相关实验视频

Updated: Aug 18, 2025

Identification of Mediators of T-cell Receptor Signaling via the Screening of Chemical Inhibitor Libraries

Identification of Mediators of T-cell Receptor Signaling via the Screening of Chemical Inhibitor Libraries

Published on: January 22, 2019

使用组合信号图案库和机器学习解码CAR T细胞表型

Kyle G Daniels^1,2, Shangying Wang^3,4, Milos S Simic^1,2

¹Cell Design Institute, University of California, San Francisco, San Francisco, CA 94158, USA.

Science (New York, N.Y.)

|December 8, 2022

概括

研究人员使用合成信号图案设计了新的仿真抗原受体 (CAR). 机器学习发现了设计规则, 增强了T细胞的功能,

科学领域:

免疫学
分子生物学
生物工程

背景情况:

化学抗原受体 (CAR) 的共刺激域影响治疗T细胞功能.
了解信号动机如何决定T细胞命运对于CART细胞治疗的发展至关重要.

研究的目的:

构建和分析一个大量的合成CAR共刺激领域.
通过机器学习确定控制CAR信号和T细胞表型的关键设计规则.

主要方法:

创建一个大约2300个合成共刺激域的图书馆,由13个信号图案组成.
使用神经网络来解码CAR信号的组合语法.
评估不同基因组合对人类T细胞命运和功能的影响.

主要成果:

观察到不同的人类T细胞命运,对特定的动机组合和配置敏感.
机器学习模型成功地提取了CAR信号的关键设计规则.
非原生动机组合,特别是那些涉及瘤亡因子受体相关因子 (TRAF) 和脂酶C玛1 (PLCγ1) 的组合,增强了T细胞细胞毒性和干细胞性.

结论:

合成信号图案库与机器学习相结合,为设计CAR提供了一种高效的方法.
这一策略可以指导开发具有理想表型的癌症免疫疗法.
这些发现为CAR成本刺激领域的合理设计提供了框架.

更多相关视频

Generation of Human Chimeric Antigen Receptor Regulatory T Cells

Generation of Human Chimeric Antigen Receptor Regulatory T Cells

Published on: January 3, 2025

High-Efficiency Generation of Antigen-Specific Primary Mouse Cytotoxic T Cells for Functional Testing in an Autoimmune Diabetes Model

High-Efficiency Generation of Antigen-Specific Primary Mouse Cytotoxic T Cells for Functional Testing in an Autoimmune Diabetes Model

Published on: August 16, 2019

相关概念视频

T Cell Activation and Clonal Selection

T Cell Activation and Clonal Selection

T cells are integral to our adaptive immune system, recognizing and effectively responding to foreign antigens. T cell activation and clonal selection are pivotal in orchestrating this immune response. This article elucidates these mechanisms, detailing the roles of cluster of differentiation (CD) markers, major histocompatibility complex (MHC) molecules, costimulatory signals, and the process of clonal selection.
Naive T cells that have not yet encountered an antigen express two primary CD...

Diversity of Antigen Receptors

Diversity of Antigen Receptors

Antigen receptors are essential components of the immune system crucial in defending the body against foreign invaders. These receptors are present on the surface of B and T cells, enabling them to recognize antigens and mount an appropriate immune response.
Before encountering any antigen, lymphocytes express these receptors. On B cells, the antigen receptor is a membrane-bound antibody molecule called BCR; on T cells, it is a T cell receptor or TCR. B and T cell receptors are composed of two...