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Databases for Research in Pediatric Acute Respiratory Distress Syndrome
1Department of Anesthesiology and Critical Care Medicine, Children's Hospital Los Angeles, Los Angeles, California, United States.
Insights
Creating pediatric acute respiratory distress syndrome (PARDS) databases requires careful data annotation and variable definition. This ensures research databases effectively inform comparative effectiveness studies and advance PARDS knowledge.
Area of Science:
- Critical care medicine
- Pediatric pulmonology
- Health informatics
Background:
- Observational data offers opportunities to study practice variation and comparative effectiveness.
- Pediatric acute respiratory distress syndrome (PARDS) research can benefit from well-structured observational databases.
Purpose of the Study:
- To identify key considerations for creating effective PARDS research databases.
- To guide the development of databases for comparative effectiveness research in PARDS.
Main Methods:
- Literature review of existing research and data practices.
- Analysis of critical data elements for PARDS research.
Main Results:
- Essential database elements include time-sensitive measurements, ventilator variable methodology, outcome measure definitions, data granularity for dose-response analysis, and comorbidity operational definitions.
- An explicit ontologic framework is crucial for PARDS databases.
Conclusions:
- Existing data can advance PARDS knowledge, but aggregation requires careful attention to data granularity and specificity.
- Databases must be designed with specific research questions in mind to ensure data adequacy.
Abstract:
Problem Addressed Observational data, either previously existing or gathered specifically for research, provide exciting opportunities to understand practice variation, generate hypotheses, test the feasibility of future clinical trials, and perform comparative effectiveness research. Pediatric acute respiratory distress syndrome (PARDS) provides a prototypical example of a disease state where our science can be furthered by using observational data in the form of research databases. Investigational Approach Literature review. Results There are several key issues that are important to consider in the creation of PARDS databases to inform future research and answer comparative effectiveness questions. They surround (1) time-sensitive measurements mandating careful annotations of key variables, (2) explicit methodology for ventilator-related variables, (3) explicit data to calculate outcome measures, (4) granularity of data to handle dose-dependent questions, and (5) operational definitions of crucial comorbidities or other factors implicated in PARDS outcome. These areas must be explicitly handled in the ontologic framework of PARDS databases. Conclusions In summary, there are many opportunities to use existing data to further our knowledge of PARDS. However, the aggregation of these data from previous studies, future studies, or existing electronic health care records must be done with careful consideration that the variables and data annotations are of adequate granularity and specificity to answer the questions we want to ask.
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