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Preclinical Development: Overview01:28

Preclinical Development: Overview

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Preclinical development consists of a series of tests that ensure the safety and efficacy of a new therapeutic compound before it is tested in humans. There are four main phases to this process. First, safety pharmacology tests are conducted to ensure the drug does not produce any acutely harmful effects. These tests examine parameters such as bronchoconstriction, cardiac dysrhythmias, blood pressure changes, and ataxia. Next, preliminary toxicological testing is performed to determine the...
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Clinical Trials: Overview01:11

Clinical Trials: Overview

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Clinical development focuses on how the drug will interact with the human body and encompasses four key phases of clinical trials, each serving a specific purpose in assessing the safety and effectiveness of new drugs. These phases overlap and build upon one another. Phase I involves a small group of healthy volunteers (typically 20-80 individuals) or, in cases where significant toxicity is expected, patients with the targeted disease, such as cancer or AIDS. The volunteers are tested for...
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Drug Discovery: Overview01:26

Drug Discovery: Overview

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Drug discovery is a multifaceted process involving extensive screening, testing, and optimization of lead compounds to identify potential new drugs for therapeutic use. It combines several approaches, including screening large numbers of natural products, chemical modification of known active molecules, identification of new drug targets, and rational design based on biological mechanisms and drug-receptor structure. These approaches are carried out in both academic research laboratories and...
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Drug Administration and Therapy Phases: Overview01:26

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Drugs, the chemical agents used in diagnosing, treating, or preventing diseases, undergo a four-phase process of development: pharmaceutic, pharmacokinetics, pharmacodynamics, and therapeutic.
The pharmaceutical phase focuses on leveraging the physicochemical properties of the drug to design and manufacture an effective product. Variants include orally administered tablets or capsules, topical creams or ointments, and parenteral-delivery solutions or emulsions.
The pharmacokinetic phase...
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In Vitro Drug Release Testing: Overview, Development and Validation01:10

In Vitro Drug Release Testing: Overview, Development and Validation

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In vitro dissolution and drug release tests assess how quickly and how much of a drug is released from its dosage form into an aqueous medium under standardized laboratory conditions. These tests are essential tools in pharmaceutical development and quality assurance, offering insight into the drug's performance before clinical use.During formulation development, dissolution testing identifies incomplete or inconsistent drug release issues. It also supports decisions on selecting the optimal...
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Drug Regulation01:25

Drug Regulation

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Drug regulation encompasses the management of drug usage by evaluating its safety and efficacy through assessments conducted by regulatory authorities. Regrettably, the history of drug regulation is marred by several catastrophic events. One such incident is the Elixir Sulfanilamide tragedy, in which the toxic compound diethyl glycol was included in a sweet-tasting medication, leading to numerous fatalities. This event prompted the enactment of the Food, Drug, and Cosmetic Act in 1938. Under...
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Updated: Jan 7, 2026

Drug Repurposing Hypothesis Generation Using the "RE:fine Drugs" System
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Drug Repurposing Hypothesis Generation Using the "RE:fine Drugs" System

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Desarrollo de Fármacos

Kun Jin1, Guoqiao Wang2

  • 1Anavex Life Sciences Corp., New York, NY, USA.

Alzheimer's & dementia : the journal of the Alzheimer's Association
|December 25, 2025
PubMed
Resumen
Este resumen es generado por máquina.

Un nuevo modelo mixto lineal B-spline para medidas repetidas (MMRM) maneja visitas no programadas y cronogramas diversos de ensayos. Este enfoque flexible mejora el análisis de datos longitudinales en ensayos clínicos neurológicos.

Palabras clave:
ensayos clínicosmodelado estadísticotrastornos neurológicos

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Área de la Ciencia:

  • Ensayos Clínicos
  • Modelado Estadístico
  • Trastornos Neurológicos

Sus antecedentes:

  • Los modelos mixtos para medidas repetidas (MMRM) son estándar para ensayos neurológicos, pero tienen dificultades con los tiempos de visita categóricos.
  • El MMRM tradicional no puede acomodar visitas no programadas, lo que lleva a la pérdida de datos y limita los estudios integrativos.
  • Los métodos MMRM existentes no son adecuados para datos densos y continuos de monitorización inalámbrica.

Objetivo del estudio:

  • Introducir un novedoso MMRM lineal B-spline (LB-MMRM) que trata las visitas como variables continuas.
  • Evaluar el rendimiento del LB-MMRM frente al MMRM tradicional y al MMRM de spline cúbico.
  • Mejorar el análisis de datos longitudinales de ensayos clínicos, particularmente para enfermedades neurológicas.

Principales métodos:

  • Desarrollado LB-MMRM utilizando bases de B-spline lineales para modelar el tiempo de forma continua.
  • Incorporado visitas no programadas y cronogramas de ensayo variables en el marco LB-MMRM.
  • Comparado LB-MMRM con MMRM estándar y MMRM de spline cúbico utilizando datos simulados que imitan la progresión de la enfermedad de Alzheimer.

Principales resultados:

  • El LB-MMRM produce resultados idénticos al MMRM estándar cuando solo se analizan visitas programadas.
  • El modelo propuesto simplifica la estimación del efecto del tratamiento y ofrece una interpretación más clara que los modelos de spline cúbico.
  • Los resultados de la simulación ilustrarán de manera integral el rendimiento comparativo de los modelos.

Conclusiones:

  • LB-MMRM ofrece una extensión robusta del MMRM tradicional para uso clínico y regulatorio.
  • La capacidad del modelo para visitas no programadas y cronogramas variados mejora su aplicabilidad en ensayos complejos.
  • LB-MMRM presenta una alternativa prometedora e intuitiva para el análisis de datos longitudinales, abordando las limitaciones actuales.