人工智能在瘤学的进步:对当前趋势和未来方向的审查
Ellen N Huhulea1, Lillian Huang1, Shirley Eng1
1School of Medicine, New York Medical College, Valhalla, NY 10595, USA.
Biomedicines
|April 29, 2025
概括
人工智能 (AI) 正在通过改进癌症诊断,个性化治疗和加速药物发现来改变瘤学. 虽然人工智能提供了卓越的潜力,但为了更广泛的采用,必须解决数据质量和偏见等挑战.
科学领域:
- 在瘤学瘤学.
- 人工智能的人工智能
- 医疗信息学 医疗信息学
背景情况:
- 癌症是全球主要的死亡原因,需要创新的研究和治疗策略.
- 人工智能 (AI) 在彻底改变癌症诊断,治疗和管理方面具有变革性的潜力.
- 人工智能在瘤学中的整合正在迅速推进,为患者护理提供了新的途径.
研究的目的:
- 审查癌症研究中人工智能应用的最新进展.
- 专注于人工智能在早期检测,个性化治疗和药物发现方面的作用.
- 探索人工智能技术,如深度学习及其与纳米医学和免疫治疗的整合.
主要方法:
- 调查AI增强的诊断应用在瘤学.
- 分析包括深度学习在内的AI技术.
- 检查AI与纳米医学和免疫治疗的协同作用.
- 将基于AI的模型与传统的诊断方法进行比较.
- 讨论在人工智能驱动的癌症护理中整合健康的社会决定因素.
主要成果:
- 与传统的诊断方法相比,人工智能显示出更高的潜力.
- 人工智能应用在早期癌症检测和个性化治疗策略方面表现有前途.
- 人工智能与纳米医学和免疫治疗的整合提供了增强的癌症治疗选择.
结论:
- 人工智能有可能通过增强的诊断和个性化治疗来显著重塑癌症护理.
- 解决数据质量,算法偏差和临床验证等挑战对于在瘤学中广泛采用人工智能至关重要.
- 未来的方向强调人工智能在改善患者治疗结果和向治疗中的作用.
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