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Simplifying Systems Genetics with QTLretrievR: An R Package for Molecular QTL Identification
Hannah B Dewey1,2, Selcan Aydin1, Samuel J Widmayer1
1The Jackson Laboratory, 600 Main St, Bar Harbor, Maine, USA.
Systems genetics links complex traits to genetic variants but is computationally intensive. We developed QTLretrievR, an R package, to simplify and accelerate the analysis of molecular quantitative trait loci in diverse populations.
Area of Science:
- Genomics
- Bioinformatics
- Statistical Genetics
Background:
- Systems genetics integrates molecular profiling and genetic mapping to link complex disease phenotypes to genetic variants.
- Computational intensity and inaccessibility of current methods limit their application, especially with multiple tissues or numerous -omics phenotypes.
Purpose of the Study:
- To develop an R package, QTLretrievR, that simplifies and streamlines the identification and downstream analysis of molecular quantitative trait loci (QTLs).
- To improve computational efficiency and accessibility for systems genetics studies in genetically diverse populations.
Main Methods:
- QTLretrievR is an R package building upon existing tools like r/qtl2 and r/intermediate.
- Incorporates parallelization features for enhanced computational efficiency.
- Includes functions for QTL peak detection, mediation analysis, and result visualization.
Main Results:
- QTLretrievR successfully reproduces results from previous QTL studies.
- Significantly reduces the time required for QTL detection and downstream analyses.
- Provides visualization tools for downstream analysis results.
Conclusions:
- QTLretrievR enhances the accessibility and efficiency of systems genetics analyses.
- Facilitates the identification of genetic variants and regulatory effects underlying complex traits.
- The R package is available for broader research community use.
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