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人工智能在癌症免疫疗法中的应用:在新抗原识别、抗体设计和免疫治疗反应预测中的应用。

Artificial intelligence in cancer immunotherapy: Applications in neoantigen recognition, antibody design and immunotherapy response prediction.

机构信息

State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China.

MOE/NHC Key Laboratory of Medical Molecular Virology, Shanghai Institute of Infectious Disease and Biosecurity, School of Basic Medical Sciences, Shanghai Medical College, Fudan University, Shanghai, China; Shanghai Engineering Research Center for Synthetic Immunology, Shanghai, China.

出版信息

Semin Cancer Biol. 2023 Jun;91:50-69. doi: 10.1016/j.semcancer.2023.02.007. Epub 2023 Mar 3.

Abstract

Cancer immunotherapy is a method of controlling and eliminating tumors by reactivating the body's cancer-immunity cycle and restoring its antitumor immune response. The increased availability of data, combined with advancements in high-performance computing and innovative artificial intelligence (AI) technology, has resulted in a rise in the use of AI in oncology research. State-of-the-art AI models for functional classification and prediction in immunotherapy research are increasingly used to support laboratory-based experiments. This review offers a glimpse of the current AI applications in immunotherapy, including neoantigen recognition, antibody design, and prediction of immunotherapy response. Advancing in this direction will result in more robust predictive models for developing better targets, drugs, and treatments, and these advancements will eventually make their way into the clinical setting, pushing AI forward in the field of precision oncology.

摘要

癌症免疫疗法是通过重新激活机体的癌症免疫周期并恢复其抗肿瘤免疫反应来控制和消除肿瘤的一种方法。随着数据的日益丰富,加上高性能计算和创新人工智能 (AI) 技术的进步,人工智能在肿瘤学研究中的应用也越来越多。最先进的人工智能模型越来越多地用于免疫治疗研究中的功能分类和预测,以支持基于实验室的实验。本综述概述了当前人工智能在免疫治疗中的应用,包括新抗原识别、抗体设计和免疫治疗反应预测。在这一方向上取得进展将为开发更好的靶点、药物和治疗方法提供更强大的预测模型,这些进展最终将进入临床环境,推动人工智能在精准肿瘤学领域的发展。

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