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Integrative Analysis of Omics Big Data.

Xiang-Tian Yu1, Tao Zeng2

  • 1Key Laboratory of Systems Biology, Institute of Biochemistry and Cell Biology, Chinese Academy Science, Shanghai, China.

Methods in Molecular Biology (Clifton, N.J.)
|March 15, 2018
PubMed
Summary
This summary is machine-generated.

The big data era in biology and biomedicine necessitates integrative analysis of omics data. This study reviews data integration approaches to support precision medicine and future research directions.

Keywords:
BayesianBig dataComplex diseasesHigh throughputIntegrationMachine learningMatrix decompositionOmicsPrecision medicineSubtype

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Area of Science:

  • Bioinformatics
  • Computational Biology
  • Genomics

Background:

  • The proliferation of diverse omics data marks a transition to a big data era in biology and biomedicine.
  • This shift necessitates advanced data integration strategies to handle both horizontal and vertical data ensembles.
  • Current research trends are moving from population-guided to individual-guided investigations, demanding more sophisticated analytical methods.

Purpose of the Study:

  • To summarize combinatory analysis approaches for designing effective integrative genomics studies.
  • To survey data fusion methods for developing computational models in biological significance detection.
  • To provide resources and tools supporting precision medicine through big biomedical data analysis.

Main Methods:

  • Review of existing literature on biological data integration strategies.
  • Analysis of "bottom-up" and "top-down" integration modes in omics data analysis.
  • Survey of data fusion techniques for computational model development.

Main Results:

  • Identification of candidate protocols for biological experiment design in integrative genomics.
  • Guidance for computational model development in biological significance detection.
  • Highlighting new data resources and analysis tools for precision medicine.

Conclusions:

  • Integrative analysis is crucial for addressing the complexities of big omics data in biology and biomedicine.
  • The study provides a framework for experimental design and computational model development.
  • Future directions emphasize overcoming challenges in omics big data integration for advancing precision medicine.