Peng Sun, Cui Chen, Bai-Tian Zhao, Bo-Yan Zhang, Hang Yang, Yu Wang, Fei Xu, Kang-Ming Huang, Yin-Ting Liu, Mei-Shuo Ouyang, Jia-Jia Huang, Pan-Pan Liu, Ying Guo, Zhi-Ming Li
{"title":"中国患者抗cd3 × CD20双特异性抗体细胞因子释放综合征风险的预测因素和nomogram","authors":"Peng Sun, Cui Chen, Bai-Tian Zhao, Bo-Yan Zhang, Hang Yang, Yu Wang, Fei Xu, Kang-Ming Huang, Yin-Ting Liu, Mei-Shuo Ouyang, Jia-Jia Huang, Pan-Pan Liu, Ying Guo, Zhi-Ming Li","doi":"10.1007/s00262-025-04080-6","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Targeting CD3 × CD20 bispecific antibodies (BsAbs) represents a new milestone in the salvage therapy of relapsed/relapsed large B cell lymphoma and follicular lymphoma. However, cytokine release syndrome (CRS) remains one of the major concerns in clinical practice of CD3 × CD20 BsAbs. This study aimed to identify the potential predictive factors and to construct a nomogram of grade ≥ 2 CRS in CD3 × CD20 BsAbs in Chinese patients.</p><p><strong>Methods: </strong>A total of 87 consecutive patients with B-NHL who received CD3 × CD20 BsAbs at Sun Yat-sen University Cancer Center from January 2021 to December 2023 were included and analyzed. Clinical data were collected, and various methods including machine learning algorithms were introduced.</p><p><strong>Results: </strong>The median age of the patients was 55 years, and the median number of previous treatment lines was 2. CRS occurred in 42 patients (48.3%), including 27 cases of grade 1, 9 cases of grade 2, 5 cases of grade 3, and 1 case of grade 5. Four variables were revealed and selected: bulky disease (> 5 cm), number of previous treatment lines (≥ 3), monocyte-to-lymphocyte ratio (MLR), and platelet count (PLT). Bootstrap resampling was introduced for both internal validation and model building. A predictive nomogram was ultimately established, with the ROC-AUC of 0.867 (95% CI 0.719-0.954).</p><p><strong>Conclusion: </strong>This study suggests four potential predictive factors and provides a feasible and easy-to-use nomogram for grade ≥ 2 CRS in Chinese patients for the first time, which is important for guiding personalized management and early intervention of CRS.</p>","PeriodicalId":520581,"journal":{"name":"Cancer immunology, immunotherapy : CII","volume":"74 7","pages":"236"},"PeriodicalIF":0.0000,"publicationDate":"2025-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12137836/pdf/","citationCount":"0","resultStr":"{\"title\":\"Predictive factors and nomogram for the risk of cytokine release syndrome with anti-CD3 × CD20 bispecific antibodies for Chinese patients.\",\"authors\":\"Peng Sun, Cui Chen, Bai-Tian Zhao, Bo-Yan Zhang, Hang Yang, Yu Wang, Fei Xu, Kang-Ming Huang, Yin-Ting Liu, Mei-Shuo Ouyang, Jia-Jia Huang, Pan-Pan Liu, Ying Guo, Zhi-Ming Li\",\"doi\":\"10.1007/s00262-025-04080-6\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Targeting CD3 × CD20 bispecific antibodies (BsAbs) represents a new milestone in the salvage therapy of relapsed/relapsed large B cell lymphoma and follicular lymphoma. However, cytokine release syndrome (CRS) remains one of the major concerns in clinical practice of CD3 × CD20 BsAbs. This study aimed to identify the potential predictive factors and to construct a nomogram of grade ≥ 2 CRS in CD3 × CD20 BsAbs in Chinese patients.</p><p><strong>Methods: </strong>A total of 87 consecutive patients with B-NHL who received CD3 × CD20 BsAbs at Sun Yat-sen University Cancer Center from January 2021 to December 2023 were included and analyzed. Clinical data were collected, and various methods including machine learning algorithms were introduced.</p><p><strong>Results: </strong>The median age of the patients was 55 years, and the median number of previous treatment lines was 2. CRS occurred in 42 patients (48.3%), including 27 cases of grade 1, 9 cases of grade 2, 5 cases of grade 3, and 1 case of grade 5. Four variables were revealed and selected: bulky disease (> 5 cm), number of previous treatment lines (≥ 3), monocyte-to-lymphocyte ratio (MLR), and platelet count (PLT). Bootstrap resampling was introduced for both internal validation and model building. A predictive nomogram was ultimately established, with the ROC-AUC of 0.867 (95% CI 0.719-0.954).</p><p><strong>Conclusion: </strong>This study suggests four potential predictive factors and provides a feasible and easy-to-use nomogram for grade ≥ 2 CRS in Chinese patients for the first time, which is important for guiding personalized management and early intervention of CRS.</p>\",\"PeriodicalId\":520581,\"journal\":{\"name\":\"Cancer immunology, immunotherapy : CII\",\"volume\":\"74 7\",\"pages\":\"236\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2025-06-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12137836/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Cancer immunology, immunotherapy : CII\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1007/s00262-025-04080-6\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Cancer immunology, immunotherapy : CII","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1007/s00262-025-04080-6","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Predictive factors and nomogram for the risk of cytokine release syndrome with anti-CD3 × CD20 bispecific antibodies for Chinese patients.
Background: Targeting CD3 × CD20 bispecific antibodies (BsAbs) represents a new milestone in the salvage therapy of relapsed/relapsed large B cell lymphoma and follicular lymphoma. However, cytokine release syndrome (CRS) remains one of the major concerns in clinical practice of CD3 × CD20 BsAbs. This study aimed to identify the potential predictive factors and to construct a nomogram of grade ≥ 2 CRS in CD3 × CD20 BsAbs in Chinese patients.
Methods: A total of 87 consecutive patients with B-NHL who received CD3 × CD20 BsAbs at Sun Yat-sen University Cancer Center from January 2021 to December 2023 were included and analyzed. Clinical data were collected, and various methods including machine learning algorithms were introduced.
Results: The median age of the patients was 55 years, and the median number of previous treatment lines was 2. CRS occurred in 42 patients (48.3%), including 27 cases of grade 1, 9 cases of grade 2, 5 cases of grade 3, and 1 case of grade 5. Four variables were revealed and selected: bulky disease (> 5 cm), number of previous treatment lines (≥ 3), monocyte-to-lymphocyte ratio (MLR), and platelet count (PLT). Bootstrap resampling was introduced for both internal validation and model building. A predictive nomogram was ultimately established, with the ROC-AUC of 0.867 (95% CI 0.719-0.954).
Conclusion: This study suggests four potential predictive factors and provides a feasible and easy-to-use nomogram for grade ≥ 2 CRS in Chinese patients for the first time, which is important for guiding personalized management and early intervention of CRS.