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Predicting survival, neurotoxicity and response in B-cell lymphoma patients treated with CAR-T therapy using an imaging features-based model.

Authors :
Ferrer-Lores, Blanca
Ortiz-Algarra, Alfonso
Picó-Peris, Alfonso
Estepa-Fernández, Alejandra
Bellvís-Bataller, Fuensanta
Weiss, Glen J.
Fuster-Matanzo, Almudena
Fernández, Juan Pedro
Jimenez-Pastor, Ana
Hernani, Rafael
Saus-Carreres, Ana
Benzaquen, Ana
Ventura, Laura
Piñana, José Luis
Teruel, Ana Belén
Serrano-Alcalá, Alicia
Dosdá, Rosa
Sopena-Novales, Pablo
Balaguer-Rosello, Aitana
Guerreiro, Manuel
Source :
EJNMMI Research. 11/20/2024, Vol. 14 Issue 1, p1-14. 14p.
Publication Year :
2024

Abstract

Background: This multicentre retrospective observational study aims to develop imaging-based prognostic and predictive models for relapsed/refractory (R/R) B-cell lymphoma patients undergoing CAR-T therapy by integrating clinical data and imaging features. Specifically, our aim was to predict 3- and 6-month treatment response, overall survival (OS), progression-free survival (PFS), and the occurrence of the immune effector cell-associated neurotoxicity syndrome (ICANS). Results: Sixty-five patients of R/R B-cell lymphoma treated with CAR-T cells in two centres were included. Pre-infusion [18F]FDG PET/CT scans and clinical data were systematically collected, and imaging features, including kurtosis, entropy, maximum diameter, standardized uptake value (SUV) related features (SUVmax, SUVmean, SUVstd, SUVmedian, SUVp25, SUVp75), total metabolic tumour volume (MTVtotal), and total lesion glycolysis (TLGtotal), were extracted using the Quibim platform. The median age was 62 (range 21–76) years and the median follow-up for survivors was 10.47 (range 0.20–45.80) months. A logistic regression model accurately predicted neurotoxicity (AUC: 0.830), and Cox proportional-hazards models for CAR-T response at 3 and 6 months demonstrated high accuracy (AUC: 0.754 and 0.818, respectively). Median predicted OS after CAR-T therapy was 4.73 months for high MTVtotal and 37.55 months for low MTVtotal. Median predicted PFS was 2.73 months for high MTVtotal and 11.83 months for low MTVtotal. For all outcomes, predictive models, combining imaging features and clinical variables, showed improved accuracy compared to models using only clinical variables or imaging features alone. Conclusion: This study successfully integrates imaging features and clinical variables to predict outcomes in R/R B-cell lymphoma patients undergoing CAR-T. Notably, the identified MTVtotal cut-off effectively stratifies patients, as evidenced by significant differences in OS and PFS. Additionally, the predictive models for neurotoxicity and CAR-T response show promising accuracy. This comprehensive approach holds promise for risk stratification and personalized treatment strategies which may become a helpful tool for optimizing CAR-T outcomes in R/R lymphoma patients. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
2191219X
Volume :
14
Issue :
1
Database :
Academic Search Index
Journal :
EJNMMI Research
Publication Type :
Academic Journal
Accession number :
180988731
Full Text :
https://doi.org/10.1186/s13550-024-01172-9