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Published in: Clinical and Experimental Medicine 1/2024

Open Access 01-12-2024 | Diffuse Large B-Cell Lymphoma | Research

Development and validation of a novel prognostic nomogram for advanced diffuse large B cell lymphoma

Authors: Mengdi Wan, Wei Zhang, He Huang, Xiaojie Fang, Yungchang Chen, Ying Tian, Yuyi Yao, Huawei Weng, Zegeng Chen, Le Yu, Yuke Tian, Huageng Huang, Xudong Li, Huangming Hong, Tongyu Lin

Published in: Clinical and Experimental Medicine | Issue 1/2024

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Abstract

Advanced diffuse large B cell lymphoma (DLBCL) is a common malignant tumor with aggressive clinical features and poor prognosis. At present, there is lack of effective prognostic tool for patients with advanced (stage III/IV) DLBCL. The aim of this study is to identify prognostic indicators that affect survival and response and establish the first survival prediction nomogram for advanced DLBCL. A total of 402 patients with advanced DLBCL were enrolled in this study. COX multivariate analysis was used to obtain independent prognostic factors. The independent prognostic factors were included in the nomogram, and the nomogram to predict the performance of the model was established by R rms package, C-index (consistency index), AUC curve and calibration curve. The training and validation cohorts included 281 and 121 patients. In the training cohort, multivariate analysis showed that Ki-67 (70% (high expression) vs ≤ 70% (low expression), p < 0.001), LDH (lactate dehydrogenase) (elevated vs normal, p = 0.05), FER (ferritin) (elevated vs normal, p < 0.001), and β2-microglobulin (elevated vs normal, p < 0.001) were independent predictors and the nomogram was constructed. The nomogram showed that there was a significant difference in OS among the low-risk, intermediate-risk and high-risk groups, with 5-year survival rates of 81.6%, 44% and 6%, respectively. The C-index of the nomogram in the training group was 0.76. The internal validation of the training group showed good consistency. In the internal validation cohort of the training group, the AUC was 0.828, and similar results were obtained in the validation group, with a C-index of 0.74 and an AUC of 0.803. The proposed nomogram provided a valuable individualized risk assessment of OS in advanced DLBCL patients.
Literature
1.
go back to reference Cultrera JL, Dalia SM. Diffuse large B-cell lymphoma: current strategies and future directions. Cancer Control. 2012;19(3):204–13.CrossRefPubMed Cultrera JL, Dalia SM. Diffuse large B-cell lymphoma: current strategies and future directions. Cancer Control. 2012;19(3):204–13.CrossRefPubMed
2.
go back to reference Yang QP, et al. Subtype distribution of lymphomas in Southwest China: analysis of 6,382 cases using WHO classification in a single institution. Diagn Pathol. 2011;6:77.CrossRefPubMedPubMedCentral Yang QP, et al. Subtype distribution of lymphomas in Southwest China: analysis of 6,382 cases using WHO classification in a single institution. Diagn Pathol. 2011;6:77.CrossRefPubMedPubMedCentral
3.
go back to reference Zelenetz AD, et al. NCCN Guidelines® insights: B-Cell lymphomas, version 5.2021. J Natl Compr Canc Netw. 2021;19(11):1218–30.CrossRefPubMed Zelenetz AD, et al. NCCN Guidelines® insights: B-Cell lymphomas, version 5.2021. J Natl Compr Canc Netw. 2021;19(11):1218–30.CrossRefPubMed
4.
go back to reference Vitolo U, et al. Extranodal diffuse large B-cell lymphoma (DLBCL) and primary mediastinal B-cell lymphoma: ESMO clinical practice guidelines for diagnosis, treatment and follow-up. Ann Oncol Off J Eur Soc Med Oncol. 2016;27:v91–102.CrossRef Vitolo U, et al. Extranodal diffuse large B-cell lymphoma (DLBCL) and primary mediastinal B-cell lymphoma: ESMO clinical practice guidelines for diagnosis, treatment and follow-up. Ann Oncol Off J Eur Soc Med Oncol. 2016;27:v91–102.CrossRef
5.
go back to reference Susanibar-Adaniya S, Barta SK. 2021 Update on Diffuse large B cell lymphoma: a review of current data and potential applications on risk stratification and management. Am J Hematol. 2021;96(5):617–29.CrossRefPubMedPubMedCentral Susanibar-Adaniya S, Barta SK. 2021 Update on Diffuse large B cell lymphoma: a review of current data and potential applications on risk stratification and management. Am J Hematol. 2021;96(5):617–29.CrossRefPubMedPubMedCentral
6.
go back to reference Coiffier B, et al. Long-term outcome of patients in the LNH-98.5 trial, the first randomized study comparing rituximab-CHOP to standard CHOP chemotherapy in DLBCL patients: a study by the Groupe d’Etudes des Lymphomes de l’Adulte. Blood. 2010;116(12):2040–5.CrossRefPubMedPubMedCentral Coiffier B, et al. Long-term outcome of patients in the LNH-98.5 trial, the first randomized study comparing rituximab-CHOP to standard CHOP chemotherapy in DLBCL patients: a study by the Groupe d’Etudes des Lymphomes de l’Adulte. Blood. 2010;116(12):2040–5.CrossRefPubMedPubMedCentral
7.
go back to reference Hawkes EA, Barraclough A, Sehn LH. Limited-stage diffuse large B-cell lymphoma. Blood. 2022;139(6):822–34.CrossRefPubMed Hawkes EA, Barraclough A, Sehn LH. Limited-stage diffuse large B-cell lymphoma. Blood. 2022;139(6):822–34.CrossRefPubMed
8.
go back to reference Spinner MA, Advani RH. Current frontline treatment of diffuse large b-cell lymphoma. Oncology (Williston Park). 2022;36(1):51–8.PubMed Spinner MA, Advani RH. Current frontline treatment of diffuse large b-cell lymphoma. Oncology (Williston Park). 2022;36(1):51–8.PubMed
9.
go back to reference Poletto S, et al. Treatment strategies for patients with diffuse large B-cell lymphoma. Cancer Treat Rev. 2022;110: 102443.CrossRefPubMed Poletto S, et al. Treatment strategies for patients with diffuse large B-cell lymphoma. Cancer Treat Rev. 2022;110: 102443.CrossRefPubMed
10.
11.
go back to reference He MY, Kridel R. Treatment resistance in diffuse large B-cell lymphoma. Leukemia. 2021;35(8):2151–65.CrossRefPubMed He MY, Kridel R. Treatment resistance in diffuse large B-cell lymphoma. Leukemia. 2021;35(8):2151–65.CrossRefPubMed
12.
go back to reference Moore DC, et al. New and emerging therapies for the treatment of relapsed/refractory diffuse large B-cell lymphoma. J Oncol Pharm Pract. 2022;28(8):1848–58.CrossRefPubMed Moore DC, et al. New and emerging therapies for the treatment of relapsed/refractory diffuse large B-cell lymphoma. J Oncol Pharm Pract. 2022;28(8):1848–58.CrossRefPubMed
13.
go back to reference Zelenetz A, et al. NCCN guidelines® insights: B-Cell Lymphomas, Version 5.2021. J Natl Compr Cancer Netw JNCCN. 2021;19(11):1218–30.CrossRefPubMed Zelenetz A, et al. NCCN guidelines® insights: B-Cell Lymphomas, Version 5.2021. J Natl Compr Cancer Netw JNCCN. 2021;19(11):1218–30.CrossRefPubMed
14.
16.
go back to reference Tokola S, et al. Significance of bulky mass and residual tumor-treated with or without consolidative radiotherapy-To the risk of relapse in DLBCL patients. Cancer Med. 2020;9(6):1966–77.CrossRefPubMedPubMedCentral Tokola S, et al. Significance of bulky mass and residual tumor-treated with or without consolidative radiotherapy-To the risk of relapse in DLBCL patients. Cancer Med. 2020;9(6):1966–77.CrossRefPubMedPubMedCentral
17.
go back to reference Durani U, Ansell S. CD5+ diffuse large B-cell lymphoma: a narrative review. Leuk Lymphoma. 2021;62(13):3078–86.CrossRefPubMed Durani U, Ansell S. CD5+ diffuse large B-cell lymphoma: a narrative review. Leuk Lymphoma. 2021;62(13):3078–86.CrossRefPubMed
18.
go back to reference The International Non-Hodgkin's Lymphoma Prognostic Factors Project. A predictive model for aggressive non-Hodgkin's lymphoma. N Engl J Med, 1993. 329(14): 987–94. The International Non-Hodgkin's Lymphoma Prognostic Factors Project. A predictive model for aggressive non-Hodgkin's lymphoma. N Engl J Med, 1993. 329(14): 987–94.
19.
go back to reference Lin JY, et al. Clinicopathological features and prognostic factors of DLBCL. Zhongguo Shi Yan Xue Ye Xue Za Zhi. 2018;26(3):779–83.PubMed Lin JY, et al. Clinicopathological features and prognostic factors of DLBCL. Zhongguo Shi Yan Xue Ye Xue Za Zhi. 2018;26(3):779–83.PubMed
20.
go back to reference Iasonos A, et al. How to build and interpret a nomogram for cancer prognosis. J Clin Oncol. 2008;26(8):1364–70.CrossRefPubMed Iasonos A, et al. How to build and interpret a nomogram for cancer prognosis. J Clin Oncol. 2008;26(8):1364–70.CrossRefPubMed
21.
go back to reference Yuan SQ, et al. Development and validation of a nomogram to predict the benefit of adjuvant radiotherapy for patients with resected gastric cancer. J Cancer. 2017;8(17):3498–505.CrossRefPubMedPubMedCentral Yuan SQ, et al. Development and validation of a nomogram to predict the benefit of adjuvant radiotherapy for patients with resected gastric cancer. J Cancer. 2017;8(17):3498–505.CrossRefPubMedPubMedCentral
22.
go back to reference Yang Y, et al. Prognostic nomogram for overall survival in previously untreated patients with extranodal NK/T-cell lymphoma, nasal-type: a multicenter study. Leukemia. 2015;29(7):1571–7.CrossRefPubMed Yang Y, et al. Prognostic nomogram for overall survival in previously untreated patients with extranodal NK/T-cell lymphoma, nasal-type: a multicenter study. Leukemia. 2015;29(7):1571–7.CrossRefPubMed
23.
go back to reference Goldfinger M, Cooper DL. Refractory DLBCL: challenges and treatment. Clin Lymphoma Myeloma Leuk. 2022;22(3):140–8.CrossRefPubMed Goldfinger M, Cooper DL. Refractory DLBCL: challenges and treatment. Clin Lymphoma Myeloma Leuk. 2022;22(3):140–8.CrossRefPubMed
24.
25.
go back to reference Gaudio F, et al. High Ki67 index and bulky disease remain significant adverse prognostic factors in patients with diffuse large B cell lymphoma before and after the introduction of rituximab. Acta Haematol. 2011;126(1):44–51.CrossRefPubMed Gaudio F, et al. High Ki67 index and bulky disease remain significant adverse prognostic factors in patients with diffuse large B cell lymphoma before and after the introduction of rituximab. Acta Haematol. 2011;126(1):44–51.CrossRefPubMed
26.
27.
go back to reference Duan S, et al. Contrast-enhanced ultrasound parameters and D-Dimer: new prognostic parameters for diffuse large B-cell lymphoma. cancer manag res. 2022;14:2535–44.CrossRefPubMedPubMedCentral Duan S, et al. Contrast-enhanced ultrasound parameters and D-Dimer: new prognostic parameters for diffuse large B-cell lymphoma. cancer manag res. 2022;14:2535–44.CrossRefPubMedPubMedCentral
28.
go back to reference Chen NC, et al. Beta2-microglobulin is a valuable marker and identifies a poor-prognosis subgroup among intermediate-risk patients with diffuse large B cell lymphoma. Clin Exp Med. 2023;23(7):3759–66.CrossRefPubMed Chen NC, et al. Beta2-microglobulin is a valuable marker and identifies a poor-prognosis subgroup among intermediate-risk patients with diffuse large B cell lymphoma. Clin Exp Med. 2023;23(7):3759–66.CrossRefPubMed
29.
go back to reference Melchardt T, et al. A modified scoring of the NCCN-IPI is more accurate in the elderly and is improved by albumin and β2 -microglobulin. Br J Haematol. 2015;168(2):239–45.CrossRefPubMed Melchardt T, et al. A modified scoring of the NCCN-IPI is more accurate in the elderly and is improved by albumin and β2 -microglobulin. Br J Haematol. 2015;168(2):239–45.CrossRefPubMed
30.
go back to reference Shen Z, et al. The addition of ferritin enhanced the prognostic value of international prognostic index in diffuse large B-Cell lymphoma. Front Oncol. 2021;11: 823079.CrossRefPubMed Shen Z, et al. The addition of ferritin enhanced the prognostic value of international prognostic index in diffuse large B-Cell lymphoma. Front Oncol. 2021;11: 823079.CrossRefPubMed
31.
go back to reference Ruppert AS, et al. International prognostic indices in diffuse large B-cell lymphoma: a comparison of IPI, R-IPI, and NCCN-IPI. Blood. 2020;135(23):2041–8.CrossRefPubMed Ruppert AS, et al. International prognostic indices in diffuse large B-cell lymphoma: a comparison of IPI, R-IPI, and NCCN-IPI. Blood. 2020;135(23):2041–8.CrossRefPubMed
Metadata
Title
Development and validation of a novel prognostic nomogram for advanced diffuse large B cell lymphoma
Authors
Mengdi Wan
Wei Zhang
He Huang
Xiaojie Fang
Yungchang Chen
Ying Tian
Yuyi Yao
Huawei Weng
Zegeng Chen
Le Yu
Yuke Tian
Huageng Huang
Xudong Li
Huangming Hong
Tongyu Lin
Publication date
01-12-2024
Publisher
Springer International Publishing
Published in
Clinical and Experimental Medicine / Issue 1/2024
Print ISSN: 1591-8890
Electronic ISSN: 1591-9528
DOI
https://doi.org/10.1007/s10238-024-01326-y

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