"在引擎盖下":在个性化放射治疗中的人工智能
Chiara Gianoli1, Elisabetta De Bernardi2, Katia Parodi1
1Department of Experimental Physics - Medical Physics, Faculty for Physics of the Ludwig-Maximilians-Universität München (LMU Munich), Geschwister-Scholl-Platz 1, München, 80539, Germany.
BJR open
|August 6, 2024
概括
人工智能 (AI) 通过简化基于解剖学的工作流程,并通过放射学和剂量学实现生物驱动的治疗来增强放射治疗. 人工智能对于推进个性化放射治疗至关重要.
科学领域:
- 辐射疗法 辐射疗法
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 放射治疗工作流涉及复杂的任务,有可能通过人工智能进行增强.
- 个性化治疗正在发展,从基于解剖学的方法转向基于生物学的方法.
研究的目的:
- 审查人工智能 (AI) 在放射治疗中的当前和未来应用.
- 探索AI在基于解剖学和生物学驱动的放射治疗工作流程中的作用.
- 突出人工智能方法,如放射学,剂量学和多组学,用于个性化治疗.
主要方法:
- 对放射治疗中人工智能的现有文献的审查.
- 基于基于解剖学 (适应性) 和生物学驱动的工作流程的AI应用程序的分类.
- 讨论用于放射学,剂量学和多态学的人工智能工具.
主要成果:
- 人工智能简化了基于解剖学的放射治疗,减少了时间和可变性.
- 人工智能对于生物驱动的工作流程至关重要,使先进的决策成为可能.
- 像放射学和剂量学这样的AI方法是个性化辐射治疗的关键.
结论:
- 人工智能对于个性化放射治疗越来越重要.
- 人工智能为提高放射治疗效率和结果提供了巨大的潜力.
- 未来的研究和AI在放射治疗中的临床整合正在扩大.
相关概念视频
Combination Therapies and Personalized Medicine
4.9K
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...
4.9K
Targeted Cancer Therapies
7.5K
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...
7.5K


