1
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Poorna R, Chen WW, Qiu P, Cicerone MT. Toward Gene-Correlated Spatially Resolved Metabolomics with Fingerprint Coherent Raman Imaging. J Phys Chem B 2023; 127:5576-5587. [PMID: 37311254 PMCID: PMC10316396 DOI: 10.1021/acs.jpcb.3c01446] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Revised: 05/30/2023] [Indexed: 06/15/2023]
Abstract
Raman spectroscopy has long been known to provide sufficient information to discriminate distinct cell phenotypes. Underlying this discriminating capability is that Raman spectra provide an overall readout of the metabolic profiles that change with transcriptomic activity. Robustly associating Raman spectral changes with the regulation of specific signaling pathways may be possible, but the spectral signals of interest may be weak and vary somewhat among individuals. Establishing a Raman-to-transcriptome mapping will thus require tightly controlled and easily manipulated biological systems and high-throughput spectral acquisition. We attempt to meet these requirements using broadband coherent anti-Stokes Raman scattering (BCARS) microscopy to spatio-spectrally map the C. elegans hermaphrodite gonad in vivo at subcellular resolution. The C. elegans hermaphrodite gonad is an ideal model system with a sequential, continuous process of highly regulated spatiotemporal cellular events. We demonstrate that the BCARS spatio-spectral signatures correlate with gene expression profiles in the gonad, evincing that BCARS has potential as a spatially resolved omics surrogate.
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Affiliation(s)
- Rajas Poorna
- Department
of Chemical and Biomolecular Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Wei-Wen Chen
- Department
of Chemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Peng Qiu
- Department
of Biomedical Engineering, Georgia Institute
of Technology, Atlanta, Georgia 30332, United States
| | - Marcus T. Cicerone
- Department
of Chemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
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2
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Zhang Y, Li J, Gao Y, Wu F, Hong Y, Shen L, Lin X. Improvements on multiple direct compaction properties of three powders prepared from Puerariae Lobatae Radix using surface and texture modification: comparison of microcrystalline cellulose and two nano-silicas. Int J Pharm 2022; 622:121837. [PMID: 35597395 DOI: 10.1016/j.ijpharm.2022.121837] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 04/24/2022] [Accepted: 05/14/2022] [Indexed: 01/01/2023]
Abstract
It has been reported that hydrophilic nano-silica (N) markedly improved direct compaction (DC) properties of Zingiberis Rhizoma alcoholic extract. This study aims to examine the broader scope and generality of the previous work by investigating (i) three powders, i.e., the directly pulverized product, ethanol extract, and water extract prepared from the same medicinal herb-Puerariae Lobatae Radix (named DP, EE, and WE) and (ii) the effects on their DC properties of co-processing with N, hydrophobic nano-silica (BN), or microcrystalline cellulose (C). Unexpectedly, C provided the best improvement on tabletability for WE, while N for both DP and EE. More importantly, only N could move all parent powders to a regime suitable for DC, and BN rather than C enabled parent WE to be directly compressed. Typically, 6/9 N-modified powders simultaneously met the requirements of DC on bulk density, flowability, and tablet tensile strength (σt). Principal component analysis indicated that DC properties were mainly governed by flowability and texture properties. The partial least-squares regression model revealed that flowability, texture parameters, and deformation behavior of powders were dominating factors impacting tablet σt and solid fraction. Overall, the findings are promising for the manufacture of high drug loading tablets of herbs by DC.
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Affiliation(s)
- Yue Zhang
- College of Chinese Materia Medica, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, PR China; Engineering Research Center of Modern Preparation Technology of TCM of Ministry of Education, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, PR China
| | - Jinzhi Li
- College of Chinese Materia Medica, Zhejiang Pharmaceutical College, Ningbo 315100, PR China
| | - Yating Gao
- College of Chinese Materia Medica, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, PR China
| | - Fei Wu
- Engineering Research Center of Modern Preparation Technology of TCM of Ministry of Education, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, PR China
| | - Yanlong Hong
- Shanghai Innovation Center of Traditional Chinese Medicine Health Service, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, PR China.
| | - Lan Shen
- College of Chinese Materia Medica, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, PR China
| | - Xiao Lin
- College of Chinese Materia Medica, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, PR China; Engineering Research Center of Modern Preparation Technology of TCM of Ministry of Education, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, PR China.
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3
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Geng J, Zhang W, Chen C, Zhang H, Zhou A, Huang Y. Tracking the Differentiation Status of Human Neural Stem Cells through Label-Free Raman Spectroscopy and Machine Learning-Based Analysis. Anal Chem 2021; 93:10453-10461. [PMID: 34282890 DOI: 10.1021/acs.analchem.0c04941] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
The ability to noninvasively monitor stem cells' differentiation is important to stem cell studies. Raman spectroscopy is a non-harmful imaging approach that acquires the cellular biochemical signatures. Herein, we report the first use of label-free Raman spectroscopy to characterize the gradual change during the differentiation process of live human neural stem cells (NSCs) in the in vitro cultures. Raman spectra of 600-1800 cm-1 were measured with human NSC cultures from the undifferentiated stage (NSC-predominant) to the highly differentiated one (neuron-predominant) and subsequently analyzed using various mathematical methods. Hierarchical cluster analysis distinguished two cell types (NSCs and neurons) through the spectra. The subsequently derived differentiation rate matched that measured by immunocytochemistry. The key spectral biomarkers were identified by time-dependent trend analysis and principal component analysis. Furthermore, through machine learning-based analysis, a set of eight spectral data points were found to be highly accurate in classifying cell types and predicting the differentiation rate. The predictive accuracy was the highest using the artificial neural network (ANN) and slightly lowered using the logistic regression model and linear discriminant analysis. In conclusion, label-free Raman spectroscopy with the aid of machine learning analysis can provide the noninvasive classification of cell types at the single-cell level and thus accurately track the human NSC differentiation. A set of eight spectral data points combined with the ANN method were found to be the most efficient and accurate. Establishing this non-harmful and efficient strategy will shed light on the in vivo and clinical studies of NSCs.
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Affiliation(s)
- Junnan Geng
- Department of Biological Engineering, Utah State University, 4105 Old Main Hill, ENGR 402, Logan, Utah 84322, United States
| | - Wei Zhang
- Department of Biological Engineering, Utah State University, 4105 Old Main Hill, ENGR 402, Logan, Utah 84322, United States
| | - Cheng Chen
- Department of Biological Engineering, Utah State University, 4105 Old Main Hill, ENGR 402, Logan, Utah 84322, United States
| | - Han Zhang
- Department of Biological Engineering, Utah State University, 4105 Old Main Hill, ENGR 402, Logan, Utah 84322, United States
| | - Anhong Zhou
- Department of Biological Engineering, Utah State University, 4105 Old Main Hill, ENGR 402, Logan, Utah 84322, United States
| | - Yu Huang
- Department of Biological Engineering, Utah State University, 4105 Old Main Hill, ENGR 402, Logan, Utah 84322, United States
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4
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Pruss A, Kwiatkowski P, Łopusiewicz Ł, Masiuk H, Sobolewski P, Fijałkowski K, Sienkiewicz M, Smolak A, Giedrys-Kalemba S, Dołęgowska B. Evaluation of Chemical Changes in Laboratory-Induced Colistin-Resistant Klebsiella pneumoniae. Int J Mol Sci 2021; 22:ijms22137104. [PMID: 34281159 PMCID: PMC8268070 DOI: 10.3390/ijms22137104] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Revised: 06/25/2021] [Accepted: 06/29/2021] [Indexed: 12/03/2022] Open
Abstract
This study evaluates the electrical potential and chemical alterations in laboratory-induced colistin-resistant Klebsiella pneumoniae, as compared to the susceptible strain using spectroscopic analyses. The minimal inhibitory concentration (MIC) of colistin, ζ-potential and chemical composition analysis of K. pneumoniae strains are determined. The results obtained for the K. pneumoniaeCol-R with induced high-level colistin resistance (MIC = 16.0 ± 0.0 mg/L) are compared with the K. pneumoniaeCol-S strain susceptible to colistin (MIC = 0.25 ± 0.0 mg/L). Fourier transform infrared (FTIR) and Raman spectroscopic studies revealed differences in bacterial cell wall structures and lipopolysaccharide (LPS) of K. pneumoniaeCol-R and K. pneumoniaeCol-S strains. In the beginning, we assumed that the obtained results could relate to a negative charge of the bacterial surface and different electrostatic interactions with cationic antibiotic molecules, reducing the affinity of colistin and leading to its lower penetration into K. pneumoniaeCol-R cell. However, no significant differences in the ζ-potential between the K. pneumoniaeCol-R and K. pneumoniaeCol-S strains are noticed. In conclusion, this mechanism is most probably associated with recognisable changes in the chemical composition of the K. pneumoniaeCol-R cell wall (especially in LPS) when compared to the susceptible strain.
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Affiliation(s)
- Agata Pruss
- Department of Laboratory Medicine, Chair of Microbiology, Immunology and Laboratory Medicine, Pomeranian Medical University in Szczecin, Powstańców Wielkopolskich 72, 70-111 Szczecin, Poland; (A.P.); (B.D.)
| | - Paweł Kwiatkowski
- Department of Diagnostic Immunology, Chair of Microbiology, Immunology and Laboratory Medicine, Pomeranian Medical University in Szczecin, Powstańców Wielkopolskich 72, 70-111 Szczecin, Poland
- Correspondence: ; Tel.: +48-91-466-1659
| | - Łukasz Łopusiewicz
- Center of Bioimmobilisation and Innovative Packaging Materials, Faculty of Food Sciences and Fisheries, West Pomeranian University of Technology Szczecin, Janickiego 35, 71-270 Szczecin, Poland;
| | - Helena Masiuk
- Department of Medical Microbiology, Chair of Microbiology, Immunology and Laboratory Medicine, Pomeranian Medical University in Szczecin, Powstańców Wielkopolskich 72, 70-111 Szczecin, Poland; (H.M.); (S.G.-K.)
| | - Peter Sobolewski
- Department of Polymer and Biomaterials Science, Faculty of Chemical Technology and Engineering, West Pomeranian University of Technology Szczecin, Piastów 45, 70-311 Szczecin, Poland;
| | - Karol Fijałkowski
- Department of Microbiology and Biotechnology, West Pomeranian University of Technology Szczecin, Piastów 45, 70-311 Szczecin, Poland;
| | - Monika Sienkiewicz
- Department of Allergology and Respiratory Rehabilitation, Medical University of Łódź, Żeligowskiego 7/9, 90-752 Łódź, Poland;
| | - Adam Smolak
- Microbiological Laboratory, Independent Public Clinical Hospital No. 1 in Szczecin, Unii Lubelskiej 1, 71-252 Szczecin, Poland;
| | - Stefania Giedrys-Kalemba
- Department of Medical Microbiology, Chair of Microbiology, Immunology and Laboratory Medicine, Pomeranian Medical University in Szczecin, Powstańców Wielkopolskich 72, 70-111 Szczecin, Poland; (H.M.); (S.G.-K.)
| | - Barbara Dołęgowska
- Department of Laboratory Medicine, Chair of Microbiology, Immunology and Laboratory Medicine, Pomeranian Medical University in Szczecin, Powstańców Wielkopolskich 72, 70-111 Szczecin, Poland; (A.P.); (B.D.)
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5
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Vibrational Spectroscopy for In Vitro Monitoring Stem Cell Differentiation. Molecules 2020; 25:molecules25235554. [PMID: 33256146 PMCID: PMC7729886 DOI: 10.3390/molecules25235554] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2020] [Revised: 11/21/2020] [Accepted: 11/23/2020] [Indexed: 12/12/2022] Open
Abstract
Stem cell technology has attracted considerable attention over recent decades due to its enormous potential in regenerative medicine and disease therapeutics. Studying the underlying mechanisms of stem cell differentiation and tissue generation is critical, and robust methodologies and different technologies are required. Towards establishing improved understanding and optimised triggering and control of differentiation processes, analytical techniques such as flow cytometry, immunohistochemistry, reverse transcription polymerase chain reaction, RNA in situ hybridisation analysis, and fluorescence-activated cell sorting have contributed much. However, progress in the field remains limited because such techniques provide only limited information, as they are only able to address specific, selected aspects of the process, and/or cannot visualise the process at the subcellular level. Additionally, many current analytical techniques involve the disruption of the investigation process (tissue sectioning, immunostaining) and cannot monitor the cellular differentiation process in situ, in real-time. Vibrational spectroscopy, as a label-free, non-invasive and non-destructive analytical technique, appears to be a promising candidate to potentially overcome many of these limitations as it can provide detailed biochemical fingerprint information for analysis of cells, tissues, and body fluids. The technique has been widely used in disease diagnosis and increasingly in stem cell technology. In this work, the efforts regarding the use of vibrational spectroscopy to identify mechanisms of stem cell differentiation at a single cell and tissue level are summarised. Both infrared absorption and Raman spectroscopic investigations are explored, and the relative merits, and future perspectives of the techniques are discussed.
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6
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Rangan S, Schulze HG, Vardaki MZ, Blades MW, Piret JM, Turner RFB. Applications of Raman spectroscopy in the development of cell therapies: state of the art and future perspectives. Analyst 2020; 145:2070-2105. [DOI: 10.1039/c9an01811e] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
This comprehensive review article discusses current and future perspectives of Raman spectroscopy-based analyses of cell therapy processes and products.
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Affiliation(s)
- Shreyas Rangan
- Michael Smith Laboratories
- The University of British Columbia
- Vancouver
- Canada
- School of Biomedical Engineering
| | - H. Georg Schulze
- Michael Smith Laboratories
- The University of British Columbia
- Vancouver
- Canada
| | - Martha Z. Vardaki
- Michael Smith Laboratories
- The University of British Columbia
- Vancouver
- Canada
| | - Michael W. Blades
- Department of Chemistry
- The University of British Columbia
- Vancouver
- Canada
| | - James M. Piret
- Michael Smith Laboratories
- The University of British Columbia
- Vancouver
- Canada
- School of Biomedical Engineering
| | - Robin F. B. Turner
- Michael Smith Laboratories
- The University of British Columbia
- Vancouver
- Canada
- Department of Chemistry
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7
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Shimada R, Nakamura T, Ozawa T. Parallelized shifted-excitation Raman difference spectroscopy for fluorescence rejection in a temporary varying system. JOURNAL OF BIOPHOTONICS 2019; 12:e201960028. [PMID: 31407507 PMCID: PMC7065630 DOI: 10.1002/jbio.201960028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/04/2019] [Revised: 08/06/2019] [Accepted: 08/08/2019] [Indexed: 05/10/2023]
Abstract
A fluorescence background is one of the common interference factors of the Raman spectroscopic analysis in the biology field. Shifted-excitation Raman difference spectroscopy (SERDS), in which a slow (typically 1 Hz) modulation to excitation wavelength is coupled with a sequential acquisition of alternating shifted-excitation spectra, has been used to separate Raman scattering from excitation-shift insensitive background. This sequential method is susceptible to spectral change and thus is limited only to stable samples. We incorporated a fast laser modulation (200 Hz) and a mechanical streak camera into SERDS to effectively parallelize the SERDS measurement in a single exposure. The developed system expands the scope of SERDS to include temporary varying system. The proof of concept is demonstrated using highly fluorescent samples, including living algae. Quantitative performance in fluorescence rejection and the robustness of the method to the dynamic spectral change during the measurement are manifested.
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Affiliation(s)
- Rintaro Shimada
- Department of Chemistry, Graduate School of ScienceThe University of TokyoTokyoJapan
| | - Takashi Nakamura
- Department of Chemistry, Graduate School of ScienceThe University of TokyoTokyoJapan
| | - Takeaki Ozawa
- Department of Chemistry, Graduate School of ScienceThe University of TokyoTokyoJapan
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8
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Pavillon N, Smith NI. Immune cell type, cell activation, and single cell heterogeneity revealed by label-free optical methods. Sci Rep 2019; 9:17054. [PMID: 31745140 PMCID: PMC6864054 DOI: 10.1038/s41598-019-53428-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2019] [Accepted: 10/31/2019] [Indexed: 01/06/2023] Open
Abstract
Measurement techniques that allow the global analysis of cellular responses while retaining single-cell sensitivity are increasingly needed in order to understand complex and dynamic biological processes. In this context, compromises between sensitivity, degree of multiplexing, throughput, and invasiveness are often unavoidable. We present here a noninvasive optical approach that can retrieve quantitative biomarkers of both morphological and molecular phenotypes of individual cells, based on a combination of quantitative phase imaging and Raman spectroscopy measurements. We then develop generalized statistical tools to assess the influence of both controlled (cell sub-populations, immune stimulation) and uncontrolled (culturing conditions, animal variations, etc.) experimental parameters on the label-free biomarkers. These indicators can detect different macrophage cell sub-populations originating from different progenitors as well as their activation state, and how these changes are related to specific differences in morphology and molecular content. The molecular indicators also display further sensitivity that allow identification of other experimental conditions, such as differences between cells originating from different animals, allowing the detection of outlier behaviour from given cell sub-populations.
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Affiliation(s)
- Nicolas Pavillon
- Biophotonics Laboratory, Immunology Frontier Research Center (IFReC), Osaka University, Yamadaoka 3-1, 565-0871, Suita, Osaka, Japan.
| | - Nicholas I Smith
- Biophotonics Laboratory, Immunology Frontier Research Center (IFReC), Osaka University, Yamadaoka 3-1, 565-0871, Suita, Osaka, Japan.
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9
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Sinica A, Brožáková K, Brůha T, Votruba J. Raman spectroscopic discrimination of normal and cancerous lung tissues. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2019; 219:257-266. [PMID: 31048255 DOI: 10.1016/j.saa.2019.04.055] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2017] [Revised: 05/20/2018] [Accepted: 04/19/2019] [Indexed: 06/09/2023]
Abstract
Raman spectroscopy is non-destructive method that allows monitoring of biological tissues with minimal intervention. FT-Raman (λex 1064 nm) and NIR-Vis-Raman (λex 785 nm) spectroscopic measurements were used in ex vivo analysis of normal, non-cancerous abnormal and cancerous lung tissues. Spectroscopic discrimination of the lung tissue samples was made by the use of the ratio of characteristic bands and multivariate statistical methods (PCA, LDA). The combination of Raman spectroscopy and multivariate statistics may have a diagnostic potential for recognizing of cancer lesions in lung.
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Affiliation(s)
- Alla Sinica
- Department of Analytical Chemistry, University of Chemistry and Technology in Prague, Technická 5, 166 28 Prague 6, Czech Republic.
| | - Kateřina Brožáková
- Department of Analytical Chemistry, University of Chemistry and Technology in Prague, Technická 5, 166 28 Prague 6, Czech Republic
| | - Tomáš Brůha
- 1st Pulmonary Clinic, Charles University Prague, 1st Faculty of Medicine, Charles University in Prague, General University Hospital in Prague, U Nemocnice 2, 128 00 Prague 2, Czech Republic
| | - Jiří Votruba
- 1st Pulmonary Clinic, Charles University Prague, 1st Faculty of Medicine, Charles University in Prague, General University Hospital in Prague, U Nemocnice 2, 128 00 Prague 2, Czech Republic
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10
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Recent developments in spontaneous Raman imaging of living biological cells. Curr Opin Chem Biol 2019; 51:138-145. [DOI: 10.1016/j.cbpa.2019.06.004] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2018] [Revised: 05/31/2019] [Accepted: 06/03/2019] [Indexed: 01/28/2023]
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11
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Full-Scale Label-Free Surface-Enhanced Raman Scattering Analysis of Mouse Brain Using a Black Phosphorus-Based Two-Dimensional Nanoprobe. APPLIED SCIENCES-BASEL 2019. [DOI: 10.3390/app9030398] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The brain takes the vital role in human physiological and psychological activities. The precise understanding of the structure of the brain can supply the material basis for the psychological behavior and cognitive ability of human beings. In this study, a fast molecular fingerprint analysis of mouse brain tissue was performed using surface-enhanced Raman scattering (SERS) spectroscopy. A nanohybrid consisting of flake-like black phosphorus (BP) and Au nanoparticles (BP-AuNSs) served as the novel SERS substrate for the spectral analysis of brain tissue. BP-AuNSs exhibited outstanding SERS activity compared to the traditional citrate-stabilized Au nanoparticles, which could be largely ascribed to the plentiful hot spots formed in the BP nanosheet. Rapid, full-scale and label-free SERS imaging of mouse brain tissue was then realized with a scanning speed of 56 ms per pixel. Fine textures and clear contour were observed in the SERS images of brain tissue, which could be well in accordance with the classical histological analysis; however, it could avoid the disadvantages in the processing procedure of tissue section. Additionally, the SERS spectra illustrated plentiful biochemical fingerprint of brain tissue, which indicated the molecular composition of various encephalic regions. The SERS difference spectrum of the left versus right hemisphere revealed the biochemical difference between the two hemispheres, which helped to uncover the psychological and cognitive models of the left and right hemispheres.
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12
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Rastogi SK, Kalmykov A, Johnson N, Cohen-Karni T. Bioelectronics with nanocarbons. J Mater Chem B 2018; 6:7159-7178. [PMID: 32254631 DOI: 10.1039/c8tb01600c] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Characterizing the electrical activity of cardiomyocytes and neurons is crucial in understanding the complex processes in the heart and brain tissues, both in healthy and diseased states. Micro- and nanotechnologies have significantly improved the electrophysiological investigation of cellular networks. Carbon-based nanomaterials or nanocarbons, such as carbon nanotubes (CNTs), nanodiamonds (NDs) and graphene are promising building blocks for bioelectronics platforms owing to their outstanding chemical and physical properties. In this review, we discuss the various bioelectronics applications of nanocarbons and their derivatives. Furthermore, we touch upon the challenges that remain in the field and describe the emergence of carbon-based hybrid-nanomaterials that will potentially address those limitations, thus improving the capabilities to investigate the electrophysiology of excitable cells, both as a network and at the single cell level.
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Affiliation(s)
- Sahil Kumar Rastogi
- Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213, USA.
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13
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Nanobiosensing Platforms for Real-Time and Non-Invasive Monitoring of Stem Cell Pluripotency and Differentiation. SENSORS 2018; 18:s18092755. [PMID: 30134637 PMCID: PMC6163950 DOI: 10.3390/s18092755] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/13/2018] [Revised: 08/17/2018] [Accepted: 08/17/2018] [Indexed: 01/05/2023]
Abstract
Breakthroughs in the biomedical and regenerative therapy fields have led to the influential ability of stem cells to differentiate into specific types of cells that enable the replacement of injured tissues/organs in the human body. Non-destructive identification of stem cell differentiation is highly necessary to avoid losses of differentiated cells, because most of the techniques generally used as confirmation tools for the successful differentiation of stem cells can result in valuable cells becoming irrecoverable. Regarding this issue, recent studies reported that both Raman spectroscopy and electrochemical sensing possess excellent characteristics for monitoring the behavior of stem cells, including differentiation. In this review, we focus on numerous studies that have investigated the detection of stem cell pluripotency and differentiation in non-invasive and non-destructive manner, mainly by using the Raman and electrochemical methods. Through this review, we present information that could provide scientific or technical motivation to employ or further develop these two techniques for stem cell research and its application.
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14
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Graphene Microelectrode Arrays for Electrical and Optical Measurements of Human Stem Cell-Derived Cardiomyocytes. Cell Mol Bioeng 2018; 11:407-418. [PMID: 31719891 DOI: 10.1007/s12195-018-0525-z] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2018] [Accepted: 04/26/2018] [Indexed: 12/17/2022] Open
Abstract
Introduction Cell-cell communication plays a pivotal role in biological systems' coordination and function. Electrical properties have been linked to specification and differentiation of stem cells into targeted progeny, such as neurons and cardiomyocytes. Currently, there is a critical need in developing new ways to complement fluorescent indicators, such as Ca2+-sensitive dyes, for direct electrophysiological measurements of cells and tissue. Here, we report a unique transparent and biocompatible graphene-based electrical platform that enables electrical and optical investigation of human embryonic stem cell-derived cardiomyocytes' (hESC-CMs) intracellular processes and intercellular communication. Methods Graphene, a honeycomb sp2 hybridized two-dimensional carbon lattice, was synthesized using low pressure chemical vapor deposition system, and was tested for biocompatibility. Au and graphene microelectrode arrays (MEAs) were fabricated using well-established microfabrication methods. Au and graphene MEAs were interfaced with hESC-CMs to perform both optical and electrical recordings. Results Optical imaging and Raman spectroscopy confirmed the presence of monolayer graphene. Viability assay showed biocompatibility of graphene. Electrochemical characterization proved graphene's functional activity. Nitric acid treatment further enhanced the electrochemical properties of graphene. Graphene electrodes' transparency enabled both optical and electrical recordings from hESC-CMs. Graphene MEA detected changes in beating frequency and field potential duration upon β-adrenergic receptor agonist treatment. Conclusion The transparent graphene platform enables the investigation of both intracellular and intercellular communication processes and will create new avenues for bidirectional communication (sensing and stimulation) with electrically active tissues and will set the ground for investigations reported diseases such as Alzheimer, Parkinson's disease and arrhythmias.
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15
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Boitor R, Sinjab F, Strohbuecker S, Sottile V, Notingher I. Towards quantitative molecular mapping of cells by Raman microscopy: using AFM for decoupling molecular concentration and cell topography. Faraday Discuss 2018; 187:199-212. [PMID: 27023675 DOI: 10.1039/c5fd00172b] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
Raman micro-spectroscopy (RMS) is a non-invasive technique for imaging live cells in vitro. However, obtaining quantitative molecular information from Raman spectra is difficult because the intensity of a Raman band is proportional to the number of molecules in the sampled volume, which depends on the local molecular concentration and the thickness of the cell. In order to understand these effects, we combined RMS with atomic force microscopy (AFM), a technique that can measure accurately the thickness profile of the cells. Solution-based calibration models for RNA and albumin were developed to create quantitative maps of RNA and proteins in individual fixed cells. The maps were built by applying the solution-based calibration models, based on partial least squares fitting (PLS), on raster-scan Raman maps, after accounting for the local cell height obtained from the AFM. We found that concentrations of RNA in the cytoplasm of mouse neuroprogenitor stem cells (NSCs) were as high as 25 ± 6 mg ml(-1), while proteins were distributed more uniformly and reached concentrations as high as ∼50 ± 12 mg ml(-1). The combined AFM-Raman datasets from fixed cells were also used to investigate potential improvements for normalization of Raman spectral maps. For all Raman maps of fixed cells (n = 10), we found a linear relationship between the scores corresponding to the first component (PC1) and the cell height profile obtained by AFM. We used PC1 scores to reconstruct the relative height profiles of independent cells (n = 10), and obtained correlation coefficients with AFM maps higher than 0.99. Using this normalization method, qualitative maps of RNA and protein were used to obtain concentrations for live NSCs. While this study demonstrates the potential of using AFM and RMS for measuring concentration maps for individual NSCs in vitro, further studies are required to establish the robustness of the normalization method based on principal component analysis when comparing Raman spectra of cells with large morphological differences.
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Affiliation(s)
- Radu Boitor
- School of Physics and Astronomy, University of Nottingham, University Park, Nottingham NG7 2RD, UK.
| | - Faris Sinjab
- School of Physics and Astronomy, University of Nottingham, University Park, Nottingham NG7 2RD, UK.
| | - Stephanie Strohbuecker
- Wolfson STEM Centre, School of Medicine, University of Nottingham, University Park, Nottingham NG7 2RD, UK
| | - Virginie Sottile
- Wolfson STEM Centre, School of Medicine, University of Nottingham, University Park, Nottingham NG7 2RD, UK
| | - Ioan Notingher
- School of Physics and Astronomy, University of Nottingham, University Park, Nottingham NG7 2RD, UK.
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16
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Sinjab F, Sicilia G, Shipp DW, Marlow M, Notingher I. Label-Free Raman Hyperspectral Imaging of Single Cells Cultured on Polymer Substrates. APPLIED SPECTROSCOPY 2017; 71:2595-2607. [PMID: 28828895 PMCID: PMC5703035 DOI: 10.1177/0003702817715042] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Revised: 03/15/2017] [Accepted: 05/10/2017] [Indexed: 05/20/2023]
Abstract
While Raman hyperspectral imaging has been widely used for label-free mapping of biomolecules in cells, these measurements require the cells to be cultured on weakly Raman scattering substrates. However, many applications in biological sciences and engineering require the cells to be cultured on polymer substrates that often generate large Raman scattering signals. Here, we discuss the theoretical limits of the signal-to-noise ratio in the Raman spectra of cells in the presence of polymer signals and how optical aberrations may affect these measurements. We show that Raman spectra of cells cultured on polymer substrates can be obtained using automatic subtraction of the polymer signals and demonstrate the capabilities of these methods in two important applications: tissue engineering and in vitro toxicology screening of drugs. Apart from their scientific and technological importance, these applications are examples of the two most common measurement configurations: (1) cells cultured on an optically thick polymer substrate measured using an immersion/dipping objective; and (2) cells cultured on a transparent polymer substrate and measured using an inverted optical microscope. In these examples, we show that Raman hyperspectral data sets with sufficient quality can be successfully acquired to map the distribution of common biomolecules in cells, such as nucleic acids, proteins, and lipids, as well as detecting the early stages of apoptosis. We also discuss strategies for further improvements that could expand the application of Raman hyperspectral imaging on polymer substrates even further in biomedical sciences and engineering.
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Affiliation(s)
- Faris Sinjab
- School of Physics and Astronomy, University of Nottingham, Nottingham, UK
- Faris Sinjab, University of Nottingham, University Park, University of Nottingham, Nottingham, Nottinghamshire NG7 2RD, UK. Ioan Notingher
| | | | - Dustin W. Shipp
- School of Physics and Astronomy, University of Nottingham, Nottingham, UK
| | - Maria Marlow
- School of Pharmacy, University of Nottingham, Nottingham, UK
| | - Ioan Notingher
- School of Physics and Astronomy, University of Nottingham, Nottingham, UK
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17
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Shen N, Knopf A, Westendorf C, Kraushaar U, Riedl J, Bauer H, Pöschel S, Layland SL, Holeiter M, Knolle S, Brauchle E, Nsair A, Hinderer S, Schenke-Layland K. Steps toward Maturation of Embryonic Stem Cell-Derived Cardiomyocytes by Defined Physical Signals. Stem Cell Reports 2017; 9:122-135. [PMID: 28528699 PMCID: PMC5511039 DOI: 10.1016/j.stemcr.2017.04.021] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2016] [Revised: 04/19/2017] [Accepted: 04/20/2017] [Indexed: 01/18/2023] Open
Abstract
Cardiovascular disease remains a leading cause of mortality and morbidity worldwide. Embryonic stem cell-derived cardiomyocytes (ESC-CMs) may offer significant advances in creating in vitro cardiac tissues for disease modeling, drug testing, and elucidating developmental processes; however, the induction of ESCs to a more adult-like CM phenotype remains challenging. In this study, we developed a bioreactor system to employ pulsatile flow (1.48 mL/min), cyclic strain (5%), and extended culture time to improve the maturation of murine and human ESC-CMs. Dynamically-cultured ESC-CMs showed an increased expression of cardiac-associated proteins and genes, cardiac ion channel genes, as well as increased SERCA activity and a Raman fingerprint with the presence of maturation-associated peaks similar to primary CMs. We present a bioreactor platform that can serve as a foundation for the development of human-based cardiac in vitro models to verify drug candidates, and facilitates the study of cardiovascular development and disease. Custom-made bioreactor exposes ESC-CMs to defined shear stress and cyclic stretch Physical signals and extended culture significantly improve maturation of ESC-CMs Biochemical fingerprint of dynamically cultured ESC-CMs is similar to primary CMs
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Affiliation(s)
- Nian Shen
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Stuttgart 70569, Germany; Department of Women's Health, Research Institute of Women's Health, University Hospital of the Eberhard Karls University Tübingen, Tübingen 72076, Germany
| | - Anne Knopf
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Stuttgart 70569, Germany; Department of Women's Health, Research Institute of Women's Health, University Hospital of the Eberhard Karls University Tübingen, Tübingen 72076, Germany
| | - Claas Westendorf
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Stuttgart 70569, Germany
| | - Udo Kraushaar
- Department of Cell Biology, Electrophysiology, Natural and Medical Sciences Institute, University of Tübingen, Reutlingen 72770, Germany
| | - Julia Riedl
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Stuttgart 70569, Germany; Department of Women's Health, Research Institute of Women's Health, University Hospital of the Eberhard Karls University Tübingen, Tübingen 72076, Germany
| | - Hannah Bauer
- Department of Women's Health, Research Institute of Women's Health, University Hospital of the Eberhard Karls University Tübingen, Tübingen 72076, Germany
| | - Simone Pöschel
- Department of Women's Health, Research Institute of Women's Health, University Hospital of the Eberhard Karls University Tübingen, Tübingen 72076, Germany
| | - Shannon Lee Layland
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Stuttgart 70569, Germany; Department of Women's Health, Research Institute of Women's Health, University Hospital of the Eberhard Karls University Tübingen, Tübingen 72076, Germany
| | - Monika Holeiter
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Stuttgart 70569, Germany; Department of Women's Health, Research Institute of Women's Health, University Hospital of the Eberhard Karls University Tübingen, Tübingen 72076, Germany
| | - Stefan Knolle
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Stuttgart 70569, Germany; Department of Cell Biology, Electrophysiology, Natural and Medical Sciences Institute, University of Tübingen, Reutlingen 72770, Germany
| | - Eva Brauchle
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Stuttgart 70569, Germany; Department of Women's Health, Research Institute of Women's Health, University Hospital of the Eberhard Karls University Tübingen, Tübingen 72076, Germany
| | - Ali Nsair
- Department of Medicine/Cardiology, Cardiovascular Research Laboratories (CVRL), David Geffen School of Medicine, University of California Los Angeles (UCLA), Los Angeles, CA 90095, USA; Broad Stem Cell Research Center, David School of Medicine at UCLA, Los Angeles, CA 90095, USA
| | - Svenja Hinderer
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Stuttgart 70569, Germany; Department of Women's Health, Research Institute of Women's Health, University Hospital of the Eberhard Karls University Tübingen, Tübingen 72076, Germany
| | - Katja Schenke-Layland
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Stuttgart 70569, Germany; Department of Women's Health, Research Institute of Women's Health, University Hospital of the Eberhard Karls University Tübingen, Tübingen 72076, Germany; Department of Medicine/Cardiology, Cardiovascular Research Laboratories (CVRL), David Geffen School of Medicine, University of California Los Angeles (UCLA), Los Angeles, CA 90095, USA.
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18
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Gaifulina R, Maher AT, Kendall C, Nelson J, Rodriguez-Justo M, Lau K, Thomas GM. Label-free Raman spectroscopic imaging to extract morphological and chemical information from a formalin-fixed, paraffin-embedded rat colon tissue section. Int J Exp Pathol 2016; 97:337-350. [PMID: 27581376 PMCID: PMC5061758 DOI: 10.1111/iep.12194] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2016] [Accepted: 05/04/2016] [Indexed: 12/19/2022] Open
Abstract
Animal models and archived human biobank tissues are useful resources for research in disease development, diagnostics and therapeutics. For the preservation of microscopic anatomical features and to facilitate long-term storage, a majority of tissue samples are denatured by the chemical treatments required for fixation, paraffin embedding and subsequent deparaffinization. These aggressive chemical processes are thought to modify the biochemical composition of the sample and potentially compromise reliable spectroscopic examination useful for the diagnosis or biomarking. As a result, spectroscopy is often conducted on fresh/frozen samples. In this study, we provide an extensive characterization of the biochemical signals remaining in processed samples (formalin fixation and paraffin embedding, FFPE) and especially those originating from the anatomical layers of a healthy rat colon. The application of chemometric analytical methods (unsupervised and supervised) was shown to eliminate the need for tissue staining and easily revealed microscopic features consistent with goblet cells and the dense populations of cells within the mucosa, principally via strong nucleic acid signals. We were also able to identify the collagenous submucosa- and serosa- as well as the muscle-associated signals from the muscular regions and blood vessels. Applying linear regression analysis to the data, we were able to corroborate this initial assignment of cell and tissue types by confirming the biological origin of each layer by reference to a subset of authentic biomolecular standards. Our results demonstrate the potential of using label-free Raman microspectroscopy to obtain superior imaging contrast in FFPE sections when compared directly to conventional haematoxylin and eosin (H&E) staining.
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Affiliation(s)
- Riana Gaifulina
- Department of Cell and Developmental Biology, University College London, London, UK
| | - Andrew Thomas Maher
- Department of Cell and Developmental Biology, University College London, London, UK
- CoMPLEX, University College London, London, UK
| | - Catherine Kendall
- Biophotonics Research Unit, Gloucestershire Royal Hospital, Gloucester, UK
| | - James Nelson
- Department of Statistical Science, University College London, London, UK
| | | | - Katherine Lau
- Spectroscopy Products Division, Renishaw Plc, Wotton-under-Edge, UK
| | - Geraint Mark Thomas
- Department of Cell and Developmental Biology, University College London, London, UK.
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19
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Song Y, Yin H, Huang WE. Raman activated cell sorting. Curr Opin Chem Biol 2016; 33:1-8. [PMID: 27100046 DOI: 10.1016/j.cbpa.2016.04.002] [Citation(s) in RCA: 49] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2016] [Accepted: 04/03/2016] [Indexed: 10/21/2022]
Abstract
Single cell Raman spectra (SCRS) are intrinsic biochemical profiles and 'chemical images' of single cells which can be used to characterise phenotypic changes, physiological states and functions of cells. On the base of SCRS, Raman activated cell sorting (RACS) provides a label-free cell sorting approach, which can link single cells to their chemical or phenotypic profiles. Overcoming naturally weak Raman signals, establishing Raman biomarker as sorting criteria to RACS and improving specific sorting technology are three challenges of developing RACS. Advances on Raman spectroscopy such as stimulated Raman scattering (SRS) and pre-screening helped to increase RACS sorting speed. Entire SCRS can be characterised using pattern recognition methods, and specific Raman bands can be extracted as biomarkers for RACS. Recent advances on cell sorting technologies based on microfluidic device and surface-ejection enable accurate and reliable single cell sorting from complex samples. A high throughput RACS will be achievable in near future by integrating fast Raman detection system such as SRS with microfluidic RACS and Raman activated cell ejection (RACE).
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Affiliation(s)
- Yizhi Song
- Department of Engineering Science, University of Oxford, Parks Road, Oxford OX1 3PJ, UK
| | - Huabing Yin
- Division of Biomedical Engineering, School of Engineering, University of Glasgow, Glasgow G12 8QQ, UK
| | - Wei E Huang
- Department of Engineering Science, University of Oxford, Parks Road, Oxford OX1 3PJ, UK.
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20
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Smith R, Wright KL, Ashton L. Raman spectroscopy: an evolving technique for live cell studies. Analyst 2016; 141:3590-600. [PMID: 27072718 DOI: 10.1039/c6an00152a] [Citation(s) in RCA: 175] [Impact Index Per Article: 21.9] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
One of the most exciting developments in Raman spectroscopy in the last decade has been its application to cells and tissues for diagnostic and pharmaceutical applications, and in particular its use in the analysis of cellular dynamics. Raman spectroscopy is rapidly advancing as a cell imaging method that overcomes many of the limitations of current techniques and is earning its place as a routine tool in cell biology. In this review we focus on important developments in Raman spectroscopy that have evolved into the exciting technique of live-cell Raman microscopy and highlight some of the most recent and significant applications to cell biology.
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Affiliation(s)
- Rachael Smith
- Department of Chemistry, Lancaster University, LA1 4YG, UK.
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21
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Takanezawa S, Morita SI, Ozaki Y, Sako Y. Raman spectral dynamics of single cells in the early stages of growth factor stimulation. Biophys J 2016; 108:2148-57. [PMID: 25954873 DOI: 10.1016/j.bpj.2015.03.037] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2014] [Revised: 03/18/2015] [Accepted: 03/23/2015] [Indexed: 11/18/2022] Open
Abstract
Cell fates change dynamically in response to various extracellular signals, including growth factors that stimulate differentiation and proliferation. The processes underlying cell-fate decisions are complex and often include large cell-to-cell variations, even within a clonal population in the same environment. To understand the origins of these cell-to-cell variations, we must detect the internal dynamics of single cells that reflect their changing chemical milieu. In this study, we used the Raman spectra of single cells to trace their internal dynamics during the early stages of growth factor stimulation. This method allows nondestructive and inclusive time-series analyses of chemical compositions of the same single cells. Applying a Gaussian mixture model to the major principal components of the single-cell Raman spectra, we detected the dynamics of the chemical states in MCF-7 cancer-derived cells in the absence and presence of differentiation and proliferation factors. The dynamics displayed characteristic variations according to the functions of the growth factors. In the differentiation pathway, the chemical composition changed directionally between multiple states, including both reversible and irreversible state transitions. In contrast, in the proliferation pathway, the chemical composition was homogenized into a single state. The differentiation factor also stimulated fluctuations in the chemical composition, whereas the proliferation factor did not.
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Affiliation(s)
- Sota Takanezawa
- Cellular Informatics Laboratory, RIKEN, Wako, Japan; Department of Chemistry, School of Science and Technology, Kwansei Gakuin University, Sanda, Japan
| | | | - Yukihiro Ozaki
- Department of Chemistry, School of Science and Technology, Kwansei Gakuin University, Sanda, Japan
| | - Yasushi Sako
- Cellular Informatics Laboratory, RIKEN, Wako, Japan.
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22
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Huefner A, Kuan WL, Müller KH, Skepper JN, Barker RA, Mahajan S. Characterization and Visualization of Vesicles in the Endo-Lysosomal Pathway with Surface-Enhanced Raman Spectroscopy and Chemometrics. ACS NANO 2016; 10:307-16. [PMID: 26649752 DOI: 10.1021/acsnano.5b04456] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Surface-enhanced Raman spectroscopy (SERS) is an ultrasensitive vibrational fingerprinting technique widely used in analytical and biosensing applications. For intracellular sensing, typically gold nanoparticles (AuNPs) are employed as transducers to enhance the otherwise weak Raman spectroscopy signals. Thus, the signature patterns of the molecular nanoenvironment around intracellular unlabeled AuNPs can be monitored in a reporter-free manner by SERS. The challenge of selectively identifying molecular changes resulting from cellular processes in large and multidimensional data sets and the lack of simple tools for extracting this information has resulted in limited characterization of fundamental cellular processes by SERS. Here, this shortcoming in analysis of SERS data sets is tackled by developing a suitable methodology of reference-based PCA-LDA (principal component analysis-linear discriminant analysis). This method is validated and exemplarily used to extract spectral features characteristic of the endocytic compartment inside cells. The voluntary uptake through vesicular endocytosis is widely used for the internalization of AuNPs into cells, but the characterization of the individual stages of this pathway has not been carried out. Herein, we use reporter-free SERS to identify and visualize the stages of endocytosis of AuNPs in cells and map the molecular changes via the adaptation and advantageous use of chemometric methods in combination with tailored sample preparation. Thus, our study demonstrates the capabilities of reporter-free SERS for intracellular analysis and its ability to provide a way of characterizing intracellular composition. The developed analytical approach is generic and enables the application of reporter-free SERS to identify unknown components in different biological matrices and materials.
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Affiliation(s)
- Anna Huefner
- Sector for Biological and Soft Systems, Cavendish Laboratory, Department of Physics, University of Cambridge , 19 JJ Thomson Avenue, Cambridge CB3 0HE, United Kingdom
- Institute of Life Sciences and Department of Chemistry, University of Southampton , Highfield Campus, SO17 1BJ Southampton, United Kingdom
- John van Geest Centre for Brain Repair, University of Cambridge , Forvie Site, Robinson Way, Cambridge CB2 0PY, United Kingdom
| | - Wei-Li Kuan
- John van Geest Centre for Brain Repair, University of Cambridge , Forvie Site, Robinson Way, Cambridge CB2 0PY, United Kingdom
| | - Karin H Müller
- Cambridge Advanced Imaging Centre, Department of Physiology, Development and Neuroscience, Anatomy Building, Cambridge University , Downing Street, Cambridge CB2 3DY, U.K
| | - Jeremy N Skepper
- Cambridge Advanced Imaging Centre, Department of Physiology, Development and Neuroscience, Anatomy Building, Cambridge University , Downing Street, Cambridge CB2 3DY, U.K
| | - Roger A Barker
- John van Geest Centre for Brain Repair, University of Cambridge , Forvie Site, Robinson Way, Cambridge CB2 0PY, United Kingdom
| | - Sumeet Mahajan
- Institute of Life Sciences and Department of Chemistry, University of Southampton , Highfield Campus, SO17 1BJ Southampton, United Kingdom
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23
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Brauchle E, Knopf A, Bauer H, Shen N, Linder S, Monaghan MG, Ellwanger K, Layland SL, Brucker SY, Nsair A, Schenke-Layland K. Non-invasive Chamber-Specific Identification of Cardiomyocytes in Differentiating Pluripotent Stem Cells. Stem Cell Reports 2016; 6:188-99. [PMID: 26777059 PMCID: PMC4750099 DOI: 10.1016/j.stemcr.2015.12.007] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2015] [Revised: 12/04/2015] [Accepted: 12/07/2015] [Indexed: 12/31/2022] Open
Abstract
One major obstacle to the application of stem cell-derived cardiomyocytes (CMs) for disease modeling and clinical therapies is the inability to identify the developmental stage of these cells without the need for genetic manipulation or utilization of exogenous markers. In this study, we demonstrate that Raman microspectroscopy can non-invasively identify embryonic stem cell (ESC)-derived chamber-specific CMs and monitor cell maturation. Using this marker-free approach, Raman peaks were identified for atrial and ventricular CMs, ESCs were successfully discriminated from their cardiac derivatives, a distinct phenotypic spectrum for ESC-derived CMs was confirmed, and unique spectral differences between fetal versus adult CMs were detected. The real-time identification and characterization of CMs, their progenitors, and subpopulations by Raman microspectroscopy strongly correlated to the phenotypical features of these cells. Due to its high molecular resolution, Raman microspectroscopy offers distinct analytical characterization for differentiating cardiovascular cell populations.
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Affiliation(s)
- Eva Brauchle
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology (IGB), Nobelstrasse 12, 70569 Stuttgart, Germany; Department of Women's Health, Research Institute for Women's Health, Eberhard Karls University Tübingen, Silcherstrasse 7/1, 72076 Tübingen, Germany
| | - Anne Knopf
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology (IGB), Nobelstrasse 12, 70569 Stuttgart, Germany; Department of Women's Health, Research Institute for Women's Health, Eberhard Karls University Tübingen, Silcherstrasse 7/1, 72076 Tübingen, Germany; Department of Medicine/Cardiology, Cardiovascular Research Laboratories, David Geffen School of Medicine at UCLA, 675 Charles E. Young Drive South, MRL 3645, Los Angeles, CA 90095, USA
| | - Hannah Bauer
- Department of Women's Health, Research Institute for Women's Health, Eberhard Karls University Tübingen, Silcherstrasse 7/1, 72076 Tübingen, Germany
| | - Nian Shen
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology (IGB), Nobelstrasse 12, 70569 Stuttgart, Germany; Department of Women's Health, Research Institute for Women's Health, Eberhard Karls University Tübingen, Silcherstrasse 7/1, 72076 Tübingen, Germany
| | - Sandra Linder
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology (IGB), Nobelstrasse 12, 70569 Stuttgart, Germany
| | - Michael G Monaghan
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology (IGB), Nobelstrasse 12, 70569 Stuttgart, Germany; Department of Women's Health, Research Institute for Women's Health, Eberhard Karls University Tübingen, Silcherstrasse 7/1, 72076 Tübingen, Germany
| | - Kornelia Ellwanger
- Institute of Cell Biology and Immunology, University of Stuttgart, Allmandring 31, 70569 Stuttgart, Germany
| | - Shannon L Layland
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology (IGB), Nobelstrasse 12, 70569 Stuttgart, Germany; Department of Women's Health, Research Institute for Women's Health, Eberhard Karls University Tübingen, Silcherstrasse 7/1, 72076 Tübingen, Germany
| | - Sara Y Brucker
- Department of Women's Health, Research Institute for Women's Health, Eberhard Karls University Tübingen, Silcherstrasse 7/1, 72076 Tübingen, Germany
| | - Ali Nsair
- Department of Medicine/Cardiology, Cardiovascular Research Laboratories, David Geffen School of Medicine at UCLA, 675 Charles E. Young Drive South, MRL 3645, Los Angeles, CA 90095, USA
| | - Katja Schenke-Layland
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology (IGB), Nobelstrasse 12, 70569 Stuttgart, Germany; Department of Women's Health, Research Institute for Women's Health, Eberhard Karls University Tübingen, Silcherstrasse 7/1, 72076 Tübingen, Germany; Department of Medicine/Cardiology, Cardiovascular Research Laboratories, David Geffen School of Medicine at UCLA, 675 Charles E. Young Drive South, MRL 3645, Los Angeles, CA 90095, USA.
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24
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Mitchell A, Ashton L, Yang XB, Goodacre R, Smith A, Kirkham J. Detection of early stage changes associated with adipogenesis using Raman spectroscopy under aseptic conditions. Cytometry A 2015; 87:1012-9. [PMID: 26441162 PMCID: PMC4832334 DOI: 10.1002/cyto.a.22777] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2015] [Revised: 06/11/2015] [Accepted: 07/16/2015] [Indexed: 01/17/2023]
Abstract
There is growing interest in the development of methods capable of non‐invasive characterization of stem cells prior to their use in cell‐based therapies. Raman spectroscopy has previously been used to detect biochemical changes commensurate with the osteogenic, cardiogenic, and neurogenic differentiation of stem cells. The aim of this study was to characterize the adipogenic differentiation of live adipose derived stem cells (ASCs) under aseptic conditions. ASCs were cultured in adipogenic or basal culture medium for 14 days in customized culture flasks containing quartz windows. Raman spectra were acquired every 3 days. Principal component analysis (PCA) was used to identify spectral changes in the cultures over time. Adipogenic differentiation was confirmed using quantitative reverse transcription polymerase chain reaction for the marker genes PPARγ and ADIPOQ and Oil red O staining performed. PCA demonstrated that lipid associated spectral features varied throughout ASC differentiation with the earliest detection of the lipid associated peak at 1,438 cm−1 after 3 days of induction. After 7 days of culture there were clear differences between the spectra acquired from ASCs in adipogenic or basal culture medium. No changes were observed in the spectra acquired from undifferentiated ASCs. Significant up‐regulation in the expression of both PPARγ and ADIPOQ genes (P < 0.001) was observed after 14 days of differentiation as was prominent Oil red O staining. However, the Raman sampling process resulted in weaker gene expression compared with ASCs that had not undergone Raman analysis. This study demonstrated that Raman spectroscopy can be used to detect biochemical changes associated with adipogenic differentiation in a non‐invasive and aseptic manner and that this can be achieved as early as three days into the differentiation process. © 2015 The Authors. Published by Wiley Periodicals, Inc. on behalf of the International Society for Advancement of Cytometry.
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Affiliation(s)
- Adam Mitchell
- Department of Oral Biology, School of Dentistry, University of Leeds, Leeds, United Kingdom
| | - Lorna Ashton
- Department of Chemistry, Lancaster University, Faraday Building, Lancaster, United Kingdom.,School of Chemistry and Manchester Institute of Biotechnology, University of Manchester, Manchester, United Kingdom
| | - Xuebin B Yang
- Department of Oral Biology, School of Dentistry, University of Leeds, Leeds, United Kingdom
| | - Royston Goodacre
- School of Chemistry and Manchester Institute of Biotechnology, University of Manchester, Manchester, United Kingdom
| | - Alistair Smith
- Avacta Group Plc., Thorpe Arch Estate, Wetherby, United Kingdom
| | - Jennifer Kirkham
- Department of Oral Biology, School of Dentistry, University of Leeds, Leeds, United Kingdom
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25
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Naemat A, Elsheikha HM, Al-Sandaqchi A, Kong K, Ghita A, Notingher I. Analysis of interaction between the apicomplexan protozoan Toxoplasma gondii and host cells using label-free Raman spectroscopy. Analyst 2015; 140:756-64. [PMID: 25422831 DOI: 10.1039/c4an01810a] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Label-free imaging using Raman micro-spectroscopy (RMS) was used to characterize the spatio-temporal molecular changes of T. gondii tachyzoites and their host cell microenvironment. Raman spectral maps were recorded from isolated T. gondii tachyzoites and T. gondii-infected human retinal cells at 6 h, 24 h and 48 h post-infection. Principal component analysis (PCA) of the Raman spectra of paraformaldehyde-fixed infected cells indicated a significant increase in the amount of lipids and proteins in the T. gondii tachyzoites as the infection progresses within host cells. These results were confirmed by experiments carried out on live T. gondii-infected cells and were correlated with an increase in the concentration of proteins and lipids required for the replication of this intracellular pathogen. These findings demonstrate the potential of RMS to characterize time- and spatially-dependent molecular interactions between intracellular pathogens and the host cells. Such information may be useful for discovery of pharmacological targets or screening compounds with potential neuro-protective activity for eminent effects of changes in brain infection control practices.
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Affiliation(s)
- Abida Naemat
- School of Physics and Astronomy, University of Nottingham, Nottingham, NG7 2RD, UK.
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26
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Li Q, Suasnavas E, Xiao L, Heywood S, Qi X, Zhou A, Isom SC. Label-free and non-invasive monitoring of porcine trophoblast derived cells: differentiation in serum and serum-free media. JOURNAL OF BIOPHOTONICS 2015; 8:638-645. [PMID: 25250877 DOI: 10.1002/jbio.201400062] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Revised: 08/03/2014] [Accepted: 08/27/2014] [Indexed: 06/03/2023]
Abstract
Traditional approaches to characterize stem cell differentiation are time-consuming, lengthy and invasive. Here, Raman microspectroscopy (RM) and atomic force microscopy (AFM) - both considered as non-invasive techniques - are applied to detect the biochemical and biophysical properties of trophoblast derived stem-like cells incubated up to 10 days under conditions designed to induce differentiation. Significant biochemical and biophysical differences between control cells and differentiated cells were observed. Quantitative real time PCR was also applied to analyze gene expression. The relationship between cell differentiation and associated cellular biochemical and biomechanical changes were discussed. Monitoring trophoblast cells differentiation.
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Affiliation(s)
- Qifei Li
- Department of Biological Engineering, Utah State University, Logan, UT, 84322
| | - Edison Suasnavas
- Department of Animal Science, Dairy and Veterinary Sciences, Utah State University, Logan, UT, 84322
| | - Lifu Xiao
- Department of Biological Engineering, Utah State University, Logan, UT, 84322
| | - Sierra Heywood
- Department of Animal Science, Dairy and Veterinary Sciences, Utah State University, Logan, UT, 84322
| | - Xiaojun Qi
- Department of Computer Science, Utah State University, Logan, UT, 84322
| | - Anhong Zhou
- Department of Biological Engineering, Utah State University, Logan, UT, 84322
| | - S Clay Isom
- Department of Animal Science, Dairy and Veterinary Sciences, Utah State University, Logan, UT, 84322
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27
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Raman and autofluorescence spectrum dynamics along the HRG-induced differentiation pathway of MCF-7 cells. Biophys J 2015; 107:2221-9. [PMID: 25418290 DOI: 10.1016/j.bpj.2014.10.002] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2013] [Revised: 10/01/2014] [Accepted: 10/03/2014] [Indexed: 10/24/2022] Open
Abstract
Cellular differentiation proceeds along complicated pathways, even when it is induced by extracellular signaling molecules. One of the major reasons for this complexity is the highly multidimensional internal dynamics of cells, which sometimes causes apparently stochastic responses in individual cells to extracellular stimuli. Therefore, to understand cell differentiation, it is necessary to monitor the internal dynamics of cells at single-cell resolution. Here, we used a Raman and autofluorescence spectrum analysis of single cells to detect dynamic changes in intracellular molecular components. MCF-7 cells are a human cancer-derived cell line that can be induced to differentiate into mammary-gland-like cells with the addition of heregulin (HRG) to the culture medium. We measured the spectra in the cytoplasm of MCF-7 cells during 12 days of HRG stimulation. The Raman scattering spectrum, which was the major component of the signal, changed with time. A multicomponent analysis of the Raman spectrum revealed that the dynamics of the major components of the intracellular molecules, including proteins and lipids, changed cyclically along the differentiation pathway. The background autofluorescence signals of Raman scattering also provided information about the differentiation process. Using the total information from the Raman and autofluorescence spectra, we were able to visualize the pathway of cell differentiation in the multicomponent phase space.
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Ichimura T, Chiu LD, Fujita K, Machiyama H, Kawata S, Watanabe TM, Fujita H. Visualizing the appearance and disappearance of the attractor of differentiation using Raman spectral imaging. Sci Rep 2015; 5:11358. [PMID: 26079396 PMCID: PMC5155549 DOI: 10.1038/srep11358] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2015] [Accepted: 05/21/2015] [Indexed: 01/02/2023] Open
Abstract
Using Raman spectral imaging, we visualized the cell state transition during differentiation and constructed hypothetical potential landscapes for attractors of cellular states on a state space composed of parameters related to the shape of the Raman spectra. As models of differentiation, we used the myogenic C2C12 cell line and mouse embryonic stem cells. Raman spectral imaging can validate the amounts and locations of multiple cellular components that describe the cell state such as proteins, nucleic acids, and lipids; thus, it can report the state of a single cell. Herein, we visualized the cell state transition during differentiation using Raman spectral imaging of cell nuclei in combination with principal component analysis. During differentiation, cell populations with a seemingly homogeneous cell state before differentiation showed heterogeneity at the early stage of differentiation. At later differentiation stages, the cells returned to a homogeneous cell state that was different from the undifferentiated state. Thus, Raman spectral imaging enables us to illustrate the disappearance and reappearance of an attractor in a differentiation landscape, where cells stochastically fluctuate between states at the early stage of differentiation.
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Affiliation(s)
- Taro Ichimura
- Laboratory for Comprehensive Bioimaging, Riken QBiC, 6-2-3 Furuedai, Suita, Osaka, Japan
| | - Liang-da Chiu
- Department of Applied Physics, Osaka University, 2-1 Yamadaoka, Suita, Osaka, Japan
| | - Katsumasa Fujita
- Department of Applied Physics, Osaka University, 2-1 Yamadaoka, Suita, Osaka, Japan
| | - Hiroaki Machiyama
- WPI, Immunology Frontier Research Center, Osaka University, 1-3 Yamadaoka, Suita, Osaka, Japan
| | - Satoshi Kawata
- 1] Department of Applied Physics, Osaka University, 2-1 Yamadaoka, Suita, Osaka, Japan [2] Nanophotonics Laboratory, RIKEN, Wako, Saitama, Japan, 2-1 Hirosawa, Wako, Saitama, Japan
| | - Tomonobu M Watanabe
- Laboratory for Comprehensive Bioimaging, Riken QBiC, 6-2-3 Furuedai, Suita, Osaka, Japan
| | - Hideaki Fujita
- 1] Laboratory for Comprehensive Bioimaging, Riken QBiC, 6-2-3 Furuedai, Suita, Osaka, Japan [2] WPI, Immunology Frontier Research Center, Osaka University, 1-3 Yamadaoka, Suita, Osaka, Japan
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Ghita A, Pascut FC, Sottile V, Denning C, Notingher I. Applications of Raman micro-spectroscopy to stem cell technology: label-free molecular discrimination and monitoring cell differentiation. EPJ TECHNIQUES AND INSTRUMENTATION 2015; 2:6. [PMID: 26161299 PMCID: PMC4486413 DOI: 10.1140/epjti/s40485-015-0016-8] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/24/2014] [Accepted: 03/05/2015] [Indexed: 05/27/2023]
Abstract
Stem cell therapy is widely acknowledged as a key medical technology of the 21st century which may provide treatments for many currently incurable diseases. These cells have an enormous potential for cell replacement therapies to cure diseases such as Parkinson's disease, diabetes and cardiovascular disorders, as well as in tissue engineering as a reliable cell source for providing grafts to replace and repair diseased tissues. Nevertheless, the progress in this field has been difficult in part because of lack of techniques that can measure non-invasively the molecular properties of cells. Such repeated measurements can be used to evaluate the culture conditions during differentiation, cell quality and phenotype heterogeneity of stem cell progeny. Raman spectroscopy is an optical technique based on inelastic scattering of laser photons by molecular vibrations of cellular molecules and can be used to provide chemical fingerprints of cells or organelles without fixation, lysis or use of labels and other contrast enhancing chemicals. Because differentiated cells are specialized to perform specific functions, these cells produce specific biochemicals that can be detected by Raman micro-spectroscopy. This mini-review paper describes applications of Raman micro-scpectroscopy to measure moleculare properties of stem cells during differentiation in-vitro. The paper focuses on time- and spatially-resolved Raman spectral measurements that allow repeated investigation of live stem cells in-vitro.
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Affiliation(s)
- Adrian Ghita
- />School of Physics and Astronomy, University of Nottingham, Nottingham, NG7 2RD UK
| | - Flavius C Pascut
- />School of Physics and Astronomy, University of Nottingham, Nottingham, NG7 2RD UK
| | - Virginie Sottile
- />School of Medicine, University of Nottingham, Nottingham, NG7 2RD UK
| | - Chris Denning
- />School of Medicine, University of Nottingham, Nottingham, NG7 2RD UK
| | - Ioan Notingher
- />School of Physics and Astronomy, University of Nottingham, Nottingham, NG7 2RD UK
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Guo HW, Yu JS, Hsu SH, Wei YH, Lee OK, Dong CY, Wang HW. Correlation of NADH fluorescence lifetime and oxidative phosphorylation metabolism in the osteogenic differentiation of human mesenchymal stem cell. JOURNAL OF BIOMEDICAL OPTICS 2015; 20:017004. [PMID: 25629291 DOI: 10.1117/1.jbo.20.1.017004] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2014] [Accepted: 12/05/2014] [Indexed: 05/23/2023]
Abstract
Reduced nicotinamide adenine dinucleotide (NADH) fluorescence lifetime has been broadly used as a metabolic indicator for stem cell imaging. However, the direct relationship between NADH fluorescence lifetime and metabolic pathway and activity remains to be clarified. In this study, we measured the NADH fluorescence lifetime of human mesenchymal stem cells (hMSCs) as well as the metabolic indictors, such as adenosine triphosphate (ATP) level, oxygen consumption, and lactate release, up to 4 weeks under normal osteogenic differentiation and oxidative phosphorylation-attenuated/inhibited differentiation by oligomycin A (OA) treatment. NADH fluorescence lifetime was positively correlated with oxygen consumption and ATP level during energy transformation from glycolysis to oxidative phosphorylation. Under OA treatment, oxidative phosphorylation was attenuated/inhibited (i.e., oxygen consumption remained the same as controls or lower), cells showed attenuated differentiation under glycolysis, and NADH fluorescence lifetime change was not detected. Increased expression of the overall complex proteins was observed in addition to Complex I. We suggested special caution needs to be exercised while interpreting NADH fluorescence lifetime signal in terms of stemcell differentiation.
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Affiliation(s)
- Han-Wen Guo
- National Yang-Ming University, Institute of Biophotonics, 155 Li-Nong Street, Section 2, Taipei 112, TaiwanbNational Taiwan University, Department of Physics, 1 Roosevelt Road, Section 4, Taipei 106, Taiwan
| | - Jia-Sin Yu
- National Yang-Ming University, Institute of Biophotonics, 155 Li-Nong Street, Section 2, Taipei 112, Taiwan
| | - Shu-Han Hsu
- National Yang-Ming University, Department of Biochemistry and Molecular Biology, 155 Li-Nong Street, Section 2, Taipei 112, Taiwan
| | - Yau-Huei Wei
- National Yang-Ming University, Department of Biochemistry and Molecular Biology, 155 Li-Nong Street, Section 2, Taipei 112, TaiwandMackay Medical College, Department of Medicine, 46 Zhong-Zheng Road, Section 3, San-Jhih, New Taipei City 252, Taiwan
| | - Oscar K Lee
- National Yang-Ming University, Institute of Biophotonics, 155 Li-Nong Street, Section 2, Taipei 112, TaiwaneNational Yang-Ming University, Institute of Clinical Medicine, 155 Li-Nong Street, Section 2, Taipei 112, Taiwan
| | - Chen-Yuan Dong
- National Taiwan University, Department of Physics, 1 Roosevelt Road, Section 4, Taipei 106, TaiwanfNational Taiwan University, Center for Quantum Science and Engineering, 1 Roosevelt Road, Section 4, Taipei 106, TaiwangNational Taiwan University, Center f
| | - Hsing-Wen Wang
- National Yang-Ming University, Institute of Biophotonics, 155 Li-Nong Street, Section 2, Taipei 112, TaiwanhUniversity of Maryland, Fischell Department of Bioengineering, College Park, Maryland 20742, United States
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31
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McAughtrie S, Faulds K, Graham D. Surface enhanced Raman spectroscopy (SERS): Potential applications for disease detection and treatment. JOURNAL OF PHOTOCHEMISTRY AND PHOTOBIOLOGY C-PHOTOCHEMISTRY REVIEWS 2014. [DOI: 10.1016/j.jphotochemrev.2014.09.002] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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Ting S, Liew SJ, Japson F, Shang F, Chong WK, Reuveny S, Tham JY, Li X, Oh S. Time‐resolved video analysis and management system for monitoring cardiomyocyte differentiation processes and toxicology assays. Biotechnol J 2014; 9:675-83. [DOI: 10.1002/biot.201300262] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2013] [Revised: 02/12/2014] [Accepted: 03/07/2014] [Indexed: 12/22/2022]
Affiliation(s)
- Sherwin Ting
- Bioprocessing Technology Institute, A*STAR (Agency for Science, Technology and Research), Singapore
| | - Seaw Jia Liew
- Singapore Institute of Manufacturing Technology, A*STAR (Agency for Science, Technology and Research), Singapore
| | - Francis Japson
- Institute of Infocomm Research, A*STAR (Agency for Science, Technology and Research), Singapore
| | - Fuchun Shang
- Institute of Infocomm Research, A*STAR (Agency for Science, Technology and Research), Singapore
| | - Wee Keat Chong
- Singapore Institute of Manufacturing Technology, A*STAR (Agency for Science, Technology and Research), Singapore
| | - Shaul Reuveny
- Bioprocessing Technology Institute, A*STAR (Agency for Science, Technology and Research), Singapore
| | - Jo Yew Tham
- Institute of Infocomm Research, A*STAR (Agency for Science, Technology and Research), Singapore
| | - Xiang Li
- Singapore Institute of Manufacturing Technology, A*STAR (Agency for Science, Technology and Research), Singapore
| | - Steve Oh
- Bioprocessing Technology Institute, A*STAR (Agency for Science, Technology and Research), Singapore
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Ichimura T, Chiu LD, Fujita K, Kawata S, Watanabe TM, Yanagida T, Fujita H. Visualizing cell state transition using Raman spectroscopy. PLoS One 2014; 9:e84478. [PMID: 24409302 PMCID: PMC3883674 DOI: 10.1371/journal.pone.0084478] [Citation(s) in RCA: 64] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2013] [Accepted: 11/14/2013] [Indexed: 11/22/2022] Open
Abstract
System level understanding of the cell requires detailed description of the cell state, which is often characterized by the expression levels of proteins. However, understanding the cell state requires comprehensive information of the cell, which is usually obtained from a large number of cells and their disruption. In this study, we used Raman spectroscopy, which can report changes in the cell state without introducing any label, as a non-invasive method with single cell capability. Significant differences in Raman spectra were observed at the levels of both the cytosol and nucleus in different cell-lines from mouse, indicating that Raman spectra reflect differences in the cell state. Difference in cell state was observed before and after the induction of differentiation in neuroblastoma and adipocytes, showing that Raman spectra can detect subtle changes in the cell state. Cell state transitions during embryonic stem cell (ESC) differentiation were visualized when Raman spectroscopy was coupled with principal component analysis (PCA), which showed gradual transition in the cell states during differentiation. Detailed analysis showed that the diversity between cells are large in undifferentiated ESC and in mesenchymal stem cells compared with terminally differentiated cells, implying that the cell state in stem cells stochastically fluctuates during the self-renewal process. The present study strongly indicates that Raman spectral morphology, in combination with PCA, can be used to establish cells' fingerprints, which can be useful for distinguishing and identifying different cellular states.
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Affiliation(s)
- Taro Ichimura
- Quantitative Biology Center, Riken, Suita, Osaka, Japan
| | - Liang-da Chiu
- Department of Applied Physics, Osaka University, Suita, Osaka, Japan
| | - Katsumasa Fujita
- Department of Applied Physics, Osaka University, Suita, Osaka, Japan
| | - Satoshi Kawata
- Department of Applied Physics, Osaka University, Suita, Osaka, Japan
- Nanophotonics Laboratory, Riken, Wako, Saitama, Japan
| | | | - Toshio Yanagida
- Quantitative Biology Center, Riken, Suita, Osaka, Japan
- Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
| | - Hideaki Fujita
- Quantitative Biology Center, Riken, Suita, Osaka, Japan
- Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
- * E-mail:
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34
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Molecular imaging of live cells by Raman microscopy. Curr Opin Chem Biol 2013; 17:708-15. [DOI: 10.1016/j.cbpa.2013.05.021] [Citation(s) in RCA: 132] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2013] [Revised: 04/30/2013] [Accepted: 05/17/2013] [Indexed: 01/11/2023]
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Non-invasive label-free monitoring the cardiac differentiation of human embryonic stem cells in-vitro by Raman spectroscopy. Biochim Biophys Acta Gen Subj 2013; 1830:3517-24. [DOI: 10.1016/j.bbagen.2013.01.030] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2012] [Revised: 01/28/2013] [Accepted: 01/30/2013] [Indexed: 01/06/2023]
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36
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Ellis DI, Cowcher DP, Ashton L, O'Hagan S, Goodacre R. Illuminating disease and enlightening biomedicine: Raman spectroscopy as a diagnostic tool. Analyst 2013; 138:3871-84. [PMID: 23722248 DOI: 10.1039/c3an00698k] [Citation(s) in RCA: 112] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
The discovery of the Raman effect in 1928 not only aided fundamental understanding about the quantum nature of light and matter but also opened up a completely novel area of optics and spectroscopic research that is accelerating at a greater rate during the last decade than at any time since its inception. This introductory overview focuses on some of the most recent developments within this exciting field and how this has enabled and enhanced disease diagnosis and biomedical applications. We highlight a small number of stimulating high-impact studies in imaging, endoscopy, stem cell research, and other recent developments such as spatially offset Raman scattering amongst others. We hope this stimulates further interest in this already exciting field, by 'illuminating' some of the current research being undertaken by the latest in a very long line of dedicated experimentalists interested in the properties and potential beneficial applications of light.
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Affiliation(s)
- David I Ellis
- School of Chemistry, Manchester Institute of Biotechnology, The University of Manchester, 131 Princess Street, Manchester M1 7ND, UK.
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37
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McAughtrie S, Lau K, Faulds K, Graham D. 3D optical imaging of multiple SERS nanotags in cells. Chem Sci 2013. [DOI: 10.1039/c3sc51437d] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
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38
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Brauchle E, Schenke-Layland K. Raman spectroscopy in biomedicine - non-invasive in vitro analysis of cells and extracellular matrix components in tissues. Biotechnol J 2012; 8:288-97. [PMID: 23161832 PMCID: PMC3644878 DOI: 10.1002/biot.201200163] [Citation(s) in RCA: 82] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2012] [Revised: 10/17/2012] [Accepted: 10/17/2012] [Indexed: 12/12/2022]
Abstract
Raman spectroscopy is an established laser-based technology for the quality assurance of pharmaceutical products. Over the past few years, Raman spectroscopy has become a powerful diagnostic tool in the life sciences. Raman spectra allow assessment of the overall molecular constitution of biological samples, based on specific signals from proteins, nucleic acids, lipids, carbohydrates, and inorganic crystals. Measurements are non-invasive and do not require sample processing, making Raman spectroscopy a reliable and robust method with numerous applications in biomedicine. Moreover, Raman spectroscopy allows the highly sensitive discrimination of bacteria. Rama spectra retain information on continuous metabolic processes and kinetics such as lipid storage and recombinant protein production. Raman spectra are specific for each cell type and provide additional information on cell viability, differentiation status, and tumorigenicity. In tissues, Raman spectroscopy can detect major extracellular matrix components and their secondary structures. Furthermore, the non-invasive characterization of healthy and pathological tissues as well as quality control and process monitoring of in vitro-engineered matrix is possible. This review provides comprehensive insight to the current progress in expanding the applicability of Raman spectroscopy for the characterization of living cells and tissues, and serves as a good reference point for those starting in the field.
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Affiliation(s)
- Eva Brauchle
- Department of Cell and Tissue Engineering, Fraunhofer Institute for Interfacial Engineering and Biotechnology (IGB), Stuttgart, Germany
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39
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Phasor fluorescence lifetime microscopy of free and protein-bound NADH reveals neural stem cell differentiation potential. PLoS One 2012; 7:e48014. [PMID: 23144844 PMCID: PMC3489895 DOI: 10.1371/journal.pone.0048014] [Citation(s) in RCA: 144] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2012] [Accepted: 09/24/2012] [Indexed: 12/03/2022] Open
Abstract
In the stem cell field there is a lack of non invasive and fast methods to identify stem cell’s metabolic state, differentiation state and cell-lineage commitment. Here we describe a label-free method that uses NADH as an intrinsic biomarker and the Phasor approach to Fluorescence Lifetime microscopy to measure the metabolic fingerprint of cells. We show that different metabolic states are related to different cell differentiation stages and to stem cell bias to neuronal and glial fate, prior the expression of lineage markers. Our data demonstrate that the NADH FLIM signature distinguishes non-invasively neurons from undifferentiated neural progenitor and stem cells (NPSCs) at two different developmental stages (E12 and E16). NPSCs follow a metabolic trajectory from a glycolytic phenotype to an oxidative phosphorylation phenotype through different stages of differentiation. NSPCs are characterized by high free/bound NADH ratio, while differentiated neurons are characterized by low free/bound NADH ratio. We demonstrate that the metabolic signature of NPSCs correlates with their differentiation potential, showing that neuronal progenitors and glial progenitors have a different free/bound NADH ratio. Reducing conditions in NPSCs correlates with their neurogenic potential, while oxidative conditions correlate with glial potential. For the first time we show that FLIM NADH metabolic fingerprint provides a novel, and quantitative measure of stem cell potential and a label-free and non-invasive means to identify neuron- or glial- biased progenitors.
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40
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Poplineau M, Trussardi-Régnier A, Happillon T, Dufer J, Manfait M, Bernard P, Piot O, Antonicelli F. Raman microspectroscopy detects epigenetic modifications in living Jurkat leukemic cells. Epigenomics 2012; 3:785-94. [PMID: 22126296 DOI: 10.2217/epi.11.102] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
AIMS Classical biochemical and molecular methods for discerning cells with epigenetic modifications are often biologically perturbing or even destructive. We wondered whether the noninvasive laser tweezer Raman spectroscopy technique allowed the discrimination of single living human cells undergoing epigenetic modifications. MATERIALS & METHODS Human Jurkat leukemic cells were treated with inhibitors of histone deacetylases (trichostatin A and MS-275). Epigenetic changes were monitored through histone electrophoresis, nuclear image cytometry and laser tweezer Raman spectroscopy. RESULTS Treatment of Jurkat cells with histone deacetylase inhibitors increased histone acetylation and induced chromatin organization changes. Characteristic vibrations, issued from laser tweezer Raman spectroscopy analyses, mostly assigned to DNA and proteins allowed discerning histone deacetylase inhibitor-treated cells from control with high confidence. Statistical processing of laser tweezer Raman spectroscopy data led to the definition of specific biomolecular fingerprints of each cell group. CONCLUSION This original study shows that laser tweezer Raman spectroscopy is a label-free rapid tool to identify living cells that underwent epigenetic changes.
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Affiliation(s)
- Mathilde Poplineau
- Unité MEDyC, UMR URCA CNRS 6237, IFR53, Faculté de Pharmacie, Université de Reims, Reims, France
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41
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Stringari C, Sierra R, Donovan PJ, Gratton E. Label-free separation of human embryonic stem cells and their differentiating progenies by phasor fluorescence lifetime microscopy. JOURNAL OF BIOMEDICAL OPTICS 2012; 17:046012. [PMID: 22559690 PMCID: PMC3381030 DOI: 10.1117/1.jbo.17.4.046012] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/12/2011] [Revised: 02/23/2012] [Accepted: 02/28/2012] [Indexed: 05/22/2023]
Abstract
We develop a label-free optical technique to image and discriminate undifferentiated human embryonic stem cells (hESCs) from their differentiating progenies in vitro. Using intrinsic cellular fluorophores, we perform fluorescence lifetime microscopy (FLIM) and phasor analysis to obtain hESC metabolic signatures. We identify two optical biomarkers to define the differentiation status of hESCs: Nicotinamide adenine dinucleotide (NADH) and lipid droplet-associated granules (LDAGs). These granules have a unique lifetime signature and could be formed by the interaction of reactive oxygen species and unsaturated metabolic precursor that are known to be abundant in hESC. Changes in the relative concentrations of these two intrinsic biomarkers allow for the discrimination of undifferentiated hESCs from differentiating hESCs. During early hESC differentiation we show that NADH concentrations increase, while the concentration of LDAGs decrease. These results are in agreement with a decrease in oxidative phosphorylation rate. Single-cell phasor FLIM signatures reveal an increased heterogeneity in the metabolic states of differentiating H9 and H1 hESC colonies. This technique is a promising noninvasive tool to monitor hESC metabolism during differentiation, which can have applications in high throughput analysis, drug screening, functional metabolomics and induced pluripotent stem cell generation.
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Affiliation(s)
- Chiara Stringari
- University of California, Irvine, Laboratory of Fluorescence Dynamics, Biomedical Engineering Department, Irvine, California
| | - Robert Sierra
- University of California, Irvine, Departments of Developmental & Cell Biology and of Biological Chemistry, Irvine, California
| | - Peter J. Donovan
- University of California, Irvine, Departments of Developmental & Cell Biology and of Biological Chemistry, Irvine, California
- University of California, Irvine, Sue and Bill Gross Stem Cell Research Center, Irvine, California
| | - Enrico Gratton
- University of California, Irvine, Laboratory of Fluorescence Dynamics, Biomedical Engineering Department, Irvine, California
- Address all correspondence to: Enrico Gratton, University of California, Laboratory of Fluorescence Dynamics, Biomedical Engineering Department, Irvine, California. Tel.: 949-824-2674; Fax: 949-824-1727; E-mail:
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42
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Ghita A, Pascut FC, Mather M, Sottile V, Notingher I. Cytoplasmic RNA in Undifferentiated Neural Stem Cells: A Potential Label-Free Raman Spectral Marker for Assessing the Undifferentiated Status. Anal Chem 2012; 84:3155-62. [DOI: 10.1021/ac202994e] [Citation(s) in RCA: 74] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Adrian Ghita
- School of
Physics and Astronomy, ‡School of Electrical and Electronic Engineering, and §School of Clinical Sciences, University of Nottingham, University
Park, Nottingham NG7 2RD, U.K
| | - Flavius C. Pascut
- School of
Physics and Astronomy, ‡School of Electrical and Electronic Engineering, and §School of Clinical Sciences, University of Nottingham, University
Park, Nottingham NG7 2RD, U.K
| | - Melissa Mather
- School of
Physics and Astronomy, ‡School of Electrical and Electronic Engineering, and §School of Clinical Sciences, University of Nottingham, University
Park, Nottingham NG7 2RD, U.K
| | - Virginie Sottile
- School of
Physics and Astronomy, ‡School of Electrical and Electronic Engineering, and §School of Clinical Sciences, University of Nottingham, University
Park, Nottingham NG7 2RD, U.K
| | - Ioan Notingher
- School of
Physics and Astronomy, ‡School of Electrical and Electronic Engineering, and §School of Clinical Sciences, University of Nottingham, University
Park, Nottingham NG7 2RD, U.K
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43
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Abstract
Recent researches have mainly displayed the significant role of stem cells in tissue renewal and homeostasis with their unique capacity to develop different cell types. These findings have clarified the importance of stem cells to improve the effectiveness of any cell therapy for regenerative medicine. Identification of purity and differentiation stages of stem cells are the greatest challenges of stem cell biology and regenerative medicine. The existing methods to carefully monitor and characterize the stem cells have some unwanted effects on the properties of stem cells, and these methods also do not provide real-time information about cellular conditions. These challenges enforce the usage of nondestructive, rapid, sensitive, high quality, label-free, cheep, and innovative chemical monitoring methods. In this context, vibrational spectroscopy provides promissing alternative to get new information into the field of stem cell biology for chemical analysis, quantification, and imaging of stem cells. Raman and infrared spectroscopy and imaging can be used as a new complimentary spectroscopic approaches to gain new insight into stem cell reseaches for future therapeutic and regenerative medicines. In this paper, recent developments in applications of vibrational spectroscopy techniques for stem cell characterization and identification are presented.
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44
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Awasthi S, Matthews DL, Li RA, Chiamvimonvat N, Lieu DK, Chan JW. Label-free identification and characterization of human pluripotent stem cell-derived cardiomyocytes using second harmonic generation (SHG) microscopy. JOURNAL OF BIOPHOTONICS 2012; 5:57-66. [PMID: 22083829 PMCID: PMC3817927 DOI: 10.1002/jbio.201100077] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2011] [Revised: 10/05/2011] [Accepted: 10/23/2011] [Indexed: 05/31/2023]
Abstract
Pluripotent stem cell-derived cardiomyocytes (PSC-CMs) are a potentially unlimited source of cardiomyocytes (CMs) for cardiac transplantation therapies. The establishment of pure PSC-CM populations is important for this application, but is hampered by a lack of CM-specific surface markers suitable for their identification and sorting. Contemporary purification techniques are either non-specific or require genetic modification. We report a second harmonic generation (SHG) signal detectable in PSC-CMs that is attributable to sarcomeric myosin, dependent on PSC-CM maturity, and retained while PSC-CMs are in suspension. Our study demonstrates the feasibility of developing a SHG-activated flow cytometer for the non-invasive purification of PSC-CMs.
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Affiliation(s)
- Samir Awasthi
- NSF Center for Biophotonics Science and Technology, University of California, Davis, Sacramento, CA 95817, USA
- Department of Biomedical Engineering, University of California, Davis, CA 95616
| | - Dennis L. Matthews
- NSF Center for Biophotonics Science and Technology, University of California, Davis, Sacramento, CA 95817, USA
- Lawrence Livermore National Laboratory, Livermore, CA 94551, USA
| | - Ronald A. Li
- Stem Cell & Regenerative Medicine Consortium, Departments of Medicine and Physiology, LKS Faculty of Medicine, University of Hong Kong
- Cardiovascular Research Center, Mount Sinai School of Medicine, New York, NY 10029
| | | | - Deborah K. Lieu
- Department of Internal Medicine, University of California, Davis, Davis, CA 95616
| | - James W Chan
- NSF Center for Biophotonics Science and Technology, University of California, Davis, Sacramento, CA 95817, USA
- Department of Pathology and Laboratory Medicine, University of California, Davis, Sacramento, CA 95817
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Kong K, Rowlands CJ, Elsheikha H, Notingher I. Label-free molecular analysis of live Neospora caninum tachyzoites in host cells by selective scanning Raman micro-spectroscopy. Analyst 2012; 137:4119-22. [DOI: 10.1039/c2an35640f] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
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Tan Y, Konorov SO, Schulze HG, Piret JM, Blades MW, Turner RFB. Comparative study using Raman microspectroscopy reveals spectral signatures of human induced pluripotent cells more closely resemble those from human embryonic stem cells than those from differentiated cells. Analyst 2012; 137:4509-15. [DOI: 10.1039/c2an35507h] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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Pascut FC, Goh HT, George V, Denning C, Notingher I. Toward label-free Raman-activated cell sorting of cardiomyocytes derived from human embryonic stem cells. JOURNAL OF BIOMEDICAL OPTICS 2011; 16:045002. [PMID: 21529069 DOI: 10.1117/1.3570302] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Raman micro-spectroscopy (RMS) has been recently proposed for label-free phenotypic identification of human embryonic stem cells (hESC)-derived cardiomyocytes. However, the methods used for measuring the Raman spectra led to acquisition times of minutes per cell, which is prohibitive for rapid cell sorting applications. In this study we evaluated two measurement strategies that could reduce the measurement time by a factor of more than 100. We show that sampling individual cells with a laser beam focused to a line could eliminate the need of cell raster scanning and achieve high prediction accuracies (>95% specificity and >96% sensitivity) with acquisition times ∼ 5 seconds per cell. However, the use of commercially-available higher power lasers could potentially lead to sorting speeds of ∼ 10 cells per s. This would start to progress RMS to the field of cell sorting for applications such as enrichment and purification of hESC-derived cardiomyocytes.
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Affiliation(s)
- Flavius C Pascut
- University of Nottingham, School of Physics and Astronomy, Nottingham NG7 2RD, United Kingdom
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