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Front Chem
2022 Jan 01;10:863979. doi: 10.3389/fchem.2022.863979.
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Capillary Electrophoresis Mass Spectrometry for Scalable Single-Cell Proteomics.
Shen B
,
Pade LR
,
Choi SB
,
Muñoz-LLancao P
,
Manzini MC
,
Nemes P
.
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Understanding the biochemistry of the cell requires measurement of all the molecules it produces. Single-cell proteomics recently became possible through advances in microanalytical sample preparation, separation by nano-flow liquid chromatography (nanoLC) and capillary electrophoresis (CE), and detection using electrospray ionization (ESI) high-resolution mass spectrometry (HRMS). Here, we demonstrate capillary microsampling CE-ESI-HRMS to be scalable to proteomics across broad cellular dimensions. This study established proof-of-principle using giant, ∼250-µm-diameter cells from embryos of the frog Xenopus laevis and small, ∼35-µm-diameter neurons in culture from the mouse hippocampus. From ∼18 ng, or ∼0.2% of the total cellular proteome, subcellular analysis of the ventral-animal midline (V11) and equatorial (V12) cells identified 1,133 different proteins in a 16-cell embryo. CE-HRMS achieved ∼20-times higher sensitivity and doubled the speed of instrumental measurements compared to nanoLC, the closest neighboring single-cell technology of choice. Microanalysis was scalable to 722 proteins groups from ∼5 ng of cellular protein digest from identified left dorsal-animal midline cell (D11), supporting sensitivity for smaller cells. Capillary microsampling enabled the isolation and transfer of individual neurons from the culture, identifying 37 proteins between three different cells. A total of 224 proteins were detected from 500 pg of neuronal protein digest, which estimates to a single neuron. Serial dilution returned 157 proteins from sample amounts estimating to about half a cell (250 pg protein) and 70 proteins from ca. a quarter of a neuron (125 pg protein), suggesting sufficient sensitivity for subcellular proteomics. CE-ESI-HRMS complements nanoLC proteomics with scalability, sensitivity, and speed across broad cellular dimensions.
FIGURE 1. CE-HRMS for scalable single-cell proteomics. The protein content was collected from identified cells in Xenopus laevis embryos and neurons cultured from the mouse hippocampus. The example labels the normally neural-tissue fated dorsal-animal midline cell (D11) and the normally epidermally fated ventral-animal equatorial cell (V12). The proteins were detected on a custom-built microanalytical capillary electrophoresis (CE) electrospray ionization (ESI) platform using orbitrap (OT) high-resolution tandem mass spectrometry (HRMS-MS/MS).
FIGURE 2. Scalable collection of trace amounts of proteins from single cells for HRMS detection. (A) Example showing microaspiration of cell contents into a microfabricated glass pipette from a D, D1, and D11 blastomere in a 4, 8-, and 16-cell X. laevis embryo. Scale, 250 µm. (B) Collection of a single cultured mouse neuron into a fabricated microcapillary. Scale, 20 µm. (C) Representative base-peak ion signal traces recorded between m/z 350â1,500 from 400 ng of digest using nanoLC and 10 ng of protein digest using CE, revealing enhancement in sensitivity and speed by electrophoresis.
FIGURE 3. Benchmarking the analytical figures of merit. (A) Protein identifications in the V12 X. laevis cell from â¼400 ng of protein digest by nanoLC and â¼18 ng of protein digest by CE HRMS. (B) Single-shot analyses identifying (ID) complementary types of proteins. The CE experiment quantified more proteins than nanoLC. (C) Pearson correlation analysis of proteins that were quantifiable by both technologies. (D) Statistical comparison of protein quantification (Wilcoxon signed tests) revealing indistinguishable abundance distribution for commonly quantified proteins. Proteins that were only quantifiable by CE were detected in statistically higher abundance.
FIGURE 4. Single-to-subcellular neuroproteomics by CE-HRMS. (A) Comparison of the linear dynamic range and depth of the quantified neuroproteome from diluted proteome digests estimating to a single neuron (â¼500 pg protein digest), a half neuron (â¼250 pg), and quarter of a neuron (â¼125 pg). (B) Comparison of proteins identified from the diluted digests.
FIGURE 5. Reactome analysis of protein-protein interactions from a single-neuron equivalent protein digest (500 pg proteome). More than 700 pathways were represented (Supplementary Table S7). Detected nodes are highlighted in yellow. Pathway key: (A), muscle contraction; (B), digestion and absorption; (C), developmental biology; (D), neuronal system; (E), immune system; (F), signal transduction; (G), hemostasis; (H), gene expression; (I), metabolism of RNA; (J), metabolism; (K), chromatin organization; (L), DNA repair; (M), DNA replication; (N), transport of small molecules; (O), sensory perception; (P), cell cycle; (Q), reproduction; (R), organelle biogenesis and maintenance; (S), metabolism of proteins; (T), programmed cell death; (U), cellular responses to stimuli; (V), autophagy; (W), protein localization; (X), vesicle-mediated transport; (Y), extracellular matrix organization; (Z), cell-cell communication.
Baxi,
Proteomic Characterization of the Neural Ectoderm Fated Cell Clones in the Xenopus laevis Embryo by High-Resolution Mass Spectrometry.
2018, Pubmed,
Xenbase
Baxi,
Proteomic Characterization of the Neural Ectoderm Fated Cell Clones in the Xenopus laevis Embryo by High-Resolution Mass Spectrometry.
2018,
Pubmed
,
Xenbase
Chen,
Ultrasensitive Proteome Profiling for 100 Living Cells by Direct Cell Injection, Online Digestion and Nano-LC-MS/MS Analysis.
2015,
Pubmed
Choi,
Enhanced Peptide Detection Toward Single-Neuron Proteomics by Reversed-Phase Fractionation Capillary Electrophoresis Mass Spectrometry.
2018,
Pubmed
Choi,
Data-Dependent Acquisition Ladder for Capillary Electrophoresis Mass Spectrometry-Based Ultrasensitive (Neuro)Proteomics.
2021,
Pubmed
Choi,
Patch-Clamp Proteomics of Single Neurons in Tissue Using Electrophysiology and Subcellular Capillary Electrophoresis Mass Spectrometry.
2022,
Pubmed
Choi,
Tapered-Tip Capillary Electrophoresis Nano-Electrospray Ionization Mass Spectrometry for Ultrasensitive Proteomics: the Mouse Cortex.
2017,
Pubmed
Cong,
Ultrasensitive single-cell proteomics workflow identifies >1000 protein groups per mammalian cell.
2020,
Pubmed
Conway,
Selective Autophagy Receptors in Neuronal Health and Disease.
2020,
Pubmed
Cox,
Accurate proteome-wide label-free quantification by delayed normalization and maximal peptide ratio extraction, termed MaxLFQ.
2014,
Pubmed
DeLaney,
Recent Advances and New Perspectives in Capillary Electrophoresis-Mass Spectrometry for Single Cell "Omics".
2018,
Pubmed
Drouin,
Capillary Electrophoresis-Mass Spectrometry at Trial by Metabo-Ring: Effective Electrophoretic Mobility for Reproducible and Robust Compound Annotation.
2020,
Pubmed
Duong,
Review of Three-Dimensional Liquid Chromatography Platforms for Bottom-Up Proteomics.
2020,
Pubmed
Grant,
Blastomere explants to test for cell fate commitment during embryonic development.
2013,
Pubmed
,
Xenbase
Jassal,
The reactome pathway knowledgebase.
2020,
Pubmed
Johnson,
Capillary Electrophoresis Coupled to Electrospray Ionization Tandem Mass Spectrometry for Ultra-Sensitive Proteomic Analysis of Limited Samples.
2022,
Pubmed
Johnson,
Analysis of mitochondria isolated from single cells.
2007,
Pubmed
Kaech,
Culturing hippocampal neurons.
2006,
Pubmed
Kelly,
Single-cell Proteomics: Progress and Prospects.
2020,
Pubmed
Lesiak,
Sequencing the serotonergic neuron translatome reveals a new role for Fkbp5 in stress.
2021,
Pubmed
Levy,
Single cell protein analysis for systems biology.
2018,
Pubmed
Lombard-Banek,
Single-Cell Mass Spectrometry for Discovery Proteomics: Quantifying Translational Cell Heterogeneity in the 16-Cell Frog (Xenopus) Embryo.
2016,
Pubmed
,
Xenbase
Lombard-Banek,
Microsampling Capillary Electrophoresis Mass Spectrometry Enables Single-Cell Proteomics in Complex Tissues: Developing Cell Clones in Live Xenopus laevis and Zebrafish Embryos.
2019,
Pubmed
,
Xenbase
Lombard-Banek,
Label-free Quantification of Proteins in Single Embryonic Cells with Neural Fate in the Cleavage-Stage Frog (Xenopus laevis) Embryo using Capillary Electrophoresis Electrospray Ionization High-Resolution Mass Spectrometry (CE-ESI-HRMS).
2016,
Pubmed
,
Xenbase
Lombard-Banek,
New-generation mass spectrometry expands the toolbox of cell and developmental biology.
2017,
Pubmed
,
Xenbase
Lombard-Banek,
In Vivo Subcellular Mass Spectrometry Enables Proteo-Metabolomic Single-Cell Systems Biology in a Chordate Embryo Developing to a Normally Behaving Tadpole (X. laevis)*.
2021,
Pubmed
,
Xenbase
Moody,
Fates of the blastomeres of the 16-cell stage Xenopus embryo.
1987,
Pubmed
,
Xenbase
Nemes,
Mass spectrometry comes of age for subcellular organelles.
2021,
Pubmed
Nemes,
Spraying mode effect on droplet formation and ion chemistry in electrosprays.
2007,
Pubmed
Perez-Riverol,
The PRIDE database and related tools and resources in 2019: improving support for quantification data.
2019,
Pubmed
Peuchen,
Optimization and comparison of bottom-up proteomic sample preparation for early-stage Xenopus laevis embryos.
2016,
Pubmed
,
Xenbase
Pratt,
Modeling human neurodevelopmental disorders in the Xenopus tadpole: from mechanisms to therapeutic targets.
2013,
Pubmed
,
Xenbase
Rubakhin,
Profiling metabolites and peptides in single cells.
2011,
Pubmed
,
Xenbase
Saha-Shah,
Single Cell Proteomics by Data-Independent Acquisition To Study Embryonic Asymmetry in Xenopus laevis.
2019,
Pubmed
,
Xenbase
Specht,
Single-cell proteomic and transcriptomic analysis of macrophage heterogeneity using SCoPE2.
2021,
Pubmed
Štěpánová,
Recent developments and applications of capillary and microchip electrophoresis in proteomics and peptidomics (2015-mid 2018).
2019,
Pubmed
Sun,
Ultrasensitive and fast bottom-up analysis of femtogram amounts of complex proteome digests.
2013,
Pubmed
Sun,
Single Cell Proteomics Using Frog (Xenopus laevis) Blastomeres Isolated from Early Stage Embryos, Which Form a Geometric Progression in Protein Content.
2016,
Pubmed
,
Xenbase
Taylor,
Spatially Resolved Mass Spectrometry at the Single Cell: Recent Innovations in Proteomics and Metabolomics.
2021,
Pubmed
Trouillon,
Chemical analysis of single cells.
2013,
Pubmed
Tzingounis,
The KCNQ5 potassium channel mediates a component of the afterhyperpolarization current in mouse hippocampus.
2010,
Pubmed
,
Xenbase
Williams,
Automated Coupling of Nanodroplet Sample Preparation with Liquid Chromatography-Mass Spectrometry for High-Throughput Single-Cell Proteomics.
2020,
Pubmed
Wilson,
Nano-LC in proteomics: recent advances and approaches.
2015,
Pubmed
Xu,
Benchtop-compatible sample processing workflow for proteome profiling of < 100 mammalian cells.
2019,
Pubmed
Zenobi,
Single-cell metabolomics: analytical and biological perspectives.
2013,
Pubmed
Zhang,
Single-Cell Mass Spectrometry Approaches to Explore Cellular Heterogeneity.
2018,
Pubmed
Zhang,
Miniaturized Filter-Aided Sample Preparation (MICRO-FASP) Method for High Throughput, Ultrasensitive Proteomics Sample Preparation Reveals Proteome Asymmetry in Xenopus laevis Embryos.
2020,
Pubmed
,
Xenbase
Zhang,
Nearly 1000 Protein Identifications from 50 ng of Xenopus laevis Zygote Homogenate Using Online Sample Preparation on a Strong Cation Exchange Monolith Based Microreactor Coupled with Capillary Zone Electrophoresis.
2016,
Pubmed
,
Xenbase
Zhu,
Nanodroplet processing platform for deep and quantitative proteome profiling of 10-100 mammalian cells.
2018,
Pubmed