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Sources of variability in nanoparticle uptake by cells
Understanding how nano-sized objects are taken up by cells is important for applications within medicine (nanomedicine), as well as to avoid unforeseen hazard due to nanotechnology (nanosafety). Even within the same cell population, one typically observes a large cell-to-cell variability in nanopart...
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Published in: | Nanoscale 2021-10, Vol.13 (41), p.1753-17546 |
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creator | Åberg, Christoffer Piattelli, Valeria Montizaan, Daphne Salvati, Anna |
description | Understanding how nano-sized objects are taken up by cells is important for applications within medicine (nanomedicine), as well as to avoid unforeseen hazard due to nanotechnology (nanosafety). Even within the same cell population, one typically observes a large cell-to-cell variability in nanoparticle uptake, raising the question of the underlying cause(s). Here we investigate cell-to-cell variability in polystyrene nanoparticle uptake by HeLa cells, with generalisations of the results to silica nanoparticles and liposomes, as well as to A549 and primary human umbilical vein endothelial cells. We show that uptake of nanoparticles is correlated with cell size within a cell population, thereby reproducing and generalising previous reports highlighting the role of cell size in nanoparticle uptake. By repeatedly isolating (using fluorescence-activated cell sorting) the cells that take up the most and least nanoparticles, respectively, and performing RNA sequencing on these cells separately, we examine the underlying gene expression that contributes to high and low polystyrene nanoparticle accumulation in HeLa cells. We can thereby show that cell size is not the sole driver of cell-to-cell variability, but that other cellular characteristics also play a role. In contrast to cell size, these characteristics are more specific to the object (nanoparticle or protein) being taken up, but are nevertheless highly heterogeneous, complicating their detailed identification. Overall, our results highlight the complexity underlying the cellular features that determine nanoparticle uptake propensity.
We study several reasons that could explain the heterogeneity in nanoparticle uptake among cells, concluding that one single cause is insufficient and that rather a range of heritable and non-heritable cell characteristics play a role. |
doi_str_mv | 10.1039/d1nr04690j |
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We study several reasons that could explain the heterogeneity in nanoparticle uptake among cells, concluding that one single cause is insufficient and that rather a range of heritable and non-heritable cell characteristics play a role.</description><identifier>ISSN: 2040-3364</identifier><identifier>EISSN: 2040-3372</identifier><identifier>DOI: 10.1039/d1nr04690j</identifier><identifier>PMID: 34652349</identifier><language>eng</language><publisher>Cambridge: Royal Society of Chemistry</publisher><subject>Chemistry ; Endothelial cells ; Fluorescence ; Gene expression ; Gene sequencing ; Nanoparticles ; Nanotechnology ; Polystyrene resins ; Silicon dioxide</subject><ispartof>Nanoscale, 2021-10, Vol.13 (41), p.1753-17546</ispartof><rights>Copyright Royal Society of Chemistry 2021</rights><rights>This journal is © The Royal Society of Chemistry 2021 The Royal Society of Chemistry</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c405t-20139fe2c0bec7d667dfeddbc87ea8e305496fcd505ff03dcc37390f67fb3dcf3</citedby><cites>FETCH-LOGICAL-c405t-20139fe2c0bec7d667dfeddbc87ea8e305496fcd505ff03dcc37390f67fb3dcf3</cites><orcidid>0000-0001-8514-0317 ; 0000-0002-9339-0161 ; 0000-0002-6886-7239</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27923,27924</link.rule.ids></links><search><creatorcontrib>Åberg, Christoffer</creatorcontrib><creatorcontrib>Piattelli, Valeria</creatorcontrib><creatorcontrib>Montizaan, Daphne</creatorcontrib><creatorcontrib>Salvati, Anna</creatorcontrib><title>Sources of variability in nanoparticle uptake by cells</title><title>Nanoscale</title><description>Understanding how nano-sized objects are taken up by cells is important for applications within medicine (nanomedicine), as well as to avoid unforeseen hazard due to nanotechnology (nanosafety). Even within the same cell population, one typically observes a large cell-to-cell variability in nanoparticle uptake, raising the question of the underlying cause(s). Here we investigate cell-to-cell variability in polystyrene nanoparticle uptake by HeLa cells, with generalisations of the results to silica nanoparticles and liposomes, as well as to A549 and primary human umbilical vein endothelial cells. We show that uptake of nanoparticles is correlated with cell size within a cell population, thereby reproducing and generalising previous reports highlighting the role of cell size in nanoparticle uptake. By repeatedly isolating (using fluorescence-activated cell sorting) the cells that take up the most and least nanoparticles, respectively, and performing RNA sequencing on these cells separately, we examine the underlying gene expression that contributes to high and low polystyrene nanoparticle accumulation in HeLa cells. We can thereby show that cell size is not the sole driver of cell-to-cell variability, but that other cellular characteristics also play a role. In contrast to cell size, these characteristics are more specific to the object (nanoparticle or protein) being taken up, but are nevertheless highly heterogeneous, complicating their detailed identification. Overall, our results highlight the complexity underlying the cellular features that determine nanoparticle uptake propensity.
We study several reasons that could explain the heterogeneity in nanoparticle uptake among cells, concluding that one single cause is insufficient and that rather a range of heritable and non-heritable cell characteristics play a role.</description><subject>Chemistry</subject><subject>Endothelial cells</subject><subject>Fluorescence</subject><subject>Gene expression</subject><subject>Gene sequencing</subject><subject>Nanoparticles</subject><subject>Nanotechnology</subject><subject>Polystyrene resins</subject><subject>Silicon dioxide</subject><issn>2040-3364</issn><issn>2040-3372</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNpdkctLw0AQxhdRbK1evAsBLyJUJ9nsbvYiSH1TFHycl80-dGuaxN2k0P_exJaKnmaG-fEx33wIHcZwFgPm5zouPaSUw2wLDRNIYYwxS7Y3PU0HaC-EGQDlmOJdNMApJQlO-RDRl6r1yoSostFCeidzV7hmGbkyKmVZ1dI3ThUmautGfpooX0bKFEXYRztWFsEcrOsIvd1cv07uxtOn2_vJ5XSsUiDNOIEYc2sSBblRTFPKtDVa5ypjRmYGA0k5tUoTINYC1kphhjlYymzeTRaP0MVKt27zudHKlI2Xhai9m0u_FJV04u-mdB_ivVqIjJCEAesETtYCvvpqTWjE3IXegixN1QaRkCzJgMUEd-jxP3TW_abs7PUU5VkGpBc8XVHKVyF4YzfHxCD6OMRV_Pj8E8dDBx-tYB_UhvuNC38DNSGGkA</recordid><startdate>20211028</startdate><enddate>20211028</enddate><creator>Åberg, Christoffer</creator><creator>Piattelli, Valeria</creator><creator>Montizaan, Daphne</creator><creator>Salvati, Anna</creator><general>Royal Society of Chemistry</general><general>The Royal Society of Chemistry</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SR</scope><scope>7U5</scope><scope>8BQ</scope><scope>8FD</scope><scope>F28</scope><scope>FR3</scope><scope>JG9</scope><scope>L7M</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0001-8514-0317</orcidid><orcidid>https://orcid.org/0000-0002-9339-0161</orcidid><orcidid>https://orcid.org/0000-0002-6886-7239</orcidid></search><sort><creationdate>20211028</creationdate><title>Sources of variability in nanoparticle uptake by cells</title><author>Åberg, Christoffer ; Piattelli, Valeria ; Montizaan, Daphne ; Salvati, Anna</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c405t-20139fe2c0bec7d667dfeddbc87ea8e305496fcd505ff03dcc37390f67fb3dcf3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Chemistry</topic><topic>Endothelial cells</topic><topic>Fluorescence</topic><topic>Gene expression</topic><topic>Gene sequencing</topic><topic>Nanoparticles</topic><topic>Nanotechnology</topic><topic>Polystyrene resins</topic><topic>Silicon dioxide</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Åberg, Christoffer</creatorcontrib><creatorcontrib>Piattelli, Valeria</creatorcontrib><creatorcontrib>Montizaan, Daphne</creatorcontrib><creatorcontrib>Salvati, Anna</creatorcontrib><collection>CrossRef</collection><collection>Engineered Materials Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>METADEX</collection><collection>Technology Research Database</collection><collection>ANTE: Abstracts in New Technology & Engineering</collection><collection>Engineering Research Database</collection><collection>Materials Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Nanoscale</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Åberg, Christoffer</au><au>Piattelli, Valeria</au><au>Montizaan, Daphne</au><au>Salvati, Anna</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Sources of variability in nanoparticle uptake by cells</atitle><jtitle>Nanoscale</jtitle><date>2021-10-28</date><risdate>2021</risdate><volume>13</volume><issue>41</issue><spage>1753</spage><epage>17546</epage><pages>1753-17546</pages><issn>2040-3364</issn><eissn>2040-3372</eissn><abstract>Understanding how nano-sized objects are taken up by cells is important for applications within medicine (nanomedicine), as well as to avoid unforeseen hazard due to nanotechnology (nanosafety). 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We can thereby show that cell size is not the sole driver of cell-to-cell variability, but that other cellular characteristics also play a role. In contrast to cell size, these characteristics are more specific to the object (nanoparticle or protein) being taken up, but are nevertheless highly heterogeneous, complicating their detailed identification. Overall, our results highlight the complexity underlying the cellular features that determine nanoparticle uptake propensity.
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subjects | Chemistry Endothelial cells Fluorescence Gene expression Gene sequencing Nanoparticles Nanotechnology Polystyrene resins Silicon dioxide |
title | Sources of variability in nanoparticle uptake by cells |
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