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Document Oriented Graphical Analysis and Prediction.

Shorabuddin Syed1, Mahanazuddin Syed1, Hafsa Bareen Syeda1

  • 1Department of Biomedical Informatics, University of Arkansas for Medical Sciences, Little Rock, AR, USA.

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Researchers developed DO-GAP, a hybrid tool integrating document and graph databases. This approach enhances data management, correlation, and prediction for clinical and genomic datasets in research labs.

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Area of Science:

  • Bioinformatics
  • Data Science
  • Clinical Informatics

Background:

  • Small to mid-size research labs face challenges managing diverse clinical and secondary datasets.
  • Efficient data dissemination, correlation, and prediction from these datasets remain a significant bottleneck.

Purpose of the Study:

  • To introduce Document Oriented Graphical Analysis and Prediction (DO-GAP), a novel hybrid tool designed to address data management challenges in research laboratories.
  • To demonstrate DO-GAP's capability in integrating heterogeneous data sources and facilitating knowledge discovery.

Main Methods:

  • Developed DO-GAP, a hybrid tool merging strengths of NoSQL document-oriented and graph databases.
  • Utilized document databases for flexible data integration and graph databases for data visualization and knowledge discovery.
  • Integrated genomic lab findings and Electronic Health Record (EHR) clinical data.

Main Results:

  • DO-GAP provides a flexible and simple mechanism for integrating data from heterogeneous sources.
  • The tool enables straightforward querying, data visualization, and knowledge discovery.
  • Demonstrated successful integration of genomic and EHR data.

Conclusions:

  • DO-GAP offers a robust solution for managing and analyzing complex datasets in research settings.
  • The tool's application can extend to various clinical studies, aiding in diagnosis validation and comparison with molecular genetic analysis.