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Articles

Why reproducibility remains a challenge in preclinical research

Researchers are uncovering how hidden sources of variability throughout the experimental workflow can shape scientific outcomes.

Preclinical research forms the foundation of modern biomedical discovery, helping scientists evaluate the safety and efficacy of potential therapies before they enter clinical testing. Despite advances in laboratory technologies, researchers continue to face challenges reproducing experimental findings across studies, institutions, and model systems. Growing attention to this issue has revealed that variability can arise at nearly every stage of the research process.

This article explores the many factors that contribute to reproducibility challenges in preclinical research, providing insights into how researchers are working to improve rigor, consistency, and confidence in scientific findings.

Download this article to learn:

  • How study design, reporting practices, and statistical considerations can influence the reproducibility of preclinical findings
  • Why biological models, reagents, laboratory materials, and experimental conditions introduce variability across research settings
  • How standardized workflows, improved training, automation, and transparency initiatives are helping strengthen research reliability

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