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单细胞转录组学在嵌合抗原受体(CAR)T 细胞治疗疗效与毒性特征分析中的作用

英文原题:The role of single cell transcriptomics for efficacy and toxicity profiling of chimeric antigen receptor (CAR) T cell therapies.

查看英文原题

The role of single cell transcriptomics for efficacy and toxicity profiling of chimeric antigen receptor (CAR) T cell therapies.

PubMed 2025/05/14(内容时间) Comput Biol Med

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中文摘要

CAR-T 细胞是经基因修饰、可靶向特定表位的T细胞。CAR-T 细胞疗法已证实可有效治疗难治性B细胞癌,目前其应用正扩展至血液系统肿瘤和实体瘤。迄今获批的CAR疗法仅靶向癌细胞上的两种特定表位。由于缺乏真正癌症特异性结构,且存在靶向相关靶外毒性的可能,寻找更多合适靶点具有挑战。

本研究分析了癌组织和健康组织单细胞数据中潜在靶点的基因表达。鉴于安全性和疗效最终只能通过临床评估确定,我们选择了已有临床试验数据的获批靶点和在研靶点。

我们利用来自48例滤泡性淋巴瘤、多发性骨髓瘤和B细胞急性淋巴细胞白血病患者的30多万个细胞构建图谱,并整合来自35种健康组织、超过300万细胞的数据,协调了300多名供者的资料。为明确研究发现的临床意义,我们将靶点表达模式与临床试验结局数据进行比较,把靶点谱与疗效和毒性关联,并根据与获批靶点的相似性对15种在研靶点排序。接受治疗患者报告的临床毒性与靶点表达无显著相关性。这可能归因于患者特异性变量之间复杂的相互作用、元数据有限以及毒性机制本身的复杂性。尽管如此,本研究仍可为回顾性和前瞻性靶点评估提供资源,以改善CAR疗法的安全性和疗效。

展开英文摘要原文

CAR T cells are genetically modified T cells that target specific epitopes. CAR T cell therapy has proven effective in difficult-to-treat B cell cancers and is now expanding into hematology and solid tumors. To date, approved CAR therapies target only two specific epitopes on cancer cells. Identifying more suitable targets is challenged by the lack of truly cancer-specific structures and the potential for on-target off-tumor toxicity.

We analyzed gene expression of potential targets in single-cell data from cancer and healthy tissues. Because safety and efficacy can ultimately only be defined clinically, we selected approved and investigational targets for which clinical trail data are available.

We generated atlases using >300,000 cells from 48 patients with follicular lymphoma, multiple myeloma, and B-cell acute lymphoblastic leukemia, and integrated over 3 million cells from 35 healthy tissues, harmonizing datasets from over 300 donors. To contextualize findings, we compared target expression patterns with outcome data from clinical trials, linking target profiles to efficacy and toxicity, and ranked 15 investigational targets based on their similarity to approved ones.

Target expression did not significantly correlate with reported clinical toxicities in patients undergoing therapy. This may be attributed to the intricate interplay of patient-specific variables, the limited amount of metadata, and the complexity underlying toxicity. Nevertheless, our study serves as a resource for retrospective and prospective target evaluation to improve the safety and efficacy of CAR therapies.

论文信息

作者
Thomas M、Brabenec R、Gregor L、Andreu-Sanz D、Carlini E、Müller PJ、Gottschlich A、Simnica D
第一作者单位
Institute of AI for Health, Computational Health Center, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany; School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany.Germany
通讯作者单位
Institute of AI for Health, Computational Health Center, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany. Electronic address: carsten.marr@helmholtz-munich.de.Germany
期刊
Computers in biology and medicine2025 Jun
原文标识
PubMed 40375426 · DOI 10.1016/j.compbiomed.2025.110332