Cell Surface Profiling Using High-Throughput Flow Cytometry: A Platform for Biomarker Discovery and Analysis of Cellular Heterogeneity

被引:54
|
作者
Gedye, Craig A. [1 ]
Hussain, Ali [2 ]
Paterson, Joshua [1 ]
Smrke, Alannah [1 ]
Saini, Harleen [1 ]
Sirskyj, Danylo [1 ]
Pereira, Keira [2 ]
Lobo, Nazleen [2 ]
Stewart, Jocelyn [2 ]
Go, Christopher [1 ]
Ho, Jenny [1 ]
Medrano, Mauricio [2 ]
Hyatt, Elzbieta [3 ]
Yuan, Julie [3 ]
Lauriault, Stevan [3 ]
Kondratyev, Maria [1 ]
van den Beucken, Twan [1 ]
Jewett, Michael [1 ]
Dirks, Peter [3 ]
Guidos, Cynthia J. [3 ]
Danska, Jayne [3 ]
Wang, Jean [1 ]
Wouters, Bradly [1 ,2 ]
Neel, Benjamin [1 ,2 ]
Rottapel, Robert [1 ]
Ailles, Laurie E. [1 ,2 ]
机构
[1] Univ Hlth Network, Princess Margaret Canc Ctr, Toronto, ON, Canada
[2] Univ Toronto, Dept Med Biophys, Toronto, ON, Canada
[3] Hosp Sick Children, Res Inst, Toronto, ON M5G 1X8, Canada
来源
PLOS ONE | 2014年 / 9卷 / 08期
基金
英国医学研究理事会;
关键词
CANCER-ASSOCIATED FIBROBLASTS; MESENCHYMAL STEM-CELLS; OVARIAN-CARCINOMA; MASS CYTOMETRY; EXPRESSION; MUTATIONS; PROTEINS; MARKER; SERVE; TP53;
D O I
10.1371/journal.pone.0105602
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Cell surface proteins have a wide range of biological functions, and are often used as lineage-specific markers. Antibodies that recognize cell surface antigens are widely used as research tools, diagnostic markers, and even therapeutic agents. The ability to obtain broad cell surface protein profiles would thus be of great value in a wide range of fields. There are however currently few available methods for high-throughput analysis of large numbers of cell surface proteins. We describe here a high-throughput flow cytometry (HT-FC) platform for rapid analysis of 363 cell surface antigens. Here we demonstrate that HT-FC provides reproducible results, and use the platform to identify cell surface antigens that are influenced by common cell preparation methods. We show that multiple populations within complex samples such as primary tumors can be simultaneously analyzed by co-staining of cells with lineage-specific antibodies, allowing unprecedented depth of analysis of heterogeneous cell populations. Furthermore, standard informatics methods can be used to visualize, cluster and downsample HT-FC data to reveal novel signatures and biomarkers. We show that the cell surface profile provides sufficient molecular information to classify samples from different cancers and tissue types into biologically relevant clusters using unsupervised hierarchical clustering. Finally, we describe the identification of a candidate lineage marker and its subsequent validation. In summary, HT-FC combines the advantages of a high-throughput screen with a detection method that is sensitive, quantitative, highly reproducible, and allows in-depth analysis of heterogeneous samples. The use of commercially available antibodies means that high quality reagents are immediately available for follow-up studies. HT-FC has a wide range of applications, including biomarker discovery, molecular classification of cancers, or identification of novel lineage specific or stem cell markers.
引用
收藏
页数:14
相关论文
共 50 条
  • [41] High-Throughput Analysis of Clinical Flow Cytometry Data by Automated Gating
    Lee, Hunjoong
    Sun, Yongliang
    Patti-Diaz, Lisa
    Hedrick, Michael
    Ehrhardt, Anka G.
    BIOINFORMATICS AND BIOLOGY INSIGHTS, 2019, 13
  • [42] WebFlow: A Software Package for High-Throughput Analysis of Flow Cytometry Data
    Hammer, Mark M.
    Kotecha, Nikesh
    Irish, Jonathan M.
    Nolan, Garry P.
    Krutzik, Peter O.
    ASSAY AND DRUG DEVELOPMENT TECHNOLOGIES, 2009, 7 (01) : 44 - 55
  • [43] An improved cell separation technique for marine subsurface sediments: applications for high-throughput analysis using flow cytometry and cell sorting
    Morono, Yuki
    Terada, Takeshi
    Kallmeyer, Jens
    Inagaki, Fumio
    ENVIRONMENTAL MICROBIOLOGY, 2013, 15 (10) : 2841 - 2849
  • [44] Analysis of cell cycle stage, replicated DNA, and chromatin-associated proteins using high-throughput flow cytometry
    Franco, Marina Bejarano
    Boujataoui, Safia
    Hadji, Majd
    Hammer, Louis
    Ulrich, Helle D.
    Reuter, L. Maximilian
    BIOLOGICAL CHEMISTRY, 2024, 405 (9-10) : 661 - 675
  • [45] Identification of neutrophil surface marker changes in health and inflammation using high-throughput screening flow cytometry
    Lakschevitz, Flavia S.
    Hassanpour, Siavash
    Rubin, Ayala
    Fine, Noah
    Sun, Chunxiang
    Glogauer, Michael
    EXPERIMENTAL CELL RESEARCH, 2016, 342 (02) : 200 - 209
  • [46] Multiparametric Profiling of Neutrophil Function via a High-Throughput Flow Cytometry-Based Assay
    Timmer, Kyle D.
    Floyd, Daniel J.
    Scherer, Allison K.
    Crossen, Arianne J.
    Atallah, Johnny
    Viens, Adam L.
    Sykes, David B.
    Mansour, Michael K.
    CELLS, 2023, 12 (05)
  • [47] Biomarker discovery using dry-lab technologies and high-throughput screening
    Chang, Hao-Teng
    BIOMARKERS IN MEDICINE, 2016, 10 (06) : 559 - 561
  • [48] Use of flow cytometry for high-throughput cell population estimates in brain tissue
    Young, Nicole A.
    Flaherty, David K.
    Airey, David C.
    Varlan, Peter
    Aworunse, Feyi
    Kaas, Jon H.
    Collins, Christine E.
    FRONTIERS IN NEUROANATOMY, 2012, 6
  • [49] A Fully Automated High-Throughput Flow Cytometry Screening System Enabling Phenotypic Drug Discovery
    Joslin, John
    Gilligan, James
    Anderson, Paul
    Garcia, Catherine
    Sharif, Orzala
    Hampton, Janice
    Cohen, Steven
    King, Miranda
    Zhou, Bin
    Jiang, Shumei
    Trussell, Christopher
    Dunn, Robert
    Fathman, John W.
    Snead, Jennifer L.
    Boitano, Anthony E.
    Nguyen, Tommy
    Conner, Michael
    Cooke, Mike
    Harris, Jennifer
    Ainscow, Ed
    Zhou, Yingyao
    Shaw, Chris
    Sipes, Dan
    Mainquist, James
    Lesley, Scott
    SLAS DISCOVERY, 2018, 23 (07) : 697 - 707
  • [50] Novel high-throughput screening technologies - Fluorescence, bioluminescence & flow cytometry aid drug discovery
    Schneider, I
    GENETIC ENGINEERING NEWS, 2003, 23 (06): : 10 - +