Rapid, Untargeted Chemical Profiling of Single Cells in Their Native EnvironmentClick to copy article linkArticle link copied!
- John F. Cahill*John F. Cahill*E-mail: [email protected]. Phone: 865-574-4878.Mass Spectrometry and Laser Spectroscopy Group, Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831-6131, United StatesMore by John F. Cahill
- Julian RibaJulian RibaLaboratory for MEMS Applications, IMTEK - Department of Microsystems Engineering, University of Freiburg, Georges-Köhler-Allee 103, 79110 Freiburg, GermanyCytena GmbH, Neuer Messplatz 3, 79108 Freiburg, GermanyMore by Julian Riba
- Vilmos KerteszVilmos KerteszMass Spectrometry and Laser Spectroscopy Group, Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831-6131, United StatesMore by Vilmos Kertesz
Abstract
We report a method that enables untargeted, high throughput, and quantitative mass spectrometric analysis of single cells from cell suspension without needing additional sample preparation procedures (e.g., molecular tagging) through the combination of single-cell printer technology and liquid vortex capture–mass spectrometry (SCP-LVC-MS). The operating principle behind the SCP-LVC-MS technology is single cell isolation via small droplet piezoelectric ejection followed by capture of the droplet into an LVC-MS sampling probe. Once exposed to an appropriate solvent, the cell is lysed, extracted, and analyzed by MS. The SCP-LVC-MS approach was validated by measuring the lipid composition of microalgae, Chlamydomonas reinhardtii (ChRe) and Euglena gracilis (EuGr), and HeLa cells in their native growth media. Numerous diacylglyceryltrimethylhomo-Ser (DGTS), phosphatidylcholine (PC), monogalactosyldiacylglycerol (MGDG), and digalactosyldiacylglycerol (DGDG) lipids were observed in single cells. Continuous solvent flow ensures that cells are analyzed rapidly, and no signal carryover between cells is observed. ChRe and EuGr microalgae mixed together in the same solution were differentiated cell-by-cell in real-time based on differences between levels of diacylglyceryltrimethylhomo-Ser (DGTS) and phosphatidylcholine (PC) lipids measured in each cell. Several DGTS lipids present in ChRe were quantified with single-cell resolution by normalizing to a DGTS(32:0) internal standard added to the LVC probe solvent during analysis. Quantitative peak areas were validated by comparing to bulk lipid extracts. Lastly, peak area distributions comprised of hundreds of cells were compared for ChRe after 5 days of nitrogen-limited and normal growth conditions, which show clear differences and the ability to resolve cellular population differences with single-cell resolution.
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(42)
, 18959-18968. https://doi.org/10.1021/acs.est.4c06188
- Boryana Petrova, Arzu Tugce Guler. Recent Developments in Single-Cell Metabolomics by Mass Spectrometry─A Perspective. Journal of Proteome Research 2024, Article ASAP.
- Huan Yao, Jinlei Yang, Zhengmao Wang, Xingyu Pan, Junmin Pan, Hongmei Li, Sichun Zhang. High-Throughput Metabolite Analysis of Unicellular Microalgae by Orthogonal Hybrid Ionization Label-Free Mass Cytometry. Analytical Chemistry 2024, 96
(28)
, 11404-11411. https://doi.org/10.1021/acs.analchem.4c01541
- Marjan Dolatmoradi, Sylwia A. Stopka, Chloe Corning, Gary Stacey, Akos Vertes. High-Throughput f-LAESI-IMS-MS for Mapping Biological Nitrogen Fixation One Cell at a Time. Analytical Chemistry 2023, 95
(48)
, 17741-17749. https://doi.org/10.1021/acs.analchem.3c03651
- John F. Cahill, Vilmos Kertesz. Rapid Droplet Sampling Interface for Low-Volume, High-Throughput Mass Spectrometry Analysis. Analytical Chemistry 2023, 95
(44)
, 16418-16425. https://doi.org/10.1021/acs.analchem.3c04015
- Jin Han, Xiangyu Wang, Wenxin Wang, Jianxiong Chen, Bin Xu, Zhenwei Wei. Direct Analysis of Micro-biopsy Samples by Polarity Gradient Focusing Dip-and-Go Mass Spectrometry. Analytical Chemistry 2023, 95
(35)
, 13266-13272. https://doi.org/10.1021/acs.analchem.3c02425
- John F. Cahill, Vilmos Kertesz, Patricia Saint-Vincent, Hannah Valentino, Erin Drufva, Nikki Thiele, Joshua K. Michener. High-Throughput Characterization and Optimization of Polyamide Hydrolase Activity Using Open Port Sampling Interface Mass Spectrometry. Journal of the American Society for Mass Spectrometry 2023, 34
(7)
, 1383-1391. https://doi.org/10.1021/jasms.3c00097
- Ravleen Kaur Kohli, Gary J. Van Berkel, James F. Davies. An Open Port Sampling Interface for the Chemical Characterization of Levitated Microparticles. Analytical Chemistry 2022, 94
(8)
, 3441-3445. https://doi.org/10.1021/acs.analchem.1c05550
- Shu-Ting Xu, Cheng Yang, Xiu-Ping Yan. Nanothorn Filter-Facilitated Online Cell Lysis for Rapid and Deep Intracellular Profiling by Single-Cell Mass Spectrometry. Analytical Chemistry 2021, 93
(47)
, 15677-15686. https://doi.org/10.1021/acs.analchem.1c03529
- Huan Yao, Hansen Zhao, Xingyu Pan, Xu Zhao, Jiaxin Feng, Chengdui Yang, Sichun Zhang, Xinrong Zhang. Discriminating Leukemia Cellular Heterogeneity and Screening Metabolite Biomarker Candidates using Label-Free Mass Cytometry. Analytical Chemistry 2021, 93
(29)
, 10282-10291. https://doi.org/10.1021/acs.analchem.1c01746
- Taylor M. Domenick, Emily L. Gill, Vinata Vedam-Mai, Richard A. Yost. Mass Spectrometry-Based Cellular Metabolomics: Current Approaches, Applications, and Future Directions. Analytical Chemistry 2021, 93
(1)
, 546-566. https://doi.org/10.1021/acs.analchem.0c04363
- Courtney L. Walton, Vilmos Kertesz, John F. Cahill. Design and Evaluation of a Tethered, Open Port Sampling Interface for Liquid Extraction-Mass Spectrometry Chemical Analysis. Journal of the American Society for Mass Spectrometry 2021, 32
(1)
, 198-205. https://doi.org/10.1021/jasms.0c00268
- Liliana Pedro, Patrick J. Rudewicz. Analysis of Live Single Cells by Confocal Microscopy and High-Resolution Mass Spectrometry to Study Drug Uptake, Metabolism, and Drug-Induced Phospholipidosis. Analytical Chemistry 2020, 92
(24)
, 16005-16015. https://doi.org/10.1021/acs.analchem.0c03534
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- Zhu Zou, Zongkai Peng, Deepti Bhusal, Shakya Wije Munige, Zhibo Yang. MassLite: An integrated python platform for single cell mass spectrometry metabolomics data pretreatment with graphical user interface and advanced peak alignment method. Analytica Chimica Acta 2024, 1325 , 343124. https://doi.org/10.1016/j.aca.2024.343124
- Yiming Wang, Yousu Wang, Xiaojie Wang, Wei Sun, Fengrui Yang, Xuebiao Yao, Tingrui Pan, Baoqing Li, Jiaru Chu. Label-free active single-cell encapsulation enabled by microvalve-based on-demand droplet generation and real-time image processing. Talanta 2024, 276 , 126299. https://doi.org/10.1016/j.talanta.2024.126299
- Yunpeng Lan, Zhu Zou, Zhibo Yang. Single Cell mass spectrometry: Towards quantification of small molecules in individual cells. TrAC Trends in Analytical Chemistry 2024, 174 , 117657. https://doi.org/10.1016/j.trac.2024.117657
- Vilmos Kertesz, Dana L. Carper, John F. Cahill. High‐throughput mass spectrometry analysis using immediate drop‐on‐demand technology coupled with an open port sampling interface. Rapid Communications in Mass Spectrometry 2024, 38
(4)
https://doi.org/10.1002/rcm.9687
- Xinchi Yin, Zhichao Xue, Lulu Feng, Siyuan Tan, Kangming Li, You Jiang, Xiaoyun Gong, Xinhua Dai, Xiang Fang. Quantitative analysis of bio-molecules in single cells by mass spectrometry. TrAC Trends in Analytical Chemistry 2024, 171 , 117503. https://doi.org/10.1016/j.trac.2023.117503
- Leena R. Pade, Kaitlyn E. Stepler, Erika P. Portero, Kellen DeLaney, Peter Nemes. Biological mass spectrometry enables spatiotemporal ‘omics: From tissues to cells to organelles. Mass Spectrometry Reviews 2024, 43
(1)
, 106-138. https://doi.org/10.1002/mas.21824
- Alexander M. Prophet, Kritanjan Polley, Gary J. Van Berkel, David T. Limmer, Kevin R. Wilson. Iodide oxidation by ozone at the surface of aqueous microdroplets. Chemical Science 2024, 112 https://doi.org/10.1039/D3SC04254E
- Dirk Wevers, Rawi Ramautar, Charlie Clark, Thomas Hankemeier, Ahmed Ali. Opportunities and challenges for sample preparation and enrichment in mass spectrometry for single‐cell metabolomics. ELECTROPHORESIS 2023, 44
(24)
, 2000-2024. https://doi.org/10.1002/elps.202300105
- Ming Yao, Manibarathi Vaithiyanathan, Nancy L. Allbritton. Analytical Techniques for Single-Cell Biochemical Assays of Lipids. Annual Review of Biomedical Engineering 2023, 25
(1)
, 281-309. https://doi.org/10.1146/annurev-bioeng-110220-034007
- ThankGod Echezona Ebenezer, Ross S. Low, Ellis Charles O'Neill, Ishuo Huang, Antonio DeSimone, Scott C. Farrow, Robert A. Field, Michael L. Ginger, Sergio Adrián Guerrero, Michael Hammond, Vladimír Hampl, Geoff Horst, Takahiro Ishikawa, Anna Karnkowska, Eric W. Linton, Peter Myler, Masami Nakazawa, Pierre Cardol, Rosina Sánchez-Thomas, Barry J. Saville, Mahfuzur R. Shah, Alastair G. B. Simpson, Aakash Sur, Kengo Suzuki, Kevin M. Tyler, Paul V. Zimba, Neil Hall, Mark C. Field. Euglena International Network (EIN): Driving euglenoid biotechnology for the benefit of a challenged world. Biology Open 2022, 11
(11)
https://doi.org/10.1242/bio.059561
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- Yunlong Shao, Yingyan Zhou, Yuanxing Liu, Wenmei Zhang, Guizhen Zhu, Yaoyao Zhao, Qi Zhang, Huan Yao, Hansen Zhao, Guangsheng Guo, Sichun Zhang, Xinrong Zhang, Xiayan Wang. Intact living-cell electrolaunching ionization mass spectrometry for single-cell metabolomics. Chemical Science 2022, 13
(27)
, 8065-8073. https://doi.org/10.1039/D2SC02569H
- Ingela Lanekoff, Varun V Sharma, Cátia Marques. Single-cell metabolomics: where are we and where are we going?. Current Opinion in Biotechnology 2022, 75 , 102693. https://doi.org/10.1016/j.copbio.2022.102693
- Dongxu Ke, Changmei Niu, Xi Yang. Evolution of 3D bioprinting-from the perspectives of bioprinting companies. Bioprinting 2022, 25 , e00193. https://doi.org/10.1016/j.bprint.2022.e00193
- Marjan Dolatmoradi, Laith Z. Samarah, Akos Vertes. Single‐Cell Metabolomics by Mass Spectrometry: Opportunities and Challenges. Analysis & Sensing 2022, 2
(1)
https://doi.org/10.1002/anse.202100032
- Erika P. Portero, Leena R. Pade, Jie Li, Sam B. Choi, Peter Nemes. Single-Cell Mass Spectrometry of Metabolites and Proteins for Systems and Functional Biology. 2022, 87-114. https://doi.org/10.1007/978-1-0716-2525-5_5
- Hamed Hosseinian, Euth Ortiz Ortega, María José Rosales López, Andrea Rodríguez Vera, Samira Hosseini. Characterization Techniques for Mass Spectrometry Analysis. 2022, 47-69. https://doi.org/10.1007/978-981-16-9569-8_2
- Shuting Xu, Cheng Yang, Xiuping Yan, Huwei Liu. Towards high throughput and high information coverage: advanced single-cell mass spectrometric techniques. Analytical and Bioanalytical Chemistry 2022, 414
(1)
, 219-233. https://doi.org/10.1007/s00216-021-03624-w
- Joshua J. Kellogg. Untargeted metabolomics for the study of antiinfective plants. 2022, 335-359. https://doi.org/10.1016/B978-0-323-90999-0.00017-3
- Xiaohu Zhou, Han Wu, Haotian Wen, Bo Zheng. Advances in Single-Cell Printing. Micromachines 2022, 13
(1)
, 80. https://doi.org/10.3390/mi13010080
- John F. Cahill, Vilmos Kertesz. Quantitation of amiodarone and N-desethylamiodarone in single HepG2 cells by single-cell printing-liquid vortex capture-mass spectrometry. Analytical and Bioanalytical Chemistry 2021, 413
(28)
, 6917-6927. https://doi.org/10.1007/s00216-021-03652-6
- Guizhen Zhu, Yunlong Shao, Yuanxing Liu, Tong Pei, Lijie Li, Dongtang Zhang, Guangsheng Guo, Xiayan Wang. Single-cell metabolite analysis by electrospray ionization mass spectrometry. TrAC Trends in Analytical Chemistry 2021, 143 , 116351. https://doi.org/10.1016/j.trac.2021.116351
- Luca Rappez, Mira Stadler, Sergio Triana, Rose Muthoni Gathungu, Katja Ovchinnikova, Prasad Phapale, Mathias Heikenwalder, Theodore Alexandrov. SpaceM reveals metabolic states of single cells. Nature Methods 2021, 18
(7)
, 799-805. https://doi.org/10.1038/s41592-021-01198-0
- Peggi M. Angel, Denys Rujchanarong, Sarah Pippin, Laura Spruill, Richard Drake. Mass Spectrometry Imaging of Fibroblasts: Promise and Challenge. Expert Review of Proteomics 2021, 18
(6)
, 423-436. https://doi.org/10.1080/14789450.2021.1941893
- Stephanie Rankin‐Turner, Liam M. Heaney. Applications of ambient ionization mass spectrometry in 2020: An annual review. Analytical Science Advances 2021, 2
(3-4)
, 193-212. https://doi.org/10.1002/ansa.202000135
- Ju-Duo WANG, Jia-Feng SONG, Chang LI, Xin-Hua DAI, Xiang FANG, Xiao-Yun GONG, Zi-Hong YE. Recent Advances in Single Cell Analysis Methods Based on Mass Spectrometry. Chinese Journal of Analytical Chemistry 2020, 48
(8)
, 969-980. https://doi.org/10.1016/S1872-2040(20)60038-X
- Piotr Sosnowski, Gérard Hopfgartner. Application of 3D printed tools for customized open port probe-electrospray mass spectrometry. Talanta 2020, 215 , 120894. https://doi.org/10.1016/j.talanta.2020.120894
- Xing Wei, Yi Lu, Xuan Zhang, Ming-Li Chen, Jian-Hua Wang. Recent advances in single-cell ultra-trace analysis. TrAC Trends in Analytical Chemistry 2020, 127 , 115886. https://doi.org/10.1016/j.trac.2020.115886
- David Bonzon, Georges Muller, Jean-Baptiste Bureau, Nicolas Uffer, Nicolas Beuchat, Yann Barrandon, Philippe Renaud. Impedance-Based Single-Cell Pipetting. SLAS Technology 2020, 25
(3)
, 222-233. https://doi.org/10.1177/2472630320911636
- Muhammad Shemyal Nisar, Xiangwei Zhao. High resolution mass spectrometry for single cell analysis. International Journal of Mass Spectrometry 2020, 450 , 116302. https://doi.org/10.1016/j.ijms.2020.116302
- Joshua Kellogg, Seogchan Kang. Metabolomics, an Essential Tool in Exploring and Harnessing Microbial Chemical Ecology. Phytobiomes Journal 2020, 4
(3)
, 195-210. https://doi.org/10.1094/PBIOMES-04-20-0032-RVW
- . Full Issue PDF. Phytobiomes Journal 2020, 195-289. https://doi.org/10.1094/PBIOMES-4-3
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