新兴的人工智能驱动的精确治疗瘤耐药性:最近的进展,机遇和挑战
Yuan Mao1,2, Dangang Shangguan3, Qi Huang4
1Hunan Cancer Hospital/The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, Changsha, Hunan, China.
Molecular cancer
|April 24, 2025
概括
人工智能 (AI) 提供了强大的工具来打击瘤耐药性,这是癌症治疗失败的主要原因. 通过分析复杂的数据,人工智能有助于开发新疗法并改善瘤学患者的治疗结果.
科学领域:
- 在瘤学瘤学.
- 生物信息学是一种生物信息学.
- 人工智能的人工智能
背景情况:
- 耐药性是癌症治疗失败和疾病进展的主要驱动因素.
- 人工智能 (AI) 为癌症研究提供先进的数据处理和模式识别.
研究的目的:
- 提出一个工作流程,将AI整合到瘤耐药性研究中.
- 审查当前的人工智能应用,以了解和克服耐药性.
- 讨论人工智能在瘤学的未来机遇和挑战.
主要方法:
- 对瘤药物耐药性的AI进行了全面的文献分析.
- 在各种研究方面对AI作用的系统总结.
- 专注于与AI模型的临床和omics数据集成.
主要成果:
- 人工智能有助于药物开发,抗药机制阐明和药物敏感性预测.
- 人工智能优化组合疗法,识别耐药性表型,发现生物标志物.
- 人工智能模型对于推进精确瘤学和提高治疗疗效至关重要.
结论:
- 人工智能集成提供了新的策略来缓解瘤抗药性.
- 人工智能有望提高治疗决策和患者预后.
- 人工智能为癌症治疗的未来提供了新的视角和工具.
更多相关视频
08:59Looking for Driver Pathways of Acquired Resistance to Targeted Therapy: Drug Resistant Subclone Generation and Sensitivity Restoring by Gene Knock-down
Published on: December 11, 2017
7.1K
09:19Evaluating the Effectiveness of Cancer Drug Sensitization In Vitro and In Vivo
Published on: February 6, 2015
8.2K
相关概念视频
Treatment Resistant Cancers
3.2K
Cancer is the second leading cause of death in the United States. A cancer cell is genetically unstable and hence can mutate faster. They can also modify their microenvironment and escape immune surveillance. The difficulties in treating cancer are further compounded by the emergence of rapid resistance to anticancer drugs. The most common ways to attain resistance in cancer cells include alteration in drug transport and metabolism, modification of drug target, elevated DNA damage response, or...
3.2K
Combination Therapies and Personalized Medicine
4.8K
Combining two or more treatment methods increases the life span of cancer patients while reducing damage to vital organs or tissue from the overuse of a single treatment. Combination therapy also targets different cancer-inducing pathways, thus reducing the chances of developing resistance to treatment.
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
4.8K
Tumor Immunotherapy
398
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.
398
