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Building a framework for reproducibility: the case for standardized data reporting and metadata integration in
Mee S Ngu1,2, Sabrina Toro2, Alexa Burger3
1Department of Pathology, Penn State College of Medicine, Hershey, PA 17033, USA.
Disease Models & Mechanisms
|November 18, 2025
Summary
Standardized data reporting is crucial for zebrafish research. Adopting common methods will improve data sharing, reproducibility, and advance AI-driven discoveries in developmental biology and human disease research.
Area of Science:
- Zebrafish (Danio rerio) research
- Vertebrate model systems
- Genomics and bioinformatics
Background:
- Zebrafish is a key model organism in biology, toxicology, immunology, and genetics.
- High-throughput data generation is expanding zebrafish applications in human disease research and therapeutics.
- Lack of standardized data reporting hinders data usability, interoperability, and reproducibility in the zebrafish community.
Related Concept Videos
01:24Data Reporting and Recording
Reporting and recording are crucial in data documentation. The timely, thorough, and accurate documentation of facts is essential when recording patient data. Failure to record findings during an assessment or interpretation of a problem will result in loss of information and make the patient document unreliable. The reader is left with general impressions if the information is not specific. A recording is documenting data of the individual's health information in a traceable, secure, and...
01:15Data Validation
Method validation is a crucial process in analytical chemistry designed to confirm that a given method consistently produces reliable and high-quality results. This process is essential when a method is applied to different sample matrices or when procedural modifications are made, ensuring that the results meet acceptable standards across various applications.
Key parameters for method validation include:
Key parameters for method validation include: