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Biopharmaceutical Factors Influencing Drug Product Design: Overview01:22

Biopharmaceutical Factors Influencing Drug Product Design: Overview

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Rational drug product design integrates knowledge of the drug’s physicochemical properties, formulation components, manufacturing techniques, and intended route of administration. Each factor influences the drug’s performance, including how it is released, absorbed, and eliminated in the body.The physicochemical properties of a drug—such as solubility, stability, and particle size—affect its compatibility with excipients and the choice of dosage form. Excipients, though...
222
Determination of Multiple Dosing Parameters: Loading and Maintenance Doses01:25

Determination of Multiple Dosing Parameters: Loading and Maintenance Doses

208
A loading dose is an essential pharmacological strategy to rapidly achieve the target plasma drug concentration necessary for an immediate therapeutic effect. This approach is especially critical for drugs characterized by slow absorption or extended half-lives, where delaying therapeutic plasma levels could compromise treatment outcomes. By administering a loading dose, clinicians ensure a prompt onset of drug action, even for agents with complex pharmacokinetic profiles.Achieving steady-state...
208
Drug Dissolution: Requirements and Profile Comparison01:14

Drug Dissolution: Requirements and Profile Comparison

220
The acceptance criteria for dissolution profile data are anchored in Q values, representing the percentage of drug dissolved within a specified period. This assessment unfolds in three stages:First Stage: The test passes if all six drug dosage units are equal to or greater than Q plus 5%; otherwise, the sample proceeds to the second stage.Second Stage: The average of twelve units must be equal to or greater than Q, with no unit falling below Q - 15% to pass; if not, it progresses to the final...
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Factors Influencing Drug Absorption: Pharmaceutical Parameters01:28

Factors Influencing Drug Absorption: Pharmaceutical Parameters

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Solid dosage forms such as tablets and capsules undergo rigorous manufacturing processes to ensure stability and effectiveness. Their dissolution and absorption properties are influenced significantly by the choice of excipients (inactive ingredients that serve various roles in the formulation), and the methodology applied during production. The manufacturing parameters, such as compression force and granulation techniques, significantly affect dissolution rates. Elevated compression forces...
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Dosage Regimens: Designs and Approaches01:28

Dosage Regimens: Designs and Approaches

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Designing a dosage regimen, which refers to the manner of drug administration, is a complex process involving the selection of drug dose, route, and frequency. This process is underpinned by pharmacokinetic parameters derived from tests and population averages. These parameters are then tailored to patient-specific variables such as diagnosis, demographics, and allergy status. Once therapy commences, therapeutic response monitoring is critical and achieved through clinical and physical...
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Determination of Multiple Dosing Parameters: Steady-State, Minimum and Maximum Concentrations01:15

Determination of Multiple Dosing Parameters: Steady-State, Minimum and Maximum Concentrations

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Gentamicin, an aminoglycoside antibiotic, is commonly administered via intermittent intravenous infusion to treat severe infections. An intermittent one-hour infusion of gentamicin, administered at eight-hour intervals, allows for precise control of plasma drug concentrations, minimizing toxicity while ensuring therapeutic efficacy. Pharmacokinetic principles govern the dynamics of plasma concentrations and can be mathematically described using specific equations.The plasma drug concentration...
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Updated: Jan 10, 2026

A Workflow for Lipid Nanoparticle LNP Formulation Optimization using Designed Mixture-Process Experiments and Self-Validated Ensemble Models SVEM
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一个系统的智能优化框架,用于持续发布的配方设计.

Yuchao Qiao1,2, Yijia Wu1,2, Mengchen Han1,2

  • 1Department of Health Statistics, School of Public Health, Shanxi Medical University, Taiyuan 030001, China.

Pharmaceutics
|November 27, 2025
PubMed
概括
此摘要是机器生成的。

这项研究提出了使用混合实验和先进算法的持续释放药物配方的优化策略. 配方45表现出优越的药物释放概况,显著改进了原始设计.

关键词:
外部处罚功能的外部处罚功能.智能优化算法 智能优化算法采用多个标准的决策.多目标优化多目标优化持续释放配方的配方

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科学领域:

  • 制药科学 制药科学
  • 制定 发展 制定 发展
  • 药物输送系统 药物输送系统

背景情况:

  • 优化多组件持续释放配方是复杂的,因为许多相互作用的变量.
  • 传统方法往往难以解释组件相互作用,同时优化多个目标.

研究的目的:

  • 开发和验证一个系统的战略,以优化持续释放配方,使用混合物实验.
  • 确定最佳配方成分,以提高药物释放概况.
  • 整合先进的统计和计算方法,以实现强大的配方优化.

主要方法:

  • 使用LASSO回归,平滑切割绝对偏差 (SCAD) 和最小形惩罚 (MCP) 的可变选.
  • 构建一个基于二次推理函数的客观模型.
  • 使用NSGA-III,MOGWO和NSWOA算法进行多目标优化,以生成帕雷托最佳解决方案.
  • 使用重法和TOPSIS用于减少偏差的解决方案的评估.

主要成果:

  • 经MCP选的模型显示出极好的匹配 (AIC=19.8028,BIC=45.2951),证实了其适合优化.
  • 含有HPMC K4M,HPMC K100LV,MgO,乳糖和无水CaHPO4的特定比率的45型配方表现出优异的持续释放.
  • 配方45的累积药物释放率为22.75% (2小时),64.98% (8小时) 和100.23% (24小时),与原始配方相比显著改善.

结论:

  • 集成的工作流有效地模拟了持续释放配方的组件相互作用和重复测量.
  • 这种方法为优化复杂的多组件药物输送系统提供了一种强大的,有科学依据的方法.
  • 优化的配方表现出增强的药物释放特性,提供潜在的临床益处.