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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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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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. |
format | Online Article Text |
id | pubmed-9681864 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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