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Cell Surface Profiling Using High-Throughput Flow Cytometry: A Platform for Biomarker Discovery and Analysis of Cellular Heterogeneity
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 profil...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4149490/ https://www.ncbi.nlm.nih.gov/pubmed/25170899 http://dx.doi.org/10.1371/journal.pone.0105602 |
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author | Gedye, Craig A. Hussain, Ali Paterson, Joshua Smrke, Alannah Saini, Harleen Sirskyj, Danylo Pereira, Keira Lobo, Nazleen Stewart, Jocelyn Go, Christopher Ho, Jenny Medrano, Mauricio Hyatt, Elzbieta Yuan, Julie Lauriault, Stevan Kondratyev, Maria van den Beucken, Twan Jewett, Michael Dirks, Peter Guidos, Cynthia J. Danska, Jayne Wang, Jean Wouters, Bradly Neel, Benjamin Rottapel, Robert Ailles, Laurie E. |
author_facet | Gedye, Craig A. Hussain, Ali Paterson, Joshua Smrke, Alannah Saini, Harleen Sirskyj, Danylo Pereira, Keira Lobo, Nazleen Stewart, Jocelyn Go, Christopher Ho, Jenny Medrano, Mauricio Hyatt, Elzbieta Yuan, Julie Lauriault, Stevan Kondratyev, Maria van den Beucken, Twan Jewett, Michael Dirks, Peter Guidos, Cynthia J. Danska, Jayne Wang, Jean Wouters, Bradly Neel, Benjamin Rottapel, Robert Ailles, Laurie E. |
author_sort | Gedye, Craig A. |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-4149490 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-41494902014-09-03 Cell Surface Profiling Using High-Throughput Flow Cytometry: A Platform for Biomarker Discovery and Analysis of Cellular Heterogeneity Gedye, Craig A. Hussain, Ali Paterson, Joshua Smrke, Alannah Saini, Harleen Sirskyj, Danylo Pereira, Keira Lobo, Nazleen Stewart, Jocelyn Go, Christopher Ho, Jenny Medrano, Mauricio Hyatt, Elzbieta Yuan, Julie Lauriault, Stevan Kondratyev, Maria van den Beucken, Twan Jewett, Michael Dirks, Peter Guidos, Cynthia J. Danska, Jayne Wang, Jean Wouters, Bradly Neel, Benjamin Rottapel, Robert Ailles, Laurie E. PLoS One Research Article 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. Public Library of Science 2014-08-29 /pmc/articles/PMC4149490/ /pubmed/25170899 http://dx.doi.org/10.1371/journal.pone.0105602 Text en © 2014 Gedye et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Gedye, Craig A. Hussain, Ali Paterson, Joshua Smrke, Alannah Saini, Harleen Sirskyj, Danylo Pereira, Keira Lobo, Nazleen Stewart, Jocelyn Go, Christopher Ho, Jenny Medrano, Mauricio Hyatt, Elzbieta Yuan, Julie Lauriault, Stevan Kondratyev, Maria van den Beucken, Twan Jewett, Michael Dirks, Peter Guidos, Cynthia J. Danska, Jayne Wang, Jean Wouters, Bradly Neel, Benjamin Rottapel, Robert Ailles, Laurie E. Cell Surface Profiling Using High-Throughput Flow Cytometry: A Platform for Biomarker Discovery and Analysis of Cellular Heterogeneity |
title | Cell Surface Profiling Using High-Throughput Flow Cytometry: A Platform for Biomarker Discovery and Analysis of Cellular Heterogeneity |
title_full | Cell Surface Profiling Using High-Throughput Flow Cytometry: A Platform for Biomarker Discovery and Analysis of Cellular Heterogeneity |
title_fullStr | Cell Surface Profiling Using High-Throughput Flow Cytometry: A Platform for Biomarker Discovery and Analysis of Cellular Heterogeneity |
title_full_unstemmed | Cell Surface Profiling Using High-Throughput Flow Cytometry: A Platform for Biomarker Discovery and Analysis of Cellular Heterogeneity |
title_short | Cell Surface Profiling Using High-Throughput Flow Cytometry: A Platform for Biomarker Discovery and Analysis of Cellular Heterogeneity |
title_sort | cell surface profiling using high-throughput flow cytometry: a platform for biomarker discovery and analysis of cellular heterogeneity |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4149490/ https://www.ncbi.nlm.nih.gov/pubmed/25170899 http://dx.doi.org/10.1371/journal.pone.0105602 |
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