, United Kingdom
- * E-mail: (KD); (SJP)
| | - Simon J. Powis
- School of Medicine, University of St Andrews, Fife, KY16 9TF, United Kingdom
- * E-mail: (KD); (SJP)
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11
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Lee M, Downes A, Chau YY, Serrels B, Hastie N, Elfick A, Brunton V, Frame M, Serrels A. In vivo imaging of the tumor and its associated microenvironment using combined CARS / 2-photon microscopy. INTRAVITAL 2015; 4:e1055430. [PMID: 28243514 PMCID: PMC5226011 DOI: 10.1080/21659087.2015.1055430] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/06/2015] [Revised: 05/12/2015] [Accepted: 05/20/2015] [Indexed: 12/03/2022]
Abstract
The use of confocal and multi-photon microscopy for intra-vital cancer imaging has impacted on our understanding of cancer cell behavior and interaction with the surrounding tumor microenvironment in vivo. However, many studies to-date rely on the use fluorescent dyes or genetically encoded probes that enable visualization of a structure or cell population of interest, but do not illuminate the complexity of the surrounding tumor microenvironment. Here, we show that multi-modal microscopy combining 2-photon fluorescence with CARS can begin to address this deficit, enabling detailed imaging of the tumor niche without the need for additional labeling. This can be performed on live tumor-bearing animals through optical observation windows, permitting real-time and longitudinal imaging of dynamic processes within the tumor niche.
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Affiliation(s)
- Martin Lee
- Edinburgh Cancer Research Center; Institute of Genetics and Molecular Medicine; University of Edinburgh; Edinburgh, United Kingdom
| | - Andy Downes
- School of Engineering; University of Edinburgh; Edinburgh, United Kingdom
| | - You-Ying Chau
- Medical Research Council Human Genetics Unit; Institute of Genetics and Molecular Medicine; University of Edinburgh; Edinburgh, United Kingdom
| | - Bryan Serrels
- Edinburgh Cancer Research Center; Institute of Genetics and Molecular Medicine; University of Edinburgh; Edinburgh, United Kingdom
| | - Nick Hastie
- Medical Research Council Human Genetics Unit; Institute of Genetics and Molecular Medicine; University of Edinburgh; Edinburgh, United Kingdom
| | - Alistair Elfick
- School of Engineering; University of Edinburgh; Edinburgh, United Kingdom
| | - Valerie Brunton
- Edinburgh Cancer Research Center; Institute of Genetics and Molecular Medicine; University of Edinburgh; Edinburgh, United Kingdom
| | - Margaret Frame
- Edinburgh Cancer Research Center; Institute of Genetics and Molecular Medicine; University of Edinburgh; Edinburgh, United Kingdom
| | - Alan Serrels
- Edinburgh Cancer Research Center; Institute of Genetics and Molecular Medicine; University of Edinburgh; Edinburgh, United Kingdom
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12
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Ramoji A, Neugebauer U, Bocklitz T, Foerster M, Kiehntopf M, Bauer M, Popp J. Toward a spectroscopic hemogram: Raman spectroscopic differentiation of the two most abundant leukocytes from peripheral blood. Anal Chem 2012; 84:5335-42. [PMID: 22721427 DOI: 10.1021/ac3007363] [Citation(s) in RCA: 83] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The first response to infection in the blood is mediated by leukocytes. As a result crucial information can be gained from a hemogram. Conventional methods such as blood smears and automated sorting procedures are not capable of recording detailed biochemical information of the different leukocytes. In this study, Raman spectroscopy has been applied to investigate the differences between the leukocyte subtypes which have been obtained from healthy donors. Raman imaging was able to visualize the same morphological features as standard staining methods without the need of any label. Unsupervised statistical methods such as principal component analysis and hierarchical cluster analysis were able to separate Raman spectra of the two most abundant leukocytes, the neutrophils and lymphocytes (with a special focus on CD4(+) T-lymphocytes). For the same cells a classification model was built to allow an automated Raman-based differentiation of the cell type in the future. The classification model could achieve an accuracy of 94% in the validation step and could predict the identity of unknown cells from a completely different donor with an accuracy of 81% when using single spectra and with an accuracy of 97% when using the majority vote from all individual spectra of the cell. This marks a promising step toward automated Raman spectroscopic blood analysis which holds the potential not only to assign the numbers of the cells but also to yield important biochemical information.
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Affiliation(s)
- Anuradha Ramoji
- Center for Sepsis Control and Care, Jena University Hospital, Jena, Germany
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