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Single-cell profiling of dynamic cytokine secretion and the phenotype of immune cells
Natural killer (NK) cells are a highly heterogeneous population of innate lymphocytes that constitute our first line of defense against several types of tumors and microbial infections. Understanding the heterogeneity of these lymphocytes requires the ability to integrate their underlying phenotype...
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Published in: | PloS one 2017-08, Vol.12 (8), p.e0181904 |
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creator | An, Xingyue Sendra, Victor G Liadi, Ivan Ramesh, Balakrishnan Romain, Gabrielle Haymaker, Cara Martinez-Paniagua, Melisa Lu, Yanbin Radvanyi, Laszlo G Roysam, Badrinath Varadarajan, Navin |
description | Natural killer (NK) cells are a highly heterogeneous population of innate lymphocytes that constitute our first line of defense against several types of tumors and microbial infections. Understanding the heterogeneity of these lymphocytes requires the ability to integrate their underlying phenotype with dynamic functional behaviors. We have developed and validated a single-cell methodology that integrates cellular phenotyping and dynamic cytokine secretion based on nanowell arrays and bead-based molecular biosensors. We demonstrate the robust passivation of the polydimethylsiloxane (PDMS)-based nanowells arrays with polyethylene glycol (PEG) and validated our assay by comparison to enzyme-linked immunospot (ELISPOT) assays. We used numerical simulations to optimize the molecular density of antibodies on the surface of the beads as a function of the capture efficiency of cytokines within an open-well system. Analysis of hundreds of individual human peripheral blood NK cells profiled ex vivo revealed that CD56dimCD16+ NK cells are immediate secretors of interferon gamma (IFN-γ) upon activation by phorbol 12-myristate 13-acetate (PMA) and ionomycin (< 3 h), and that there was no evidence of cooperation between NK cells leading to either synergistic activation or faster IFN-γ secretion. Furthermore, we observed that both the amount and rate of IFN-γ secretion from individual NK cells were donor-dependent. Collectively, these results establish our methodology as an investigational tool for combining phenotyping and real-time protein secretion of individual cells in a high-throughput manner. |
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Understanding the heterogeneity of these lymphocytes requires the ability to integrate their underlying phenotype with dynamic functional behaviors. We have developed and validated a single-cell methodology that integrates cellular phenotyping and dynamic cytokine secretion based on nanowell arrays and bead-based molecular biosensors. We demonstrate the robust passivation of the polydimethylsiloxane (PDMS)-based nanowells arrays with polyethylene glycol (PEG) and validated our assay by comparison to enzyme-linked immunospot (ELISPOT) assays. We used numerical simulations to optimize the molecular density of antibodies on the surface of the beads as a function of the capture efficiency of cytokines within an open-well system. Analysis of hundreds of individual human peripheral blood NK cells profiled ex vivo revealed that CD56dimCD16+ NK cells are immediate secretors of interferon gamma (IFN-γ) upon activation by phorbol 12-myristate 13-acetate (PMA) and ionomycin (< 3 h), and that there was no evidence of cooperation between NK cells leading to either synergistic activation or faster IFN-γ secretion. Furthermore, we observed that both the amount and rate of IFN-γ secretion from individual NK cells were donor-dependent. Collectively, these results establish our methodology as an investigational tool for combining phenotyping and real-time protein secretion of individual cells in a high-throughput manner.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0181904</identifier><identifier>PMID: 28837583</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Acetic acid ; Activation ; Antibodies ; Antigens ; Arrays ; Beads ; Biology and life sciences ; Biosensors ; Cancer ; CD56 Antigen - immunology ; Complications and side effects ; Computer engineering ; Computer simulation ; Cytokines ; Cytokines - metabolism ; Cytotoxicity ; Dimethylpolysiloxanes ; Dosage and administration ; Enzyme-Linked Immunosorbent Assay ; Genetic aspects ; Genotype & phenotype ; Glass substrates ; GPI-Linked Proteins - immunology ; Health aspects ; Heterogeneity ; Humans ; Immune system ; Immunophenotyping ; Immunotherapy ; Interferon ; Ionomycin ; Killer cells ; Killer Cells, Natural - drug effects ; Killer Cells, Natural - immunology ; Lymphocytes ; Medicine and health sciences ; Melanoma ; Microorganisms ; Motility ; Natural killer cells ; Numerical simulations ; Oncology ; Passivity ; Peripheral blood ; Phenotypes ; Phenotyping ; Phorbol 12-myristate 13-acetate ; Polydimethylsiloxane ; Polyethylene glycol ; Polyethylenes ; Proteins ; Receptors, IgG - immunology ; Research and Analysis Methods ; Robustness (mathematics) ; Silicone resins ; Single-Cell Analysis ; T cell receptors ; Tetradecanoylphorbol Acetate - pharmacology ; Tumors</subject><ispartof>PloS one, 2017-08, Vol.12 (8), p.e0181904</ispartof><rights>COPYRIGHT 2017 Public Library of Science</rights><rights>2017 An et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2017 An et al 2017 An et al</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c692t-f7bdc7a4fe4ed6182a0d2b7d8fecec4c225e17545f813fd3fb8100abac8a00803</citedby><cites>FETCH-LOGICAL-c692t-f7bdc7a4fe4ed6182a0d2b7d8fecec4c225e17545f813fd3fb8100abac8a00803</cites><orcidid>0000-0001-9912-0683 ; 0000-0001-7524-8228</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/1932174397/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/1932174397?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,25752,27923,27924,37011,44589,53790,53792,74897</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/28837583$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Ahlenstiel, Golo</contributor><creatorcontrib>An, Xingyue</creatorcontrib><creatorcontrib>Sendra, Victor G</creatorcontrib><creatorcontrib>Liadi, Ivan</creatorcontrib><creatorcontrib>Ramesh, Balakrishnan</creatorcontrib><creatorcontrib>Romain, Gabrielle</creatorcontrib><creatorcontrib>Haymaker, Cara</creatorcontrib><creatorcontrib>Martinez-Paniagua, Melisa</creatorcontrib><creatorcontrib>Lu, Yanbin</creatorcontrib><creatorcontrib>Radvanyi, Laszlo G</creatorcontrib><creatorcontrib>Roysam, Badrinath</creatorcontrib><creatorcontrib>Varadarajan, Navin</creatorcontrib><title>Single-cell profiling of dynamic cytokine secretion and the phenotype of immune cells</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>Natural killer (NK) cells are a highly heterogeneous population of innate lymphocytes that constitute our first line of defense against several types of tumors and microbial infections. Understanding the heterogeneity of these lymphocytes requires the ability to integrate their underlying phenotype with dynamic functional behaviors. We have developed and validated a single-cell methodology that integrates cellular phenotyping and dynamic cytokine secretion based on nanowell arrays and bead-based molecular biosensors. We demonstrate the robust passivation of the polydimethylsiloxane (PDMS)-based nanowells arrays with polyethylene glycol (PEG) and validated our assay by comparison to enzyme-linked immunospot (ELISPOT) assays. We used numerical simulations to optimize the molecular density of antibodies on the surface of the beads as a function of the capture efficiency of cytokines within an open-well system. Analysis of hundreds of individual human peripheral blood NK cells profiled ex vivo revealed that CD56dimCD16+ NK cells are immediate secretors of interferon gamma (IFN-γ) upon activation by phorbol 12-myristate 13-acetate (PMA) and ionomycin (< 3 h), and that there was no evidence of cooperation between NK cells leading to either synergistic activation or faster IFN-γ secretion. Furthermore, we observed that both the amount and rate of IFN-γ secretion from individual NK cells were donor-dependent. 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immunology</subject><subject>Health aspects</subject><subject>Heterogeneity</subject><subject>Humans</subject><subject>Immune system</subject><subject>Immunophenotyping</subject><subject>Immunotherapy</subject><subject>Interferon</subject><subject>Ionomycin</subject><subject>Killer cells</subject><subject>Killer Cells, Natural - drug effects</subject><subject>Killer Cells, Natural - immunology</subject><subject>Lymphocytes</subject><subject>Medicine and health sciences</subject><subject>Melanoma</subject><subject>Microorganisms</subject><subject>Motility</subject><subject>Natural killer cells</subject><subject>Numerical simulations</subject><subject>Oncology</subject><subject>Passivity</subject><subject>Peripheral blood</subject><subject>Phenotypes</subject><subject>Phenotyping</subject><subject>Phorbol 12-myristate 13-acetate</subject><subject>Polydimethylsiloxane</subject><subject>Polyethylene glycol</subject><subject>Polyethylenes</subject><subject>Proteins</subject><subject>Receptors, IgG - immunology</subject><subject>Research and Analysis Methods</subject><subject>Robustness (mathematics)</subject><subject>Silicone resins</subject><subject>Single-Cell Analysis</subject><subject>T cell receptors</subject><subject>Tetradecanoylphorbol Acetate - pharmacology</subject><subject>Tumors</subject><issn>1932-6203</issn><issn>1932-6203</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNqNkl2L1DAUhoso7rr6D0QLguDFjPlqk94Iy-LHwMKC63ob0vRkJmubdJtUnH9v6nSXKShILhJOnvPmnJM3y15itMaU4_e3fhycate9d7BGWOAKsUfZKa4oWZUE0cdH55PsWQi3CBVUlOXT7IQIQXkh6Gl2c23dtoWVhrbN-8Eb26ZA7k3e7J3qrM71Pvof1kEeQA8QrXe5ck0ed5D3O3A-7nuYeNt1Y6ImofA8e2JUG-DFvJ9lN58-frv4srq8-ry5OL9c6bIicWV43WiumAEGTYkFUaghNW-EAQ2aaUIKwLxghRGYmoaaWmCEVK20UAgJRM-y1wfdvvVBzhMJcuobc0YrnojNgWi8upX9YDs17KVXVv4J-GEr1RCtbkEyTnjFFRhV18yYsiaU1bQGAEpEhWjS-jC_NtYdNBpcHFS7EF3eOLuTW_9TFgVHlFRJ4M0sMPi7EUL8R8kztVWpKuuMT2K6s0HL8wLhsiwYm1pf_4VKq4H0a8kT6SdhmfBukZCYCL_iVo0hyM311_9nr74v2bdH7A5UG3fBt-PklLAE2QHUgw9hAPMwOYzkZOn7acjJ0nK2dEp7dTz1h6R7D9PfmIvyoA</recordid><startdate>20170824</startdate><enddate>20170824</enddate><creator>An, Xingyue</creator><creator>Sendra, Victor G</creator><creator>Liadi, Ivan</creator><creator>Ramesh, Balakrishnan</creator><creator>Romain, Gabrielle</creator><creator>Haymaker, Cara</creator><creator>Martinez-Paniagua, Melisa</creator><creator>Lu, Yanbin</creator><creator>Radvanyi, Laszlo G</creator><creator>Roysam, Badrinath</creator><creator>Varadarajan, Navin</creator><general>Public Library of Science</general><general>Public Library of Science (PLoS)</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>IOV</scope><scope>ISR</scope><scope>3V.</scope><scope>7QG</scope><scope>7QL</scope><scope>7QO</scope><scope>7RV</scope><scope>7SN</scope><scope>7SS</scope><scope>7T5</scope><scope>7TG</scope><scope>7TM</scope><scope>7U9</scope><scope>7X2</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8AO</scope><scope>8C1</scope><scope>8FD</scope><scope>8FE</scope><scope>8FG</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>ARAPS</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>BHPHI</scope><scope>C1K</scope><scope>CCPQU</scope><scope>D1I</scope><scope>DWQXO</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>H94</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>KB.</scope><scope>KB0</scope><scope>KL.</scope><scope>L6V</scope><scope>LK8</scope><scope>M0K</scope><scope>M0S</scope><scope>M1P</scope><scope>M7N</scope><scope>M7P</scope><scope>M7S</scope><scope>NAPCQ</scope><scope>P5Z</scope><scope>P62</scope><scope>P64</scope><scope>PATMY</scope><scope>PDBOC</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PTHSS</scope><scope>PYCSY</scope><scope>RC3</scope><scope>5PM</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0001-9912-0683</orcidid><orcidid>https://orcid.org/0000-0001-7524-8228</orcidid></search><sort><creationdate>20170824</creationdate><title>Single-cell profiling of dynamic cytokine secretion and the phenotype of immune cells</title><author>An, Xingyue ; Sendra, Victor G ; Liadi, Ivan ; Ramesh, Balakrishnan ; Romain, Gabrielle ; Haymaker, Cara ; Martinez-Paniagua, Melisa ; Lu, Yanbin ; Radvanyi, Laszlo G ; Roysam, Badrinath ; Varadarajan, Navin</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c692t-f7bdc7a4fe4ed6182a0d2b7d8fecec4c225e17545f813fd3fb8100abac8a00803</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Acetic acid</topic><topic>Activation</topic><topic>Antibodies</topic><topic>Antigens</topic><topic>Arrays</topic><topic>Beads</topic><topic>Biology and life sciences</topic><topic>Biosensors</topic><topic>Cancer</topic><topic>CD56 Antigen - 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Understanding the heterogeneity of these lymphocytes requires the ability to integrate their underlying phenotype with dynamic functional behaviors. We have developed and validated a single-cell methodology that integrates cellular phenotyping and dynamic cytokine secretion based on nanowell arrays and bead-based molecular biosensors. We demonstrate the robust passivation of the polydimethylsiloxane (PDMS)-based nanowells arrays with polyethylene glycol (PEG) and validated our assay by comparison to enzyme-linked immunospot (ELISPOT) assays. We used numerical simulations to optimize the molecular density of antibodies on the surface of the beads as a function of the capture efficiency of cytokines within an open-well system. Analysis of hundreds of individual human peripheral blood NK cells profiled ex vivo revealed that CD56dimCD16+ NK cells are immediate secretors of interferon gamma (IFN-γ) upon activation by phorbol 12-myristate 13-acetate (PMA) and ionomycin (< 3 h), and that there was no evidence of cooperation between NK cells leading to either synergistic activation or faster IFN-γ secretion. Furthermore, we observed that both the amount and rate of IFN-γ secretion from individual NK cells were donor-dependent. Collectively, these results establish our methodology as an investigational tool for combining phenotyping and real-time protein secretion of individual cells in a high-throughput manner.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>28837583</pmid><doi>10.1371/journal.pone.0181904</doi><tpages>e0181904</tpages><orcidid>https://orcid.org/0000-0001-9912-0683</orcidid><orcidid>https://orcid.org/0000-0001-7524-8228</orcidid><oa>free_for_read</oa></addata></record> |
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recordid | cdi_plos_journals_1932174397 |
source | Publicly Available Content Database; PubMed Central |
subjects | Acetic acid Activation Antibodies Antigens Arrays Beads Biology and life sciences Biosensors Cancer CD56 Antigen - immunology Complications and side effects Computer engineering Computer simulation Cytokines Cytokines - metabolism Cytotoxicity Dimethylpolysiloxanes Dosage and administration Enzyme-Linked Immunosorbent Assay Genetic aspects Genotype & phenotype Glass substrates GPI-Linked Proteins - immunology Health aspects Heterogeneity Humans Immune system Immunophenotyping Immunotherapy Interferon Ionomycin Killer cells Killer Cells, Natural - drug effects Killer Cells, Natural - immunology Lymphocytes Medicine and health sciences Melanoma Microorganisms Motility Natural killer cells Numerical simulations Oncology Passivity Peripheral blood Phenotypes Phenotyping Phorbol 12-myristate 13-acetate Polydimethylsiloxane Polyethylene glycol Polyethylenes Proteins Receptors, IgG - immunology Research and Analysis Methods Robustness (mathematics) Silicone resins Single-Cell Analysis T cell receptors Tetradecanoylphorbol Acetate - pharmacology Tumors |
title | Single-cell profiling of dynamic cytokine secretion and the phenotype of immune cells |
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