Related Experiment Video
Updated: Aug 26, 2025

11:37
QTL Mapping and CRISPR/Cas9 Editing to Identify a Drug Resistance Gene in Toxoplasma gondii
Published on: June 22, 2017
16.4K
statgenMPP: an R package implementing an IBD-based mixed model approach for QTL mapping in a wide range of
Wenhao Li1, Martin P Boer1, Bart-Jan van Rossum1
1Biometris, Wageningen University and Research Center, Wageningen, 6700 AC, The Netherlands.
Bioinformatics (Oxford, England)
|October 4, 2022
Summary
A new R package, statgenMPP, simplifies quantitative trait loci (QTL) mapping in multi-parent populations (MPPs). It provides tools for identity-by-descent calculations and mixed model analysis, enhancing genetic diversity studies.
Area of Science:
- Genetics
- Bioinformatics
- Statistical Genetics
Background:
- Multi-parent populations (MPPs) offer significant genetic diversity for quantitative trait loci (QTL) mapping.
- Existing software for QTL analysis in MPPs is limited, particularly for diverse MPP designs.
Purpose of the Study:
- To develop a user-friendly R package for QTL mapping in general multi-parent populations.
- To provide a unified identity-by-descent (IBD)-based mixed model approach for QTL analysis.
Main Methods:
- Development of the R package statgenMPP.
- Implementation of IBD calculations and mixed model solutions within the package.
- Integration of visualization tools for QTL mapping.
Main Results:
- The statgenMPP package facilitates QTL analysis across various MPP designs (diallele, NAM, MAGIC, etc.).
- It offers integrated functionalities for IBD estimation, mixed model analysis, and result visualization.
- The package supports complex MPP designs with known crossing schemes.
Conclusions:
- statgenMPP addresses the need for specialized QTL mapping software for MPPs.
- The package enhances the analysis of genetic diversity and trait-associated loci in complex breeding designs.
- Open-source availability promotes wider adoption in genetic research.
More Related Videos
Related Concept Videos
Incomplete Dominance
25.3K
Gregor Mendel's work (1822 - 1884) was primarily focused on pea plants. Through his initial experiments, he determined that every gene in a diploid cell has two variants called alleles inherited from each parent. He suggested that amongst these two alleles, one allele is dominant in character and the other recessive. The combination of alleles determines the phenotype of a gene in an organism.
25.3K
Mechanistic Models: Compartment Models in Individual and Population Analysis
79
Mechanistic models are utilized in individual analysis using single-source data, but imperfections arise due to data collection errors, preventing perfect prediction of observed data. The mathematical equation involves known values (Xi), observed concentrations (Ci), measurement errors (εi), model parameters (ϕj), and the related function (ƒi) for i number of values. Different least-squares metrics quantify differences between predicted and observed values. The ordinary least...
79
Genome-wide Association Studies-GWAS
14.0K
Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
GWAS does not require the identification of the target gene involved in...
GWAS does not require the identification of the target gene involved in...
14.0K
Pedigree Analysis
84.8K
Overview
84.8K

