Nanodroplet processing platform for deep and quantitative proteome profiling of 10–100 mammalian cells
Abstract
Nanoscale or single cell technologies are critical for biomedical applications. However, current mass spectrometry (MS)-based proteomic approaches require samples comprising a minimum of thousands of cells to provide in-depth profiling. Here, we report the development of a nanoPOTS (Nanodroplet Processing in One pot for Trace Samples) platform as a major advance in overall sensitivity. NanoPOTS dramatically enhances the efficiency and recovery of sample processing by downscaling processing volumes to <200 nL to minimize surface losses. When combined with ultrasensitive LC-MS, nanoPOTS allows identification of ~1500 to ~3,000 proteins from ~10 to ~140 cells, respectively. By incorporating the Match Between Runs algorithm of MaxQuant, >3000 proteins were consistently identified from as few as 10 cells. Furthermore, we demonstrate robust quantification of ~2400 proteins from single human pancreatic islet thin sections from type 1 diabetic and control donors, illustrating the application of nanoPOTS for spatially resolved proteome measurements from clinical tissues.
- Authors:
-
- Pacific Northwest National Lab. (PNNL), Richland, WA (United States). Environmental Molecular Sciences Lab. (EMSL)
- Pacific Northwest National Lab. (PNNL), Richland, WA (United States). Biological Sciences Division
- Univ. of Florida, Gainesville, FL (United States). Dept. of Pathology, Immunology and Laboratory Medicine
- Publication Date:
- Research Org.:
- Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
- Sponsoring Org.:
- USDOE; National Institutes of Health (NIH)
- OSTI Identifier:
- 1432521
- Alternate Identifier(s):
- OSTI ID: 1513201
- Report Number(s):
- PNNL-SA-125235
Journal ID: ISSN 2041-1723; PII: 3367
- Grant/Contract Number:
- AC05-76RL01830; R21 EB020976; R33 CA225248; P41 GM103493; UC4 DK104167; DP3 DK110844; 1S10OD016350-01
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Nature Communications
- Additional Journal Information:
- Journal Volume: 9; Journal Issue: 1; Journal ID: ISSN 2041-1723
- Publisher:
- Nature Publishing Group
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES
Citation Formats
Zhu, Ying, Piehowski, Paul D., Zhao, Rui, Chen, Jing, Shen, Yufeng, Moore, Ronald J., Shukla, Anil K., Petyuk, Vladislav A., Campbell-Thompson, Martha, Mathews, Clayton E., Smith, Richard D., Qian, Wei-Jun, and Kelly, Ryan T. Nanodroplet processing platform for deep and quantitative proteome profiling of 10–100 mammalian cells. United States: N. p., 2018.
Web. doi:10.1038/s41467-018-03367-w.
Zhu, Ying, Piehowski, Paul D., Zhao, Rui, Chen, Jing, Shen, Yufeng, Moore, Ronald J., Shukla, Anil K., Petyuk, Vladislav A., Campbell-Thompson, Martha, Mathews, Clayton E., Smith, Richard D., Qian, Wei-Jun, & Kelly, Ryan T. Nanodroplet processing platform for deep and quantitative proteome profiling of 10–100 mammalian cells. United States. https://doi.org/10.1038/s41467-018-03367-w
Zhu, Ying, Piehowski, Paul D., Zhao, Rui, Chen, Jing, Shen, Yufeng, Moore, Ronald J., Shukla, Anil K., Petyuk, Vladislav A., Campbell-Thompson, Martha, Mathews, Clayton E., Smith, Richard D., Qian, Wei-Jun, and Kelly, Ryan T. Wed .
"Nanodroplet processing platform for deep and quantitative proteome profiling of 10–100 mammalian cells". United States. https://doi.org/10.1038/s41467-018-03367-w. https://www.osti.gov/servlets/purl/1432521.
@article{osti_1432521,
title = {Nanodroplet processing platform for deep and quantitative proteome profiling of 10–100 mammalian cells},
author = {Zhu, Ying and Piehowski, Paul D. and Zhao, Rui and Chen, Jing and Shen, Yufeng and Moore, Ronald J. and Shukla, Anil K. and Petyuk, Vladislav A. and Campbell-Thompson, Martha and Mathews, Clayton E. and Smith, Richard D. and Qian, Wei-Jun and Kelly, Ryan T.},
abstractNote = {Nanoscale or single cell technologies are critical for biomedical applications. However, current mass spectrometry (MS)-based proteomic approaches require samples comprising a minimum of thousands of cells to provide in-depth profiling. Here, we report the development of a nanoPOTS (Nanodroplet Processing in One pot for Trace Samples) platform as a major advance in overall sensitivity. NanoPOTS dramatically enhances the efficiency and recovery of sample processing by downscaling processing volumes to <200 nL to minimize surface losses. When combined with ultrasensitive LC-MS, nanoPOTS allows identification of ~1500 to ~3,000 proteins from ~10 to ~140 cells, respectively. By incorporating the Match Between Runs algorithm of MaxQuant, >3000 proteins were consistently identified from as few as 10 cells. Furthermore, we demonstrate robust quantification of ~2400 proteins from single human pancreatic islet thin sections from type 1 diabetic and control donors, illustrating the application of nanoPOTS for spatially resolved proteome measurements from clinical tissues.},
doi = {10.1038/s41467-018-03367-w},
journal = {Nature Communications},
number = 1,
volume = 9,
place = {United States},
year = {Wed Feb 28 00:00:00 EST 2018},
month = {Wed Feb 28 00:00:00 EST 2018}
}
Web of Science
Works referenced in this record:
Sequential Operation Droplet Array: An Automated Microfluidic Platform for Picoliter-Scale Liquid Handling, Analysis, and Screening
journal, June 2013
- Zhu, Ying; Zhang, Yun-Xia; Cai, Long-Fei
- Analytical Chemistry, Vol. 85, Issue 14
High-Efficiency On-Line Solid-Phase Extraction Coupling to 15−150-μm-i.d. Column Liquid Chromatography for Proteomic Analysis
journal, July 2003
- Shen, Yufeng; Moore, Ronald J.; Zhao, Rui
- Analytical Chemistry, Vol. 75, Issue 14
Ultrasensitive nanoelectrospray ionization-mass spectrometry using poly(dimethylsiloxane) microchips with monolithically integrated emitters
journal, January 2010
- Sun, Xuefei; Kelly, Ryan T.; Tang, Keqi
- The Analyst, Vol. 135, Issue 9
High-throughput spatial mapping of single-cell RNA-seq data to tissue of origin
journal, April 2015
- Achim, Kaia; Pettit, Jean-Baptiste; Saraiva, Luis R.
- Nature Biotechnology, Vol. 33, Issue 5
Islet cell hyperexpression of HLA class I antigens: a defining feature in type 1 diabetes
journal, August 2016
- Richardson, Sarah J.; Rodriguez-Calvo, Teresa; Gerling, Ivan C.
- Diabetologia, Vol. 59, Issue 11
Printing 2-Dimentional Droplet Array for Single-Cell Reverse Transcription Quantitative PCR Assay with a Microfluidic Robot
journal, April 2015
- Zhu, Ying; Zhang, Yun-Xia; Liu, Wen-Wen
- Scientific Reports, Vol. 5, Issue 1
High-throughput microfluidic single-cell RT-qPCR
journal, August 2011
- White, A. K.; VanInsberghe, M.; Petriv, O. I.
- Proceedings of the National Academy of Sciences, Vol. 108, Issue 34
High Recovery FASP Applied to the Proteomic Analysis of Microdissected Formalin Fixed Paraffin Embedded Cancer Tissues Retrieves Known Colon Cancer Markers
journal, July 2011
- Wiśniewski, Jacek R.; Ostasiewicz, Pawel; Mann, Matthias
- Journal of Proteome Research, Vol. 10, Issue 7
Quantitative analysis of cell composition and purity of human pancreatic islet preparations
journal, August 2010
- Pisania, Anna; Weir, Gordon C.; O'Neil, John J.
- Laboratory Investigation, Vol. 90, Issue 11
Single Cell Proteomics Using Frog ( Xenopus laevis ) Blastomeres Isolated from Early Stage Embryos, Which Form a Geometric Progression in Protein Content
journal, June 2016
- Sun, Liangliang; Dubiak, Kyle M.; Peuchen, Elizabeth H.
- Analytical Chemistry, Vol. 88, Issue 13
Ultrasensitive Proteome Profiling for 100 Living Cells by Direct Cell Injection, Online Digestion and Nano-LC-MS/MS Analysis
journal, June 2015
- Chen, Qi; Yan, Guoquan; Gao, Mingxia
- Analytical Chemistry, Vol. 87, Issue 13
Simple and Integrated Spintip-Based Technology Applied for Deep Proteome Profiling
journal, April 2016
- Chen, Wendong; Wang, Shuai; Adhikari, Subash
- Analytical Chemistry, Vol. 88, Issue 9
Proteomics Quality Control: Quality Control Software for MaxQuant Results
journal, December 2015
- Bielow, Chris; Mastrobuoni, Guido; Kempa, Stefan
- Journal of Proteome Research, Vol. 15, Issue 3
A “Proteomic Ruler” for Protein Copy Number and Concentration Estimation without Spike-in Standards
journal, September 2014
- Wiśniewski, Jacek R.; Hein, Marco Y.; Cox, Jürgen
- Molecular & Cellular Proteomics, Vol. 13, Issue 12
Nanoliter-Scale Protein Crystallization and Screening with a Microfluidic Droplet Robot
journal, May 2014
- Zhu, Ying; Zhu, Li-Na; Guo, Rui
- Scientific Reports, Vol. 4, Issue 1
Detecting Differential and Correlated Protein Expression in Label-Free Shotgun Proteomics
journal, November 2006
- Zhang, Bing; VerBerkmoes, Nathan C.; Langston, Michael A.
- Journal of Proteome Research, Vol. 5, Issue 11
NIH Image to ImageJ: 25 years of image analysis
journal, June 2012
- Schneider, Caroline A.; Rasband, Wayne S.; Eliceiri, Kevin W.
- Nature Methods, Vol. 9, Issue 7
Massively Parallel Single-Cell RNA-Seq for Marker-Free Decomposition of Tissues into Cell Types
journal, February 2014
- Jaitin, D. A.; Kenigsberg, E.; Keren-Shaul, H.
- Science, Vol. 343, Issue 6172
Single-Cell Mass Cytometry of Differential Immune and Drug Responses Across a Human Hematopoietic Continuum
journal, May 2011
- Bendall, S. C.; Simonds, E. F.; Qiu, P.
- Science, Vol. 332, Issue 6030
Heterogeneity and Lobularity of Pancreatic Pathology in Type 1 Diabetes during the Prediabetic Phase
journal, July 2015
- Rodriguez-Calvo, Teresa; Suwandi, Jessica S.; Amirian, Natalie
- Journal of Histochemistry & Cytochemistry, Vol. 63, Issue 8
The pancreas in human type 1 diabetes
journal, May 2010
- Rowe, Patrick A.; Campbell-Thompson, Martha L.; Schatz, Desmond A.
- Seminars in Immunopathology, Vol. 33, Issue 1
Large-Scale Multiplexed Quantitative Discovery Proteomics Enabled by the Use of an 18 O-Labeled “Universal” Reference Sample
journal, January 2009
- Qian, Wei-Jun; Liu, Tao; Petyuk, Vladislav A.
- Journal of Proteome Research, Vol. 8, Issue 1
Quantitative proteomic analysis of single pancreatic islets
journal, October 2009
- Waanders, Leonie F.; Chwalek, Karolina; Monetti, Mara
- Proceedings of the National Academy of Sciences, Vol. 106, Issue 45
Integrated Droplet Analysis System with Electrospray Ionization-Mass Spectrometry Using a Hydrophilic Tongue-Based Droplet Extraction Interface
journal, October 2010
- Zhu, Ying; Fang, Qun
- Analytical Chemistry, Vol. 82, Issue 19
SNaPP: Simplified Nanoproteomics Platform for Reproducible Global Proteomic Analysis of Nanogram Protein Quantities
journal, March 2016
- Huang, Eric L.; Piehowski, Paul D.; Orton, Daniel J.
- Endocrinology, Vol. 157, Issue 3
Ultrasensitive and Quantitative Analyses from Combined Separations−Mass Spectrometry for the Characterization of Proteomes
journal, April 2004
- Smith, Richard D.; Shen, Yufeng; Tang, Keqi
- Accounts of Chemical Research, Vol. 37, Issue 4
Spatially-Resolved Proteomics: Rapid Quantitative Analysis of Laser Capture Microdissected Alveolar Tissue Samples
journal, December 2016
- Clair, Geremy; Piehowski, Paul D.; Nicola, Teodora
- Scientific Reports, Vol. 6, Issue 1
Ultrasensitive Proteomics Using High-Efficiency On-Line Micro-SPE-NanoLC-NanoESI MS and MS/MS
journal, January 2004
- Shen, Yufeng; Tolić, Nikola; Masselon, Christophe
- Analytical Chemistry, Vol. 76, Issue 1, p. 144-154
Single-Cell Mass Spectrometry for Discovery Proteomics: Quantifying Translational Cell Heterogeneity in the 16-Cell Frog ( Xenopus ) Embryo
journal, January 2016
- Lombard-Banek, Camille; Moody, Sally A.; Nemes, Peter
- Angewandte Chemie International Edition, Vol. 55, Issue 7
Enzyme-Friendly, Mass Spectrometry-Compatible Surfactant for In-Solution Enzymatic Digestion of Proteins
journal, November 2003
- Yu, Ying-Qing; Gilar, Martin; Lee, Peter J.
- Analytical Chemistry, Vol. 75, Issue 21
2016 update of the PRIDE database and its related tools
journal, November 2015
- Vizcaíno, Juan Antonio; Csordas, Attila; del-Toro, Noemi
- Nucleic Acids Research, Vol. 44, Issue D1
Development and Evaluation of a Micro- and Nanoscale Proteomic Sample Preparation Method
journal, December 2005
- Wang, Haixing; Qian, Wei-Jun; Mottaz, Heather M.
- Journal of Proteome Research, Vol. 4, Issue 6
BoxPlotR: a web tool for generation of box plots
journal, January 2014
- Spitzer, Michaela; Wildenhain, Jan; Rappsilber, Juri
- Nature Methods, Vol. 11, Issue 2
The Perseus computational platform for comprehensive analysis of (prote)omics data
journal, June 2016
- Tyanova, Stefka; Temu, Tikira; Sinitcyn, Pavel
- Nature Methods, Vol. 13, Issue 9
Ultrasensitive and Fast Bottom-up Analysis of Femtogram Amounts of Complex Proteome Digests
journal, October 2013
- Sun, Liangliang; Zhu, Guijie; Zhao, Yimeng
- Angewandte Chemie International Edition, Vol. 52, Issue 51
Development of Mass Spectrometry-Based Shotgun Method for Proteome Analysis of 500 to 5000 Cancer Cells
journal, March 2010
- Wang, Nan; Xu, Mingguo; Wang, Peng
- Analytical Chemistry, Vol. 82, Issue 6
The importance of using the optimal plasticware and glassware in studies involving peptides
journal, July 2011
- Goebel-Stengel, Miriam; Stengel, Andreas; Taché, Yvette
- Analytical Biochemistry, Vol. 414, Issue 1
A Protein Epitope Signature Tag (PrEST) Library Allows SILAC-based Absolute Quantification and Multiplexed Determination of Protein Copy Numbers in Cell Lines
journal, September 2011
- Zeiler, Marlis; Straube, Werner L.; Lundberg, Emma
- Molecular & Cellular Proteomics, Vol. 11, Issue 3
Single-cell sequencing-based technologies will revolutionize whole-organism science
journal, July 2013
- Shapiro, Ehud; Biezuner, Tamir; Linnarsson, Sten
- Nature Reviews Genetics, Vol. 14, Issue 9
The MaxQuant computational platform for mass spectrometry-based shotgun proteomics
journal, October 2016
- Tyanova, Stefka; Temu, Tikira; Cox, Juergen
- Nature Protocols, Vol. 11, Issue 12
An Integrated Platform for Isolation, Processing, and Mass Spectrometry-based Proteomic Profiling of Rare Cells in Whole Blood
journal, March 2015
- Li, Siyang; Plouffe, Brian D.; Belov, Arseniy M.
- Molecular & Cellular Proteomics, Vol. 14, Issue 6
Quantitative Studies on Cell Proteins in Suspension Cultures
journal, January 1970
- Volpe, P.; Eremenko-Volpe, T.
- European Journal of Biochemistry, Vol. 12, Issue 1
Getting intimate with trypsin, the leading protease in proteomics: TRYPSIN IN PROTEOMICS
journal, June 2013
- Vandermarliere, Elien; Mueller, Michael; Martens, Lennart
- Mass Spectrometry Reviews, Vol. 32, Issue 6
Ultrasensitive and Fast Bottom-up Analysis of Femtogram Amounts of Complex Proteome Digests
journal, October 2013
- Sun, Liangliang; Zhu, Guijie; Zhao, Yimeng
- Angewandte Chemie, Vol. 125, Issue 51
2016 update of the PRIDE database and its related tools
journal, September 2016
- Vizcaíno, Juan Antonio; Csordas, Attila; del-Toro, Noemi
- Nucleic Acids Research, Vol. 44, Issue 22
Towards a human proteome atlas: High-throughput generation of mono-specific antibodies for tissue profiling
journal, October 2005
- Nilsson, Peter; Paavilainen, Linda; Larsson, Karin
- PROTEOMICS, Vol. 5, Issue 17
Moonlighting Proteins
journal, January 2012
- Jeffery, Constance
- Biophysical Journal, Vol. 102, Issue 3
Molecular Anatomy of a Trafficking Organelle
journal, November 2006
- Takamori, Shigeo; Holt, Matthew; Stenius, Katinka
- Cell, Vol. 127, Issue 4
Quantitative Temporal Viromics: An Approach to Investigate Host-Pathogen Interaction
journal, June 2014
- Weekes, Michael P.; Tomasec, Peter; Huttlin, Edward L.
- Cell, Vol. 157, Issue 6
Yeast Proteome Dynamics from Single Cell Imaging and Automated Analysis
journal, June 2015
- Chong, Yolanda T.; Koh, Judice L. Y.; Friesen, Helena
- Cell, Vol. 161, Issue 6
A Human Interactome in Three Quantitative Dimensions Organized by Stoichiometries and Abundances
journal, October 2015
- Hein, Marco Y.; Hubner, Nina C.; Poser, Ina
- Cell, Vol. 163, Issue 3
Widespread Expansion of Protein Interaction Capabilities by Alternative Splicing
journal, February 2016
- Yang, Xinping; Coulombe-Huntington, Jasmin; Kang, Shuli
- Cell, Vol. 164, Issue 4
Definition of a High-Confidence Mitochondrial Proteome at Quantitative Scale
journal, June 2017
- Morgenstern, Marcel; Stiller, Sebastian B.; Lübbert, Philipp
- Cell Reports, Vol. 19, Issue 13
Proximity labeling: spatially resolved proteomic mapping for neurobiology
journal, June 2018
- Han, Shuo; Li, Jiefu; Ting, Alice Y.
- Current Opinion in Neurobiology, Vol. 50
Neuronal functions of adaptor complexes involved in protein sorting
journal, August 2018
- Guardia, Carlos M.; De Pace, Raffaella; Mattera, Rafael
- Current Opinion in Neurobiology, Vol. 51
A Primer on Concepts and Applications of Proteomics in Neuroscience
journal, November 2017
- Hosp, Fabian; Mann, Matthias
- Neuron, Vol. 96, Issue 3
Close Encounters – Probing Proximal Proteins in Live or Fixed Cells
journal, July 2017
- Lönn, Peter; Landegren, Ulf
- Trends in Biochemical Sciences, Vol. 42, Issue 7
Antibody Validation in Bioimaging Applications Based on Endogenous Expression of Tagged Proteins
journal, October 2016
- Skogs, Marie; Stadler, Charlotte; Schutten, Rutger
- Journal of Proteome Research, Vol. 16, Issue 1
The mitochondrial contact site complex, a determinant of mitochondrial architecture: Molecular architecture of mitochondria
journal, October 2011
- Harner, Max; Körner, Christian; Walther, Dirk
- The EMBO Journal, Vol. 30, Issue 21
Mass-spectrometry-based draft of the human proteome
journal, May 2014
- Wilhelm, Mathias; Schlegl, Judith; Hahne, Hannes
- Nature, Vol. 509, Issue 7502
Architecture of the human interactome defines protein communities and disease networks
journal, May 2017
- Huttlin, Edward L.; Bruckner, Raphael J.; Paulo, Joao A.
- Nature, Vol. 545, Issue 7655
Rapid and efficient clathrin-mediated endocytosis revealed in genome-edited mammalian cells
journal, February 2011
- Doyon, Jeffrey B.; Zeitler, Bryan; Cheng, Jackie
- Nature Cell Biology, Vol. 13, Issue 3
Versatile protein tagging in cells with split fluorescent protein
journal, March 2016
- Kamiyama, Daichi; Sekine, Sayaka; Barsi-Rhyne, Benjamin
- Nature Communications, Vol. 7, Issue 1
Immunolabeling artifacts and the need for live-cell imaging
journal, January 2012
- Schnell, Ulrike; Dijk, Freark; Sjollema, Klaas A.
- Nature Methods, Vol. 9, Issue 2
Proteoform: a single term describing protein complexity
journal, February 2013
- Smith, Lloyd M.; Kelleher, Neil L.
- Nature Methods, Vol. 10, Issue 3
Proteogenomics: concepts, applications and computational strategies
journal, October 2014
- Nesvizhskii, Alexey I.
- Nature Methods, Vol. 11, Issue 11
A proposal for validation of antibodies
journal, September 2016
- Uhlen, Mathias; Bandrowski, Anita; Carr, Steven
- Nature Methods, Vol. 13, Issue 10
Tracking the proteome
journal, September 2016
- Larochelle, Stéphane
- Nature Methods, Vol. 13, Issue 10
Dynamic proteomics in individual human cells uncovers widespread cell-cycle dependence of nuclear proteins
journal, June 2006
- Sigal, Alex; Milo, Ron; Cohen, Ariel
- Nature Methods, Vol. 3, Issue 7
Cell type– and brain region–resolved mouse brain proteome
journal, November 2015
- Sharma, Kirti; Schmitt, Sebastian; Bergner, Caroline G.
- Nature Neuroscience, Vol. 18, Issue 12
The emergence of proteome-wide technologies: systematic analysis of proteins comes of age
journal, June 2014
- Breker, Michal; Schuldiner, Maya
- Nature Reviews Molecular Cell Biology, Vol. 15, Issue 7
Future possibilities for artificial intelligence in the practical management of hypertension
journal, July 2020
- Koshimizu, Hiroshi; Kojima, Ryosuke; Okuno, Yasushi
- Hypertension Research, Vol. 43, Issue 12
An AP-MS- and BioID-compatible MAC-tag enables comprehensive mapping of protein interactions and subcellular localizations
journal, March 2018
- Liu, Xiaonan; Salokas, Kari; Tamene, Fitsum
- Nature Communications, Vol. 9, Issue 1
AP-4 vesicles contribute to spatial control of autophagy via RUSC-dependent peripheral delivery of ATG9A
journal, September 2018
- Davies, Alexandra K.; Itzhak, Daniel N.; Edgar, James R.
- Nature Communications, Vol. 9, Issue 1
Genome-wide SWAp-Tag yeast libraries for proteome exploration
journal, July 2018
- Weill, Uri; Yofe, Ido; Sass, Ehud
- Nature Methods, Vol. 15, Issue 8
Quanti.us: a tool for rapid, flexible, crowd-based annotation of images
journal, July 2018
- Hughes, Alex J.; Mornin, Joseph D.; Biswas, Sujoy K.
- Nature Methods, Vol. 15, Issue 8
Analysis of human total antibody repertoires in TIF1γ autoantibody positive dermatomyositis
journal, March 2021
- Megremis, Spyridon; Walker, Thomas D. J.; He, Xiaotong
- Communications Biology, Vol. 4, Issue 1
CRISPR/Cas9-mediated endogenous protein tagging for RESOLFT super-resolution microscopy of living human cells
journal, April 2015
- Ratz, Michael; Testa, Ilaria; Hell, Stefan W.
- Scientific Reports, Vol. 5, Issue 1
Mapping the Arabidopsis organelle proteome
journal, April 2006
- Dunkley, T. P. J.; Hester, S.; Shadforth, I. P.
- Proceedings of the National Academy of Sciences, Vol. 103, Issue 17
A chemostat array enables the spatio-temporal analysis of the yeast proteome
journal, September 2013
- Denervaud, N.; Becker, J.; Delgado-Gonzalo, R.
- Proceedings of the National Academy of Sciences, Vol. 110, Issue 39
Actin Antibody: The Specific Visualization of Actin Filaments in Non-Muscle Cells
journal, June 1974
- Lazarides, E.; Weber, K.
- Proceedings of the National Academy of Sciences, Vol. 71, Issue 6
Protein Correlation Profiles Identify Lipid Droplet Proteins with High Confidence
journal, January 2013
- Krahmer, Natalie; Hilger, Maximiliane; Kory, Nora
- Molecular & Cellular Proteomics, Vol. 12, Issue 5
A Human Protein Atlas for Normal and Cancer Tissues Based on Antibody Proteomics
journal, December 2005
- Uhlén, Mathias; Björling, Erik; Agaton, Charlotta
- Molecular & Cellular Proteomics, Vol. 4, Issue 12
Consequences of Rab GTPase dysfunction in genetic or acquired human diseases
journal, December 2017
- Banworth, Marcellus J.; Li, Guangpu
- Small GTPases, Vol. 9, Issue 1-2
A novel single-cell screening platform reveals proteome plasticity during yeast stress responses
journal, March 2013
- Breker, Michal; Gymrek, Melissa; Schuldiner, Maya
- Journal of Cell Biology, Vol. 200, Issue 6
Dynamic Proteomics: a database for dynamics and localizations of endogenous fluorescently-tagged proteins in living human cells
journal, October 2009
- Frenkel-Morgenstern, Milana; Cohen, Ariel A.; Geva-Zatorsky, Naama
- Nucleic Acids Research, Vol. 38, Issue suppl_1
LoQAtE—Localization and Quantitation ATlas of the yeast proteomE. A new tool for multiparametric dissection of single-protein behavior in response to biological perturbations in yeast
journal, October 2013
- Breker, Michal; Gymrek, Melissa; Moldavski, Ofer
- Nucleic Acids Research, Vol. 42, Issue D1
MoonProt 2.0: an expansion and update of the moonlighting proteins database
journal, November 2017
- Chen, Chang; Zabad, Shadi; Liu, Haipeng
- Nucleic Acids Research, Vol. 46, Issue D1
Controlling compartmentalization by non-membrane-bound organelles
journal, April 2018
- Wheeler, Richard J.; Hyman, Anthony A.
- Philosophical Transactions of the Royal Society B: Biological Sciences, Vol. 373, Issue 1747
Mechanisms Regulating Protein Localization: Mechanisms Regulating Protein Localization
journal, September 2015
- Bauer, Nicholas C.; Doetsch, Paul W.; Corbett, Anita H.
- Traffic, Vol. 16, Issue 10
Toolbox: Creating a systematic database of secretory pathway proteins uncovers new cargo for COPI
journal, April 2018
- Weill, Uri; Arakel, Eric C.; Goldmann, Omer
- Traffic, Vol. 19, Issue 5
Multiplex Genome Engineering Using CRISPR/Cas Systems
journal, January 2013
- Cong, L.; Ran, F. A.; Cox, D.
- Science, Vol. 339, Issue 6121, p. 819-823
Tissue-based map of the human proteome
journal, January 2015
- Uhlen, M.; Fagerberg, L.; Hallstrom, B. M.
- Science, Vol. 347, Issue 6220
A pathology atlas of the human cancer transcriptome
journal, August 2017
- Uhlen, Mathias; Zhang, Cheng; Lee, Sunjae
- Science, Vol. 357, Issue 6352
NUFIP1 is a ribosome receptor for starvation-induced ribophagy
journal, April 2018
- Wyant, Gregory A.; Abu-Remaileh, Monther; Frenkel, Evgeni M.
- Science, Vol. 360, Issue 6390
Multiplexed protein maps link subcellular organization to cellular states
journal, August 2018
- Gut, Gabriele; Herrmann, Markus D.; Pelkmans, Lucas
- Science, Vol. 361, Issue 6401
The Size of the Human Proteome: The Width and Depth
journal, January 2016
- Ponomarenko, Elena A.; Poverennaya, Ekaterina V.; Ilgisonis, Ekaterina V.
- International Journal of Analytical Chemistry, Vol. 2016
Determining the subcellular location of new proteins from microscope images using local features.
text, January 2018
- Coelho, Luis Pedro; Kangas, Joshua D.; Naik, Armaghan W.
- Figshare
Automated analysis and reannotation of subcellular locations in confocal images from the Human Protein Atlas.
text, January 2018
- Li, Jieyue; Newberg, Justin; Uhlén, Mathias
- Figshare
The Yeast Resource Center Public Image Repository: A large database of fluorescence microscopy images
journal, May 2010
- Riffle, Michael; Davis, Trisha N.
- BMC Bioinformatics, Vol. 11, Issue 1
Automated analysis of high‐content microscopy data with deep learning
journal, April 2017
- Kraus, Oren Z.; Grys, Ben T.; Ba, Jimmy
- Molecular Systems Biology, Vol. 13, Issue 4
Why study moonlighting proteins?
journal, June 2015
- Jeffery, Constance J.
- Frontiers in Genetics, Vol. 6
Multiplexed epitope-based tissue imaging for discovery and healthcare applications
text, January 2016
- Bodenmiller, Bernd
- Cell Press (Elsevier)
Highly multiplexed imaging of tumor tissues with subcellular resolution by mass cytometry
text, January 2014
- Giesen, Charlotte; Wang, Hao A. O.; Schapiro, Denis
- Nature Publishing Group
Integrating images from multiple microscopy screens reveals diverse patterns of change in the subcellular localization of proteins
journal, April 2018
- Lu, Alex X.; Chong, Yolanda T.; Hsu, Ian Shen
- eLife, Vol. 7
Single-Cell Mass Spectrometry for Discovery Proteomics: Quantifying Translational Cell Heterogeneity in the 16-Cell Frog ( Xenopus ) Embryo
journal, January 2016
- Lombard-Banek, Camille; Moody, Sally A.; Nemes, Peter
- Angewandte Chemie, Vol. 128, Issue 7
The ion funnel: Theory, implementations, and applications
journal, April 2009
- Kelly, Ryan T.; Tolmachev, Aleksey V.; Page, Jason S.
- Mass Spectrometry Reviews, Vol. 29, Issue 2, p. 294-312
Getting intimate with trypsin, the leading protease in proteomics: TRYPSIN IN PROTEOMICS
journal, June 2013
- Vandermarliere, Elien; Mueller, Michael; Martens, Lennart
- Mass Spectrometry Reviews, Vol. 32, Issue 6
Islet cell hyperexpression of HLA class I antigens: a defining feature in type 1 diabetes
journal, August 2016
- Richardson, Sarah J.; Rodriguez-Calvo, Teresa; Gerling, Ivan C.
- Diabetologia, Vol. 59, Issue 11
The pancreas in human type 1 diabetes
journal, May 2010
- Rowe, Patrick A.; Campbell-Thompson, Martha L.; Schatz, Desmond A.
- Seminars in Immunopathology, Vol. 33, Issue 1
Drilling accurate nanopores for biosensors by energetic multi-wall carbon nanotubes: a molecular dynamics investigation
journal, September 2022
- Li, Changsheng; Wang, Zilin; Ma, Lei
- Journal of Molecular Modeling, Vol. 28, Issue 10
High-Efficiency On-Line Solid-Phase Extraction Coupling to 15−150-μm-i.d. Column Liquid Chromatography for Proteomic Analysis
journal, July 2003
- Shen, Yufeng; Moore, Ronald J.; Zhao, Rui
- Analytical Chemistry, Vol. 75, Issue 14
Ultrasensitive Proteomics Using High-Efficiency On-Line Micro-SPE-NanoLC-NanoESI MS and MS/MS
journal, January 2004
- Shen, Yufeng; Tolić, Nikola; Masselon, Christophe
- Analytical Chemistry, Vol. 76, Issue 1, p. 144-154
Sequential Operation Droplet Array: An Automated Microfluidic Platform for Picoliter-Scale Liquid Handling, Analysis, and Screening
journal, June 2013
- Zhu, Ying; Zhang, Yun-Xia; Cai, Long-Fei
- Analytical Chemistry, Vol. 85, Issue 14
Development of Mass Spectrometry-Based Shotgun Method for Proteome Analysis of 500 to 5000 Cancer Cells
journal, March 2010
- Wang, Nan; Xu, Mingguo; Wang, Peng
- Analytical Chemistry, Vol. 82, Issue 6
Ultrasensitive Proteome Profiling for 100 Living Cells by Direct Cell Injection, Online Digestion and Nano-LC-MS/MS Analysis
journal, June 2015
- Chen, Qi; Yan, Guoquan; Gao, Mingxia
- Analytical Chemistry, Vol. 87, Issue 13
Simple and Integrated Spintip-Based Technology Applied for Deep Proteome Profiling
journal, April 2016
- Chen, Wendong; Wang, Shuai; Adhikari, Subash
- Analytical Chemistry, Vol. 88, Issue 9
Development and Evaluation of a Micro- and Nanoscale Proteomic Sample Preparation Method
journal, December 2005
- Wang, Haixing; Qian, Wei-Jun; Mottaz, Heather M.
- Journal of Proteome Research, Vol. 4, Issue 6
Detecting Differential and Correlated Protein Expression in Label-Free Shotgun Proteomics
journal, November 2006
- Zhang, Bing; VerBerkmoes, Nathan C.; Langston, Michael A.
- Journal of Proteome Research, Vol. 5, Issue 11
Large-Scale Multiplexed Quantitative Discovery Proteomics Enabled by the Use of an 18 O-Labeled “Universal” Reference Sample
journal, January 2009
- Qian, Wei-Jun; Liu, Tao; Petyuk, Vladislav A.
- Journal of Proteome Research, Vol. 8, Issue 1
Single-cell sequencing-based technologies will revolutionize whole-organism science
journal, July 2013
- Shapiro, Ehud; Biezuner, Tamir; Linnarsson, Sten
- Nature Reviews Genetics, Vol. 14, Issue 9
Interactome analysis reveals that lncRNA HULC promotes aerobic glycolysis through LDHA and PKM2
journal, June 2020
- Wang, Chunqing; Li, Yongmei; Yan, Shuai
- Nature Communications, Vol. 11, Issue 1
In silico analysis of local RNA secondary structure in influenza virus A, B and C finds evidence of widespread ordered stability but little evidence of significant covariation
journal, January 2022
- Peterson, Jake M.; O’Leary, Collin A.; Moss, Walter N.
- Scientific Reports, Vol. 12, Issue 1
Nanoliter-Scale Protein Crystallization and Screening with a Microfluidic Droplet Robot
journal, May 2014
- Zhu, Ying; Zhu, Li-Na; Guo, Rui
- Scientific Reports, Vol. 4, Issue 1
Printing 2-Dimentional Droplet Array for Single-Cell Reverse Transcription Quantitative PCR Assay with a Microfluidic Robot
journal, April 2015
- Zhu, Ying; Zhang, Yun-Xia; Liu, Wen-Wen
- Scientific Reports, Vol. 5, Issue 1
Spatially-Resolved Proteomics: Rapid Quantitative Analysis of Laser Capture Microdissected Alveolar Tissue Samples
journal, December 2016
- Clair, Geremy; Piehowski, Paul D.; Nicola, Teodora
- Scientific Reports, Vol. 6, Issue 1
Quantitative proteomic analysis of single pancreatic islets
journal, October 2009
- Waanders, Leonie F.; Chwalek, Karolina; Monetti, Mara
- Proceedings of the National Academy of Sciences, Vol. 106, Issue 45
High-throughput microfluidic single-cell RT-qPCR
journal, August 2011
- White, A. K.; VanInsberghe, M.; Petriv, O. I.
- Proceedings of the National Academy of Sciences, Vol. 108, Issue 34
Single-Cell Mass Cytometry of Differential Immune and Drug Responses Across a Human Hematopoietic Continuum
journal, May 2011
- Bendall, S. C.; Simonds, E. F.; Qiu, P.
- Science, Vol. 332, Issue 6030
SNaPP: Simplified Nanoproteomics Platform for Reproducible Global Proteomic Analysis of Nanogram Protein Quantities
journal, March 2016
- Huang, Eric L.; Piehowski, Paul D.; Orton, Daniel J.
- Endocrinology, Vol. 157, Issue 3
Heterogeneity and Lobularity of Pancreatic Pathology in Type 1 Diabetes during the Prediabetic Phase
journal, July 2015
- Rodriguez-Calvo, Teresa; Suwandi, Jessica S.; Amirian, Natalie
- Journal of Histochemistry & Cytochemistry, Vol. 63, Issue 8
Works referencing / citing this record:
Time‐dependent density functional study for nanodroplet coalescence
journal, October 2019
- Niu, Yapeng; Liu, Yu; Liu, Honglai
- AIChE Journal, Vol. 66, Issue 2
Proteomic Analysis of Single Mammalian Cells Enabled by Microfluidic Nanodroplet Sample Preparation and Ultrasensitive NanoLC-MS
journal, June 2018
- Zhu, Ying; Clair, Geremy; Chrisler, William B.
- Angewandte Chemie, Vol. 130, Issue 38
Proteomic Analysis of Single Mammalian Cells Enabled by Microfluidic Nanodroplet Sample Preparation and Ultrasensitive NanoLC-MS
journal, June 2018
- Zhu, Ying; Clair, Geremy; Chrisler, William B.
- Angewandte Chemie International Edition, Vol. 57, Issue 38
Proteome analysis of tissues by mass spectrometry
journal, August 2019
- Dapic, Irena; Baljeu‐Neuman, Lucia; Uwugiaren, Naomi
- Mass Spectrometry Reviews, Vol. 38, Issue 4-5
The Case for Proteomics and Phospho‐Proteomics in Personalized Cancer Medicine
journal, February 2019
- Doll, Sophia; Gnad, Florian; Mann, Matthias
- PROTEOMICS – Clinical Applications, Vol. 13, Issue 2
Proteomics in Pathology: The Special Issue
journal, December 2018
- Longuespée, Rémi; Casadonte, Rita; Schwamborn, Kristina
- PROTEOMICS – Clinical Applications, Vol. 13, Issue 1
Nanowell-mediated multidimensional separations combining nanoLC with SLIM IM-MS for rapid, high-peak-capacity proteomic analyses
journal, November 2018
- Dou, Maowei; Chouinard, Christopher D.; Zhu, Ying
- Analytical and Bioanalytical Chemistry, Vol. 411, Issue 21
Benchtop-compatible sample processing workflow for proteome profiling of < 100 mammalian cells
journal, November 2018
- Xu, Kerui; Liang, Yiran; Piehowski, Paul D.
- Analytical and Bioanalytical Chemistry, Vol. 411, Issue 19
Automated mass spectrometry imaging of over 2000 proteins from tissue sections at 100-μm spatial resolution
journal, January 2020
- Piehowski, Paul D.; Zhu, Ying; Bramer, Lisa M.
- Nature Communications, Vol. 11, Issue 1
Spatial proteomics: a powerful discovery tool for cell biology
journal, January 2019
- Lundberg, Emma; Borner, Georg H. H.
- Nature Reviews Molecular Cell Biology, Vol. 20, Issue 5
Facile carrier-assisted targeted mass spectrometric approach for proteomic analysis of low numbers of mammalian cells
journal, August 2018
- Shi, Tujin; Gaffrey, Matthew J.; Fillmore, Thomas L.
- Communications Biology, Vol. 1, Issue 1
New mass spectrometry technologies contributing towards comprehensive and high throughput omics analyses of single cells
journal, January 2019
- Couvillion, Sneha P.; Zhu, Ying; Nagy, Gabe
- The Analyst, Vol. 144, Issue 3
Miniaturized sample preparation on a digital microfluidics device for sensitive bottom-up microproteomics of mammalian cells using magnetic beads and mass spectrometry-compatible surfactants
journal, January 2019
- Leipert, Jan; Tholey, Andreas
- Lab on a Chip, Vol. 19, Issue 20
Single cell protein analysis for systems biology
journal, August 2018
- Levy, Ezra; Slavov, Nikolai
- Essays in Biochemistry, Vol. 62, Issue 4
Exploiting Interdata Relationships in Next-generation Proteomics Analysis
journal, May 2019
- Vitrinel, Burcu; Koh, Hiromi W. L.; Mujgan Kar, Funda
- Molecular & Cellular Proteomics, Vol. 18, Issue 8 suppl 1
Proteomics, Glycomics, and Glycoproteomics of Matrisome Molecules
journal, August 2019
- Raghunathan, Rekha; Sethi, Manveen K.; Klein, Joshua A.
- Molecular & Cellular Proteomics, Vol. 18, Issue 11
Sensitive Quantitative Proteomics of Human Hematopoietic Stem and Progenitor Cells by Data-independent Acquisition Mass Spectrometry
journal, April 2019
- Amon, Sabine; Meier-Abt, Fabienne; Gillet, Ludovic C.
- Molecular & Cellular Proteomics, Vol. 18, Issue 7
Nanoproteomics comes of age
journal, October 2018
- Zhu, Ying; Piehowski, Paul D.; Kelly, Ryan T.
- Expert Review of Proteomics, Vol. 15, Issue 11
The role of proteomics in assessing beta-cell dysfunction and death in type 1 diabetes
journal, June 2019
- Nakayasu, Ernesto S.; Qian, Wei-Jun; Evans-Molina, Carmella
- Expert Review of Proteomics, Vol. 16, Issue 7
Islet–immune interactions in type 1 diabetes: the nexus of beta cell destruction
journal, August 2019
- Peters, L.; Posgai, A.; Brusko, T. M.
- Clinical & Experimental Immunology, Vol. 198, Issue 3
Beyond mass spectrometry, the next step in proteomics
journal, January 2020
- Timp, Winston; Timp, Gregory
- Science Advances, Vol. 6, Issue 2
A multiomics focusing towards the molecular networks of lung development
journal, November 2019
- Clair, Geremy
- American Journal of Physiology-Lung Cellular and Molecular Physiology, Vol. 317, Issue 5
Focus on the spectra that matter by clustering of quantification data in shotgun proteomics
journal, June 2020
- The, Matthew; Käll, Lukas
- Nature Communications, Vol. 11, Issue 1
The Case for Proteomics and Phospho‐Proteomics in Personalized Cancer Medicine
journal, February 2019
- Doll, Sophia; Gnad, Florian; Mann, Matthias
- PROTEOMICS – Clinical Applications, Vol. 13, Issue 2
Automated mass spectrometry imaging of over 2000 proteins from tissue sections at 100-μm spatial resolution
journal, January 2020
- Piehowski, Paul D.; Zhu, Ying; Bramer, Lisa M.
- Nature Communications, Vol. 11, Issue 1
The human body at cellular resolution: the NIH Human Biomolecular Atlas Program
journal, January 2019
- Consortium, HuBMAP
- Nature, Vol. 574, Issue 7777, p. 187-192
Sensitive Quantitative Proteomics of Human Hematopoietic Stem and Progenitor Cells by Data-independent Acquisition Mass Spectrometry
journal, April 2019
- Amon, Sabine; Meier-Abt, Fabienne; Gillet, Ludovic C.
- Molecular & Cellular Proteomics, Vol. 18, Issue 7
Beyond mass spectrometry, the next step in proteomics
journal, January 2020
- Timp, Winston; Timp, Gregory
- Science Advances, Vol. 6, Issue 2