历史观点和未来方向:免疫瘤学中的计算科学
Cora A Ricker1, Kevin Meli1,2, Eliezer M Van Allen3
1Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.
Journal for immunotherapy of cancer
|January 8, 2024
概括
计算工具对于了解为什么只有部分患者对免疫瘤治疗有反应至关重要. 本综述探讨了分析瘤与免疫相互作用的方法,旨在改善癌症治疗和患者的治疗结果.
科学领域:
- 在瘤学瘤学.
- 计算生物学 计算生物学
- 免疫学 免疫学 免疫学
背景情况:
- 免疫瘤学在治疗晚期癌症方面表现有前途,但响应率在患者之间存在显著差异.
- 了解治疗反应和耐药性的分子机制对于优化癌症免疫治疗至关重要.
- 测序技术的进步产生了大量关于瘤与免疫相互作用的数据.
研究的目的:
- 对分析瘤免疫相互作用的现有和新兴计算方法进行审查.
- 突出在癌症免疫疗法研究中多奥米克和人工智能的实用性.
- 讨论将计算工具应用于免疫瘤学的挑战和未来前景.
主要方法:
- 对分析瘤微环境组成和功能的计算方法的审查.
- 讨论推断免疫细胞受体谱的反应性和克隆动态的方法.
- 探索用于预测抗原景观的技术,并将多omics数据与成像集成.
主要成果:
- 计算工具可以将瘤微环境和免疫细胞动态语境化.
- 多omics和AI与成像集成提供了对治疗反应的全面视图.
- 这些方法有助于理解复杂的瘤免疫相互作用.
结论:
- 计算方法对于破译免疫瘤反应和抵抗机制至关重要.
- 这些工具的进一步开发和应用可以提高癌症的精准医学.
- 优化的计算策略有望改善免疫治疗中患者的生存率和生活质量.
相关概念视频
Tumor Immunotherapy
527
Immunotherapy is a treatment that boosts or manipulates the immune system to fight diseases, including cancer. For instance, by stimulating an immune response through vaccinations against viruses that cause cancers, like hepatitis B virus and human papillomavirus, these diseases can be prevented. Nonetheless, some cancer cells can avoid the immune system due to their rapid mutation and division. The immune response to many cancers involves three phases: elimination, equilibrium, and escape.
527
Cytotoxic T Cells-mediated Immune Response
921
Cytotoxic T cells are a vital component of the immune system. They have the remarkable ability to identify and target antigens on infected or abnormal cells. These antigens often originate from intracellular pathogens such as viruses or abnormal proteins cancer cells produce.
Immunological surveillance is the ability of immune cells to monitor and eliminate infected cells with intracellular pathogens, neoplastically transformed cells, and cells with non-self antigens. Cytotoxic T cells and NK...
Immunological surveillance is the ability of immune cells to monitor and eliminate infected cells with intracellular pathogens, neoplastically transformed cells, and cells with non-self antigens. Cytotoxic T cells and NK...
921
Targeted Cancer Therapies
7.6K
The targeted cancer therapies, also known as “molecular targeted therapies,” take advantage of the molecular and genetic differences between the cancer cells and the normal cells. It needs a thorough understanding of the cancer cells to develop drugs that can target specific molecular aspects that drive the growth, progression, and spread of cancer cells without affecting the growth and survival of other normal cells in the body.
There are several types of targeted therapies against...
There are several types of targeted therapies against...
7.6K
Immunocytochemistry and Immunohistochemistry
11.3K
Immunocytochemistry (ICC) and immunohistochemistry (IHC) are techniques that use antibodies to check for specific proteins or antigens in a sample. The technique was first published by Albert Coons in 1941 to detect the presence of pneumococcal antigen in tissue sections from mice infected with Pneumococcus. Immunocytochemistry helps localization of proteins or antigens in individual cells like blood cells, stem cells, etc., while immunohistochemistry does the same for tissue samples.
These...
These...
11.3K
Cancer Vaccines
368
Cancer treatment vaccines are a rapidly evolving field that offers a promising approach to immunotherapy. Unlike traditional vaccines that prevent diseases, cancer treatment vaccines are designed to treat existing cancers by stimulating the immune system to recognize and attack cancer cells.
Cancer vaccines come in two categories: preventive (prophylactic) and treatment (active). Preventive vaccines, such as the Human Papillomavirus (HPV) vaccine, protect against viruses that cause certain...
Cancer vaccines come in two categories: preventive (prophylactic) and treatment (active). Preventive vaccines, such as the Human Papillomavirus (HPV) vaccine, protect against viruses that cause certain...
368


