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Thinking BIG rheumatology: how to make functional genomics data work for you
1Department of Medicine, Division of Rheumatology, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA. Deborah.winter@northwestern.edu.
Arthritis Research & Therapy
|February 14, 2018
Summary
Functional genomics integrates high-throughput sequencing data for rheumatic diseases. This review explains how to use big data from functional genomics to understand disease mechanisms and future research directions.
Area of Science:
- Genomics
- Rheumatology
- Bioinformatics
Background:
- High-throughput sequencing generates vast biological data, posing challenges for integration into research.
- Functional genomics provides methods to leverage these large datasets for understanding complex diseases like rheumatic conditions.
Purpose of the Study:
- To provide a primer on applying functional genomics and "big data" to rheumatology research.
- To illustrate the execution of functional genomics research with examples from literature and author's work.
Main Methods:
- Emphasizes the importance of study design for selecting appropriate samples.
- Discusses integrating diverse sequencing data types (gene expression, chromatin structure, single-cell) into gene regulatory network models.
- Highlights the iterative, hypothesis-driven application of bioinformatic methods.
Main Results:
- Functional genomics approaches can uncover disease mechanisms by analyzing complex biological data.
- The integration of diverse data types is key to building comprehensive models of gene regulation.
Conclusions:
- Functional genomics offers powerful tools for advancing rheumatology research through big data analysis.
- Future directions include greater integration of big data, computationally trained researchers, and interactive databases in rheumatology.
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