Development and validation of a nomogram to predicting the efficacy of PD-1/PD-L1 inhibitors in patients with nasopharyngeal carcinoma

Purpose With the treatment of nasopharyngeal carcinoma (NPC) by PD-1/PD-L1 inhibitors used widely in clinic, it becomes very necessary to anticipate whether patients would benefit from it. We aimed to develop a nomogram to evaluate the efficacy of anti-PD-1/PD-L1 in NPC patients. Methods Totally 160...

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Veröffentlicht in:Clinical & translational oncology 2024-10, Vol.26 (10), p.2601-2607
Hauptverfasser: Chen, Yao, Chen, Dubo, Wang, Ruizhi, Xie, Shuhua, Wang, Xueping, Huang, Hao
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container_end_page 2607
container_issue 10
container_start_page 2601
container_title Clinical & translational oncology
container_volume 26
creator Chen, Yao
Chen, Dubo
Wang, Ruizhi
Xie, Shuhua
Wang, Xueping
Huang, Hao
description Purpose With the treatment of nasopharyngeal carcinoma (NPC) by PD-1/PD-L1 inhibitors used widely in clinic, it becomes very necessary to anticipate whether patients would benefit from it. We aimed to develop a nomogram to evaluate the efficacy of anti-PD-1/PD-L1 in NPC patients. Methods Totally 160 NPC patients were enrolled in the study. Patients were measured before the first PD-1/PD-L1 inhibitors treatment and after 8–12 weeks of immunotherapy by radiological examinations to estimate the effect. The least absolute shrinkage and selection operator (LASSO) logistic regression was used to screen hematological markers and establish a predictive model. The nomogram was internally validated by bootstrap resampling and externally validated. Performance of the model was evaluated using concordance index, calibration curve, decision curve analysis and receiver operation characteristic curve. Results Patients involved were randomly split into training cohort ang validation cohort. Based on Lasso logistic regression, systemic immune-inflammation index (SII) and ALT to AST ratio (LSR) were selected to establish a predictive model. The C-index of training cohort and validating cohort was 0.745 and 0.760. The calibration curves and decision curves showed the precise predictive ability of this nomogram. The benefit of the model showed in decision curve was better than TNM stage. The area under the curve (AUC) value of training cohort and validation cohort was 0.745 and 0.878, respectively. Conclusion The predictive model helped evaluating efficacy with high accuracy in NPC patients treated with PD-1/PD-L1 inhibitors.
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We aimed to develop a nomogram to evaluate the efficacy of anti-PD-1/PD-L1 in NPC patients. Methods Totally 160 NPC patients were enrolled in the study. Patients were measured before the first PD-1/PD-L1 inhibitors treatment and after 8–12 weeks of immunotherapy by radiological examinations to estimate the effect. The least absolute shrinkage and selection operator (LASSO) logistic regression was used to screen hematological markers and establish a predictive model. The nomogram was internally validated by bootstrap resampling and externally validated. Performance of the model was evaluated using concordance index, calibration curve, decision curve analysis and receiver operation characteristic curve. Results Patients involved were randomly split into training cohort ang validation cohort. Based on Lasso logistic regression, systemic immune-inflammation index (SII) and ALT to AST ratio (LSR) were selected to establish a predictive model. The C-index of training cohort and validating cohort was 0.745 and 0.760. The calibration curves and decision curves showed the precise predictive ability of this nomogram. The benefit of the model showed in decision curve was better than TNM stage. The area under the curve (AUC) value of training cohort and validation cohort was 0.745 and 0.878, respectively. Conclusion The predictive model helped evaluating efficacy with high accuracy in NPC patients treated with PD-1/PD-L1 inhibitors.</description><identifier>ISSN: 1699-3055</identifier><identifier>ISSN: 1699-048X</identifier><identifier>EISSN: 1699-3055</identifier><identifier>DOI: 10.1007/s12094-024-03504-6</identifier><identifier>PMID: 38710900</identifier><language>eng</language><publisher>Cham: Springer International Publishing</publisher><subject>Adult ; Aged ; B7-H1 Antigen - antagonists &amp; inhibitors ; Female ; Humans ; Immune Checkpoint Inhibitors - therapeutic use ; Logistic Models ; Male ; Medicine ; Medicine &amp; Public Health ; Middle Aged ; Nasopharyngeal Carcinoma - drug therapy ; Nasopharyngeal Carcinoma - pathology ; Nasopharyngeal Neoplasms - drug therapy ; Nasopharyngeal Neoplasms - pathology ; Nomograms ; Oncology ; Programmed Cell Death 1 Receptor - antagonists &amp; inhibitors ; Research Article ; ROC Curve</subject><ispartof>Clinical &amp; translational oncology, 2024-10, Vol.26 (10), p.2601-2607</ispartof><rights>The Author(s) 2024</rights><rights>2024. The Author(s).</rights><rights>The Author(s) 2024 2024</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c398t-829d1aa1c4bbadb6956d09f27444649146d7c57b57512c14e550ae4be8066b53</cites><orcidid>0000-0002-2029-2667</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s12094-024-03504-6$$EPDF$$P50$$Gspringer$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s12094-024-03504-6$$EHTML$$P50$$Gspringer$$Hfree_for_read</linktohtml><link.rule.ids>230,314,776,780,881,27903,27904,41467,42536,51297</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38710900$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Chen, Yao</creatorcontrib><creatorcontrib>Chen, Dubo</creatorcontrib><creatorcontrib>Wang, Ruizhi</creatorcontrib><creatorcontrib>Xie, Shuhua</creatorcontrib><creatorcontrib>Wang, Xueping</creatorcontrib><creatorcontrib>Huang, Hao</creatorcontrib><title>Development and validation of a nomogram to predicting the efficacy of PD-1/PD-L1 inhibitors in patients with nasopharyngeal carcinoma</title><title>Clinical &amp; translational oncology</title><addtitle>Clin Transl Oncol</addtitle><addtitle>Clin Transl Oncol</addtitle><description>Purpose With the treatment of nasopharyngeal carcinoma (NPC) by PD-1/PD-L1 inhibitors used widely in clinic, it becomes very necessary to anticipate whether patients would benefit from it. We aimed to develop a nomogram to evaluate the efficacy of anti-PD-1/PD-L1 in NPC patients. Methods Totally 160 NPC patients were enrolled in the study. Patients were measured before the first PD-1/PD-L1 inhibitors treatment and after 8–12 weeks of immunotherapy by radiological examinations to estimate the effect. The least absolute shrinkage and selection operator (LASSO) logistic regression was used to screen hematological markers and establish a predictive model. The nomogram was internally validated by bootstrap resampling and externally validated. Performance of the model was evaluated using concordance index, calibration curve, decision curve analysis and receiver operation characteristic curve. Results Patients involved were randomly split into training cohort ang validation cohort. Based on Lasso logistic regression, systemic immune-inflammation index (SII) and ALT to AST ratio (LSR) were selected to establish a predictive model. The C-index of training cohort and validating cohort was 0.745 and 0.760. The calibration curves and decision curves showed the precise predictive ability of this nomogram. The benefit of the model showed in decision curve was better than TNM stage. The area under the curve (AUC) value of training cohort and validation cohort was 0.745 and 0.878, respectively. 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Chen, Dubo ; Wang, Ruizhi ; Xie, Shuhua ; Wang, Xueping ; Huang, Hao</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c398t-829d1aa1c4bbadb6956d09f27444649146d7c57b57512c14e550ae4be8066b53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Adult</topic><topic>Aged</topic><topic>B7-H1 Antigen - antagonists &amp; inhibitors</topic><topic>Female</topic><topic>Humans</topic><topic>Immune Checkpoint Inhibitors - therapeutic use</topic><topic>Logistic Models</topic><topic>Male</topic><topic>Medicine</topic><topic>Medicine &amp; Public Health</topic><topic>Middle Aged</topic><topic>Nasopharyngeal Carcinoma - drug therapy</topic><topic>Nasopharyngeal Carcinoma - pathology</topic><topic>Nasopharyngeal Neoplasms - drug therapy</topic><topic>Nasopharyngeal Neoplasms - pathology</topic><topic>Nomograms</topic><topic>Oncology</topic><topic>Programmed Cell Death 1 Receptor - antagonists &amp; inhibitors</topic><topic>Research Article</topic><topic>ROC Curve</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Chen, Yao</creatorcontrib><creatorcontrib>Chen, Dubo</creatorcontrib><creatorcontrib>Wang, Ruizhi</creatorcontrib><creatorcontrib>Xie, Shuhua</creatorcontrib><creatorcontrib>Wang, Xueping</creatorcontrib><creatorcontrib>Huang, Hao</creatorcontrib><collection>Springer Nature OA Free Journals</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Clinical &amp; translational oncology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Chen, Yao</au><au>Chen, Dubo</au><au>Wang, Ruizhi</au><au>Xie, Shuhua</au><au>Wang, Xueping</au><au>Huang, Hao</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Development and validation of a nomogram to predicting the efficacy of PD-1/PD-L1 inhibitors in patients with nasopharyngeal carcinoma</atitle><jtitle>Clinical &amp; translational oncology</jtitle><stitle>Clin Transl Oncol</stitle><addtitle>Clin Transl Oncol</addtitle><date>2024-10-01</date><risdate>2024</risdate><volume>26</volume><issue>10</issue><spage>2601</spage><epage>2607</epage><pages>2601-2607</pages><issn>1699-3055</issn><issn>1699-048X</issn><eissn>1699-3055</eissn><abstract>Purpose With the treatment of nasopharyngeal carcinoma (NPC) by PD-1/PD-L1 inhibitors used widely in clinic, it becomes very necessary to anticipate whether patients would benefit from it. We aimed to develop a nomogram to evaluate the efficacy of anti-PD-1/PD-L1 in NPC patients. Methods Totally 160 NPC patients were enrolled in the study. Patients were measured before the first PD-1/PD-L1 inhibitors treatment and after 8–12 weeks of immunotherapy by radiological examinations to estimate the effect. The least absolute shrinkage and selection operator (LASSO) logistic regression was used to screen hematological markers and establish a predictive model. The nomogram was internally validated by bootstrap resampling and externally validated. Performance of the model was evaluated using concordance index, calibration curve, decision curve analysis and receiver operation characteristic curve. Results Patients involved were randomly split into training cohort ang validation cohort. Based on Lasso logistic regression, systemic immune-inflammation index (SII) and ALT to AST ratio (LSR) were selected to establish a predictive model. The C-index of training cohort and validating cohort was 0.745 and 0.760. The calibration curves and decision curves showed the precise predictive ability of this nomogram. The benefit of the model showed in decision curve was better than TNM stage. The area under the curve (AUC) value of training cohort and validation cohort was 0.745 and 0.878, respectively. Conclusion The predictive model helped evaluating efficacy with high accuracy in NPC patients treated with PD-1/PD-L1 inhibitors.</abstract><cop>Cham</cop><pub>Springer International Publishing</pub><pmid>38710900</pmid><doi>10.1007/s12094-024-03504-6</doi><tpages>7</tpages><orcidid>https://orcid.org/0000-0002-2029-2667</orcidid><oa>free_for_read</oa></addata></record>
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subjects Adult
Aged
B7-H1 Antigen - antagonists & inhibitors
Female
Humans
Immune Checkpoint Inhibitors - therapeutic use
Logistic Models
Male
Medicine
Medicine & Public Health
Middle Aged
Nasopharyngeal Carcinoma - drug therapy
Nasopharyngeal Carcinoma - pathology
Nasopharyngeal Neoplasms - drug therapy
Nasopharyngeal Neoplasms - pathology
Nomograms
Oncology
Programmed Cell Death 1 Receptor - antagonists & inhibitors
Research Article
ROC Curve
title Development and validation of a nomogram to predicting the efficacy of PD-1/PD-L1 inhibitors in patients with nasopharyngeal carcinoma
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