RNF43 p.G659fs 通过 PI3K/AKT/mTOR 信号通路和 HLA-E 上调导致 MSI-high 结直肠癌中 NK 细胞功能障碍
RNF43 p.G659fs leads to natural killer cell dysfunction in MSI-high colorectal cancer through PI3K/AKT/mTOR signaling and HLA-E up-regulation.
CELL INTELLIGENCE · 肿瘤细胞治疗研究
肿瘤细胞治疗研究
英文原题:Immune cell delivery platforms for tumor therapy: From empirical approaches to AI-integrated frameworks.
Immune cell delivery platforms for tumor therapy: From empirical approaches to AI-integrated frameworks.
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肿瘤微环境的异质性和免疫抑制特征对传统治疗策略构成了重大挑战,包括靶向不足和耐药性多变。近年来,基于免疫细胞的递送系统应运而生,利用免疫细胞固有的归巢能力并结合先进工程技术,为精准靶向和增强抗肿瘤免疫应答提供了新途径。然而,此类复杂生物系统的合理设计与优化仍依赖经验驱动且资源消耗巨大。人工智能(AI)的整合有望通过提供数据驱动的预测框架来改变这一格局。本综述系统总结了免疫细胞递送系统的最新进展,包括巨噬细胞、中性粒细胞、NK 细胞、树突状细胞和T细胞,重点阐述了它们如何通过靶向递送、免疫激活和微环境重塑来增强治疗效果。此外,我们批判性地讨论了AI整合方法如何通过实现合理设计、精准靶点识别和预测性递送评估,开始克服经验性瓶颈。尽管在多个方面仍存在持续挑战,免疫学、纳米技术和计算科学的持续融合是加速下一代免疫细胞递送平台开发的重要研究方向。
The heterogeneity and immunosuppressive characteristics of the tumor microenvironment present significant challenges to traditional treatment strategies, including inadequate targeting and variable drug resistance. In recent years, immune cell-based delivery systems have emerged, leveraging the innate homing capabilities of immune cells alongside advanced engineering techniques to offer novel approaches for precise targeting and the enhancement of anti-tumor immune responses.
However, the rational design and optimization of such complex biological systems remain empirically driven and resource-intensive. The integration of artificial intelligence (AI) is poised to transform this landscape by providing a data-driven, predictive framework.
This review systematically summarizes recent advances in immune cell delivery systems, including macrophages, neutrophils, natural killer cells, dendritic cells, and T cells, highlighting how they enhance therapeutic efficacy through targeted delivery, immune activation, and microenvironment remodeling.
Furthermore, we critically discussed how AI-integrated approaches are beginning to overcome empirical bottlenecks by enabling rational design, precise target identification, and predictive delivery assessment. While persistent challenges in various aspects, the continued convergence of immunology, nanotechnology, and computational science stands as a vital research direction to accelerate the development of next-generation immune cell delivery platforms.
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