Machine learning-based predictive model for high- grade cytokine release syndrome in chimeric antigen receptor T-cell therapy

Using machine learning, we identified key clinical biomarkers strongly associated with high-grade CRS. This tool efficiently predicts progression to high-grade CRS post-onset and shows significant potential for clinical deployment in CAR-T therapy.

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Publication Details

Journal
Frontiers in Immunology
Published
2025-11-20
DOI
https://doi.org/10.3389/fimmu.2025.1692892
Primary Topic
CAR-T cell therapy research
Type
article
Field-Weighted Citation Impact
0.00

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article

Machine learning-based predictive model for high- grade cytokine release syndrome in chimeric antigen receptor T-cell therapy

Zhuo Xiang, Guilai Chen, Kai Zhou, Yulin Liu et al.
Frontiers in Immunology
CAR-T cell therapy research
article

Machine learning-based predictive model for high- grade cytokine release syndrome in chimeric antigen receptor T-cell therapy

Zhuo Xiang, Guilai Chen, Kai Zhou, Yulin Liu, Qiang Wang, Yin Li, Qingqing Wang, Jingwang Bi, Xiaofeng Yu, Jianxin Lv, Tangnuran Halimulati
article en

Abstract

Using machine learning, we identified key clinical biomarkers strongly associated with high-grade CRS. This tool efficiently predicts progression to high-grade CRS post-onset and shows significant potential for clinical deployment in CAR-T therapy.

Frontiers in ImmunologyVol. 16
Army Medical University (CN), Second Hospital of Shandong University (CN), The Affiliated Yongchuan Hospital of Chongqing Medical University (CN), Southwest Hospital (CN), Chongqing Medical University (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 52%
CAR-T cell therapy research
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Machine learning-based predictive model for high- grade cytokine release syndrome in chimeric antigen receptor T-cell therapy — Zhuo Xiang, Guilai Chen, et al. · Frontiers in Immunology (2025) | TGRS Research Map | TGRS