Cargando…
PET‐based radiomics signature can predict durable responses to CAR T‐cell therapy in patients with large B‐cell lymphoma
Chimeric antigen receptor (CAR) T‐cell therapy is a promising treatment option for relapsed or refractory (R/R) large B‐cell lymphoma (LBCL). However, only a subset of patients will present long‐term benefit. In this study, we explored the potential of PET‐based radiomics to predict treatment outcom...
Autores principales: | , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10660117/ https://www.ncbi.nlm.nih.gov/pubmed/38024636 http://dx.doi.org/10.1002/jha2.757 |
_version_ | 1785137694549999616 |
---|---|
author | Ligero, Marta Simó, Marc Carpio, Cecilia Iacoboni, Gloria Balaguer‐Montero, Maria Navarro, Victor Sánchez‐Salinas, Mario Andres Bobillo, Sabela Marín‐Niebla, Ana Iraola‐Truchuelo, Josu Abrisqueta, Pau Sala‐Llonch, Roser Bosch, Francesc Perez‐Lopez, Raquel Barba, Pere |
author_facet | Ligero, Marta Simó, Marc Carpio, Cecilia Iacoboni, Gloria Balaguer‐Montero, Maria Navarro, Victor Sánchez‐Salinas, Mario Andres Bobillo, Sabela Marín‐Niebla, Ana Iraola‐Truchuelo, Josu Abrisqueta, Pau Sala‐Llonch, Roser Bosch, Francesc Perez‐Lopez, Raquel Barba, Pere |
author_sort | Ligero, Marta |
collection | PubMed |
description | Chimeric antigen receptor (CAR) T‐cell therapy is a promising treatment option for relapsed or refractory (R/R) large B‐cell lymphoma (LBCL). However, only a subset of patients will present long‐term benefit. In this study, we explored the potential of PET‐based radiomics to predict treatment outcomes with the aim of improving patient selection for CAR T‐cell therapy. We conducted a single‐center study including 93 consecutive R/R LBCL patients who received a CAR T‐cell infusion from 2018 to 2021, split in training set (73 patients) and test set (20 patients). Radiomics features were extracted from baseline PET scans and clinical benefit was defined based on median progression‐free survival (PFS). Cox regression models including the radiomics signature, conventional PET biomarkers and clinical variables were performed for most relevant outcomes. A radiomics signature including 4 PET‐based parameters achieved an AUC = 0.73 for predicting clinical benefit in the test set, outperforming the predictive value of conventional PET biomarkers (total metabolic tumor volume [TMTV]: AUC = 0.66 and maximum standardized uptake value [SUV(max)]: AUC = 0.59). A high radiomics score was also associated with longer PFS and OS in the multivariable analysis. In conclusion, the PET‐based radiomics signature predicted efficacy of CAR T‐cell therapy and outperformed conventional PET biomarkers in our cohort of LBCL patients. |
format | Online Article Text |
id | pubmed-10660117 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-106601172023-09-11 PET‐based radiomics signature can predict durable responses to CAR T‐cell therapy in patients with large B‐cell lymphoma Ligero, Marta Simó, Marc Carpio, Cecilia Iacoboni, Gloria Balaguer‐Montero, Maria Navarro, Victor Sánchez‐Salinas, Mario Andres Bobillo, Sabela Marín‐Niebla, Ana Iraola‐Truchuelo, Josu Abrisqueta, Pau Sala‐Llonch, Roser Bosch, Francesc Perez‐Lopez, Raquel Barba, Pere EJHaem Stem Cell Transplantation & Cellular Therapy Chimeric antigen receptor (CAR) T‐cell therapy is a promising treatment option for relapsed or refractory (R/R) large B‐cell lymphoma (LBCL). However, only a subset of patients will present long‐term benefit. In this study, we explored the potential of PET‐based radiomics to predict treatment outcomes with the aim of improving patient selection for CAR T‐cell therapy. We conducted a single‐center study including 93 consecutive R/R LBCL patients who received a CAR T‐cell infusion from 2018 to 2021, split in training set (73 patients) and test set (20 patients). Radiomics features were extracted from baseline PET scans and clinical benefit was defined based on median progression‐free survival (PFS). Cox regression models including the radiomics signature, conventional PET biomarkers and clinical variables were performed for most relevant outcomes. A radiomics signature including 4 PET‐based parameters achieved an AUC = 0.73 for predicting clinical benefit in the test set, outperforming the predictive value of conventional PET biomarkers (total metabolic tumor volume [TMTV]: AUC = 0.66 and maximum standardized uptake value [SUV(max)]: AUC = 0.59). A high radiomics score was also associated with longer PFS and OS in the multivariable analysis. In conclusion, the PET‐based radiomics signature predicted efficacy of CAR T‐cell therapy and outperformed conventional PET biomarkers in our cohort of LBCL patients. John Wiley and Sons Inc. 2023-09-11 /pmc/articles/PMC10660117/ /pubmed/38024636 http://dx.doi.org/10.1002/jha2.757 Text en © 2023 The Authors. eJHaem published by British Society for Haematology and John Wiley & Sons Ltd. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Stem Cell Transplantation & Cellular Therapy Ligero, Marta Simó, Marc Carpio, Cecilia Iacoboni, Gloria Balaguer‐Montero, Maria Navarro, Victor Sánchez‐Salinas, Mario Andres Bobillo, Sabela Marín‐Niebla, Ana Iraola‐Truchuelo, Josu Abrisqueta, Pau Sala‐Llonch, Roser Bosch, Francesc Perez‐Lopez, Raquel Barba, Pere PET‐based radiomics signature can predict durable responses to CAR T‐cell therapy in patients with large B‐cell lymphoma |
title | PET‐based radiomics signature can predict durable responses to CAR T‐cell therapy in patients with large B‐cell lymphoma |
title_full | PET‐based radiomics signature can predict durable responses to CAR T‐cell therapy in patients with large B‐cell lymphoma |
title_fullStr | PET‐based radiomics signature can predict durable responses to CAR T‐cell therapy in patients with large B‐cell lymphoma |
title_full_unstemmed | PET‐based radiomics signature can predict durable responses to CAR T‐cell therapy in patients with large B‐cell lymphoma |
title_short | PET‐based radiomics signature can predict durable responses to CAR T‐cell therapy in patients with large B‐cell lymphoma |
title_sort | pet‐based radiomics signature can predict durable responses to car t‐cell therapy in patients with large b‐cell lymphoma |
topic | Stem Cell Transplantation & Cellular Therapy |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10660117/ https://www.ncbi.nlm.nih.gov/pubmed/38024636 http://dx.doi.org/10.1002/jha2.757 |
work_keys_str_mv | AT ligeromarta petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT simomarc petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT carpiocecilia petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT iacobonigloria petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT balaguermonteromaria petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT navarrovictor petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT sanchezsalinasmarioandres petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT bobillosabela petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT marinnieblaana petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT iraolatruchuelojosu petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT abrisquetapau petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT salallonchroser petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT boschfrancesc petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT perezlopezraquel petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma AT barbapere petbasedradiomicssignaturecanpredictdurableresponsestocartcelltherapyinpatientswithlargebcelllymphoma |