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EEG-based grading of immune effector cell-associated neurotoxicity syndrome

CAR-T cell therapy is an effective cancer therapy for multiple refractory/relapsed hematologic malignancies but is associated with substantial toxicity, including Immune Effector Cell Associated Neurotoxicity Syndrome (ICANS). Improved detection and assessment of ICANS could improve management and a...

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Autores principales: Jones, Daniel K., Eckhardt, Christine A., Sun, Haoqi, Tesh, Ryan A., Malik, Preeti, Quadri, Syed, Firme, Marcos Santana, van Sleuwen, Meike, Jain, Aayushee, Fan, Ziwei, Jing, Jin, Ge, Wendong, Nascimento, Fábio A., Sheikh, Irfan S., Jacobson, Caron, Frigault, Matthew, Kimchi, Eyal Y., Cash, Sydney S., Lee, Jong Woo, Dietrich, Jorg, Westover, M. Brandon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9681864/
https://www.ncbi.nlm.nih.gov/pubmed/36414694
http://dx.doi.org/10.1038/s41598-022-24010-1
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author Jones, Daniel K.
Eckhardt, Christine A.
Sun, Haoqi
Tesh, Ryan A.
Malik, Preeti
Quadri, Syed
Firme, Marcos Santana
van Sleuwen, Meike
Jain, Aayushee
Fan, Ziwei
Jing, Jin
Ge, Wendong
Nascimento, Fábio A.
Sheikh, Irfan S.
Jacobson, Caron
Frigault, Matthew
Kimchi, Eyal Y.
Cash, Sydney S.
Lee, Jong Woo
Dietrich, Jorg
Westover, M. Brandon
author_facet Jones, Daniel K.
Eckhardt, Christine A.
Sun, Haoqi
Tesh, Ryan A.
Malik, Preeti
Quadri, Syed
Firme, Marcos Santana
van Sleuwen, Meike
Jain, Aayushee
Fan, Ziwei
Jing, Jin
Ge, Wendong
Nascimento, Fábio A.
Sheikh, Irfan S.
Jacobson, Caron
Frigault, Matthew
Kimchi, Eyal Y.
Cash, Sydney S.
Lee, Jong Woo
Dietrich, Jorg
Westover, M. Brandon
author_sort Jones, Daniel K.
collection PubMed
description CAR-T cell therapy is an effective cancer therapy for multiple refractory/relapsed hematologic malignancies but is associated with substantial toxicity, including Immune Effector Cell Associated Neurotoxicity Syndrome (ICANS). Improved detection and assessment of ICANS could improve management and allow greater utilization of CAR-T cell therapy, however, an objective, specific biomarker has not been identified. We hypothesized that the severity of ICANS can be quantified based on patterns of abnormal brain activity seen in electroencephalography (EEG) signals. We conducted a retrospective observational study of 120 CAR-T cell therapy patients who had received EEG monitoring. We determined a daily ICANS grade for each patient through chart review. We used visually assessed EEG features and machine learning techniques to develop the Visual EEG-Immune Effector Cell Associated Neurotoxicity Syndrome (VE-ICANS) score and assessed the association between VE-ICANS and ICANS. We also used it to determine the significance and relative importance of the EEG features. We developed the Visual EEG-ICANS (VE-ICANS) grading scale, a grading scale with a physiological basis that has a strong correlation to ICANS severity (R = 0.58 [0.47–0.66]) and excellent discrimination measured via area under the receiver operator curve (AUC = 0.91 for ICANS ≥ 2). This scale shows promise as a biomarker for ICANS which could help to improve clinical care through greater accuracy in assessing ICANS severity.
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spelling pubmed-96818642022-11-24 EEG-based grading of immune effector cell-associated neurotoxicity syndrome Jones, Daniel K. Eckhardt, Christine A. Sun, Haoqi Tesh, Ryan A. Malik, Preeti Quadri, Syed Firme, Marcos Santana van Sleuwen, Meike Jain, Aayushee Fan, Ziwei Jing, Jin Ge, Wendong Nascimento, Fábio A. Sheikh, Irfan S. Jacobson, Caron Frigault, Matthew Kimchi, Eyal Y. Cash, Sydney S. Lee, Jong Woo Dietrich, Jorg Westover, M. Brandon Sci Rep Article CAR-T cell therapy is an effective cancer therapy for multiple refractory/relapsed hematologic malignancies but is associated with substantial toxicity, including Immune Effector Cell Associated Neurotoxicity Syndrome (ICANS). Improved detection and assessment of ICANS could improve management and allow greater utilization of CAR-T cell therapy, however, an objective, specific biomarker has not been identified. We hypothesized that the severity of ICANS can be quantified based on patterns of abnormal brain activity seen in electroencephalography (EEG) signals. We conducted a retrospective observational study of 120 CAR-T cell therapy patients who had received EEG monitoring. We determined a daily ICANS grade for each patient through chart review. We used visually assessed EEG features and machine learning techniques to develop the Visual EEG-Immune Effector Cell Associated Neurotoxicity Syndrome (VE-ICANS) score and assessed the association between VE-ICANS and ICANS. We also used it to determine the significance and relative importance of the EEG features. We developed the Visual EEG-ICANS (VE-ICANS) grading scale, a grading scale with a physiological basis that has a strong correlation to ICANS severity (R = 0.58 [0.47–0.66]) and excellent discrimination measured via area under the receiver operator curve (AUC = 0.91 for ICANS ≥ 2). This scale shows promise as a biomarker for ICANS which could help to improve clinical care through greater accuracy in assessing ICANS severity. Nature Publishing Group UK 2022-11-21 /pmc/articles/PMC9681864/ /pubmed/36414694 http://dx.doi.org/10.1038/s41598-022-24010-1 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Jones, Daniel K.
Eckhardt, Christine A.
Sun, Haoqi
Tesh, Ryan A.
Malik, Preeti
Quadri, Syed
Firme, Marcos Santana
van Sleuwen, Meike
Jain, Aayushee
Fan, Ziwei
Jing, Jin
Ge, Wendong
Nascimento, Fábio A.
Sheikh, Irfan S.
Jacobson, Caron
Frigault, Matthew
Kimchi, Eyal Y.
Cash, Sydney S.
Lee, Jong Woo
Dietrich, Jorg
Westover, M. Brandon
EEG-based grading of immune effector cell-associated neurotoxicity syndrome
title EEG-based grading of immune effector cell-associated neurotoxicity syndrome
title_full EEG-based grading of immune effector cell-associated neurotoxicity syndrome
title_fullStr EEG-based grading of immune effector cell-associated neurotoxicity syndrome
title_full_unstemmed EEG-based grading of immune effector cell-associated neurotoxicity syndrome
title_short EEG-based grading of immune effector cell-associated neurotoxicity syndrome
title_sort eeg-based grading of immune effector cell-associated neurotoxicity syndrome
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9681864/
https://www.ncbi.nlm.nih.gov/pubmed/36414694
http://dx.doi.org/10.1038/s41598-022-24010-1
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