1
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Zhang P, Han Y, Xu Y, Gao L. Application of metal stable isotopes labeling and elemental mass spectrometry for biomacromolecule profiling. BIOPHYSICS REPORTS 2025; 11:112-128. [PMID: 40308936 PMCID: PMC12035746 DOI: 10.52601/bpr.2024.240039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2024] [Accepted: 10/25/2024] [Indexed: 05/02/2025] Open
Abstract
Biomacromolecules including proteins and nucleic acids are widely recognized for their pivotal and irreplaceable role in maintaining the normal functions of biological systems. By combining metal stable isotope labeling with elemental mass spectrometry, researchers can quantify the amount and track the spatial distribution of specific biomacromolecules in complex biological systems. In this review, the probes classification and metal stable isotope labeling strategies are initially summarized. Secondly, the technical characteristics and working principle of the elemental mass spectrometry techniques including inductively coupled plasma mass spectrometry and secondary ion mass spectrometry are introduced to achieve highly sensitive detection of multiple biomacromolecules at molecular, cellular and tissue levels. Lastly, we underline the advantages and limitations of elemental mass spectrometry combined with metal stable isotope labeling strategies, and propose the perspectives for future developments.
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Affiliation(s)
- Ping Zhang
- Department of Chemistry, College of Chemistry and Life Science, Beijing University of Technology, Beijing 100124, China
| | - Ying Han
- Department of Chemistry, College of Chemistry and Life Science, Beijing University of Technology, Beijing 100124, China
| | - Yue Xu
- Department of Chemistry, College of Chemistry and Life Science, Beijing University of Technology, Beijing 100124, China
| | - Liang Gao
- Department of Chemistry, College of Chemistry and Life Science, Beijing University of Technology, Beijing 100124, China
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2
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Huang C, Ye T, Wang X, Li K, Li Y, Jiang L, Ding X. Luminescent Metal-Organic Framework Probes with Metallic and Fluorescent Dual-Properties for Mass Cytometry and Imaging. Anal Chem 2025; 97:7906-7918. [PMID: 40178366 DOI: 10.1021/acs.analchem.4c07055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/05/2025]
Abstract
Mass cytometry (CyTOF) and imaging mass cytometry (IMC), as cutting-edge technologies in single-cell analysis, are capable of detecting more than 40 biomarkers simultaneously on a single cell. However, their sensitivity and multiparameter detection capabilities have been long constrained by the development of metal labeling materials. Meanwhile, as an imaging technique, IMC has suffered from a rather slow data acquisition rate. Here, we present a luminescent PCN-224-OH material that exhibits both fluorescent and mass dual-functionality and is enriched with Zr-OH-/H2O active sites. Without the additional need for complex postmodification or chemical coupling reactions, PCN-224-OH can be directly functionalized with antibodies/aptamers and poly(ethylene glycol) (PEG), resulting in the production of PCN-224-Ab-PEG or PCN-224-Apt-PEG probes. We demonstrated that PCN-224-Ab-PEG was compatible with commercial polymer-based probes but with superior sensitivity and specificity. Meanwhile, since PCN-224-Apt-PEG expressed both fluorescence and mass signals, we could adopt fluorescence signals for rapid tissue section scanning to swiftly identify the regions of interest (ROIs), and then adopt IMC for multiparameter imaging at the specific ROIs. The application of the PCN-224-Apt-PEG probe could significantly reduce the blind IMC scanning time by up to 90% and effectively compensate for IMC's low resolution. This study not only broadens the application scope of luminescent metal-organic frameworks but also offers a potentially novel toolbox for single-cell multiparameter detection.
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Affiliation(s)
- Chengjie Huang
- Department of Anesthesiology and Surgical Intensive Care Unit, Xinhua Hospital, School of Medicine and School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200092, China
- State Key Laboratory of Systems Medicine for Cancer, Institute for Personalized Medicine and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, China
| | - Tianbao Ye
- Xiamen Cardiovascular Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen 361008, Fujian, China
| | - Xiuyuan Wang
- Department of Dermatology, Zhongshan Hospital of Fudan University, Shanghai 200032, China
| | - Ke Li
- School of Petrochemical Technology, Jilin Institute of Chemical Technology, Jilin 132022, China
| | - Yiyang Li
- Department of Anesthesiology and Surgical Intensive Care Unit, Xinhua Hospital, School of Medicine and School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200092, China
- State Key Laboratory of Systems Medicine for Cancer, Institute for Personalized Medicine and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, China
| | - Lai Jiang
- Department of Anesthesiology and Surgical Intensive Care Unit, Xinhua Hospital, School of Medicine and School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200092, China
- State Key Laboratory of Systems Medicine for Cancer, Institute for Personalized Medicine and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, China
| | - Xianting Ding
- Department of Anesthesiology and Surgical Intensive Care Unit, Xinhua Hospital, School of Medicine and School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200092, China
- State Key Laboratory of Systems Medicine for Cancer, Institute for Personalized Medicine and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, China
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3
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Huang Z, Xie X, Wu Y, Liu R, Lv Y. Breaking Barcode Limits: Metal Nanoparticle Lego Brick Self-Assembly for High-Throughput Screening. J Am Chem Soc 2025; 147:4904-4914. [PMID: 39745059 DOI: 10.1021/jacs.4c13706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/13/2025]
Abstract
As precision medicine increasingly reveals the biological diversity among individuals, the demand for higher-throughput screening techniques, particularly suspension array technologies capable of more multiplexing from smaller samples in a single run, is intensifying. However, advancements in the multiplexing capability of current suspension platforms have lagged with limited alleviation, necessitating breakthroughs for innovative solutions that enable larger-scale measurements. Here, we introduce such a breakthrough with a novel mass-cytometric barcode engineering by metal nanoparticle-based "Lego Brick"-like self-assembly for high-throughput barcode design and capacity amplification. The suspension array capacity can be expanded to over 20,500 unique barcodes by flexibly assembling just 10 types of barcoding units (metal nanoparticles) onto the surface of the barcoding center (magnetic spheres) through a universal biotin-streptavidin binding template, significantly enhancing both throughput and versatility. Further multiplexed immunoassay, termed MassMAP, demonstrates high-throughput profiling of cancer biomarkers, highlighting the revolutionary potential of Lego Brick self-assembly in massive cytometric screening for higher-throughput applications.
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Affiliation(s)
- Zili Huang
- Analytical & Testing Center, Sichuan University, Chengdu 610064, P. R. China
| | - Xiaobo Xie
- Analytical & Testing Center, Sichuan University, Chengdu 610064, P. R. China
| | - Yi Wu
- Analytical & Testing Center, Sichuan University, Chengdu 610064, P. R. China
| | - Rui Liu
- Key Laboratory of Green Chemistry & Technology, Ministry of Education, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, P. R. China
| | - Yi Lv
- Analytical & Testing Center, Sichuan University, Chengdu 610064, P. R. China
- Key Laboratory of Green Chemistry & Technology, Ministry of Education, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, P. R. China
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4
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Wong ECN, Zhang Y, Yang T, Liu Y, Abtahi M, Chen X, Ajayi AJ, Li X, Majonis D, Winnik MA. Optimizing the Structure of a Pt Metal-Chelating Polymer to Reduce Nonspecific Binding for Mass Cytometry. Biomacromolecules 2024; 25:6716-6726. [PMID: 39325685 DOI: 10.1021/acs.biomac.4c00937] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/28/2024]
Abstract
Mass cytometry is a bioanalytic tool based on atomic mass spectrometry for detecting biomarker expression on individual cells. Current reagents employ metal-chelating polymers binding isotopes of hard metal ions. Polymers bearing chelators for soft metal ions offer the promise for a large increase in multiplexing capabilities, but examples reported so far often have unacceptably high levels of nonspecific binding (NSB). We recently reported a new class of metal-chelating polymers with dipicolylamine (DPA) chelators that could bind Re and Pt. They also showed significant levels of NSB. Here, to reduce the NSB of the Pt-DPA polymer, we grafted water-soluble oligomers to the distal end of the dipicolylamine pendant group. Methoxy(polyethylene glycol) (DP = 24) was effective as was poly(sulfobetaine methacrylate) (DP = 29). Reacting the Pt-Cl bond of the metalated polymer with glutathione was remarkably effective at suppressing NSB. These results open the door to Pt-isotope-based metal-chelating polymers as new mass tags for mass cytometry.
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Affiliation(s)
- Edmond C N Wong
- Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3H6, Canada
| | - Yefeng Zhang
- Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3H6, Canada
| | - Tianjia Yang
- Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3H6, Canada
| | - Yang Liu
- Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3H6, Canada
| | - Mahtab Abtahi
- Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3H6, Canada
| | - Xu Chen
- Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3H6, Canada
| | - Ayonitemi J Ajayi
- Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3H6, Canada
| | - Xiaochong Li
- Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3H6, Canada
| | | | - Mitchell A Winnik
- Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3H6, Canada
- Department of Chemical Engineering and Applied Chemistry, University of Toronto, Toronto, Ontario M5S 3E5, Canada
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5
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Safi A, Landis JE, Adler HG, Khadem H, Eseller KE, Markushin Y, Honarparvaran S, De Giacomo A, Melikechi N. Enhancing biomarker detection sensitivity through tag-laser induced breakdown spectroscopy with NELIBS. Talanta 2024; 271:125723. [PMID: 38295442 DOI: 10.1016/j.talanta.2024.125723] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2023] [Revised: 01/12/2024] [Accepted: 01/24/2024] [Indexed: 02/02/2024]
Abstract
Nanoparticle-enhanced laser-induced breakdown spectroscopy and Tag-LIBS are two approaches that have been shown to significantly enhance LIBS sensitivity and specificity. In an effort to combine both of these approaches, we have initiated a study on the effect of the presence of Silver nanoparticle concentrations on Europium (Eu) and Ytterbium (Yb) LIBS signals. These elements are part of metal-loaded polymers conjugated to antibodies. We observe a signal enhancement of the emission lines of about 10 and 12 times for the Europium and Ytterbium lines. This study shows that Europium and Ytterbium are enhanced differently; Europium shows enhancement for both neutral and ionized species while the Ytterbium shows enhancement only for ionized species. Additionally, we found that NPs at 0.1 mg/mL and 0.05 mg/mL achieved maximum enhancement for Eu and Yb, respectively. Based on our findings, the temperature and electron density of Eu and Yb are not significantly different for NPs concentrations, but the total signal intensity is significantly higher for optimum NP concentrations for both Eu and Yb.
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Affiliation(s)
- Ali Safi
- Department of Physics and Applied Physics, Kennedy College of Sciences, University of Massachusetts Lowell, MA, 01854, USA.
| | - Joshua E Landis
- Department of Physics and Applied Physics, Kennedy College of Sciences, University of Massachusetts Lowell, MA, 01854, USA
| | - Helmar G Adler
- Department of Physics and Applied Physics, Kennedy College of Sciences, University of Massachusetts Lowell, MA, 01854, USA
| | - Hossein Khadem
- Institute for Experimental Endocrinology and Oncology "Gaetano Salvatore" (IEOS), Second Unit, National Research Council, 80131, Napoli, Italy
| | - Kemal Efe Eseller
- Department of Physics and Applied Physics, Kennedy College of Sciences, University of Massachusetts Lowell, MA, 01854, USA
| | - Yuri Markushin
- Optical Science Center for Applied Research, Delaware State University, 1200 N. Dupont Highway Dover, DE, 19901, USA
| | - Sara Honarparvaran
- Student Research Committee, Fasa University of Medical Sciences, Fasa, Iran
| | - Alessandro De Giacomo
- Department of Chemistry, University of Bari, Via Orabona 4, 70126, Bari, Italy; Department of Chemistry, Kennedy College of Sciences, University of Massachusetts Lowell, MA, 01854, USA
| | - Noureddine Melikechi
- Department of Physics and Applied Physics, Kennedy College of Sciences, University of Massachusetts Lowell, MA, 01854, USA
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6
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Schulz AR, Rademacher J, Bockhorn V, Mei HE. Harmonized analysis of PBMC by mass cytometry. Methods Cell Biol 2024; 186:107-130. [PMID: 38705596 DOI: 10.1016/bs.mcb.2024.02.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/07/2024]
Abstract
Mass cytometry permits the high dimensional analysis of cellular systems at single-cell resolution with high throughput in various areas of biomedical research. Here, we provide a state-of-the-art protocol for the analysis of human peripheral blood mononuclear cells (PBMC) by mass cytometry. We focus on the implementation of measures promoting the harmonization of large and complex studies to aid robustness and reproducibility of immune phenotyping data.
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Affiliation(s)
- Axel R Schulz
- Deutsches Rheuma-Forschungszentrum Berlin, A Leibniz Institute, Berlin, Germany
| | - Judith Rademacher
- Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany; Department of Gastroenterology, Infectiology and Rheumatology (Including Nutrition Medicine), Berlin, Germany; Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Vera Bockhorn
- Deutsches Rheuma-Forschungszentrum Berlin, A Leibniz Institute, Berlin, Germany
| | - Henrik E Mei
- Deutsches Rheuma-Forschungszentrum Berlin, A Leibniz Institute, Berlin, Germany.
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7
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Potter N, Latour S, Wong ECN, Winnik MA, Jackson HW, McGuigan AP, Nitz M. Design Parameters for a Mass Cytometry Detectable HaloTag Ligand. Bioconjug Chem 2024; 35:80-91. [PMID: 38112314 DOI: 10.1021/acs.bioconjchem.3c00434] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2023]
Abstract
Mass cytometry permits the high dimensional analysis of complex biological samples; however, some techniques are not yet integrated into the mass cytometry workflow due to reagent availability. The use of self-labeling protein systems, such as HaloTag, are one such application. Here, we describe the design and implementation of the first mass cytometry ligands for use with HaloTag. "Click"-amenable HaloTag warheads were first conjugated onto poly(l-lysine) or poly(acrylic acid) polymers that were then functionalized with diethylenetriaminepentaacetic acid (DTPA) lutetium metal chelates. Kinetic analysis of the HaloTag labeling rates demonstrated that the structure appended to the 1-chlorohexyl warhead was key to success. A construct with a diethylene glycol spacer appended to a benzamide gave similar rates (kobs ∼ 102 M-1 s-1), regardless of the nature of the polymer. Comparison of the polymer with a small molecule chelate having rapid HaloTag labeling kinetics (kobs ∼ 104 M-1 s-1) suggests the polymers significantly reduced the HaloTag labeling rate. HEK293T cells expressing surface-exposed GFP-HaloTag fusions were labeled with the polymeric constructs and 175Lu content measured by cytometry by time-of-flight (CyTOF). Robust labeling was observed; however, significant nonspecific binding of the constructs to cells was also present. Heavily pegylated polymers demonstrated that nonspecific binding could be reduced to allow cells bearing the HaloTag protein to be distinguished from nonexpressing cells.
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Affiliation(s)
- Nicole Potter
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, Ontario M5S 3H6, Canada
| | - Simon Latour
- Institute of Biomedical Engineering, University of Toronto, 164 College Street, Toronto, Ontario M5S 3G9, Canada
- Department of Chemical Engineering and Applied Chemistry, University of Toronto, 200 College Street, Toronto, Ontario M5S 3E5, Canada
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, 600 University Avenue, Toronto, Ontario M5G 1X5, Canada
| | - Edmond C N Wong
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, Ontario M5S 3H6, Canada
| | - Mitchell A Winnik
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, Ontario M5S 3H6, Canada
| | - Hartland W Jackson
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, 600 University Avenue, Toronto, Ontario M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, Ontario M5S 1A8, Canada
- Ontario Institute of Cancer Research, 661 University Avenue, Toronto, Ontario M5S 0A3, Canada
| | - Alison P McGuigan
- Institute of Biomedical Engineering, University of Toronto, 164 College Street, Toronto, Ontario M5S 3G9, Canada
- Department of Chemical Engineering and Applied Chemistry, University of Toronto, 200 College Street, Toronto, Ontario M5S 3E5, Canada
| | - Mark Nitz
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, Ontario M5S 3H6, Canada
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8
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Bognanni N, Bellia F, Vecchio G. Cyclodextrin Polymers Functionalized with Histidine and Carcinine as Chelating Therapeutics for Copper Dyshomeostasis. ChemMedChem 2023; 18:e202300035. [PMID: 37060211 DOI: 10.1002/cmdc.202300035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Revised: 04/11/2023] [Accepted: 04/14/2023] [Indexed: 04/16/2023]
Abstract
In recent years, cyclodextrin polymeric nanoparticles have been designed to introduce new properties and extend their medical applications. Based on the features of cyclodextrins, we derivatized cross-linked cyclodextrin polymers with histidine or carcinine moieties. We found that amylases do not hydrolyze cyclodextrin polymers. The new polymers can form copper(II) complexes and may act as nanochelators to counteract copper(II) dyshomeostasis-related diseases. Furthermore, the copper(II) complexes show superoxide dismutase activity, similar to free carcinine and histidine complexes. The antioxidant biological activity of the copper(II) complex formed in situ may protect cells from oxidative damage related to copper dyshomeostasis.
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Affiliation(s)
- Noemi Bognanni
- Dipartimento di Scienze Chimiche, Università degli Studi di Catania, Viale A. Doria 6, 95125, Catania, Italy
| | - Francesco Bellia
- Istituto di Cristallografia, CNR, P. Gaifami 18, 95126, Catania, Italy
| | - Graziella Vecchio
- Dipartimento di Scienze Chimiche, Università degli Studi di Catania, Viale A. Doria 6, 95125, Catania, Italy
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9
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Liu Z, Yang Y, Zhao X, Wang T, He L, Nan X, Vidović D, Bai P. A universal mass tag based on polystyrene nanoparticles for single-cell multiplexing with mass cytometry. J Colloid Interface Sci 2023; 639:434-443. [PMID: 36822043 DOI: 10.1016/j.jcis.2023.02.092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Revised: 02/16/2023] [Accepted: 02/17/2023] [Indexed: 02/21/2023]
Abstract
Mass cytometry (MC) is an emerging bioanalytical technique for high-dimensional biomarkers interrogation simultaneously on individual cells. However, the sensitivity and multiplexed analysis ability of MC was highly restricted by the current metal chelating polymer (MCP) mass tags. Herein, a new design strategy for MC mass tags by using a commercial available and low cost classical material, polystyrene nanoparticle (PS-NP) to carry metals was reported. Unlike inorganic materials, sub-micron-grade metal-loaded polystyrene can be easily detected by MC, thus it is not essential to pursue extremely small particle size in this mass tag design strategy. An altered cell staining buffer can significantly lower the nonspecific binding (NSB) of non-functionalized PS-NPs, revealing another method to lower NSB beside surface modification. The metal doped PS-NP_Abs mass tags showed high compatibility with MCP mass tags and 5-fold higher sensitivity. By using Hf doped PS-NP_Abs as mass tags, four new MC detection channels (177Hf, 178Hf, 179Hf and 180Hf) were developed. In general, this work provides a new strategy in designing MC mass tags and lowering NSB, opening up possibility of introducing more potential MC mass tag candidates.
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Affiliation(s)
- Zhizhou Liu
- CAS Key Lab of Bio-Medical Diagnostics, Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, Jiangsu 215163, China; Jinan Guoke Medical Technology Development Co., Ltd, Shandong 250013, People's Republic of China.
| | - Yu Yang
- School of Precision Instrument and Opto-Electronics Engineering, Tianjin University, Tianjin, China
| | - Xiang Zhao
- CAS Key Lab of Bio-Medical Diagnostics, Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, Jiangsu 215163, China; College of Mechanics and Materials, Hohai University, 8 Focheng West Road, Nanjing, 210098, China
| | - Tong Wang
- CAS Key Lab of Bio-Medical Diagnostics, Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, Jiangsu 215163, China
| | - Liang He
- CAS Key Lab of Bio-Medical Diagnostics, Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, Jiangsu 215163, China; Jinan Guoke Medical Technology Development Co., Ltd, Shandong 250013, People's Republic of China
| | - Xueyan Nan
- CAS Key Lab of Bio-Medical Diagnostics, Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, Jiangsu 215163, China
| | - Dragoslav Vidović
- School of Chemistry, Faculty of Sciences, Monash University, 3800 Clayton, Australia
| | - Pengli Bai
- CAS Key Lab of Bio-Medical Diagnostics, Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, Jiangsu 215163, China.
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10
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Arnett LP, Rana R, Chung WWY, Li X, Abtahi M, Majonis D, Bassan J, Nitz M, Winnik MA. Reagents for Mass Cytometry. Chem Rev 2023; 123:1166-1205. [PMID: 36696538 DOI: 10.1021/acs.chemrev.2c00350] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Mass cytometry (cytometry by time-of-flight detection [CyTOF]) is a bioanalytical technique that enables the identification and quantification of diverse features of cellular systems with single-cell resolution. In suspension mass cytometry, cells are stained with stable heavy-atom isotope-tagged reagents, and then the cells are nebulized into an inductively coupled plasma time-of-flight mass spectrometry (ICP-TOF-MS) instrument. In imaging mass cytometry, a pulsed laser is used to ablate ca. 1 μm2 spots of a tissue section. The plume is then transferred to the CyTOF, generating an image of biomarker expression. Similar measurements are possible with multiplexed ion bean imaging (MIBI). The unit mass resolution of the ICP-TOF-MS detector allows for multiparametric analysis of (in principle) up to 130 different parameters. Currently available reagents, however, allow simultaneous measurement of up to 50 biomarkers. As new reagents are developed, the scope of information that can be obtained by mass cytometry continues to increase, particularly due to the development of new small molecule reagents which enable monitoring of active biochemistry at the cellular level. This review summarizes the history and current state of mass cytometry reagent development and elaborates on areas where there is a need for new reagents. Additionally, this review provides guidelines on how new reagents should be tested and how the data should be presented to make them most meaningful to the mass cytometry user community.
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Affiliation(s)
- Loryn P Arnett
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, OntarioM5S 3H6, Canada
| | - Rahul Rana
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, OntarioM5S 3H6, Canada
| | - Wilson Wai-Yip Chung
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, OntarioM5S 3H6, Canada
| | - Xiaochong Li
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, OntarioM5S 3H6, Canada
| | - Mahtab Abtahi
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, OntarioM5S 3H6, Canada
| | - Daniel Majonis
- Standard BioTools Canada Inc. (formerly Fluidigm Canada Inc.), 1380 Rodick Road, Suite 400, Markham, OntarioL3R 4G5, Canada
| | - Jay Bassan
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, OntarioM5S 3H6, Canada
| | - Mark Nitz
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, OntarioM5S 3H6, Canada
| | - Mitchell A Winnik
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, OntarioM5S 3H6, Canada.,Department of Chemical Engineering and Applied Chemistry, 200 College Street, Toronto, OntarioM5S 3E5, Canada
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11
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Multiparameter single-cell proteomic technologies give new insights into the biology of ovarian tumors. Semin Immunopathol 2023; 45:43-59. [PMID: 36635516 PMCID: PMC9974728 DOI: 10.1007/s00281-022-00979-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 12/11/2022] [Indexed: 01/13/2023]
Abstract
High-grade serous ovarian cancer (HGSOC) is the most lethal gynecological malignancy. Its diagnosis at advanced stage compounded with its excessive genomic and cellular heterogeneity make curative treatment challenging. Two critical therapeutic challenges to overcome are carboplatin resistance and lack of response to immunotherapy. Carboplatin resistance results from diverse cell autonomous mechanisms which operate in different combinations within and across tumors. The lack of response to immunotherapy is highly likely to be related to an immunosuppressive HGSOC tumor microenvironment which overrides any clinical benefit. Results from a number of studies, mainly using transcriptomics, indicate that the immune tumor microenvironment (iTME) plays a role in carboplatin response. However, in patients receiving treatment, the exact mechanistic details are unclear. During the past decade, multiplex single-cell proteomic technologies have come to the forefront of biomedical research. Mass cytometry or cytometry by time-of-flight, measures up to 60 parameters in single cells that are in suspension. Multiplex cellular imaging technologies allow simultaneous measurement of up to 60 proteins in single cells with spatial resolution and interrogation of cell-cell interactions. This review suggests that functional interplay between cell autonomous responses to carboplatin and the HGSOC immune tumor microenvironment could be clarified through the application of multiplex single-cell proteomic technologies. We conclude that for better clinical care, multiplex single-cell proteomic technologies could be an integral component of multimodal biomarker development that also includes genomics and radiomics. Collection of matched samples from patients before and on treatment will be critical to the success of these efforts.
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12
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Zhang Y, Rana R, Liu P, Zabinyakov N, Nitz M, Winnik MA. Tellurium-containing polymer for mass cytometry. Eur Polym J 2022. [DOI: 10.1016/j.eurpolymj.2022.111633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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13
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Chen Y, Wang G, Wang P, Liu J, Shi H, Zhao J, Zeng X, Luo Y. Metal‐Chelatable Porphyrinic Frameworks for Single‐Cell Multiplexing with Mass Cytometry. Angew Chem Int Ed Engl 2022; 61:e202208640. [DOI: 10.1002/anie.202208640] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Indexed: 11/12/2022]
Affiliation(s)
- Yuan Chen
- State Key Laboratory of Chemical Engineering College of Chemical and Biological Engineering Zhejiang University College of Chemical & Biological Engineering 38 Zheda Road Hangzhou Zhejiang 310027 P. R. China
| | - Guocan Wang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases National Clinical Research Center for Infectious Diseases Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases The First Affiliated Hospital College of Medicine Zhejiang University Zijingang Campus of Zhejiang University, Sandun Town, Xihu District Hangzhou Zhejiang 310003 P. R. China
| | - Ping Wang
- Zhejiang PuLuoTing Health Technology Co. Ltd. 3rd floor, Building 5, NO. 2622 Yuhangtang Road, Yuhang District Hangzhou, Zhejiang P. R. China
| | - Juan Liu
- Zhejiang PuLuoTing Health Technology Co. Ltd. 3rd floor, Building 5, NO. 2622 Yuhangtang Road, Yuhang District Hangzhou, Zhejiang P. R. China
| | - Hongyu Shi
- Zhejiang PuLuoTing Health Technology Co. Ltd. 3rd floor, Building 5, NO. 2622 Yuhangtang Road, Yuhang District Hangzhou, Zhejiang P. R. China
| | - Junjie Zhao
- State Key Laboratory of Chemical Engineering College of Chemical and Biological Engineering Zhejiang University College of Chemical & Biological Engineering 38 Zheda Road Hangzhou Zhejiang 310027 P. R. China
| | - Xun Zeng
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases National Clinical Research Center for Infectious Diseases Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases The First Affiliated Hospital College of Medicine Zhejiang University Zijingang Campus of Zhejiang University, Sandun Town, Xihu District Hangzhou Zhejiang 310003 P. R. China
| | - Yingwu Luo
- State Key Laboratory of Chemical Engineering College of Chemical and Biological Engineering Zhejiang University College of Chemical & Biological Engineering 38 Zheda Road Hangzhou Zhejiang 310027 P. R. China
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14
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Chen Y, Wang G, Wang P, Liu J, Shi H, Zhao J, Zeng X, Luo Y. Metal‐Chelatable Porphyrinic Frameworks for Single‐Cell Multiplexing with Mass Cytometry. Angew Chem Int Ed Engl 2022. [DOI: 10.1002/ange.202208640] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Yuan Chen
- Zhejiang University State Key Laboratory of Chemical Engineering, College of Chemical and Biological Engineering CHINA
| | - Guocan Wang
- Zhejiang University State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine CHINA
| | - Ping Wang
- Zhejiang PuLuoTing Health Technology Co. Ltd None CHINA
| | - Juan Liu
- Zhejiang PuLuoTing Health Technology Co. Ltd None CHINA
| | - Hongyu Shi
- Zhejiang PuLuoTing Health Technology Co. Ltd None CHINA
| | - Junjie Zhao
- Zhejiang University College of Chemical and Biological Engineering 38 Zheda Rd 310027 Hangzhou CHINA
| | - Xun Zeng
- Zhejiang University State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine CHINA
| | - Yingwu Luo
- Zhejiang University State Key Laboratory of Chemical Engineering, College of Chemical and Biological Engineering CHINA
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15
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Kumar R. Materiomically Designed Polymeric Vehicles for Nucleic Acids: Quo Vadis? ACS APPLIED BIO MATERIALS 2022; 5:2507-2535. [PMID: 35642794 DOI: 10.1021/acsabm.2c00346] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Despite rapid advances in molecular biology, particularly in site-specific genome editing technologies, such as CRISPR/Cas9 and base editing, financial and logistical challenges hinder a broad population from accessing and benefiting from gene therapy. To improve the affordability and scalability of gene therapy, we need to deploy chemically defined, economical, and scalable materials, such as synthetic polymers. For polymers to deliver nucleic acids efficaciously to targeted cells, they must optimally combine design attributes, such as architecture, length, composition, spatial distribution of monomers, basicity, hydrophilic-hydrophobic phase balance, or protonation degree. Designing polymeric vectors for specific nucleic acid payloads is a multivariate optimization problem wherein even minuscule deviations from the optimum are poorly tolerated. To explore the multivariate polymer design space rapidly, efficiently, and fruitfully, we must integrate parallelized polymer synthesis, high-throughput biological screening, and statistical modeling. Although materiomics approaches promise to streamline polymeric vector development, several methodological ambiguities must be resolved. For instance, establishing a flexible polymer ontology that accommodates recent synthetic advances, enforcing uniform polymer characterization and data reporting standards, and implementing multiplexed in vitro and in vivo screening studies require considerable planning, coordination, and effort. This contribution will acquaint readers with the challenges associated with materiomics approaches to polymeric gene delivery and offers guidelines for overcoming these challenges. Here, we summarize recent developments in combinatorial polymer synthesis, high-throughput screening of polymeric vectors, omics-based approaches to polymer design, barcoding schemes for pooled in vitro and in vivo screening, and identify materiomics-inspired research directions that will realize the long-unfulfilled clinical potential of polymeric carriers in gene therapy.
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Affiliation(s)
- Ramya Kumar
- Department of Chemical & Biological Engineering, Colorado School of Mines, 1613 Illinois St, Golden, Colorado 80401, United States
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