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Prognostic Value of Radiomic Features of (18)F-FDG PET/CT in Patients With B-Cell Lymphoma Treated With CD19/CD22 Dual-Targeted Chimeric Antigen Receptor T Cells

OBJECTIVE: In the present study, we aimed to evaluate the prognostic value of PET/CT-derived radiomic features for patients with B-cell lymphoma (BCL), who were treated with CD19/CD22 dual-targeted chimeric antigen receptor (CAR) T cells. Moreover, we explored the relationship between baseline radio...

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Autores principales: Zhou, Yeye, Li, Jihui, Zhang, Xiaoyi, Jia, Tongtong, Zhang, Bin, Dai, Na, Sang, Shibiao, Deng, Shengming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8858981/
https://www.ncbi.nlm.nih.gov/pubmed/35198451
http://dx.doi.org/10.3389/fonc.2022.834288
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author Zhou, Yeye
Li, Jihui
Zhang, Xiaoyi
Jia, Tongtong
Zhang, Bin
Dai, Na
Sang, Shibiao
Deng, Shengming
author_facet Zhou, Yeye
Li, Jihui
Zhang, Xiaoyi
Jia, Tongtong
Zhang, Bin
Dai, Na
Sang, Shibiao
Deng, Shengming
author_sort Zhou, Yeye
collection PubMed
description OBJECTIVE: In the present study, we aimed to evaluate the prognostic value of PET/CT-derived radiomic features for patients with B-cell lymphoma (BCL), who were treated with CD19/CD22 dual-targeted chimeric antigen receptor (CAR) T cells. Moreover, we explored the relationship between baseline radiomic features and the occurrence probability of cytokine release syndrome (CRS). METHODS: A total of 24 BCL patients who received (18)F-FDG PET/CT before CAR T-cell infusion were enrolled in the present study. Radiomic features from PET and CT images were extracted using LIFEx software, and the least absolute shrinkage and selection operator (LASSO) regression was used to select the most useful predictive features of progression-free survival (PFS) and overall survival (OS). Receiver operating characteristic curves, Cox proportional hazards model, and Kaplan-Meier curves were conducted to assess the potential prognostic value. RESULTS: Contrast extracted from neighbourhood grey-level different matrix (NGLDM) was an independent predictor of PFS (HR = 15.16, p = 0.023). MYC and BCL2 double-expressor (DE) was of prognostic significance for PFS (HR = 7.02, p = 0.047) and OS (HR = 10.37, p = 0.041). The combination of NGLDM_Contrast(PET) and DE yielded three risk groups with zero (n = 7), one (n = 11), or two (n = 6) factors (p < 0.0001 and p = 0.0004, for PFS and OS), respectively. The PFS was 85.7%, 63.6%, and 0%, respectively, and the OS was 100%, 90.9%, and 16.7%, respectively. Moreover, there was no significant association between PET/CT variables and CRS. CONCLUSIONS: In conclusion, radiomic features extracted from baseline (18)F-FDG PET/CT images in combination with genomic factors could predict the survival outcomes of BCL patients receiving CAR T-cell therapy.
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spelling pubmed-88589812022-02-22 Prognostic Value of Radiomic Features of (18)F-FDG PET/CT in Patients With B-Cell Lymphoma Treated With CD19/CD22 Dual-Targeted Chimeric Antigen Receptor T Cells Zhou, Yeye Li, Jihui Zhang, Xiaoyi Jia, Tongtong Zhang, Bin Dai, Na Sang, Shibiao Deng, Shengming Front Oncol Oncology OBJECTIVE: In the present study, we aimed to evaluate the prognostic value of PET/CT-derived radiomic features for patients with B-cell lymphoma (BCL), who were treated with CD19/CD22 dual-targeted chimeric antigen receptor (CAR) T cells. Moreover, we explored the relationship between baseline radiomic features and the occurrence probability of cytokine release syndrome (CRS). METHODS: A total of 24 BCL patients who received (18)F-FDG PET/CT before CAR T-cell infusion were enrolled in the present study. Radiomic features from PET and CT images were extracted using LIFEx software, and the least absolute shrinkage and selection operator (LASSO) regression was used to select the most useful predictive features of progression-free survival (PFS) and overall survival (OS). Receiver operating characteristic curves, Cox proportional hazards model, and Kaplan-Meier curves were conducted to assess the potential prognostic value. RESULTS: Contrast extracted from neighbourhood grey-level different matrix (NGLDM) was an independent predictor of PFS (HR = 15.16, p = 0.023). MYC and BCL2 double-expressor (DE) was of prognostic significance for PFS (HR = 7.02, p = 0.047) and OS (HR = 10.37, p = 0.041). The combination of NGLDM_Contrast(PET) and DE yielded three risk groups with zero (n = 7), one (n = 11), or two (n = 6) factors (p < 0.0001 and p = 0.0004, for PFS and OS), respectively. The PFS was 85.7%, 63.6%, and 0%, respectively, and the OS was 100%, 90.9%, and 16.7%, respectively. Moreover, there was no significant association between PET/CT variables and CRS. CONCLUSIONS: In conclusion, radiomic features extracted from baseline (18)F-FDG PET/CT images in combination with genomic factors could predict the survival outcomes of BCL patients receiving CAR T-cell therapy. Frontiers Media S.A. 2022-02-07 /pmc/articles/PMC8858981/ /pubmed/35198451 http://dx.doi.org/10.3389/fonc.2022.834288 Text en Copyright © 2022 Zhou, Li, Zhang, Jia, Zhang, Dai, Sang and Deng https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Oncology
Zhou, Yeye
Li, Jihui
Zhang, Xiaoyi
Jia, Tongtong
Zhang, Bin
Dai, Na
Sang, Shibiao
Deng, Shengming
Prognostic Value of Radiomic Features of (18)F-FDG PET/CT in Patients With B-Cell Lymphoma Treated With CD19/CD22 Dual-Targeted Chimeric Antigen Receptor T Cells
title Prognostic Value of Radiomic Features of (18)F-FDG PET/CT in Patients With B-Cell Lymphoma Treated With CD19/CD22 Dual-Targeted Chimeric Antigen Receptor T Cells
title_full Prognostic Value of Radiomic Features of (18)F-FDG PET/CT in Patients With B-Cell Lymphoma Treated With CD19/CD22 Dual-Targeted Chimeric Antigen Receptor T Cells
title_fullStr Prognostic Value of Radiomic Features of (18)F-FDG PET/CT in Patients With B-Cell Lymphoma Treated With CD19/CD22 Dual-Targeted Chimeric Antigen Receptor T Cells
title_full_unstemmed Prognostic Value of Radiomic Features of (18)F-FDG PET/CT in Patients With B-Cell Lymphoma Treated With CD19/CD22 Dual-Targeted Chimeric Antigen Receptor T Cells
title_short Prognostic Value of Radiomic Features of (18)F-FDG PET/CT in Patients With B-Cell Lymphoma Treated With CD19/CD22 Dual-Targeted Chimeric Antigen Receptor T Cells
title_sort prognostic value of radiomic features of (18)f-fdg pet/ct in patients with b-cell lymphoma treated with cd19/cd22 dual-targeted chimeric antigen receptor t cells
topic Oncology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8858981/
https://www.ncbi.nlm.nih.gov/pubmed/35198451
http://dx.doi.org/10.3389/fonc.2022.834288
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