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 |
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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. |
doi_str_mv | 10.1007/s12094-024-03504-6 |
format | Article |
fullrecord | <record><control><sourceid>proquest_pubme</sourceid><recordid>TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_11410838</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>3051937602</sourcerecordid><originalsourceid>FETCH-LOGICAL-c398t-829d1aa1c4bbadb6956d09f27444649146d7c57b57512c14e550ae4be8066b53</originalsourceid><addsrcrecordid>eNp9UU1v1TAQtBCIlsIf4IB85BLqTWwnPiHUL5CeVA69WxvHeXGV2MH2e6h_gN9dt69U5cLB65F2dna0Q8hHYF-AsfY0Qc0Ur1hdXiMYr-QrcgxSqaphQrx-gY_Iu5RuWUES4C05aroWmGLsmPw5t3s7h3WxPlP0A93j7AbMLngaRorUhyVsIy40B7pGOziTnd_SPFlqx9EZNHcPxJ_nFZyWsgHq_OR6l0NMBdK1aBXtRH-7PFGPKawTxju_tThTg9G4sgHfkzcjzsl-ePpPyM3lxc3Z92pzffXj7NumMo3qctXVagBEMLzvceilEnJgaqxbzrnkCrgcWiPaXrQCagPcCsHQ8t52TMpeNCfk60F23fWLHUwxFnHWa3RL8aQDOv1vx7tJb8NeA3BgXdMVhc9PCjH82tmU9eKSsfOM3oZd0uXaoJpWsrpQ6wPVxJBStOPzHmD6IUB9CFCXAPVjgFqWoU8vHT6P_E2sEJoDIZVWuWLUt2EXfTna_2TvAQ0MqG4</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>3051937602</pqid></control><display><type>article</type><title>Development and validation of a nomogram to predicting the efficacy of PD-1/PD-L1 inhibitors in patients with nasopharyngeal carcinoma</title><source>MEDLINE</source><source>SpringerLink Journals - AutoHoldings</source><creator>Chen, Yao ; Chen, Dubo ; Wang, Ruizhi ; Xie, Shuhua ; Wang, Xueping ; Huang, Hao</creator><creatorcontrib>Chen, Yao ; Chen, Dubo ; Wang, Ruizhi ; Xie, Shuhua ; Wang, Xueping ; Huang, Hao</creatorcontrib><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.</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 & 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</subject><ispartof>Clinical & 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 & 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.
Conclusion
The predictive model helped evaluating efficacy with high accuracy in NPC patients treated with PD-1/PD-L1 inhibitors.</description><subject>Adult</subject><subject>Aged</subject><subject>B7-H1 Antigen - antagonists & inhibitors</subject><subject>Female</subject><subject>Humans</subject><subject>Immune Checkpoint Inhibitors - therapeutic use</subject><subject>Logistic Models</subject><subject>Male</subject><subject>Medicine</subject><subject>Medicine & Public Health</subject><subject>Middle Aged</subject><subject>Nasopharyngeal Carcinoma - drug therapy</subject><subject>Nasopharyngeal Carcinoma - pathology</subject><subject>Nasopharyngeal Neoplasms - drug therapy</subject><subject>Nasopharyngeal Neoplasms - pathology</subject><subject>Nomograms</subject><subject>Oncology</subject><subject>Programmed Cell Death 1 Receptor - antagonists & inhibitors</subject><subject>Research Article</subject><subject>ROC Curve</subject><issn>1699-3055</issn><issn>1699-048X</issn><issn>1699-3055</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>C6C</sourceid><sourceid>EIF</sourceid><recordid>eNp9UU1v1TAQtBCIlsIf4IB85BLqTWwnPiHUL5CeVA69WxvHeXGV2MH2e6h_gN9dt69U5cLB65F2dna0Q8hHYF-AsfY0Qc0Ur1hdXiMYr-QrcgxSqaphQrx-gY_Iu5RuWUES4C05aroWmGLsmPw5t3s7h3WxPlP0A93j7AbMLngaRorUhyVsIy40B7pGOziTnd_SPFlqx9EZNHcPxJ_nFZyWsgHq_OR6l0NMBdK1aBXtRH-7PFGPKawTxju_tThTg9G4sgHfkzcjzsl-ePpPyM3lxc3Z92pzffXj7NumMo3qctXVagBEMLzvceilEnJgaqxbzrnkCrgcWiPaXrQCagPcCsHQ8t52TMpeNCfk60F23fWLHUwxFnHWa3RL8aQDOv1vx7tJb8NeA3BgXdMVhc9PCjH82tmU9eKSsfOM3oZd0uXaoJpWsrpQ6wPVxJBStOPzHmD6IUB9CFCXAPVjgFqWoU8vHT6P_E2sEJoDIZVWuWLUt2EXfTna_2TvAQ0MqG4</recordid><startdate>20241001</startdate><enddate>20241001</enddate><creator>Chen, Yao</creator><creator>Chen, Dubo</creator><creator>Wang, Ruizhi</creator><creator>Xie, Shuhua</creator><creator>Wang, Xueping</creator><creator>Huang, Hao</creator><general>Springer International Publishing</general><scope>C6C</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-2029-2667</orcidid></search><sort><creationdate>20241001</creationdate><title>Development and validation of a nomogram to predicting the efficacy of PD-1/PD-L1 inhibitors in patients with nasopharyngeal carcinoma</title><author>Chen, Yao ; 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 & 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 & 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 & 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 & 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 & 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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source | MEDLINE; SpringerLink Journals - AutoHoldings |
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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