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Distinct Immune Signatures Indicative of Treatment Response and Immune-Related Adverse Events in Melanoma Patients under Immune Checkpoint Inhibitor Therapy
To identify potential early biomarkers of treatment response and immune-related adverse events (irAE), a pilot immune monitoring study was performed in stage IV melanoma patients by flow cytometric analysis of peripheral blood mononuclear cells (PBMC). Overall, 17 patients were treated with either n...
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Published in: | International journal of molecular sciences 2021-07, Vol.22 (15), p.8017 |
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container_issue | 15 |
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container_title | International journal of molecular sciences |
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creator | Reschke, Robin Gussek, Philipp Boldt, Andreas Sack, Ulrich Köhl, Ulrike Lordick, Florian Gora, Thomas Kreuz, Markus Reiche, Kristin Simon, Jan-Christoph Ziemer, Mirjana Kunz, Manfred |
description | To identify potential early biomarkers of treatment response and immune-related adverse events (irAE), a pilot immune monitoring study was performed in stage IV melanoma patients by flow cytometric analysis of peripheral blood mononuclear cells (PBMC). Overall, 17 patients were treated with either nivolumab or pembrolizumab alone, or with a combination of nivolumab and ipilimumab every three weeks. Of 15 patients for which complete response assessment was available, treatment responders (
= 10) as compared to non-responders (
= 5) were characterized by enhanced PD-1 expression on CD8
T cells immediately before treatment (median ± median absolute deviation/MAD 26.7 ± 10.4% vs. 17.2 ± 5.3%). Responders showed a higher T cell responsiveness after T cell receptor ex vivo stimulation as determined by measurement of programmed cell death 1 (PD-1) expression on CD3
T cells before the second cycle of treatment. The percentage of CD8
effector memory (CD8
CD45RA
CD45RO
CCR7
) T cells was higher in responders compared to non-responders before and immediately after the first cycle of treatment (median ± MAD 39.2 ± 7.3% vs. 30.5 ± 4.1% and 37.7 ± 4.6 vs. 24.0 ± 6.4). Immune-related adverse events (irAE) were accompanied by a higher percentage of activated CD4
(CD4
CD38
HLADR
) T cells before the second treatment cycle (median ± MAD 14.9 ± 3.9% vs. 5.3 ± 0.4%). In summary, PBMC immune monitoring of immune-checkpoint inhibition (ICI) treatment in melanoma appears to be a promising approach to identify early markers of treatment response and irAEs. |
doi_str_mv | 10.3390/ijms22158017 |
format | article |
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= 10) as compared to non-responders (
= 5) were characterized by enhanced PD-1 expression on CD8
T cells immediately before treatment (median ± median absolute deviation/MAD 26.7 ± 10.4% vs. 17.2 ± 5.3%). Responders showed a higher T cell responsiveness after T cell receptor ex vivo stimulation as determined by measurement of programmed cell death 1 (PD-1) expression on CD3
T cells before the second cycle of treatment. The percentage of CD8
effector memory (CD8
CD45RA
CD45RO
CCR7
) T cells was higher in responders compared to non-responders before and immediately after the first cycle of treatment (median ± MAD 39.2 ± 7.3% vs. 30.5 ± 4.1% and 37.7 ± 4.6 vs. 24.0 ± 6.4). Immune-related adverse events (irAE) were accompanied by a higher percentage of activated CD4
(CD4
CD38
HLADR
) T cells before the second treatment cycle (median ± MAD 14.9 ± 3.9% vs. 5.3 ± 0.4%). In summary, PBMC immune monitoring of immune-checkpoint inhibition (ICI) treatment in melanoma appears to be a promising approach to identify early markers of treatment response and irAEs.</description><identifier>ISSN: 1422-0067</identifier><identifier>ISSN: 1661-6596</identifier><identifier>EISSN: 1422-0067</identifier><identifier>DOI: 10.3390/ijms22158017</identifier><identifier>PMID: 34360781</identifier><language>eng</language><publisher>Switzerland: MDPI AG</publisher><subject>Adult ; Aged ; Aged, 80 and over ; Antibodies ; Antibodies, Monoclonal, Humanized - administration & dosage ; Antibodies, Monoclonal, Humanized - adverse effects ; Apoptosis ; Biomarkers ; Biopsy ; Cancer therapies ; CC chemokine receptors ; CCR7 protein ; CD3 antigen ; CD38 antigen ; CD4 antigen ; CD4-Positive T-Lymphocytes - immunology ; CD4-Positive T-Lymphocytes - pathology ; CD45RA antigen ; CD8 antigen ; CD8-Positive T-Lymphocytes - immunology ; CD8-Positive T-Lymphocytes - pathology ; Cell death ; FDA approval ; Female ; Flow Cytometry ; Gene expression ; Histocompatibility antigen HLA ; Humans ; Immune checkpoint ; Immune Checkpoint Inhibitors - administration & dosage ; Immune Checkpoint Inhibitors - adverse effects ; Immunologic Memory - drug effects ; Immunotherapy ; Leukocytes (mononuclear) ; Lymphocyte Activation - drug effects ; Lymphocytes ; Lymphocytes T ; Male ; Melanoma ; Melanoma - drug therapy ; Melanoma - immunology ; Melanoma - pathology ; Memory cells ; Metastasis ; Middle Aged ; Monitoring ; Neoplasm Proteins - immunology ; Nivolumab - administration & dosage ; Nivolumab - adverse effects ; Patients ; PD-1 protein ; Pembrolizumab ; Peripheral blood mononuclear cells ; Programmed Cell Death 1 Receptor - immunology ; Proteins ; Response rates ; T cell receptors ; Telemedicine ; Tumors</subject><ispartof>International journal of molecular sciences, 2021-07, Vol.22 (15), p.8017</ispartof><rights>2021 by the authors. 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 (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2021 by the authors. 2021</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c478t-5e82a595e9701f93304108818b8c07a9ddf69653df75f6f3d5f7ddee1493ffe73</citedby><cites>FETCH-LOGICAL-c478t-5e82a595e9701f93304108818b8c07a9ddf69653df75f6f3d5f7ddee1493ffe73</cites><orcidid>0000-0002-7813-0492 ; 0000-0002-2850-2526 ; 0000-0001-6488-1917</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2558836127/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2558836127?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,881,25731,27901,27902,36989,36990,44566,53766,53768,74869</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/34360781$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Reschke, Robin</creatorcontrib><creatorcontrib>Gussek, Philipp</creatorcontrib><creatorcontrib>Boldt, Andreas</creatorcontrib><creatorcontrib>Sack, Ulrich</creatorcontrib><creatorcontrib>Köhl, Ulrike</creatorcontrib><creatorcontrib>Lordick, Florian</creatorcontrib><creatorcontrib>Gora, Thomas</creatorcontrib><creatorcontrib>Kreuz, Markus</creatorcontrib><creatorcontrib>Reiche, Kristin</creatorcontrib><creatorcontrib>Simon, Jan-Christoph</creatorcontrib><creatorcontrib>Ziemer, Mirjana</creatorcontrib><creatorcontrib>Kunz, Manfred</creatorcontrib><title>Distinct Immune Signatures Indicative of Treatment Response and Immune-Related Adverse Events in Melanoma Patients under Immune Checkpoint Inhibitor Therapy</title><title>International journal of molecular sciences</title><addtitle>Int J Mol Sci</addtitle><description>To identify potential early biomarkers of treatment response and immune-related adverse events (irAE), a pilot immune monitoring study was performed in stage IV melanoma patients by flow cytometric analysis of peripheral blood mononuclear cells (PBMC). Overall, 17 patients were treated with either nivolumab or pembrolizumab alone, or with a combination of nivolumab and ipilimumab every three weeks. Of 15 patients for which complete response assessment was available, treatment responders (
= 10) as compared to non-responders (
= 5) were characterized by enhanced PD-1 expression on CD8
T cells immediately before treatment (median ± median absolute deviation/MAD 26.7 ± 10.4% vs. 17.2 ± 5.3%). Responders showed a higher T cell responsiveness after T cell receptor ex vivo stimulation as determined by measurement of programmed cell death 1 (PD-1) expression on CD3
T cells before the second cycle of treatment. The percentage of CD8
effector memory (CD8
CD45RA
CD45RO
CCR7
) T cells was higher in responders compared to non-responders before and immediately after the first cycle of treatment (median ± MAD 39.2 ± 7.3% vs. 30.5 ± 4.1% and 37.7 ± 4.6 vs. 24.0 ± 6.4). Immune-related adverse events (irAE) were accompanied by a higher percentage of activated CD4
(CD4
CD38
HLADR
) T cells before the second treatment cycle (median ± MAD 14.9 ± 3.9% vs. 5.3 ± 0.4%). In summary, PBMC immune monitoring of immune-checkpoint inhibition (ICI) treatment in melanoma appears to be a promising approach to identify early markers of treatment response and irAEs.</description><subject>Adult</subject><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Antibodies</subject><subject>Antibodies, Monoclonal, Humanized - administration & dosage</subject><subject>Antibodies, Monoclonal, Humanized - adverse effects</subject><subject>Apoptosis</subject><subject>Biomarkers</subject><subject>Biopsy</subject><subject>Cancer therapies</subject><subject>CC chemokine receptors</subject><subject>CCR7 protein</subject><subject>CD3 antigen</subject><subject>CD38 antigen</subject><subject>CD4 antigen</subject><subject>CD4-Positive T-Lymphocytes - immunology</subject><subject>CD4-Positive T-Lymphocytes - pathology</subject><subject>CD45RA antigen</subject><subject>CD8 antigen</subject><subject>CD8-Positive T-Lymphocytes - immunology</subject><subject>CD8-Positive T-Lymphocytes - pathology</subject><subject>Cell death</subject><subject>FDA approval</subject><subject>Female</subject><subject>Flow Cytometry</subject><subject>Gene expression</subject><subject>Histocompatibility antigen HLA</subject><subject>Humans</subject><subject>Immune checkpoint</subject><subject>Immune Checkpoint Inhibitors - administration & dosage</subject><subject>Immune Checkpoint Inhibitors - adverse effects</subject><subject>Immunologic Memory - drug effects</subject><subject>Immunotherapy</subject><subject>Leukocytes (mononuclear)</subject><subject>Lymphocyte Activation - drug effects</subject><subject>Lymphocytes</subject><subject>Lymphocytes T</subject><subject>Male</subject><subject>Melanoma</subject><subject>Melanoma - drug therapy</subject><subject>Melanoma - immunology</subject><subject>Melanoma - pathology</subject><subject>Memory cells</subject><subject>Metastasis</subject><subject>Middle Aged</subject><subject>Monitoring</subject><subject>Neoplasm Proteins - immunology</subject><subject>Nivolumab - administration & dosage</subject><subject>Nivolumab - adverse effects</subject><subject>Patients</subject><subject>PD-1 protein</subject><subject>Pembrolizumab</subject><subject>Peripheral blood mononuclear cells</subject><subject>Programmed Cell Death 1 Receptor - immunology</subject><subject>Proteins</subject><subject>Response rates</subject><subject>T cell receptors</subject><subject>Telemedicine</subject><subject>Tumors</subject><issn>1422-0067</issn><issn>1661-6596</issn><issn>1422-0067</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><recordid>eNpdkcFvFCEYxSdGY2v15tmQePHgWBhggItJs1a7SRtNXc8Tdvjosu7AFJhN-r_4x8q222b1BOH78b738qrqLcGfKFX41K2H1DSES0zEs-qYsKapMW7F84P7UfUqpTXGDW24elkdUUZbLCQ5rv58cSk732c0H4bJA_rpbrzOU4SE5t64Xme3BRQsWkTQeQCf0TWkMfgESHuz_1Zfw0ZnMOjMbCGW0fm2kAk5j67KxIdBox9F6v5x8gbi477ZCvrfY3BFd-5XbulyiGixgqjHu9fVC6s3Cd7sz5Pq19fzxeyivvz-bT47u6x7JmSuOchGc8VBCUysohQzgqUkcil7LLQyxraq5dRYwW1rqeFWGANAmKLWgqAn1ecH3XFaDmD64jLqTTdGN-h41wXtun8n3q26m7DtJGVSKlkEPuwFYridIOVucKmHTUkOYUpdw7lilDDGC_r-P3QdpuhLvB0lJW1Js3P08YHqY0gpgn0yQ3C3q707rL3g7w4DPMGPPdO_OEWsfg</recordid><startdate>20210727</startdate><enddate>20210727</enddate><creator>Reschke, Robin</creator><creator>Gussek, Philipp</creator><creator>Boldt, Andreas</creator><creator>Sack, Ulrich</creator><creator>Köhl, Ulrike</creator><creator>Lordick, Florian</creator><creator>Gora, Thomas</creator><creator>Kreuz, Markus</creator><creator>Reiche, Kristin</creator><creator>Simon, Jan-Christoph</creator><creator>Ziemer, Mirjana</creator><creator>Kunz, Manfred</creator><general>MDPI AG</general><general>MDPI</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>8G5</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>GUQSH</scope><scope>K9.</scope><scope>M0S</scope><scope>M1P</scope><scope>M2O</scope><scope>MBDVC</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>Q9U</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-7813-0492</orcidid><orcidid>https://orcid.org/0000-0002-2850-2526</orcidid><orcidid>https://orcid.org/0000-0001-6488-1917</orcidid></search><sort><creationdate>20210727</creationdate><title>Distinct Immune Signatures Indicative of Treatment Response and Immune-Related Adverse Events in Melanoma Patients under Immune Checkpoint Inhibitor Therapy</title><author>Reschke, Robin ; Gussek, Philipp ; Boldt, Andreas ; Sack, Ulrich ; Köhl, Ulrike ; Lordick, Florian ; Gora, Thomas ; Kreuz, Markus ; Reiche, Kristin ; Simon, Jan-Christoph ; Ziemer, Mirjana ; Kunz, Manfred</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c478t-5e82a595e9701f93304108818b8c07a9ddf69653df75f6f3d5f7ddee1493ffe73</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Adult</topic><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>Antibodies</topic><topic>Antibodies, Monoclonal, Humanized - administration & dosage</topic><topic>Antibodies, Monoclonal, Humanized - adverse effects</topic><topic>Apoptosis</topic><topic>Biomarkers</topic><topic>Biopsy</topic><topic>Cancer therapies</topic><topic>CC chemokine receptors</topic><topic>CCR7 protein</topic><topic>CD3 antigen</topic><topic>CD38 antigen</topic><topic>CD4 antigen</topic><topic>CD4-Positive T-Lymphocytes - immunology</topic><topic>CD4-Positive T-Lymphocytes - pathology</topic><topic>CD45RA antigen</topic><topic>CD8 antigen</topic><topic>CD8-Positive T-Lymphocytes - immunology</topic><topic>CD8-Positive T-Lymphocytes - pathology</topic><topic>Cell death</topic><topic>FDA approval</topic><topic>Female</topic><topic>Flow Cytometry</topic><topic>Gene expression</topic><topic>Histocompatibility antigen HLA</topic><topic>Humans</topic><topic>Immune checkpoint</topic><topic>Immune Checkpoint Inhibitors - administration & dosage</topic><topic>Immune Checkpoint Inhibitors - adverse effects</topic><topic>Immunologic Memory - drug effects</topic><topic>Immunotherapy</topic><topic>Leukocytes (mononuclear)</topic><topic>Lymphocyte Activation - drug effects</topic><topic>Lymphocytes</topic><topic>Lymphocytes T</topic><topic>Male</topic><topic>Melanoma</topic><topic>Melanoma - drug therapy</topic><topic>Melanoma - immunology</topic><topic>Melanoma - pathology</topic><topic>Memory cells</topic><topic>Metastasis</topic><topic>Middle Aged</topic><topic>Monitoring</topic><topic>Neoplasm Proteins - immunology</topic><topic>Nivolumab - administration & dosage</topic><topic>Nivolumab - adverse effects</topic><topic>Patients</topic><topic>PD-1 protein</topic><topic>Pembrolizumab</topic><topic>Peripheral blood mononuclear cells</topic><topic>Programmed Cell Death 1 Receptor - immunology</topic><topic>Proteins</topic><topic>Response rates</topic><topic>T cell receptors</topic><topic>Telemedicine</topic><topic>Tumors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Reschke, Robin</creatorcontrib><creatorcontrib>Gussek, Philipp</creatorcontrib><creatorcontrib>Boldt, Andreas</creatorcontrib><creatorcontrib>Sack, Ulrich</creatorcontrib><creatorcontrib>Köhl, Ulrike</creatorcontrib><creatorcontrib>Lordick, Florian</creatorcontrib><creatorcontrib>Gora, Thomas</creatorcontrib><creatorcontrib>Kreuz, Markus</creatorcontrib><creatorcontrib>Reiche, Kristin</creatorcontrib><creatorcontrib>Simon, Jan-Christoph</creatorcontrib><creatorcontrib>Ziemer, Mirjana</creatorcontrib><creatorcontrib>Kunz, Manfred</creatorcontrib><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 - 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Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>International journal of molecular sciences</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Reschke, Robin</au><au>Gussek, Philipp</au><au>Boldt, Andreas</au><au>Sack, Ulrich</au><au>Köhl, Ulrike</au><au>Lordick, Florian</au><au>Gora, Thomas</au><au>Kreuz, Markus</au><au>Reiche, Kristin</au><au>Simon, Jan-Christoph</au><au>Ziemer, Mirjana</au><au>Kunz, Manfred</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Distinct Immune Signatures Indicative of Treatment Response and Immune-Related Adverse Events in Melanoma Patients under Immune Checkpoint Inhibitor Therapy</atitle><jtitle>International journal of molecular sciences</jtitle><addtitle>Int J Mol Sci</addtitle><date>2021-07-27</date><risdate>2021</risdate><volume>22</volume><issue>15</issue><spage>8017</spage><pages>8017-</pages><issn>1422-0067</issn><issn>1661-6596</issn><eissn>1422-0067</eissn><abstract>To identify potential early biomarkers of treatment response and immune-related adverse events (irAE), a pilot immune monitoring study was performed in stage IV melanoma patients by flow cytometric analysis of peripheral blood mononuclear cells (PBMC). Overall, 17 patients were treated with either nivolumab or pembrolizumab alone, or with a combination of nivolumab and ipilimumab every three weeks. Of 15 patients for which complete response assessment was available, treatment responders (
= 10) as compared to non-responders (
= 5) were characterized by enhanced PD-1 expression on CD8
T cells immediately before treatment (median ± median absolute deviation/MAD 26.7 ± 10.4% vs. 17.2 ± 5.3%). Responders showed a higher T cell responsiveness after T cell receptor ex vivo stimulation as determined by measurement of programmed cell death 1 (PD-1) expression on CD3
T cells before the second cycle of treatment. The percentage of CD8
effector memory (CD8
CD45RA
CD45RO
CCR7
) T cells was higher in responders compared to non-responders before and immediately after the first cycle of treatment (median ± MAD 39.2 ± 7.3% vs. 30.5 ± 4.1% and 37.7 ± 4.6 vs. 24.0 ± 6.4). Immune-related adverse events (irAE) were accompanied by a higher percentage of activated CD4
(CD4
CD38
HLADR
) T cells before the second treatment cycle (median ± MAD 14.9 ± 3.9% vs. 5.3 ± 0.4%). In summary, PBMC immune monitoring of immune-checkpoint inhibition (ICI) treatment in melanoma appears to be a promising approach to identify early markers of treatment response and irAEs.</abstract><cop>Switzerland</cop><pub>MDPI AG</pub><pmid>34360781</pmid><doi>10.3390/ijms22158017</doi><orcidid>https://orcid.org/0000-0002-7813-0492</orcidid><orcidid>https://orcid.org/0000-0002-2850-2526</orcidid><orcidid>https://orcid.org/0000-0001-6488-1917</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adult Aged Aged, 80 and over Antibodies Antibodies, Monoclonal, Humanized - administration & dosage Antibodies, Monoclonal, Humanized - adverse effects Apoptosis Biomarkers Biopsy Cancer therapies CC chemokine receptors CCR7 protein CD3 antigen CD38 antigen CD4 antigen CD4-Positive T-Lymphocytes - immunology CD4-Positive T-Lymphocytes - pathology CD45RA antigen CD8 antigen CD8-Positive T-Lymphocytes - immunology CD8-Positive T-Lymphocytes - pathology Cell death FDA approval Female Flow Cytometry Gene expression Histocompatibility antigen HLA Humans Immune checkpoint Immune Checkpoint Inhibitors - administration & dosage Immune Checkpoint Inhibitors - adverse effects Immunologic Memory - drug effects Immunotherapy Leukocytes (mononuclear) Lymphocyte Activation - drug effects Lymphocytes Lymphocytes T Male Melanoma Melanoma - drug therapy Melanoma - immunology Melanoma - pathology Memory cells Metastasis Middle Aged Monitoring Neoplasm Proteins - immunology Nivolumab - administration & dosage Nivolumab - adverse effects Patients PD-1 protein Pembrolizumab Peripheral blood mononuclear cells Programmed Cell Death 1 Receptor - immunology Proteins Response rates T cell receptors Telemedicine Tumors |
title | Distinct Immune Signatures Indicative of Treatment Response and Immune-Related Adverse Events in Melanoma Patients under Immune Checkpoint Inhibitor Therapy |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-01T12%3A38%3A48IST&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=Distinct%20Immune%20Signatures%20Indicative%20of%20Treatment%20Response%20and%20Immune-Related%20Adverse%20Events%20in%20Melanoma%20Patients%20under%20Immune%20Checkpoint%20Inhibitor%20Therapy&rft.jtitle=International%20journal%20of%20molecular%20sciences&rft.au=Reschke,%20Robin&rft.date=2021-07-27&rft.volume=22&rft.issue=15&rft.spage=8017&rft.pages=8017-&rft.issn=1422-0067&rft.eissn=1422-0067&rft_id=info:doi/10.3390/ijms22158017&rft_dat=%3Cproquest_pubme%3E2559431445%3C/proquest_pubme%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c478t-5e82a595e9701f93304108818b8c07a9ddf69653df75f6f3d5f7ddee1493ffe73%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2558836127&rft_id=info:pmid/34360781&rfr_iscdi=true |