Loading…

Transcriptional and immunohistological assessment of immune infiltration in pancreatic cancer

Pancreatic adenocarcinoma is characterized by a complex tumor environment with a wide diversity of infiltrating stromal and immune cell types that impact the tumor response to conventional treatments. However, even in this poorly responsive tumor the extent of T cell infiltration as determined by qu...

Full description

Saved in:
Bibliographic Details
Published in:PloS one 2020-08, Vol.15 (8), p.e0238380-e0238380
Main Authors: Bernard, Brady, Rajamanickam, Venkatesh, Dubay, Christopher, Piening, Brian, Alonso, Emilio, Jutric, Zeljka, Tang, Ephraim, Newell, Pippa, Hansen, Paul, Medler, Terry, Gunderson, Andrew, Young, Kristina, Bifulco, Carlo, Pucliowska, Joanna, Crittenden, Marka R, Gough, Michael J
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-c669t-3f907ddbb0e1bc684ba19fb140a3cf23fe7111469ddc589cbbf19d792f43bd533
cites cdi_FETCH-LOGICAL-c669t-3f907ddbb0e1bc684ba19fb140a3cf23fe7111469ddc589cbbf19d792f43bd533
container_end_page e0238380
container_issue 8
container_start_page e0238380
container_title PloS one
container_volume 15
creator Bernard, Brady
Rajamanickam, Venkatesh
Dubay, Christopher
Piening, Brian
Alonso, Emilio
Jutric, Zeljka
Tang, Ephraim
Newell, Pippa
Hansen, Paul
Medler, Terry
Gunderson, Andrew
Young, Kristina
Bifulco, Carlo
Pucliowska, Joanna
Crittenden, Marka R
Gough, Michael J
description Pancreatic adenocarcinoma is characterized by a complex tumor environment with a wide diversity of infiltrating stromal and immune cell types that impact the tumor response to conventional treatments. However, even in this poorly responsive tumor the extent of T cell infiltration as determined by quantitative immunohistology is a candidate prognostic factor for patient outcome. As such, even more comprehensive immunophenotyping of the tumor environment, such as immune cell type deconvolution via inference models based on gene expression profiling, holds significant promise. We hypothesized that RNA-Seq can provide a comprehensive alternative to quantitative immunohistology for immunophenotyping pancreatic cancer. We performed RNA-Seq on a prospective cohort of pancreatic tumor specimens and compared multiple approaches for gene expression-based immunophenotyping analysis compared to quantitative immunohistology. Our analyses demonstrated that while gene expression analyses provide additional information on the complexity of the tumor immune environment, they are limited in sensitivity by the low overall immune infiltrate in pancreatic cancer. As an alternative approach, we identified a set of genes that were enriched in highly T cell infiltrated pancreatic tumors, and demonstrate that these can identify patients with improved outcome in a reference population. These data demonstrate that the poor immune infiltrate in pancreatic cancer can present problems for analyses that use gene expression-based tools; however, there remains enormous potential in using these approaches to understand the relationships between diverse patterns of infiltrating cells and their impact on patient treatment outcomes.
doi_str_mv 10.1371/journal.pone.0238380
format article
fullrecord <record><control><sourceid>gale_plos_</sourceid><recordid>TN_cdi_plos_journals_2438960539</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><galeid>A634041648</galeid><doaj_id>oai_doaj_org_article_5c004b2d3cea43c3beb6c0bf1de29cb1</doaj_id><sourcerecordid>A634041648</sourcerecordid><originalsourceid>FETCH-LOGICAL-c669t-3f907ddbb0e1bc684ba19fb140a3cf23fe7111469ddc589cbbf19d792f43bd533</originalsourceid><addsrcrecordid>eNqNk0uLFDEQxxtR3HX1Gwg2CKKHGZNO-pGLsCw-BhYWdPUmIY_qmQzpzmzSLfrtrd5pZVv2IDkklfzqX6lKKsueU7KmrKZv92GMvfLrQ-hhTQrWsIY8yE6pYMWqKgh7eGd9kj1JaU9IyZqqepydsAJn2pSn2ffrqPpkojsMLqBcrnqbu64b-7BzaQg-bJ2ZtlOClDrohzy0RwBy17fOD1FNrmjkB9WbCGia3OAS4tPsUat8gmfzfJZ9_fD--uLT6vLq4-bi_HJlqkoMK9YKUlurNQGqTdVwrahoNeVEMdMWrIWaUsorYa0pG2G0bqmwtShazrQtGTvLXhx1Dz4kOVcmyYKzRlSYtUBicyRsUHt5iK5T8ZcMysnbjRC3UkW8uAdZGkK4LiwzoDgzTIOuDMGQFgqMTVHr3Rxt1B1Yg0WJyi9Elye928lt-CFrXjaMcxR4PQvEcDNCGmTnkgHvVQ9hvL23qBgXTY3oy3_Q-7Obqa3CBPBZAsY1k6g8RyHCacUbpNb3UDgsdM7gN8LXhKXDm4UDMgP8HLZqTEluvnz-f_bq25J9dYfdgfLDLgU_Tv8oLUF-BE0MKUVo_xaZEjl1wZ9qyKkL5NwF7Df65PsI</addsrcrecordid><sourcetype>Open Website</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2438960539</pqid></control><display><type>article</type><title>Transcriptional and immunohistological assessment of immune infiltration in pancreatic cancer</title><source>PubMed Central (Open Access)</source><source>Publicly Available Content Database</source><creator>Bernard, Brady ; Rajamanickam, Venkatesh ; Dubay, Christopher ; Piening, Brian ; Alonso, Emilio ; Jutric, Zeljka ; Tang, Ephraim ; Newell, Pippa ; Hansen, Paul ; Medler, Terry ; Gunderson, Andrew ; Young, Kristina ; Bifulco, Carlo ; Pucliowska, Joanna ; Crittenden, Marka R ; Gough, Michael J</creator><contributor>Real, Francisco X.</contributor><creatorcontrib>Bernard, Brady ; Rajamanickam, Venkatesh ; Dubay, Christopher ; Piening, Brian ; Alonso, Emilio ; Jutric, Zeljka ; Tang, Ephraim ; Newell, Pippa ; Hansen, Paul ; Medler, Terry ; Gunderson, Andrew ; Young, Kristina ; Bifulco, Carlo ; Pucliowska, Joanna ; Crittenden, Marka R ; Gough, Michael J ; Real, Francisco X.</creatorcontrib><description>Pancreatic adenocarcinoma is characterized by a complex tumor environment with a wide diversity of infiltrating stromal and immune cell types that impact the tumor response to conventional treatments. However, even in this poorly responsive tumor the extent of T cell infiltration as determined by quantitative immunohistology is a candidate prognostic factor for patient outcome. As such, even more comprehensive immunophenotyping of the tumor environment, such as immune cell type deconvolution via inference models based on gene expression profiling, holds significant promise. We hypothesized that RNA-Seq can provide a comprehensive alternative to quantitative immunohistology for immunophenotyping pancreatic cancer. We performed RNA-Seq on a prospective cohort of pancreatic tumor specimens and compared multiple approaches for gene expression-based immunophenotyping analysis compared to quantitative immunohistology. Our analyses demonstrated that while gene expression analyses provide additional information on the complexity of the tumor immune environment, they are limited in sensitivity by the low overall immune infiltrate in pancreatic cancer. As an alternative approach, we identified a set of genes that were enriched in highly T cell infiltrated pancreatic tumors, and demonstrate that these can identify patients with improved outcome in a reference population. These data demonstrate that the poor immune infiltrate in pancreatic cancer can present problems for analyses that use gene expression-based tools; however, there remains enormous potential in using these approaches to understand the relationships between diverse patterns of infiltrating cells and their impact on patient treatment outcomes.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0238380</identifier><identifier>PMID: 32866185</identifier><language>eng</language><publisher>San Francisco: Public Library of Science</publisher><subject>Adenocarcinoma ; Automation ; Biology and Life Sciences ; Cancer ; Cancer research ; Complexity ; Development and progression ; Diagnosis ; Diagnostic immunohistochemistry ; Gene expression ; Genetic aspects ; Immune system ; Infiltration ; Liver ; Lymphocytes ; Lymphocytes T ; Medicine and Health Sciences ; Metastases ; Methods ; Mutation ; Pancreatic cancer ; Patients ; Ribonucleic acid ; RNA ; RNA sequencing ; Surgery ; Transcription ; Transcription (Genetics) ; Tumors</subject><ispartof>PloS one, 2020-08, Vol.15 (8), p.e0238380-e0238380</ispartof><rights>COPYRIGHT 2020 Public Library of Science</rights><rights>2020 Bernard 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>2020 Bernard et al 2020 Bernard et al</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c669t-3f907ddbb0e1bc684ba19fb140a3cf23fe7111469ddc589cbbf19d792f43bd533</citedby><cites>FETCH-LOGICAL-c669t-3f907ddbb0e1bc684ba19fb140a3cf23fe7111469ddc589cbbf19d792f43bd533</cites><orcidid>0000-0002-5575-0074 ; 0000-0002-6022-9494</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2438960539/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2438960539?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,25752,27923,27924,37011,37012,44589,53790,53792,74897</link.rule.ids></links><search><contributor>Real, Francisco X.</contributor><creatorcontrib>Bernard, Brady</creatorcontrib><creatorcontrib>Rajamanickam, Venkatesh</creatorcontrib><creatorcontrib>Dubay, Christopher</creatorcontrib><creatorcontrib>Piening, Brian</creatorcontrib><creatorcontrib>Alonso, Emilio</creatorcontrib><creatorcontrib>Jutric, Zeljka</creatorcontrib><creatorcontrib>Tang, Ephraim</creatorcontrib><creatorcontrib>Newell, Pippa</creatorcontrib><creatorcontrib>Hansen, Paul</creatorcontrib><creatorcontrib>Medler, Terry</creatorcontrib><creatorcontrib>Gunderson, Andrew</creatorcontrib><creatorcontrib>Young, Kristina</creatorcontrib><creatorcontrib>Bifulco, Carlo</creatorcontrib><creatorcontrib>Pucliowska, Joanna</creatorcontrib><creatorcontrib>Crittenden, Marka R</creatorcontrib><creatorcontrib>Gough, Michael J</creatorcontrib><title>Transcriptional and immunohistological assessment of immune infiltration in pancreatic cancer</title><title>PloS one</title><description>Pancreatic adenocarcinoma is characterized by a complex tumor environment with a wide diversity of infiltrating stromal and immune cell types that impact the tumor response to conventional treatments. However, even in this poorly responsive tumor the extent of T cell infiltration as determined by quantitative immunohistology is a candidate prognostic factor for patient outcome. As such, even more comprehensive immunophenotyping of the tumor environment, such as immune cell type deconvolution via inference models based on gene expression profiling, holds significant promise. We hypothesized that RNA-Seq can provide a comprehensive alternative to quantitative immunohistology for immunophenotyping pancreatic cancer. We performed RNA-Seq on a prospective cohort of pancreatic tumor specimens and compared multiple approaches for gene expression-based immunophenotyping analysis compared to quantitative immunohistology. Our analyses demonstrated that while gene expression analyses provide additional information on the complexity of the tumor immune environment, they are limited in sensitivity by the low overall immune infiltrate in pancreatic cancer. As an alternative approach, we identified a set of genes that were enriched in highly T cell infiltrated pancreatic tumors, and demonstrate that these can identify patients with improved outcome in a reference population. These data demonstrate that the poor immune infiltrate in pancreatic cancer can present problems for analyses that use gene expression-based tools; however, there remains enormous potential in using these approaches to understand the relationships between diverse patterns of infiltrating cells and their impact on patient treatment outcomes.</description><subject>Adenocarcinoma</subject><subject>Automation</subject><subject>Biology and Life Sciences</subject><subject>Cancer</subject><subject>Cancer research</subject><subject>Complexity</subject><subject>Development and progression</subject><subject>Diagnosis</subject><subject>Diagnostic immunohistochemistry</subject><subject>Gene expression</subject><subject>Genetic aspects</subject><subject>Immune system</subject><subject>Infiltration</subject><subject>Liver</subject><subject>Lymphocytes</subject><subject>Lymphocytes T</subject><subject>Medicine and Health Sciences</subject><subject>Metastases</subject><subject>Methods</subject><subject>Mutation</subject><subject>Pancreatic cancer</subject><subject>Patients</subject><subject>Ribonucleic acid</subject><subject>RNA</subject><subject>RNA sequencing</subject><subject>Surgery</subject><subject>Transcription</subject><subject>Transcription (Genetics)</subject><subject>Tumors</subject><issn>1932-6203</issn><issn>1932-6203</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNqNk0uLFDEQxxtR3HX1Gwg2CKKHGZNO-pGLsCw-BhYWdPUmIY_qmQzpzmzSLfrtrd5pZVv2IDkklfzqX6lKKsueU7KmrKZv92GMvfLrQ-hhTQrWsIY8yE6pYMWqKgh7eGd9kj1JaU9IyZqqepydsAJn2pSn2ffrqPpkojsMLqBcrnqbu64b-7BzaQg-bJ2ZtlOClDrohzy0RwBy17fOD1FNrmjkB9WbCGia3OAS4tPsUat8gmfzfJZ9_fD--uLT6vLq4-bi_HJlqkoMK9YKUlurNQGqTdVwrahoNeVEMdMWrIWaUsorYa0pG2G0bqmwtShazrQtGTvLXhx1Dz4kOVcmyYKzRlSYtUBicyRsUHt5iK5T8ZcMysnbjRC3UkW8uAdZGkK4LiwzoDgzTIOuDMGQFgqMTVHr3Rxt1B1Yg0WJyi9Elye928lt-CFrXjaMcxR4PQvEcDNCGmTnkgHvVQ9hvL23qBgXTY3oy3_Q-7Obqa3CBPBZAsY1k6g8RyHCacUbpNb3UDgsdM7gN8LXhKXDm4UDMgP8HLZqTEluvnz-f_bq25J9dYfdgfLDLgU_Tv8oLUF-BE0MKUVo_xaZEjl1wZ9qyKkL5NwF7Df65PsI</recordid><startdate>20200831</startdate><enddate>20200831</enddate><creator>Bernard, Brady</creator><creator>Rajamanickam, Venkatesh</creator><creator>Dubay, Christopher</creator><creator>Piening, Brian</creator><creator>Alonso, Emilio</creator><creator>Jutric, Zeljka</creator><creator>Tang, Ephraim</creator><creator>Newell, Pippa</creator><creator>Hansen, Paul</creator><creator>Medler, Terry</creator><creator>Gunderson, Andrew</creator><creator>Young, Kristina</creator><creator>Bifulco, Carlo</creator><creator>Pucliowska, Joanna</creator><creator>Crittenden, Marka R</creator><creator>Gough, Michael J</creator><general>Public Library of Science</general><general>Public Library of Science (PLoS)</general><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>7X8</scope><scope>5PM</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0002-5575-0074</orcidid><orcidid>https://orcid.org/0000-0002-6022-9494</orcidid></search><sort><creationdate>20200831</creationdate><title>Transcriptional and immunohistological assessment of immune infiltration in pancreatic cancer</title><author>Bernard, Brady ; Rajamanickam, Venkatesh ; Dubay, Christopher ; Piening, Brian ; Alonso, Emilio ; Jutric, Zeljka ; Tang, Ephraim ; Newell, Pippa ; Hansen, Paul ; Medler, Terry ; Gunderson, Andrew ; Young, Kristina ; Bifulco, Carlo ; Pucliowska, Joanna ; Crittenden, Marka R ; Gough, Michael J</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c669t-3f907ddbb0e1bc684ba19fb140a3cf23fe7111469ddc589cbbf19d792f43bd533</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Adenocarcinoma</topic><topic>Automation</topic><topic>Biology and Life Sciences</topic><topic>Cancer</topic><topic>Cancer research</topic><topic>Complexity</topic><topic>Development and progression</topic><topic>Diagnosis</topic><topic>Diagnostic immunohistochemistry</topic><topic>Gene expression</topic><topic>Genetic aspects</topic><topic>Immune system</topic><topic>Infiltration</topic><topic>Liver</topic><topic>Lymphocytes</topic><topic>Lymphocytes T</topic><topic>Medicine and Health Sciences</topic><topic>Metastases</topic><topic>Methods</topic><topic>Mutation</topic><topic>Pancreatic cancer</topic><topic>Patients</topic><topic>Ribonucleic acid</topic><topic>RNA</topic><topic>RNA sequencing</topic><topic>Surgery</topic><topic>Transcription</topic><topic>Transcription (Genetics)</topic><topic>Tumors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Bernard, Brady</creatorcontrib><creatorcontrib>Rajamanickam, Venkatesh</creatorcontrib><creatorcontrib>Dubay, Christopher</creatorcontrib><creatorcontrib>Piening, Brian</creatorcontrib><creatorcontrib>Alonso, Emilio</creatorcontrib><creatorcontrib>Jutric, Zeljka</creatorcontrib><creatorcontrib>Tang, Ephraim</creatorcontrib><creatorcontrib>Newell, Pippa</creatorcontrib><creatorcontrib>Hansen, Paul</creatorcontrib><creatorcontrib>Medler, Terry</creatorcontrib><creatorcontrib>Gunderson, Andrew</creatorcontrib><creatorcontrib>Young, Kristina</creatorcontrib><creatorcontrib>Bifulco, Carlo</creatorcontrib><creatorcontrib>Pucliowska, Joanna</creatorcontrib><creatorcontrib>Crittenden, Marka R</creatorcontrib><creatorcontrib>Gough, Michael J</creatorcontrib><collection>CrossRef</collection><collection>Opposing Viewpoints Resource Center</collection><collection>Gale In Context: Science</collection><collection>ProQuest Central (Corporate)</collection><collection>Animal Behavior Abstracts</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Biotechnology Research Abstracts</collection><collection>Nursing &amp; Allied Health Database</collection><collection>Ecology Abstracts</collection><collection>Entomology Abstracts (Full archive)</collection><collection>Immunology Abstracts</collection><collection>Meteorological &amp; Geoastrophysical Abstracts</collection><collection>Nucleic Acids Abstracts</collection><collection>Virology and AIDS Abstracts</collection><collection>Agricultural Science Collection</collection><collection>Health &amp; Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>ProQuest Pharma Collection</collection><collection>Public Health Database</collection><collection>Technology Research Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology 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>Materials Science &amp; Engineering Collection</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest One Sustainability</collection><collection>ProQuest Central</collection><collection>Advanced Technologies &amp; Aerospace Collection</collection><collection>Agricultural &amp; Environmental Science Collection</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>Technology Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ProQuest One Community College</collection><collection>ProQuest Materials Science Collection</collection><collection>ProQuest Central</collection><collection>Engineering Research Database</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Health &amp; Medical Complete (Alumni)</collection><collection>Materials Science Database</collection><collection>Nursing &amp; Allied Health Database (Alumni Edition)</collection><collection>Meteorological &amp; Geoastrophysical Abstracts - Academic</collection><collection>ProQuest Engineering Collection</collection><collection>ProQuest Biological Science Collection</collection><collection>Agriculture Science Database</collection><collection>Health &amp; Medical Collection (Alumni Edition)</collection><collection>PML(ProQuest Medical Library)</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biological Science Database</collection><collection>Engineering Database</collection><collection>Nursing &amp; Allied Health Premium</collection><collection>Advanced Technologies &amp; Aerospace Database</collection><collection>ProQuest Advanced Technologies &amp; Aerospace Collection</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Environmental Science Database</collection><collection>Materials Science Collection</collection><collection>Publicly Available Content Database</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>Engineering Collection</collection><collection>Environmental Science Collection</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>Open Access: DOAJ - Directory of Open Access Journals</collection><jtitle>PloS one</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Bernard, Brady</au><au>Rajamanickam, Venkatesh</au><au>Dubay, Christopher</au><au>Piening, Brian</au><au>Alonso, Emilio</au><au>Jutric, Zeljka</au><au>Tang, Ephraim</au><au>Newell, Pippa</au><au>Hansen, Paul</au><au>Medler, Terry</au><au>Gunderson, Andrew</au><au>Young, Kristina</au><au>Bifulco, Carlo</au><au>Pucliowska, Joanna</au><au>Crittenden, Marka R</au><au>Gough, Michael J</au><au>Real, Francisco X.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Transcriptional and immunohistological assessment of immune infiltration in pancreatic cancer</atitle><jtitle>PloS one</jtitle><date>2020-08-31</date><risdate>2020</risdate><volume>15</volume><issue>8</issue><spage>e0238380</spage><epage>e0238380</epage><pages>e0238380-e0238380</pages><issn>1932-6203</issn><eissn>1932-6203</eissn><abstract>Pancreatic adenocarcinoma is characterized by a complex tumor environment with a wide diversity of infiltrating stromal and immune cell types that impact the tumor response to conventional treatments. However, even in this poorly responsive tumor the extent of T cell infiltration as determined by quantitative immunohistology is a candidate prognostic factor for patient outcome. As such, even more comprehensive immunophenotyping of the tumor environment, such as immune cell type deconvolution via inference models based on gene expression profiling, holds significant promise. We hypothesized that RNA-Seq can provide a comprehensive alternative to quantitative immunohistology for immunophenotyping pancreatic cancer. We performed RNA-Seq on a prospective cohort of pancreatic tumor specimens and compared multiple approaches for gene expression-based immunophenotyping analysis compared to quantitative immunohistology. Our analyses demonstrated that while gene expression analyses provide additional information on the complexity of the tumor immune environment, they are limited in sensitivity by the low overall immune infiltrate in pancreatic cancer. As an alternative approach, we identified a set of genes that were enriched in highly T cell infiltrated pancreatic tumors, and demonstrate that these can identify patients with improved outcome in a reference population. These data demonstrate that the poor immune infiltrate in pancreatic cancer can present problems for analyses that use gene expression-based tools; however, there remains enormous potential in using these approaches to understand the relationships between diverse patterns of infiltrating cells and their impact on patient treatment outcomes.</abstract><cop>San Francisco</cop><pub>Public Library of Science</pub><pmid>32866185</pmid><doi>10.1371/journal.pone.0238380</doi><tpages>e0238380</tpages><orcidid>https://orcid.org/0000-0002-5575-0074</orcidid><orcidid>https://orcid.org/0000-0002-6022-9494</orcidid><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 1932-6203
ispartof PloS one, 2020-08, Vol.15 (8), p.e0238380-e0238380
issn 1932-6203
1932-6203
language eng
recordid cdi_plos_journals_2438960539
source PubMed Central (Open Access); Publicly Available Content Database
subjects Adenocarcinoma
Automation
Biology and Life Sciences
Cancer
Cancer research
Complexity
Development and progression
Diagnosis
Diagnostic immunohistochemistry
Gene expression
Genetic aspects
Immune system
Infiltration
Liver
Lymphocytes
Lymphocytes T
Medicine and Health Sciences
Metastases
Methods
Mutation
Pancreatic cancer
Patients
Ribonucleic acid
RNA
RNA sequencing
Surgery
Transcription
Transcription (Genetics)
Tumors
title Transcriptional and immunohistological assessment of immune infiltration in pancreatic cancer
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-12T01%3A10%3A36IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-gale_plos_&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Transcriptional%20and%20immunohistological%20assessment%20of%20immune%20infiltration%20in%20pancreatic%20cancer&rft.jtitle=PloS%20one&rft.au=Bernard,%20Brady&rft.date=2020-08-31&rft.volume=15&rft.issue=8&rft.spage=e0238380&rft.epage=e0238380&rft.pages=e0238380-e0238380&rft.issn=1932-6203&rft.eissn=1932-6203&rft_id=info:doi/10.1371/journal.pone.0238380&rft_dat=%3Cgale_plos_%3EA634041648%3C/gale_plos_%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c669t-3f907ddbb0e1bc684ba19fb140a3cf23fe7111469ddc589cbbf19d792f43bd533%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2438960539&rft_id=info:pmid/32866185&rft_galeid=A634041648&rfr_iscdi=true