Exploring the Potential Use of a PBMC-Based Functional Assay to Identify Predictive Biomarkers for Anti-PD-1 Immunotherapy

The absence of reliable, robust, and non-invasive biomarkers for anti- Programmed cell death protein 1 (PD-1) immunotherapy is an urgent unmet medical need for the treatment of cancer patients. No predictive biomarkers have been established based on the direct assessment of T cell functions, the pri...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:International journal of molecular sciences Jg. 21; H. 23; S. 9023
Hauptverfasser: Bacot, Silvia M., Harper, Taylor A., Matthews, Rebecca L., Fennell, Christie Jane, Akue, Adovi, KuKuruga, Mark A., Lee, Shiowjen, Wang, Tao, Feldman, Gerald M.
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Switzerland MDPI AG 27.11.2020
MDPI
Schlagworte:
ISSN:1422-0067, 1661-6596, 1422-0067
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Abstract The absence of reliable, robust, and non-invasive biomarkers for anti- Programmed cell death protein 1 (PD-1) immunotherapy is an urgent unmet medical need for the treatment of cancer patients. No predictive biomarkers have been established based on the direct assessment of T cell functions, the primary mechanism of action of anti-PD-1 therapy. In this study, we established a model system to test T cell functions modulated by Nivolumab using anti-CD3 monoclonal antibody (mAb)-stimulated peripheral blood mononuclear cells (PBMCs), and characterized T cell functions primarily based on the knowledge gained from retrospective observations of patients treated with anti-PD-1 immunotherapy. During a comprehensive cytokine profile assessment to identify potential biomarkers, we found that Nivolumab increases expression of T helper type 1 (Th1) associated cytokines such as interferon-γ (IFN-γ) and interleukin-2 (IL-2) in a subset of donors. Furthermore, Nivolumab increases production of Th2, Th9, and Th17 associated cytokines, as well as many proinflammatory cytokines such as IL-6 in a subset of donors. Conversely, Nivolumab treatment has no impact on T cell proliferation, expression of CD25, CD69, or Granzyme B, and only modestly increases in the expansion of regulatory T cells. Our results suggest that assessment of cytokine production using a simple PBMC-based T cell functional assay could be used as a potential predictive marker for anti-PD-1 immunotherapy.
AbstractList The absence of reliable, robust, and non-invasive biomarkers for anti- Programmed cell death protein 1 (PD-1) immunotherapy is an urgent unmet medical need for the treatment of cancer patients. No predictive biomarkers have been established based on the direct assessment of T cell functions, the primary mechanism of action of anti-PD-1 therapy. In this study, we established a model system to test T cell functions modulated by Nivolumab using anti-CD3 monoclonal antibody (mAb)-stimulated peripheral blood mononuclear cells (PBMCs), and characterized T cell functions primarily based on the knowledge gained from retrospective observations of patients treated with anti-PD-1 immunotherapy. During a comprehensive cytokine profile assessment to identify potential biomarkers, we found that Nivolumab increases expression of T helper type 1 (Th1) associated cytokines such as interferon-γ (IFN-γ) and interleukin-2 (IL-2) in a subset of donors. Furthermore, Nivolumab increases production of Th2, Th9, and Th17 associated cytokines, as well as many proinflammatory cytokines such as IL-6 in a subset of donors. Conversely, Nivolumab treatment has no impact on T cell proliferation, expression of CD25, CD69, or Granzyme B, and only modestly increases in the expansion of regulatory T cells. Our results suggest that assessment of cytokine production using a simple PBMC-based T cell functional assay could be used as a potential predictive marker for anti-PD-1 immunotherapy.
The absence of reliable, robust, and non-invasive biomarkers for anti- Programmed cell death protein 1 (PD-1) immunotherapy is an urgent unmet medical need for the treatment of cancer patients. No predictive biomarkers have been established based on the direct assessment of T cell functions, the primary mechanism of action of anti-PD-1 therapy. In this study, we established a model system to test T cell functions modulated by Nivolumab using anti-CD3 monoclonal antibody (mAb)-stimulated peripheral blood mononuclear cells (PBMCs), and characterized T cell functions primarily based on the knowledge gained from retrospective observations of patients treated with anti-PD-1 immunotherapy. During a comprehensive cytokine profile assessment to identify potential biomarkers, we found that Nivolumab increases expression of T helper type 1 (Th1) associated cytokines such as interferon-γ (IFN-γ) and interleukin-2 (IL-2) in a subset of donors. Furthermore, Nivolumab increases production of Th2, Th9, and Th17 associated cytokines, as well as many proinflammatory cytokines such as IL-6 in a subset of donors. Conversely, Nivolumab treatment has no impact on T cell proliferation, expression of CD25, CD69, or Granzyme B, and only modestly increases in the expansion of regulatory T cells. Our results suggest that assessment of cytokine production using a simple PBMC-based T cell functional assay could be used as a potential predictive marker for anti-PD-1 immunotherapy.The absence of reliable, robust, and non-invasive biomarkers for anti- Programmed cell death protein 1 (PD-1) immunotherapy is an urgent unmet medical need for the treatment of cancer patients. No predictive biomarkers have been established based on the direct assessment of T cell functions, the primary mechanism of action of anti-PD-1 therapy. In this study, we established a model system to test T cell functions modulated by Nivolumab using anti-CD3 monoclonal antibody (mAb)-stimulated peripheral blood mononuclear cells (PBMCs), and characterized T cell functions primarily based on the knowledge gained from retrospective observations of patients treated with anti-PD-1 immunotherapy. During a comprehensive cytokine profile assessment to identify potential biomarkers, we found that Nivolumab increases expression of T helper type 1 (Th1) associated cytokines such as interferon-γ (IFN-γ) and interleukin-2 (IL-2) in a subset of donors. Furthermore, Nivolumab increases production of Th2, Th9, and Th17 associated cytokines, as well as many proinflammatory cytokines such as IL-6 in a subset of donors. Conversely, Nivolumab treatment has no impact on T cell proliferation, expression of CD25, CD69, or Granzyme B, and only modestly increases in the expansion of regulatory T cells. Our results suggest that assessment of cytokine production using a simple PBMC-based T cell functional assay could be used as a potential predictive marker for anti-PD-1 immunotherapy.
Author Fennell, Christie Jane
Akue, Adovi
KuKuruga, Mark A.
Harper, Taylor A.
Bacot, Silvia M.
Lee, Shiowjen
Wang, Tao
Matthews, Rebecca L.
Feldman, Gerald M.
AuthorAffiliation 3 Office of Biostatistics and Epidemiology, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD 20993, USA; Shiowjen.Lee@fda.hhs.gov
1 Office of Biotechnology Products, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD 20993, USA; Silvia.Bacot@fda.hhs.gov (S.M.B.); tah9h@virginia.edu (T.A.H.); rebecca.matthews@nih.gov (R.L.M.); ChristieJane.Fennell@fda.hhs.gov (C.J.F.)
2 Office of Vaccines Research & Review, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD 20993, USA; Adovi.Akue@fda.hhs.gov (A.A.); Mark.Kukuruga@fda.hhs.gov (M.A.K.)
AuthorAffiliation_xml – name: 3 Office of Biostatistics and Epidemiology, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD 20993, USA; Shiowjen.Lee@fda.hhs.gov
– name: 1 Office of Biotechnology Products, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD 20993, USA; Silvia.Bacot@fda.hhs.gov (S.M.B.); tah9h@virginia.edu (T.A.H.); rebecca.matthews@nih.gov (R.L.M.); ChristieJane.Fennell@fda.hhs.gov (C.J.F.)
– name: 2 Office of Vaccines Research & Review, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD 20993, USA; Adovi.Akue@fda.hhs.gov (A.A.); Mark.Kukuruga@fda.hhs.gov (M.A.K.)
Author_xml – sequence: 1
  givenname: Silvia M.
  surname: Bacot
  fullname: Bacot, Silvia M.
– sequence: 2
  givenname: Taylor A.
  orcidid: 0000-0002-6088-1028
  surname: Harper
  fullname: Harper, Taylor A.
– sequence: 3
  givenname: Rebecca L.
  orcidid: 0000-0001-7420-9374
  surname: Matthews
  fullname: Matthews, Rebecca L.
– sequence: 4
  givenname: Christie Jane
  surname: Fennell
  fullname: Fennell, Christie Jane
– sequence: 5
  givenname: Adovi
  surname: Akue
  fullname: Akue, Adovi
– sequence: 6
  givenname: Mark A.
  surname: KuKuruga
  fullname: KuKuruga, Mark A.
– sequence: 7
  givenname: Shiowjen
  surname: Lee
  fullname: Lee, Shiowjen
– sequence: 8
  givenname: Tao
  orcidid: 0000-0002-1153-3430
  surname: Wang
  fullname: Wang, Tao
– sequence: 9
  givenname: Gerald M.
  surname: Feldman
  fullname: Feldman, Gerald M.
BackLink https://www.ncbi.nlm.nih.gov/pubmed/33261003$$D View this record in MEDLINE/PubMed
BookMark eNptkUtv2zAQhIkiQfPqreeCQC89VAkfkihdCthu0hhIUR_iM0FRK5uuRDqkFNT59aFhp3CCnLjAfDMc7J6hI-ssIPSZkkvOS3JlVl1glMWR8Q_olKaMJYTk4uhgPkFnIaxIJFhWfkQnnLOcEsJP0dP1v3XrvLEL3C8Bz1wPtjeqxfMA2DVY4dn49yQZqwA1vhms7o2zUR6FoDa4d3habw3NBs881CbKj4DHxnXK_wUfcOM8HkUgmf1MKJ523WBd_Mir9eYCHTeqDfBp_56j-c31_eQ2ufvzazoZ3SU6FUWfQFlnLAemuKqqmtZCUyZIwaq8Eo0WJEszVoDIKipA6KxMOTSFzhVPWVWkFeHn6Mcudz1UHdQ69vWqlWtvYsmNdMrI14o1S7lwj1IITgouYsC3fYB3DwOEXnYmaGhbZcENQbI0z1mZlnkZ0a9v0JUbfFzYjqKxLcki9eWw0f8qL2eJANsB2rsQPDRSm15tVx8LmlZSIre3l4e3j6bvb0wvue_iz_lXsH0
CitedBy_id crossref_primary_10_1177_07482337221081923
crossref_primary_10_1038_s41698_023_00484_8
crossref_primary_10_1038_s41598_023_46729_1
crossref_primary_10_1136_jitc_2022_005640
crossref_primary_10_1186_s13046_023_02691_4
crossref_primary_10_1016_j_biopha_2021_111913
crossref_primary_10_1002_cbic_202200449
crossref_primary_10_3390_cells12060848
crossref_primary_10_3389_fimmu_2025_1544949
crossref_primary_10_1177_07482337231175970
crossref_primary_10_1002_cia2_12219
crossref_primary_10_3390_biomedicines10051181
crossref_primary_10_1002_ijc_34366
crossref_primary_10_1002_ijc_35477
crossref_primary_10_3390_cancers16010190
crossref_primary_10_1002_eji_70033
crossref_primary_10_3389_fcell_2021_650023
crossref_primary_10_1080_14737159_2025_2543742
crossref_primary_10_3390_cancers14133095
crossref_primary_10_3390_ijms222111848
Cites_doi 10.1158/1078-0432.CCR-16-0127
10.1172/jci.insight.59125
10.1097/CJI.0b013e318247a4e7
10.1158/1078-0432.CCR-18-1449
10.3389/fmed.2018.00351
10.4049/jimmunol.160.5.2072
10.1111/cei.13060
10.1200/JCO.2017.35.15_suppl.11525
10.1097/CCO.0000000000000496
10.1056/NEJMoa1801946
10.1038/nature13954
10.1172/JCI99317
10.1080/2162402X.2018.1424675
10.1080/2162402X.2018.1448329
10.1158/1078-0432.CCR-18-1390
10.1038/s41577-019-0131-x
10.1038/s12276-018-0191-1
10.1093/annonc/mdw181
10.1080/2162402X.2018.1452581
10.1182/blood-2008-05-078154
10.1016/j.lungcan.2018.11.038
10.1016/j.critrevonc.2017.06.001
10.1093/annonc/mdx190
10.1016/j.coi.2015.03.007
10.1073/pnas.1705327114
10.1200/JCO.2018.36.5_suppl.148
10.1200/JCO.2017.75.7740
10.1038/s41568-019-0116-x
10.1158/2326-6066.CIR-16-0329
10.3389/fimmu.2018.01474
10.1111/cas.13226
10.1002/JLB.MR0318-097R
10.1158/1078-0432.CCR-17-1439
10.1093/jnci/djy105
10.1158/1078-0432.CCR-18-2795
10.1080/2162402X.2016.1248327
10.1158/0008-5472.CAN-16-3346
10.1080/2162402X.2018.1512456
10.1158/2326-6066.CIR-14-0040
10.4049/jimmunol.170.3.1257
ContentType Journal Article
Copyright 2020. This work is licensed under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
2020 by the authors. 2020
Copyright_xml – notice: 2020. This work is licensed under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: 2020 by the authors. 2020
DBID AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
3V.
7X7
7XB
88E
8FI
8FJ
8FK
8G5
ABUWG
AFKRA
AZQEC
BENPR
CCPQU
DWQXO
FYUFA
GHDGH
GNUQQ
GUQSH
K9.
M0S
M1P
M2O
MBDVC
PHGZM
PHGZT
PIMPY
PJZUB
PKEHL
PPXIY
PQEST
PQQKQ
PQUKI
PRINS
Q9U
7X8
5PM
DOI 10.3390/ijms21239023
DatabaseName CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
ProQuest Central (Corporate)
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
Hospital Premium Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
Research Library (Alumni Edition)
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
ProQuest Central Essentials
ProQuest Central
ProQuest One Community College
ProQuest Central
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Central Student
Research Library Prep
ProQuest Health & Medical Complete (Alumni)
Health & Medical Collection (Alumni Edition)
PML(ProQuest Medical Library)
Research Library
Research Library (Corporate)
ProQuest Central Premium
ProQuest One Academic (New)
ProQuest Publicly Available Content
ProQuest Health & Medical Research Collection
ProQuest One Academic Middle East (New)
One Health & Nursing
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
ProQuest Central Basic
MEDLINE - Academic
PubMed Central (Full Participant titles)
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
Publicly Available Content Database
Research Library Prep
ProQuest Central Student
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest One Health & Nursing
Research Library (Alumni Edition)
ProQuest Central China
ProQuest Central
ProQuest Health & Medical Research Collection
Health Research Premium Collection
Health and Medicine Complete (Alumni Edition)
ProQuest Central Korea
Health & Medical Research Collection
ProQuest Research Library
ProQuest Central (New)
ProQuest Medical Library (Alumni)
ProQuest Central Basic
ProQuest One Academic Eastern Edition
ProQuest Hospital Collection
Health Research Premium Collection (Alumni)
ProQuest Hospital Collection (Alumni)
ProQuest Health & Medical Complete
ProQuest Medical Library
ProQuest One Academic UKI Edition
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList
MEDLINE
CrossRef
MEDLINE - Academic
Publicly Available Content Database
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 2
  dbid: PIMPY
  name: Publicly Available Content Database
  url: http://search.proquest.com/publiccontent
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Biology
EISSN 1422-0067
ExternalDocumentID PMC7730837
33261003
10_3390_ijms21239023
Genre Journal Article
GroupedDBID ---
29J
2WC
53G
5GY
5VS
7X7
88E
8FE
8FG
8FH
8FI
8FJ
8G5
A8Z
AADQD
AAFWJ
AAHBH
AAYXX
ABDBF
ABUWG
ACGFO
ACIHN
ACIWK
ACPRK
ACUHS
ADBBV
AEAQA
AENEX
AFFHD
AFKRA
AFZYC
ALMA_UNASSIGNED_HOLDINGS
AOIJS
AZQEC
BAWUL
BCNDV
BENPR
BPHCQ
BVXVI
CCPQU
CITATION
CS3
D1I
DIK
DU5
DWQXO
E3Z
EBD
EBS
EJD
ESX
F5P
FRP
FYUFA
GNUQQ
GUQSH
GX1
HH5
HMCUK
HYE
IAO
IHR
ITC
KQ8
LK8
M1P
M2O
M48
MODMG
O5R
O5S
OK1
OVT
P2P
PHGZM
PHGZT
PIMPY
PJZUB
PPXIY
PQQKQ
PROAC
PSQYO
RNS
RPM
TR2
TUS
UKHRP
~8M
ALIPV
CGR
CUY
CVF
ECM
EIF
NPM
3V.
7XB
8FK
ESTFP
K9.
MBDVC
PKEHL
PQEST
PQUKI
PRINS
Q9U
7X8
PUEGO
5PM
ID FETCH-LOGICAL-c478t-e9d526e2a3abbd1d7c127082b6b7fc7054528e75b17e7c5943ef8c6a342b84b03
IEDL.DBID 7X7
ISICitedReferencesCount 21
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000598232900001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1422-0067
1661-6596
IngestDate Tue Nov 04 01:42:03 EST 2025
Thu Oct 02 11:14:51 EDT 2025
Tue Oct 07 07:10:09 EDT 2025
Thu Apr 03 06:57:32 EDT 2025
Sat Nov 29 07:13:20 EST 2025
Tue Nov 18 20:46:53 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 23
Keywords peripheral blood mononuclear cells
cytokines
T cells
biomarker
Nivolumab
Language English
License Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c478t-e9d526e2a3abbd1d7c127082b6b7fc7054528e75b17e7c5943ef8c6a342b84b03
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
Current address: Cancer ImmunoPrevention Laboratory, Vaccine, Immunity, and Cancer Program, Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA.
Current address: Flow Cytometry Core Facility, School of Medicine, University of Virginia, Charlottesville, VA 22903, USA.
These authors contributed equally to this paper.
ORCID 0000-0002-6088-1028
0000-0002-1153-3430
0000-0001-7420-9374
OpenAccessLink https://www.proquest.com/docview/2466105405?pq-origsite=%requestingapplication%
PMID 33261003
PQID 2466105405
PQPubID 2032341
ParticipantIDs pubmedcentral_primary_oai_pubmedcentral_nih_gov_7730837
proquest_miscellaneous_2466294969
proquest_journals_2466105405
pubmed_primary_33261003
crossref_citationtrail_10_3390_ijms21239023
crossref_primary_10_3390_ijms21239023
PublicationCentury 2000
PublicationDate 20201127
PublicationDateYYYYMMDD 2020-11-27
PublicationDate_xml – month: 11
  year: 2020
  text: 20201127
  day: 27
PublicationDecade 2020
PublicationPlace Switzerland
PublicationPlace_xml – name: Switzerland
– name: Basel
PublicationTitle International journal of molecular sciences
PublicationTitleAlternate Int J Mol Sci
PublicationYear 2020
Publisher MDPI AG
MDPI
Publisher_xml – name: MDPI AG
– name: MDPI
References Chraa (ref_35) 2019; 105
Garrigos (ref_2) 2017; 116
Pirker (ref_3) 2019; 31
Hellmann (ref_5) 2018; 378
ref_31
Weide (ref_10) 2016; 22
Schmitt (ref_28) 2015; 34
ref_16
McLeod (ref_25) 1998; 160
Wang (ref_26) 2014; 2
Teo (ref_6) 2018; 36
Mazzaschi (ref_12) 2019; 127
Yue (ref_27) 2019; 8
Tumeh (ref_32) 2014; 515
Hassel (ref_23) 2018; 9
Zhou (ref_21) 2017; 5
Darvin (ref_4) 2018; 50
Toor (ref_13) 2018; 191
Hsu (ref_38) 2018; 128
Herbretau (ref_7) 2018; 7
Nonomura (ref_36) 2016; 5
Havel (ref_1) 2019; 19
Larimer (ref_14) 2017; 77
Manson (ref_15) 2016; 27
Lim (ref_18) 2019; 25
ref_22
DiDomenico (ref_33) 2018; 7
Mukherjee (ref_40) 2019; 19
Zheng (ref_20) 2018; 36
Sanmamed (ref_19) 2017; 28
Brown (ref_34) 2003; 170
Moro (ref_39) 2019; 25
Kamphorst (ref_30) 2017; 114
Ossandon (ref_9) 2018; 110
Costantini (ref_17) 2018; 7
Zhu (ref_29) 2008; 112
Dulos (ref_37) 2012; 35
Khagi (ref_8) 2017; 23
Yamazaki (ref_24) 2017; 108
Kagamu (ref_11) 2017; 35
References_xml – volume: 22
  start-page: 5487
  year: 2016
  ident: ref_10
  article-title: Baseline Biomarkers for Outcome of Melanoma Patients Treated with Pembrolizumab
  publication-title: Clin. Cancer Res.
  doi: 10.1158/1078-0432.CCR-16-0127
– ident: ref_16
  doi: 10.1172/jci.insight.59125
– volume: 35
  start-page: 169
  year: 2012
  ident: ref_37
  article-title: PD-1 blockade augments Th1 and Th17 and suppresses Th2 responses in peripheral blood from patients with prostate and advanced melanoma cancer
  publication-title: J. Immunother.
  doi: 10.1097/CJI.0b013e318247a4e7
– ident: ref_31
  doi: 10.1158/1078-0432.CCR-18-1449
– ident: ref_22
  doi: 10.3389/fmed.2018.00351
– volume: 160
  start-page: 2072
  year: 1998
  ident: ref_25
  article-title: Activation of human T cells with superantigen (staphylococcal enterotoxin B) and CD28 confers resistance to apoptosis via CD95
  publication-title: J. Immunol.
  doi: 10.4049/jimmunol.160.5.2072
– volume: 191
  start-page: 189
  year: 2018
  ident: ref_13
  article-title: In-vitro effect of pembrolizumab on different T regulatory cell subsets
  publication-title: Clin. Exp. Immunol.
  doi: 10.1111/cei.13060
– volume: 35
  start-page: 11525
  year: 2017
  ident: ref_11
  article-title: CD4+ T cells in PBMC to predict the outcome of anti-PD-1 therapy
  publication-title: J. Clin. Oncol.
  doi: 10.1200/JCO.2017.35.15_suppl.11525
– volume: 31
  start-page: 24
  year: 2019
  ident: ref_3
  article-title: Biomarkers for immune checkpoint inhibitors in advanced nonsmall cell lung cancer
  publication-title: Curr. Opin. Oncol.
  doi: 10.1097/CCO.0000000000000496
– volume: 378
  start-page: 2093
  year: 2018
  ident: ref_5
  article-title: Nivolumab plus Ipilimumab in Lung Cancer with a High Tumor Mutational Burden
  publication-title: N. Engl. J. Med.
  doi: 10.1056/NEJMoa1801946
– volume: 515
  start-page: 568
  year: 2014
  ident: ref_32
  article-title: PD-1 blockade induces responses by inhibiting adaptive immune resistance
  publication-title: Nature
  doi: 10.1038/nature13954
– volume: 128
  start-page: 4654
  year: 2018
  ident: ref_38
  article-title: Contribution of NK cells to immunotherapy mediated by PD-1/PD-L1 blockade
  publication-title: J. Clin. Invest.
  doi: 10.1172/JCI99317
– volume: 7
  start-page: e1424675
  year: 2018
  ident: ref_7
  article-title: Circulating tumor DNA evaluated by Next-Generation Sequencing is predictive of tumor response and prolonged clinical benefit with nivolumab in advanced non-small cell lung cancer
  publication-title: Oncoimmunology
  doi: 10.1080/2162402X.2018.1424675
– volume: 7
  start-page: e1448329
  year: 2018
  ident: ref_33
  article-title: The immune checkpoint protein PD-L1 induces and maintains regulatory T cells in glioblastoma
  publication-title: Oncoimmunology
  doi: 10.1080/2162402X.2018.1448329
– volume: 25
  start-page: 989
  year: 2019
  ident: ref_39
  article-title: Antibody–Fc/FcR Interaction on Macrophages as a Mechanism for Hyperprogressive Disease in Non–small Cell Lung Cancer Subsequent to PD-1/PD-L1 Blockade
  publication-title: Clin. Cancer Res.
  doi: 10.1158/1078-0432.CCR-18-1390
– volume: 19
  start-page: 205
  year: 2019
  ident: ref_40
  article-title: Cytokine-mediated communication: A quantitative appraisal of immune complexity
  publication-title: Nat. Rev. Immunol.
  doi: 10.1038/s41577-019-0131-x
– volume: 50
  start-page: 165
  year: 2018
  ident: ref_4
  article-title: Immune checkpoint inhibitors: Recent progress and potential biomarkers
  publication-title: Exp. Mol. Med.
  doi: 10.1038/s12276-018-0191-1
– volume: 27
  start-page: 1199
  year: 2016
  ident: ref_15
  article-title: Biomarkers associated with checkpoint inhibitors
  publication-title: Ann. Oncol.
  doi: 10.1093/annonc/mdw181
– volume: 7
  start-page: e1452581
  year: 2018
  ident: ref_17
  article-title: Predictive role of plasmatic biomarkers in advanced non-small cell lung cancer treated by nivolumab
  publication-title: Oncoimmunology
  doi: 10.1080/2162402X.2018.1452581
– volume: 112
  start-page: 1557
  year: 2008
  ident: ref_29
  article-title: CD4 T cells: Fates, functions, and faults
  publication-title: Blood
  doi: 10.1182/blood-2008-05-078154
– volume: 127
  start-page: 153
  year: 2019
  ident: ref_12
  article-title: The circulating pool of functionally competent NK and CD8+ cells predicts the outcome of anti-PD1 treatment in advanced NSCLC
  publication-title: Lung Cancer
  doi: 10.1016/j.lungcan.2018.11.038
– volume: 116
  start-page: 116
  year: 2017
  ident: ref_2
  article-title: Biomarkers of response to PD-1/PD-L1 inhibition
  publication-title: Crit. Rev. Oncol. Hematol.
  doi: 10.1016/j.critrevonc.2017.06.001
– volume: 28
  start-page: 1988
  year: 2017
  ident: ref_19
  article-title: Changes in serum interleukin-8 (IL-8) levels reflect and predict response to anti-PD-1 treatment in melanoma and non-small-cell lung cancer patients
  publication-title: Ann. Oncol.
  doi: 10.1093/annonc/mdx190
– volume: 34
  start-page: 130
  year: 2015
  ident: ref_28
  article-title: Regulation of human helper T cell subset differentiation by cytokines
  publication-title: Curr. Opin. Immunol.
  doi: 10.1016/j.coi.2015.03.007
– volume: 114
  start-page: 4993
  year: 2017
  ident: ref_30
  article-title: Proliferation of PD-1+ CD8 T cells in peripheral blood after PD-1-targeted therapy in lung cancer patients
  publication-title: Proc. Natl. Acad. Sci. USA
  doi: 10.1073/pnas.1705327114
– volume: 36
  start-page: 148
  year: 2018
  ident: ref_20
  article-title: Predictive biomarker of response to anti-PD-1 treatment in non-small cell lung cancer patients
  publication-title: J. Clin. Oncol.
  doi: 10.1200/JCO.2018.36.5_suppl.148
– volume: 36
  start-page: 1685
  year: 2018
  ident: ref_6
  article-title: Alterations in DNA Damage Response and Repair Genes as Potential Marker of Clinical Benefit From PD-1/PD-L1 Blockade in Advanced Urothelial Cancers
  publication-title: J. Clin. Oncol
  doi: 10.1200/JCO.2017.75.7740
– volume: 19
  start-page: 133
  year: 2019
  ident: ref_1
  article-title: The evolving landscape of biomarkers for checkpoint inhibitor immunotherapy
  publication-title: Nat. Rev. Cancer
  doi: 10.1038/s41568-019-0116-x
– volume: 5
  start-page: 480
  year: 2017
  ident: ref_21
  article-title: Soluble PD-L1 as a Biomarker in Malignant Melanoma Treated with Checkpoint Blockade
  publication-title: Cancer Immunol. Res.
  doi: 10.1158/2326-6066.CIR-16-0329
– volume: 9
  start-page: 1474
  year: 2018
  ident: ref_23
  article-title: Biomarkers for Clinical Benefit of Immune Checkpoint Inhibitor Treatment-A Review from the Melanoma Perspective and Beyond
  publication-title: Front. Immunol.
  doi: 10.3389/fimmu.2018.01474
– volume: 108
  start-page: 1022
  year: 2017
  ident: ref_24
  article-title: Cytokine biomarkers to predict antitumor responses to nivolumab suggested in a phase 2 study for advanced melanoma
  publication-title: Cancer Sci.
  doi: 10.1111/cas.13226
– volume: 105
  start-page: 243
  year: 2019
  ident: ref_35
  article-title: T lymphocyte subsets in cancer immunity: Friends or foes
  publication-title: J. Leukoc. Biol.
  doi: 10.1002/JLB.MR0318-097R
– volume: 23
  start-page: 5729
  year: 2017
  ident: ref_8
  article-title: Hypermutated Circulating Tumor DNA: Correlation with Response to Checkpoint Inhibitor-Based Immunotherapy
  publication-title: Clin. Cancer Res.
  doi: 10.1158/1078-0432.CCR-17-1439
– volume: 110
  start-page: 929
  year: 2018
  ident: ref_9
  article-title: Circulating Tumor DNA Assays in Clinical Cancer Research
  publication-title: J. Natl. Cancer Inst.
  doi: 10.1093/jnci/djy105
– volume: 25
  start-page: 1557
  year: 2019
  ident: ref_18
  article-title: Circulating Cytokines Predict Immune-Related Toxicity in Melanoma Patients Receiving Anti-PD-1-Based Immunotherapy
  publication-title: Clin. Cancer. Res.
  doi: 10.1158/1078-0432.CCR-18-2795
– volume: 5
  start-page: e1248327
  year: 2016
  ident: ref_36
  article-title: Peripheral blood Th9 cells are a possible pharmacodynamic biomarker of nivolumab treatment efficacy in metastatic melanoma patients
  publication-title: Oncoimmunology
  doi: 10.1080/2162402X.2016.1248327
– volume: 77
  start-page: 2318
  year: 2017
  ident: ref_14
  article-title: Granzyme B PET Imaging as a Predictive Biomarker of Immunotherapy Response
  publication-title: Cancer Res.
  doi: 10.1158/0008-5472.CAN-16-3346
– volume: 8
  start-page: e1512456
  year: 2019
  ident: ref_27
  article-title: BRAF and MEK inhibitors differentially affect nivolumab-induced T cell activation by modulating the TCR and AKT signaling pathways
  publication-title: Oncoimmunology
  doi: 10.1080/2162402X.2018.1512456
– volume: 2
  start-page: 846
  year: 2014
  ident: ref_26
  article-title: In vitro characterization of the anti-PD-1 antibody nivolumab, BMS-936558, and in vivo toxicology in non-human primates
  publication-title: Cancer Immunol. Res.
  doi: 10.1158/2326-6066.CIR-14-0040
– volume: 170
  start-page: 1257
  year: 2003
  ident: ref_34
  article-title: Blockade of programmed death-1 ligands on dendritic cells enhances T cell activation and cytokine production
  publication-title: J. Immunol.
  doi: 10.4049/jimmunol.170.3.1257
SSID ssj0023259
Score 2.403398
Snippet The absence of reliable, robust, and non-invasive biomarkers for anti- Programmed cell death protein 1 (PD-1) immunotherapy is an urgent unmet medical need for...
SourceID pubmedcentral
proquest
pubmed
crossref
SourceType Open Access Repository
Aggregation Database
Index Database
Enrichment Source
StartPage 9023
SubjectTerms Antigens, CD - metabolism
Biomarkers
Biomarkers - metabolism
Cancer
Cell Proliferation - drug effects
Cytokines
Cytokines - biosynthesis
Cytomegalovirus
Deoxyribonucleic acid
DNA
FDA approval
Flow cytometry
Granzymes - metabolism
Humans
Immunoassay
Immunotherapy
Leukocytes, Mononuclear - metabolism
Lymphocyte Activation - drug effects
Lymphocytes
Mutation
Nivolumab - pharmacology
Patients
Programmed Cell Death 1 Receptor - metabolism
T cell receptors
T-Lymphocytes, Regulatory - drug effects
T-Lymphocytes, Regulatory - immunology
Targeted cancer therapy
Th1 Cells - immunology
Tissue Donors
Title Exploring the Potential Use of a PBMC-Based Functional Assay to Identify Predictive Biomarkers for Anti-PD-1 Immunotherapy
URI https://www.ncbi.nlm.nih.gov/pubmed/33261003
https://www.proquest.com/docview/2466105405
https://www.proquest.com/docview/2466294969
https://pubmed.ncbi.nlm.nih.gov/PMC7730837
Volume 21
WOSCitedRecordID wos000598232900001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVPQU
  databaseName: Health & Medical Collection
  customDbUrl:
  eissn: 1422-0067
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0023259
  issn: 1422-0067
  databaseCode: 7X7
  dateStart: 20000301
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/healthcomplete
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl:
  eissn: 1422-0067
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0023259
  issn: 1422-0067
  databaseCode: BENPR
  dateStart: 20000301
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Publicly Available Content Database
  customDbUrl:
  eissn: 1422-0067
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0023259
  issn: 1422-0067
  databaseCode: PIMPY
  dateStart: 20000301
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/publiccontent
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Research Library
  customDbUrl:
  eissn: 1422-0067
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0023259
  issn: 1422-0067
  databaseCode: M2O
  dateStart: 20000301
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/pqrl
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwELagBYkL70egVEaCE7Iav-L4hLqlKyqxS4SotJwi23HEIpqUTYq0_HrGSTbtguDCJZKVcWJpxvPwjOdD6GUsCm-N9MT5whDBnCeWlpIkMJQpp4ksuyau79V8ni4WOhsO3JqhrHKjEztFXdQunJEfMAGWpPMv3px_JwE1KmRXBwiN62g3wGYHOVeLy4CLsw4sjcJMkkid9IXvHML8g-XXsyZobR0zvm2S_vAzfy-XvGJ_pnf-d-V30e3B88SHvajcQ9d8dR_d7LEo1w_Qz7EaD4NPiLO6DXVEMOG08bguscHZZHZEJmD1CjwFa9gfImLgr1njtsb9ld9yjbNVSP4ENYrh62eh_mfVYHCO8SEQkOwtofgkXEsZLn-tH6LT6fGno3dkAGYgTqi0JV4XkiWeGW6sLWihXMhfp8wmVpVOxQG3PPVKWqq8clIL7svUJYYLZlNhY_4I7VR15Z8gzBjEO7LQRrJSOON0SUtrwWuhPhWyiCP0esOb3A1dywN4xrccopfAyfwqJyP0aqQ-77t1_IVub8OqfNizTX7Jpwi9GF_DbgspFFP5-qKnYVroREfocS8V4484eMIUlGSE1Ja8jAShk_f2m2r5pevorUDPplw9_feynqFbLET7lBKm9tBOu7rwz9EN96NdNqv9TvS7Z7qPdifH8-wjjGbsA4yyk1n2-RdKYhP6
linkProvider ProQuest
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Jb9QwFH4qUxBc2JdAASPRE7Iab3F8QKgLo446M8qhlcopjR1HTNVOymQKCj-K34g9yYQOCG49cIz84jjJ5_c9228BeBvy3OpMWGxsnmFOjcWaFAJH7lLEjESiWCRxHcrxOD4-Vska_FjGwni3yqVOXCjqvDR-j3yLcsckC_viw8UX7KtG-dPVZQmNBhYHtv7mlmzV-8Ge-7-blPY_Hu7u47aqADZcxnNsVS5oZGnGMq1zkkvjD19jqiMtCyNDX3Q7tlJoIq00QnFmi9hEGeNUx1yHzPV7A9a5B3sP1pPBKPnULfEYXZRnI26sOBIqalztGVPh1uT0vPI8oULKVknwD8v2dwfNK4zXv_e_fav7cLe1rdF2MxkewJqdPoRbTbXN-hF87_wNkbN6UVLOvaeUu-GosqgsUIaSndEu3nG8nqO-4_tmmxQ5BGc1mpeoCWouapTM_PGWJwrkej_3Hk6zCjnzH207AZzsYYIGPvCmDW-rH8PRtbz4E-hNy6l9BohSt6ITucoELbjJjCpIobWzy4iNucjDAN4tsZCaNi-7Lw9ylrr1mUdOehU5AWx20hdNPpK_yG0soZG2WqlKf-EigDdds9Mn_pAom9ryspGhiqtIBfC0QWH3IOZsfeJoIAC5gs9OwOcqX22ZTj4vcpZLxyQxk8__PazXcHv_cDRMh4PxwQu4Q_3eBiGYyg3ozWeX9iXcNF_nk2r2qp14CE6uG78_AbNwbRo
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V3Nb9MwFH8aHSAufH8UBhiJnZDV2LHj-IDQtlJRbatyYNI4ZbHjiCLWjKYDhT-Nv47nJg0rCG47cIz84jjJz-_D7wvgZSByZzLpqHV5RgW3jhpWSBrhpYxDFsliWcT1QE0m8fGxTjbgxyoXxodVrnjiklHnpfVn5AMuUJIs9YtB0YZFJMPRm7Mv1HeQ8p7WVTuNBiL7rv6G5lv1ejzEf73N-ejt-713tO0wQK1Q8YI6nUseOZ6FmTE5y5X1jtiYm8iowqrAN-COnZKGKaes1CJ0RWyjLBTcxMIEIc57BTZRJRe8B5vJ-DD50Jl7IV-2amO4bhpJHTVh92Gog8H002nlZYYOeLguEP_Qcn8P1rwg_Ua3_ufvdhtutjo32Wk2yR3YcLO7cK3pwlnfg-9dHCJBbZgk5cJHUOENR5UjZUEykuwe7tFdlPc5GaEe0ByfEkR2VpNFSZpk56Imydy7vbwAITj7qY98mlcEzQKygwQ0GVJGxj4hp017q-_D0aW8-APozcqZewSEc7T0ZK4zyQthM6sLVhiD-hpzsZB50IdXK1yktq3X7tuGfE7RbvMoSi-iqA_bHfVZU6fkL3RbK5ikLbeq0l8Y6cOLbhj5jHceZTNXnjc0XAsd6T48bBDZPShEG4CheOiDWsNqR-BrmK-PzKYfl7XMFUqYOFSP_72s53AdQZsejCf7T-AG90cejFGutqC3mJ-7p3DVfl1Mq_mzdg8SOLls-P4ERn512g
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Exploring+the+Potential+Use+of+a+PBMC-Based+Functional+Assay+to+Identify+Predictive+Biomarkers+for+Anti-PD-1+Immunotherapy&rft.jtitle=International+journal+of+molecular+sciences&rft.au=Bacot%2C+Silvia+M&rft.au=Harper%2C+Taylor+A&rft.au=Matthews%2C+Rebecca+L&rft.au=Fennell%2C+Christie+Jane&rft.date=2020-11-27&rft.eissn=1422-0067&rft.volume=21&rft.issue=23&rft_id=info:doi/10.3390%2Fijms21239023&rft_id=info%3Apmid%2F33261003&rft.externalDocID=33261003
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1422-0067&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1422-0067&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1422-0067&client=summon