Loading…

High-Resolution Temporal Response Patterns to Influenza Vaccine Reveal a Distinct Human Plasma Cell Gene Signature

To identify sources of inter-subject variation in vaccine responses, we performed high-frequency sampling of human peripheral blood cells post-vaccination, followed by a novel systems biology analysis. Functional principal component analysis was used to examine time varying B cell vaccine responses....

Full description

Saved in:
Bibliographic Details
Published in:Scientific reports 2013-07, Vol.3 (1), p.2327, Article 2327
Main Authors: Henn, Alicia D., Wu, Shuang, Qiu, Xing, Ruda, Melissa, Stover, Michael, Yang, Hongmei, Liu, Zhiping, Welle, Stephen L., Holden-Wiltse, Jeanne, Wu, Hulin, Zand, Martin S.
Format: Article
Language:English
Subjects:
Citations: Items that this one cites
Items that cite this one
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
cited_by cdi_FETCH-LOGICAL-c438t-be75e0a50e74da4a6f64e7cdede18769fe115a8cbbf5ed6bfffd46d030a3a4a43
cites cdi_FETCH-LOGICAL-c438t-be75e0a50e74da4a6f64e7cdede18769fe115a8cbbf5ed6bfffd46d030a3a4a43
container_end_page
container_issue 1
container_start_page 2327
container_title Scientific reports
container_volume 3
creator Henn, Alicia D.
Wu, Shuang
Qiu, Xing
Ruda, Melissa
Stover, Michael
Yang, Hongmei
Liu, Zhiping
Welle, Stephen L.
Holden-Wiltse, Jeanne
Wu, Hulin
Zand, Martin S.
description To identify sources of inter-subject variation in vaccine responses, we performed high-frequency sampling of human peripheral blood cells post-vaccination, followed by a novel systems biology analysis. Functional principal component analysis was used to examine time varying B cell vaccine responses. In subjects vaccinated within the previous three years, 90% of transcriptome variation was explained by a single subject-specific mathematical pattern. Within individual vaccine response patterns, a common subset of 742 genes was strongly correlated with migrating plasma cells. Of these, 366 genes were associated with human plasmablasts differentiating in vitro . Additionally, subject-specific temporal transcriptome patterns in peripheral blood mononuclear cells identified migration of myeloid/dendritic cell lineage cells one day after vaccination. Upstream analyses of transcriptome changes suggested both shared and subject-specific transcription groups underlying larger patterns. With robust statistical methods, time-varying response characteristics of individual subjects were effectively captured along with a shared plasma cell gene signature.
doi_str_mv 10.1038/srep02327
format article
fullrecord <record><control><sourceid>proquest_pubme</sourceid><recordid>TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_3728595</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>1897440320</sourcerecordid><originalsourceid>FETCH-LOGICAL-c438t-be75e0a50e74da4a6f64e7cdede18769fe115a8cbbf5ed6bfffd46d030a3a4a43</originalsourceid><addsrcrecordid>eNplkV1LHTEQhoO0qFgv_AMS8KqF1WST_boRymnrEYSKX7dhdndyjOwm2yQr1F9vytHDkc7NDDMP78zwEnLE2Slnoj4LHieWi7zaIfs5k0WW6vzTVr1HDkN4YimKvJG82SV7uWgY45LvE780q8fsBoMb5micpXc4Ts7DQFNvcjYgvYYY0dtAo6OXVg8z2hegD9B1xmLCnjHRQH-YEI3tIl3OI1h6PUAYgS5wGOgFJvDWrCzE2eMX8lnDEPDwLR-Q-18_7xbL7Or3xeXi-1XWSVHHrMWqQAYFw0r2IKHUpcSq67FHXldlo5HzAuqubXWBfdlqrXtZ9kwwEAmX4oCcr3WnuR2x79DG9JeavBnB_1UOjPo4seZRrdyzElVeF02RBE7eBLz7M2OI6snN3qabFa-bSkomcpaor2uq8y4kM_RmA2fqn0Nq41Bij7dP2pDvfiTg2xoIaWRX6LdW_qf2Cj8enXI</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>1897440320</pqid></control><display><type>article</type><title>High-Resolution Temporal Response Patterns to Influenza Vaccine Reveal a Distinct Human Plasma Cell Gene Signature</title><source>Full-Text Journals in Chemistry (Open access)</source><source>Publicly Available Content (ProQuest)</source><source>PubMed Central</source><source>Springer Nature - nature.com Journals - Fully Open Access</source><creator>Henn, Alicia D. ; Wu, Shuang ; Qiu, Xing ; Ruda, Melissa ; Stover, Michael ; Yang, Hongmei ; Liu, Zhiping ; Welle, Stephen L. ; Holden-Wiltse, Jeanne ; Wu, Hulin ; Zand, Martin S.</creator><creatorcontrib>Henn, Alicia D. ; Wu, Shuang ; Qiu, Xing ; Ruda, Melissa ; Stover, Michael ; Yang, Hongmei ; Liu, Zhiping ; Welle, Stephen L. ; Holden-Wiltse, Jeanne ; Wu, Hulin ; Zand, Martin S.</creatorcontrib><description>To identify sources of inter-subject variation in vaccine responses, we performed high-frequency sampling of human peripheral blood cells post-vaccination, followed by a novel systems biology analysis. Functional principal component analysis was used to examine time varying B cell vaccine responses. In subjects vaccinated within the previous three years, 90% of transcriptome variation was explained by a single subject-specific mathematical pattern. Within individual vaccine response patterns, a common subset of 742 genes was strongly correlated with migrating plasma cells. Of these, 366 genes were associated with human plasmablasts differentiating in vitro . Additionally, subject-specific temporal transcriptome patterns in peripheral blood mononuclear cells identified migration of myeloid/dendritic cell lineage cells one day after vaccination. Upstream analyses of transcriptome changes suggested both shared and subject-specific transcription groups underlying larger patterns. With robust statistical methods, time-varying response characteristics of individual subjects were effectively captured along with a shared plasma cell gene signature.</description><identifier>ISSN: 2045-2322</identifier><identifier>EISSN: 2045-2322</identifier><identifier>DOI: 10.1038/srep02327</identifier><identifier>PMID: 23900141</identifier><language>eng</language><publisher>London: Nature Publishing Group UK</publisher><subject>631/250/2152/1566/1571 ; 631/250/590/1883 ; 631/553/1833 ; 631/553/2701 ; B-Lymphocytes - drug effects ; B-Lymphocytes - immunology ; Blood Proteins - genetics ; Blood Proteins - immunology ; Cell lineage ; Cells, Cultured ; Dendritic cells ; Gene expression ; Gene Expression Regulation - drug effects ; Gene Expression Regulation - genetics ; Gene Expression Regulation - immunology ; Genes ; Humanities and Social Sciences ; Humans ; Immunization ; Influenza ; Influenza Vaccines - administration &amp; dosage ; Influenza Vaccines - immunology ; Leukocytes (mononuclear) ; Lymphocytes B ; multidisciplinary ; Peripheral blood mononuclear cells ; Plasma cells ; Science ; Transcription ; Transcriptome - drug effects ; Transcriptome - immunology ; Vaccination ; Vaccines</subject><ispartof>Scientific reports, 2013-07, Vol.3 (1), p.2327, Article 2327</ispartof><rights>The Author(s) 2013</rights><rights>Copyright Nature Publishing Group Jul 2013</rights><rights>Copyright © 2013, Macmillan Publishers Limited. All rights reserved 2013 Macmillan Publishers Limited. All rights reserved</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c438t-be75e0a50e74da4a6f64e7cdede18769fe115a8cbbf5ed6bfffd46d030a3a4a43</citedby><cites>FETCH-LOGICAL-c438t-be75e0a50e74da4a6f64e7cdede18769fe115a8cbbf5ed6bfffd46d030a3a4a43</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/1897440320/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/1897440320?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,25753,27924,27925,37012,44590,53791,53793,74998</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/23900141$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Henn, Alicia D.</creatorcontrib><creatorcontrib>Wu, Shuang</creatorcontrib><creatorcontrib>Qiu, Xing</creatorcontrib><creatorcontrib>Ruda, Melissa</creatorcontrib><creatorcontrib>Stover, Michael</creatorcontrib><creatorcontrib>Yang, Hongmei</creatorcontrib><creatorcontrib>Liu, Zhiping</creatorcontrib><creatorcontrib>Welle, Stephen L.</creatorcontrib><creatorcontrib>Holden-Wiltse, Jeanne</creatorcontrib><creatorcontrib>Wu, Hulin</creatorcontrib><creatorcontrib>Zand, Martin S.</creatorcontrib><title>High-Resolution Temporal Response Patterns to Influenza Vaccine Reveal a Distinct Human Plasma Cell Gene Signature</title><title>Scientific reports</title><addtitle>Sci Rep</addtitle><addtitle>Sci Rep</addtitle><description>To identify sources of inter-subject variation in vaccine responses, we performed high-frequency sampling of human peripheral blood cells post-vaccination, followed by a novel systems biology analysis. Functional principal component analysis was used to examine time varying B cell vaccine responses. In subjects vaccinated within the previous three years, 90% of transcriptome variation was explained by a single subject-specific mathematical pattern. Within individual vaccine response patterns, a common subset of 742 genes was strongly correlated with migrating plasma cells. Of these, 366 genes were associated with human plasmablasts differentiating in vitro . Additionally, subject-specific temporal transcriptome patterns in peripheral blood mononuclear cells identified migration of myeloid/dendritic cell lineage cells one day after vaccination. Upstream analyses of transcriptome changes suggested both shared and subject-specific transcription groups underlying larger patterns. With robust statistical methods, time-varying response characteristics of individual subjects were effectively captured along with a shared plasma cell gene signature.</description><subject>631/250/2152/1566/1571</subject><subject>631/250/590/1883</subject><subject>631/553/1833</subject><subject>631/553/2701</subject><subject>B-Lymphocytes - drug effects</subject><subject>B-Lymphocytes - immunology</subject><subject>Blood Proteins - genetics</subject><subject>Blood Proteins - immunology</subject><subject>Cell lineage</subject><subject>Cells, Cultured</subject><subject>Dendritic cells</subject><subject>Gene expression</subject><subject>Gene Expression Regulation - drug effects</subject><subject>Gene Expression Regulation - genetics</subject><subject>Gene Expression Regulation - immunology</subject><subject>Genes</subject><subject>Humanities and Social Sciences</subject><subject>Humans</subject><subject>Immunization</subject><subject>Influenza</subject><subject>Influenza Vaccines - administration &amp; dosage</subject><subject>Influenza Vaccines - immunology</subject><subject>Leukocytes (mononuclear)</subject><subject>Lymphocytes B</subject><subject>multidisciplinary</subject><subject>Peripheral blood mononuclear cells</subject><subject>Plasma cells</subject><subject>Science</subject><subject>Transcription</subject><subject>Transcriptome - drug effects</subject><subject>Transcriptome - immunology</subject><subject>Vaccination</subject><subject>Vaccines</subject><issn>2045-2322</issn><issn>2045-2322</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2013</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><recordid>eNplkV1LHTEQhoO0qFgv_AMS8KqF1WST_boRymnrEYSKX7dhdndyjOwm2yQr1F9vytHDkc7NDDMP78zwEnLE2Slnoj4LHieWi7zaIfs5k0WW6vzTVr1HDkN4YimKvJG82SV7uWgY45LvE780q8fsBoMb5micpXc4Ts7DQFNvcjYgvYYY0dtAo6OXVg8z2hegD9B1xmLCnjHRQH-YEI3tIl3OI1h6PUAYgS5wGOgFJvDWrCzE2eMX8lnDEPDwLR-Q-18_7xbL7Or3xeXi-1XWSVHHrMWqQAYFw0r2IKHUpcSq67FHXldlo5HzAuqubXWBfdlqrXtZ9kwwEAmX4oCcr3WnuR2x79DG9JeavBnB_1UOjPo4seZRrdyzElVeF02RBE7eBLz7M2OI6snN3qabFa-bSkomcpaor2uq8y4kM_RmA2fqn0Nq41Bij7dP2pDvfiTg2xoIaWRX6LdW_qf2Cj8enXI</recordid><startdate>20130731</startdate><enddate>20130731</enddate><creator>Henn, Alicia D.</creator><creator>Wu, Shuang</creator><creator>Qiu, Xing</creator><creator>Ruda, Melissa</creator><creator>Stover, Michael</creator><creator>Yang, Hongmei</creator><creator>Liu, Zhiping</creator><creator>Welle, Stephen L.</creator><creator>Holden-Wiltse, Jeanne</creator><creator>Wu, Hulin</creator><creator>Zand, Martin S.</creator><general>Nature Publishing Group UK</general><general>Nature Publishing Group</general><scope>C6C</scope><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>3V.</scope><scope>7X7</scope><scope>7XB</scope><scope>88A</scope><scope>88E</scope><scope>88I</scope><scope>8FE</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>LK8</scope><scope>M0S</scope><scope>M1P</scope><scope>M2P</scope><scope>M7P</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>Q9U</scope><scope>5PM</scope></search><sort><creationdate>20130731</creationdate><title>High-Resolution Temporal Response Patterns to Influenza Vaccine Reveal a Distinct Human Plasma Cell Gene Signature</title><author>Henn, Alicia D. ; Wu, Shuang ; Qiu, Xing ; Ruda, Melissa ; Stover, Michael ; Yang, Hongmei ; Liu, Zhiping ; Welle, Stephen L. ; Holden-Wiltse, Jeanne ; Wu, Hulin ; Zand, Martin S.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c438t-be75e0a50e74da4a6f64e7cdede18769fe115a8cbbf5ed6bfffd46d030a3a4a43</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2013</creationdate><topic>631/250/2152/1566/1571</topic><topic>631/250/590/1883</topic><topic>631/553/1833</topic><topic>631/553/2701</topic><topic>B-Lymphocytes - drug effects</topic><topic>B-Lymphocytes - immunology</topic><topic>Blood Proteins - genetics</topic><topic>Blood Proteins - immunology</topic><topic>Cell lineage</topic><topic>Cells, Cultured</topic><topic>Dendritic cells</topic><topic>Gene expression</topic><topic>Gene Expression Regulation - drug effects</topic><topic>Gene Expression Regulation - genetics</topic><topic>Gene Expression Regulation - immunology</topic><topic>Genes</topic><topic>Humanities and Social Sciences</topic><topic>Humans</topic><topic>Immunization</topic><topic>Influenza</topic><topic>Influenza Vaccines - administration &amp; dosage</topic><topic>Influenza Vaccines - immunology</topic><topic>Leukocytes (mononuclear)</topic><topic>Lymphocytes B</topic><topic>multidisciplinary</topic><topic>Peripheral blood mononuclear cells</topic><topic>Plasma cells</topic><topic>Science</topic><topic>Transcription</topic><topic>Transcriptome - drug effects</topic><topic>Transcriptome - immunology</topic><topic>Vaccination</topic><topic>Vaccines</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Henn, Alicia D.</creatorcontrib><creatorcontrib>Wu, Shuang</creatorcontrib><creatorcontrib>Qiu, Xing</creatorcontrib><creatorcontrib>Ruda, Melissa</creatorcontrib><creatorcontrib>Stover, Michael</creatorcontrib><creatorcontrib>Yang, Hongmei</creatorcontrib><creatorcontrib>Liu, Zhiping</creatorcontrib><creatorcontrib>Welle, Stephen L.</creatorcontrib><creatorcontrib>Holden-Wiltse, Jeanne</creatorcontrib><creatorcontrib>Wu, Hulin</creatorcontrib><creatorcontrib>Zand, Martin S.</creatorcontrib><collection>SpringerOpen</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>ProQuest Health &amp; Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Biology Database (Alumni Edition)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Science Database (Alumni Edition)</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest One Sustainability</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection (Proquest) (PQ_SDU_P3)</collection><collection>ProQuest Health &amp; Medical Complete (Alumni)</collection><collection>Biological Sciences</collection><collection>Health &amp; Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Science Database (ProQuest)</collection><collection>Biological Science Database</collection><collection>Publicly Available Content (ProQuest)</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>ProQuest Central Basic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Scientific reports</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Henn, Alicia D.</au><au>Wu, Shuang</au><au>Qiu, Xing</au><au>Ruda, Melissa</au><au>Stover, Michael</au><au>Yang, Hongmei</au><au>Liu, Zhiping</au><au>Welle, Stephen L.</au><au>Holden-Wiltse, Jeanne</au><au>Wu, Hulin</au><au>Zand, Martin S.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>High-Resolution Temporal Response Patterns to Influenza Vaccine Reveal a Distinct Human Plasma Cell Gene Signature</atitle><jtitle>Scientific reports</jtitle><stitle>Sci Rep</stitle><addtitle>Sci Rep</addtitle><date>2013-07-31</date><risdate>2013</risdate><volume>3</volume><issue>1</issue><spage>2327</spage><pages>2327-</pages><artnum>2327</artnum><issn>2045-2322</issn><eissn>2045-2322</eissn><abstract>To identify sources of inter-subject variation in vaccine responses, we performed high-frequency sampling of human peripheral blood cells post-vaccination, followed by a novel systems biology analysis. Functional principal component analysis was used to examine time varying B cell vaccine responses. In subjects vaccinated within the previous three years, 90% of transcriptome variation was explained by a single subject-specific mathematical pattern. Within individual vaccine response patterns, a common subset of 742 genes was strongly correlated with migrating plasma cells. Of these, 366 genes were associated with human plasmablasts differentiating in vitro . Additionally, subject-specific temporal transcriptome patterns in peripheral blood mononuclear cells identified migration of myeloid/dendritic cell lineage cells one day after vaccination. Upstream analyses of transcriptome changes suggested both shared and subject-specific transcription groups underlying larger patterns. With robust statistical methods, time-varying response characteristics of individual subjects were effectively captured along with a shared plasma cell gene signature.</abstract><cop>London</cop><pub>Nature Publishing Group UK</pub><pmid>23900141</pmid><doi>10.1038/srep02327</doi><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 2045-2322
ispartof Scientific reports, 2013-07, Vol.3 (1), p.2327, Article 2327
issn 2045-2322
2045-2322
language eng
recordid cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_3728595
source Full-Text Journals in Chemistry (Open access); Publicly Available Content (ProQuest); PubMed Central; Springer Nature - nature.com Journals - Fully Open Access
subjects 631/250/2152/1566/1571
631/250/590/1883
631/553/1833
631/553/2701
B-Lymphocytes - drug effects
B-Lymphocytes - immunology
Blood Proteins - genetics
Blood Proteins - immunology
Cell lineage
Cells, Cultured
Dendritic cells
Gene expression
Gene Expression Regulation - drug effects
Gene Expression Regulation - genetics
Gene Expression Regulation - immunology
Genes
Humanities and Social Sciences
Humans
Immunization
Influenza
Influenza Vaccines - administration & dosage
Influenza Vaccines - immunology
Leukocytes (mononuclear)
Lymphocytes B
multidisciplinary
Peripheral blood mononuclear cells
Plasma cells
Science
Transcription
Transcriptome - drug effects
Transcriptome - immunology
Vaccination
Vaccines
title High-Resolution Temporal Response Patterns to Influenza Vaccine Reveal a Distinct Human Plasma Cell Gene Signature
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-07T23%3A51%3A40IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_pubme&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=High-Resolution%20Temporal%20Response%20Patterns%20to%20Influenza%20Vaccine%20Reveal%20a%20Distinct%20Human%20Plasma%20Cell%20Gene%20Signature&rft.jtitle=Scientific%20reports&rft.au=Henn,%20Alicia%20D.&rft.date=2013-07-31&rft.volume=3&rft.issue=1&rft.spage=2327&rft.pages=2327-&rft.artnum=2327&rft.issn=2045-2322&rft.eissn=2045-2322&rft_id=info:doi/10.1038/srep02327&rft_dat=%3Cproquest_pubme%3E1897440320%3C/proquest_pubme%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c438t-be75e0a50e74da4a6f64e7cdede18769fe115a8cbbf5ed6bfffd46d030a3a4a43%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=1897440320&rft_id=info:pmid/23900141&rfr_iscdi=true