基于图像的预测建模框架,用于在癌症治疗中提供个性化药物
Ajay Bhandari1, Boram Gu2, Farshad Moradi Kashkooli3
1Biofluids Research Lab, Department of Mechanical Engineering, Indian Institute of Technology (Indian School of Mines), Dhanbad, India.
概括
个性化药物输送量身定制治疗给个别患者,提高疗效和减少副作用. 多物理模型对于了解药物输送中的患者特定因素至关重要.
科学领域:
- 生物医学工程 生物医学工程
- 药理学 药理学是指药理学的学科.
- 计算生物学 计算生物学
背景情况:
- 传统的药物输送使用通用策略,可能导致低于最佳的有效性和增加不良影响.
- 个体患者的差异显著影响药物输送中的生理和生理化学过程.
- 了解这些患者特异性因素对于优化治疗结果至关重要.
研究的目的:
- 为个性化药物输送提供多物理模型的概述.
- 讨论这些模型与先进的医学成像技术的整合.
- 探索机器学习等新技术在这个领域的潜力.
主要方法:
- 审查现有的药物输送多物理模型框架.
- 分析模型与医学成像模式的整合.
- 讨论计算代码包和新兴技术.
主要成果:
- 多物理模型提供了一种可行的方法来研究患者特定环境中药物输送的个体影响.
- 现有广泛的建模框架,以阐明药物输送机制和优化治疗计划.
- 与医学成像的整合和机器学习的潜在整合增强了模型的能力.
结论:
- 多物理模型对于推进个性化药物递送是必不可少的,因为它会考虑患者特定的变化.
- 建模,先进成像和机器学习的结合对未来的药物输送优化具有重大前景.
- 这种方法促进了精确的治疗,提高了药物的有效性,并提高了患者的生活质量.
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
Model Approaches for Pharmacokinetic Data: Distributed Parameter Models
68
Pharmacokinetic models are mathematical constructs that represent and predict the time course of drug concentrations in the body, providing meaningful pharmacokinetic parameters. These models are categorized into compartment, physiological, and distributed parameter models.
The distributed parameter models are specifically designed to account for variations and differences in some drug classes. This model is particularly useful for assessing regional concentrations of anticancer or...
The distributed parameter models are specifically designed to account for variations and differences in some drug classes. This model is particularly useful for assessing regional concentrations of anticancer or...
68
Pharmacokinetic Models: Overview
665
Pharmacokinetic models utilize mathematical analysis to achieve a detailed quantitative understanding of a drug's life cycle within the body. They are instrumental in simulating a drug's pharmacokinetic parameters, predicting drug concentrations over time, optimizing dosage regimens, linking concentrations with pharmacologic activity, and estimating potential toxicity.
There are three primary types of models: empirical, compartment, and physiological. Empirical models, with minimal...
There are three primary types of models: empirical, compartment, and physiological. Empirical models, with minimal...
665
Drug Delivery: Overview
287
The selection of a drug's delivery route depends upon its physicochemical properties, including lipid or water solubility and ionization, as well as the therapeutic requirement, such as immediate or sustained effect. These routes can be divided into three primary categories: enteral, parenteral, and topical.
Enteral delivery involves administering drugs directly through swallowing, sublingual placement, or buccal application. Orally administered drugs predominantly navigate the...
Enteral delivery involves administering drugs directly through swallowing, sublingual placement, or buccal application. Orally administered drugs predominantly navigate the...
287


