QSP设计师:量化系统药理学建模与模块化生物过程地图标记和多语言代码生成
Richard J Matthews1, David Hollinshead1, Daniel Morrison1
1Certara UK, Sheffield, UK.
CPT: pharmacometrics & systems pharmacology
|July 15, 2023
概括
QSP Designer 通过复杂模型的图形符号来增强定量系统药理学 (QSP) 工作流. 它以多种语言生成代码,支持各种科学建模社区.
科学领域:
- 药理学 药理学是指药理学的学科.
- 计算生物学 计算生物学
- 系统生物学 系统生物学
背景情况:
- 量化系统药理 (QSP) 工作流通常涉及复杂的普通微分方程 (ODE) 模型构建.
- 图形图表通常用于支持QSP中的生物讨论.
研究的目的:
- 介绍QSP Designer,这是一个旨在促进QSP工作流程的软件工具.
- 加强在QSP中构建和表示复杂的生物模型的过程.
主要方法:
- QSP Designer提供了使用模块进行分层呈现的增强图形符号.
- 它通过图表节点数组来处理组合的复杂性.
- 该软件包括一个模拟引擎.
主要成果:
- QSP Designer 可实现层次模型呈现,并有效地管理组合复杂性.
- 在MATLAB,R,C和Julia中支持完整的模型代码生成.
- 便于构建大型ODE模型.
结论:
- 通过集成图形表示和代码生成,QSP Designer简化了QSP工作流.
- 该工具通过多语言代码输出支持多个建模社区.
- 提高复杂QSP模型的开发和可访问性.
相关概念视频
Mechanistic Models: Overview of Compartment Models
116
Mechanistic models, a category encompassing both physiological and compartmental modeling, differ from empirical models' approaches to incorporating known factors about the systems being modeled. Empirical models describe data with minimal assumptions, while mechanistic models aim to provide a robust description of available data by specifying assumptions and integrating known factors about the system. Compartmental analysis is a key example of a mechanistic model in pharmacokinetics and...
116
Pharmacokinetic Models: Overview
805
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...
805
Pharmacokinetic Models: Comparison and Selection Criterion
109
Physiological and compartmental models are valuable tools used in studying biological systems. These models rely on differential equations to maintain mass balance within the system, ensuring an accurate representation of the dynamic processes at play.
Physiological models take a detailed approach by considering specific molecular processes. They can predict drug distribution, metabolism, and elimination changes, providing a comprehensive understanding of how drugs interact with the body.
Physiological models take a detailed approach by considering specific molecular processes. They can predict drug distribution, metabolism, and elimination changes, providing a comprehensive understanding of how drugs interact with the body.
109
Model Approaches for Pharmacokinetic Data: Distributed Parameter Models
96
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...
96
Model Approaches for Pharmacokinetic Data: Compartment Models
139
Compartmental analysis is a widely adopted approach to characterizing drug pharmacokinetics. It uses compartment models that conceptualize the body as a collection of reversibly communicating compartments, each representing a group of tissues exhibiting similar drug distribution characteristics. The movement rate of the drug between these compartments is typically described by first-order kinetics.
Two primary types of compartment models are recognized: mammillary and catenary. The more...
Two primary types of compartment models are recognized: mammillary and catenary. The more...
139
Model-Independent Approaches for Pharmacokinetic Data: Noncompartmental Analysis
95
Noncompartmental analyses offer an alternative method for describing drug pharmacokinetics without relying on a specific compartmental model. In this approach, the drug's pharmacokinetics are assumed to be linear, with the terminal phase log-linear. This assumption allows for simplified analysis and interpretation of the drug's behavior in the body.
One important characteristic of noncompartmental analyses is that drug exposure increases proportionally with increasing doses. This...
One important characteristic of noncompartmental analyses is that drug exposure increases proportionally with increasing doses. This...
95


