Skip to main content
Top
Published in: Annals of Hematology 11/2023

03-07-2023 | Diffuse Large B-Cell Lymphoma | Original Article

Prediction nomogram based on 18F-FDG PET/CT and clinical parameters for patients with diffuse large B-cell lymphoma

Authors: Xiaojuan Peng, Sisi Yu, Ying Kou, Jun Dang, Ping Wu, Yutang Yao, Jiaqi Shen, Yongli Liu, Xiaoxiong Wang, Zhuzhong Cheng

Published in: Annals of Hematology | Issue 11/2023

Login to get access

Abstract

The objective of this study was to develop a nomogram including parameters assessed by 18F-FDG PET/CT and clinical parameters for patients with diffuse large B-cell lymphoma (DLBCL) to predict progression-free survival (PFS). A total of 181 patients with pathologically diagnosed DLBCL at Sichuan Cancer Hospital and Institute from March 2015 to December 2020 were enrolled in this retrospective study. The area under the receiver operating characteristic (ROC) curve (AUC) was used to calculate the optimal cutoff values of the semiquantitative parameters (SUVmax, TLG, MTV, and Dmax) for PFS. A nomogram was constructed according to multivariate Cox proportional hazards regression. The predictive and discriminatory capacities of the nomogram were then measured using the concordance index (C-index), calibration plots, and Kaplan–Meier curves. The predictive and discriminatory capacities of the nomogram and the International Prognostic Index of the National Comprehensive Cancer Network (NCCN-IPI) were compared via the C-index and AUC. Multivariate analysis demonstrated that male gender and pretreatment Ann Arbor stage III-IV, non-GCB, elevated lactate dehydrogenase (LDH), number of extranodal organ involvement (Neo)>1, MTV≥152.8 cm3, and Dmax ≥53.9 cm were associated with unfavorable PFS (all p<0.05). The nomogram, including gender, Ann Arbor stage, pathology type, Neo, LDH levels, MTV, and Dmax, showed good prediction accuracy, with a C-index of 0.760 (95% CI: 0.727–0.793), which was higher than that of NCCN-IPI (0.710; 95% CI: 0.669–751). The calibration plots for 2-year demonstrated good consistency between the predicted and observed probabilities for survival time. We established a nomogram including MTV, Dmax, and several clinical parameters to predict the PFS of patients with DLBCL, and the nomogram showed better predictability and higher accuracy than NCCN-IPI.
Appendix
Available only for authorised users
Literature
1.
go back to reference Al-Hamadani M, Habermann TM, Cerhan JR, Macon WR, Maurer MJ, Go RS (2015) Non-Hodgkin lymphoma subtype distribution, geodemographic patterns, and survival in the US: a longitudinal analysis of the National Cancer Data Base from 1998 to 2011. Am J Hematol 90(9):790–795. https://doi.org/10.1002/ajh.24086CrossRefPubMed Al-Hamadani M, Habermann TM, Cerhan JR, Macon WR, Maurer MJ, Go RS (2015) Non-Hodgkin lymphoma subtype distribution, geodemographic patterns, and survival in the US: a longitudinal analysis of the National Cancer Data Base from 1998 to 2011. Am J Hematol 90(9):790–795. https://​doi.​org/​10.​1002/​ajh.​24086CrossRefPubMed
4.
go back to reference Zhou Z, Sehn LH, Rademaker AW, Gordon LI, Lacasce AS, Crosby-Thompson A, Vanderplas A, Zelenetz AD, Abel GA, Rodriguez MA, Nademanee A, Kaminski MS, Czuczman MS, Millenson M, Niland J, Gascoyne RD, Connors JM, Friedberg JW, Winter JN (2014) An enhanced International Prognostic Index (NCCN-IPI) for patients with diffuse large B-cell lymphoma treated in the rituximab era. Blood 123(6):837–842. https://doi.org/10.1182/blood-2013-09-524108CrossRefPubMedCentralPubMed Zhou Z, Sehn LH, Rademaker AW, Gordon LI, Lacasce AS, Crosby-Thompson A, Vanderplas A, Zelenetz AD, Abel GA, Rodriguez MA, Nademanee A, Kaminski MS, Czuczman MS, Millenson M, Niland J, Gascoyne RD, Connors JM, Friedberg JW, Winter JN (2014) An enhanced International Prognostic Index (NCCN-IPI) for patients with diffuse large B-cell lymphoma treated in the rituximab era. Blood 123(6):837–842. https://​doi.​org/​10.​1182/​blood-2013-09-524108CrossRefPubMedCentralPubMed
5.
go back to reference Sehn LH, Berry B, Chhanabhai M, Fitzgerald C, Gill K, Hoskins P, Klasa R, Savage KJ, Shenkier T, Sutherland J, Gascoyne RD, Connors JM (2007) The revised International Prognostic Index (R-IPI) is a better predictor of outcome than the standard IPI for patients with diffuse large B-cell lymphoma treated with R-CHOP. Blood 109(5):1857–1861. https://doi.org/10.1182/blood-2006-08-038257CrossRefPubMed Sehn LH, Berry B, Chhanabhai M, Fitzgerald C, Gill K, Hoskins P, Klasa R, Savage KJ, Shenkier T, Sutherland J, Gascoyne RD, Connors JM (2007) The revised International Prognostic Index (R-IPI) is a better predictor of outcome than the standard IPI for patients with diffuse large B-cell lymphoma treated with R-CHOP. Blood 109(5):1857–1861. https://​doi.​org/​10.​1182/​blood-2006-08-038257CrossRefPubMed
11.
go back to reference Cheson BD, Fisher RI, Barrington SF, Cavalli F, Schwartz LH, Zucca E, Lister TA, Alliance AL, Lymphoma G, Eastern Cooperative Oncology G, European Mantle Cell Lymphoma C, Italian Lymphoma F, European Organisation for R, Treatment of Cancer/Dutch Hemato-Oncology G, Grupo Espanol de Medula O, German High-Grade Lymphoma Study G, German Hodgkin's Study G, Japanese Lymphorra Study G, Lymphoma Study A, Group NCT, Nordic Lymphoma Study G, Southwest Oncology G, United Kingdom National Cancer Research I (2014) Recommendations for initial evaluation, staging, and response assessment of Hodgkin and non-Hodgkin lymphoma: the Lugano classification. J Clin Oncol 32(27):3059–3068. https://doi.org/10.1200/JCO.2013.54.8800CrossRef Cheson BD, Fisher RI, Barrington SF, Cavalli F, Schwartz LH, Zucca E, Lister TA, Alliance AL, Lymphoma G, Eastern Cooperative Oncology G, European Mantle Cell Lymphoma C, Italian Lymphoma F, European Organisation for R, Treatment of Cancer/Dutch Hemato-Oncology G, Grupo Espanol de Medula O, German High-Grade Lymphoma Study G, German Hodgkin's Study G, Japanese Lymphorra Study G, Lymphoma Study A, Group NCT, Nordic Lymphoma Study G, Southwest Oncology G, United Kingdom National Cancer Research I (2014) Recommendations for initial evaluation, staging, and response assessment of Hodgkin and non-Hodgkin lymphoma: the Lugano classification. J Clin Oncol 32(27):3059–3068. https://​doi.​org/​10.​1200/​JCO.​2013.​54.​8800CrossRef
12.
14.
go back to reference Toledano MN, Desbordes P, Banjar A, Gardin I, Vera P, Ruminy P, Jardin F, Tilly H, Becker S (2018) Combination of baseline FDG PET/CT total metabolic tumour volume and gene expression profile have a robust predictive value in patients with diffuse large B-cell lymphoma. Eur J Nucl Med Mol Imaging 45(5):680–688. https://doi.org/10.1007/s00259-017-3907-xCrossRefPubMed Toledano MN, Desbordes P, Banjar A, Gardin I, Vera P, Ruminy P, Jardin F, Tilly H, Becker S (2018) Combination of baseline FDG PET/CT total metabolic tumour volume and gene expression profile have a robust predictive value in patients with diffuse large B-cell lymphoma. Eur J Nucl Med Mol Imaging 45(5):680–688. https://​doi.​org/​10.​1007/​s00259-017-3907-xCrossRefPubMed
19.
go back to reference Chen SY, Yang Y, Qi SN, Wang Y, Hu C, He X, Zhang LL, Wu G, Qu BL, Qian LT, Hou XR, Zhang FQ, Qiao XY, Wang H, Li GF, Zhang YJ, Zhu Y, Cao JZ, Lan SM et al (2021) Validation of nomogram-revised risk index and comparison with other models for extranodal nasal-type NK/T-cell lymphoma in the modern chemotherapy era: indication for prognostication and clinical decision-making. Leukemia 35(1):130–142. https://doi.org/10.1038/s41375-020-0791-3CrossRefPubMed Chen SY, Yang Y, Qi SN, Wang Y, Hu C, He X, Zhang LL, Wu G, Qu BL, Qian LT, Hou XR, Zhang FQ, Qiao XY, Wang H, Li GF, Zhang YJ, Zhu Y, Cao JZ, Lan SM et al (2021) Validation of nomogram-revised risk index and comparison with other models for extranodal nasal-type NK/T-cell lymphoma in the modern chemotherapy era: indication for prognostication and clinical decision-making. Leukemia 35(1):130–142. https://​doi.​org/​10.​1038/​s41375-020-0791-3CrossRefPubMed
20.
go back to reference Ceci F, Bianchi L, Borghesi M, Polverari G, Farolfi A, Briganti A, Schiavina R, Brunocilla E, Castellucci P, Fanti S (2020) Prediction nomogram for (68)Ga-PSMA-11 PET/CT in different clinical settings of PSA failure after radical treatment for prostate cancer. Eur J Nucl Med Mol Imaging 47(1):136–146. https://doi.org/10.1007/s00259-019-04505-2CrossRefPubMed Ceci F, Bianchi L, Borghesi M, Polverari G, Farolfi A, Briganti A, Schiavina R, Brunocilla E, Castellucci P, Fanti S (2020) Prediction nomogram for (68)Ga-PSMA-11 PET/CT in different clinical settings of PSA failure after radical treatment for prostate cancer. Eur J Nucl Med Mol Imaging 47(1):136–146. https://​doi.​org/​10.​1007/​s00259-019-04505-2CrossRefPubMed
23.
go back to reference Hans CP, Weisenburger DD, Greiner TC, Gascoyne RD, Delabie J, Ott G, Muller-Hermelink HK, Campo E, Braziel RM, Jaffe ES, Pan Z, Farinha P, Smith LM, Falini B, Banham AH, Rosenwald A, Staudt LM, Connors JM, Armitage JO, Chan WC (2004) Confirmation of the molecular classification of diffuse large B-cell lymphoma by immunohistochemistry using a tissue microarray. Blood 103(1):275–282. https://doi.org/10.1182/blood-2003-05-1545CrossRefPubMed Hans CP, Weisenburger DD, Greiner TC, Gascoyne RD, Delabie J, Ott G, Muller-Hermelink HK, Campo E, Braziel RM, Jaffe ES, Pan Z, Farinha P, Smith LM, Falini B, Banham AH, Rosenwald A, Staudt LM, Connors JM, Armitage JO, Chan WC (2004) Confirmation of the molecular classification of diffuse large B-cell lymphoma by immunohistochemistry using a tissue microarray. Blood 103(1):275–282. https://​doi.​org/​10.​1182/​blood-2003-05-1545CrossRefPubMed
26.
go back to reference Gupta N, Singh N (2020) To evaluate prognostic significance of metabolic-derived tumour volume at staging 18-flurodeoxyglucose PET-CT scan and to compare it with standardized uptake value-based response evaluation on interim 18-flurodeoxyglucose PET-CT scan in patients of non-Hodgkin's lymphoma (diffuse large B-cell lymphoma). Nucl Med Commun 41(4):395–404. https://doi.org/10.1097/MNM.0000000000001159CrossRefPubMed Gupta N, Singh N (2020) To evaluate prognostic significance of metabolic-derived tumour volume at staging 18-flurodeoxyglucose PET-CT scan and to compare it with standardized uptake value-based response evaluation on interim 18-flurodeoxyglucose PET-CT scan in patients of non-Hodgkin's lymphoma (diffuse large B-cell lymphoma). Nucl Med Commun 41(4):395–404. https://​doi.​org/​10.​1097/​MNM.​0000000000001159​CrossRefPubMed
34.
go back to reference Pansy K, Feichtinger J, Ehall B, Uhl B, Sedej M, Roula D, Pursche B, Wolf A, Zoidl M, Steinbauer E, Gruber V, Greinix HT, Prochazka KT, Thallinger GG, Heinemann A, Beham-Schmid C, Neumeister P, Wrodnigg TM, Fechter K, Deutsch AJ (2019) The CXCR4-CXCL12-axis is of prognostic relevance in DLBCL and its antagonists exert pro-apoptotic effects in vitro. Int J Mol Sci 20(19). https://doi.org/10.3390/ijms20194740 Pansy K, Feichtinger J, Ehall B, Uhl B, Sedej M, Roula D, Pursche B, Wolf A, Zoidl M, Steinbauer E, Gruber V, Greinix HT, Prochazka KT, Thallinger GG, Heinemann A, Beham-Schmid C, Neumeister P, Wrodnigg TM, Fechter K, Deutsch AJ (2019) The CXCR4-CXCL12-axis is of prognostic relevance in DLBCL and its antagonists exert pro-apoptotic effects in vitro. Int J Mol Sci 20(19). https://​doi.​org/​10.​3390/​ijms20194740
35.
go back to reference Bento L, Diaz-Lopez A, Barranco G, Martin-Moreno AM, Baile M, Martin A, Sancho JM, Garcia O, Rodriguez M, Sanchez-Pina JM, Novelli S, Salar A, Bastos M, Rodriguez-Salazar MJ, Gonzalez de Villambrosia S, Cordoba R, Garcia-Recio M, Martinez-Serra J, Del Campo R et al (2020) New prognosis score including absolute lymphocyte/monocyte ratio, red blood cell distribution width and beta-2 microglobulin in patients with diffuse large B-cell lymphoma treated with R-CHOP: Spanish Lymphoma Group Experience (GELTAMO). Br J Haematol 188(6):888–897. https://doi.org/10.1111/bjh.16263CrossRefPubMed Bento L, Diaz-Lopez A, Barranco G, Martin-Moreno AM, Baile M, Martin A, Sancho JM, Garcia O, Rodriguez M, Sanchez-Pina JM, Novelli S, Salar A, Bastos M, Rodriguez-Salazar MJ, Gonzalez de Villambrosia S, Cordoba R, Garcia-Recio M, Martinez-Serra J, Del Campo R et al (2020) New prognosis score including absolute lymphocyte/monocyte ratio, red blood cell distribution width and beta-2 microglobulin in patients with diffuse large B-cell lymphoma treated with R-CHOP: Spanish Lymphoma Group Experience (GELTAMO). Br J Haematol 188(6):888–897. https://​doi.​org/​10.​1111/​bjh.​16263CrossRefPubMed
Metadata
Title
Prediction nomogram based on 18F-FDG PET/CT and clinical parameters for patients with diffuse large B-cell lymphoma
Authors
Xiaojuan Peng
Sisi Yu
Ying Kou
Jun Dang
Ping Wu
Yutang Yao
Jiaqi Shen
Yongli Liu
Xiaoxiong Wang
Zhuzhong Cheng
Publication date
03-07-2023
Publisher
Springer Berlin Heidelberg
Published in
Annals of Hematology / Issue 11/2023
Print ISSN: 0939-5555
Electronic ISSN: 1432-0584
DOI
https://doi.org/10.1007/s00277-023-05336-w

Other articles of this Issue 11/2023

Annals of Hematology 11/2023 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine