bammds
bammds performs multidimensional scaling to visualize genetic relationships among samples derived from second-generation sequencing and to infer ancestry by comparing samples to a genotype reference panel.
Key Features:
- Multidimensional Scaling Visualization: Employs MDS algorithms to reduce dimensionality and produce visual representations of genetic relationships and population structure.
- Reference Panel Comparison: Compares sequencing-derived samples against a genotype reference panel to position unknown samples relative to known populations.
- Ancient DNA and Low-coverage Support: Tailored for scenarios with limited data, such as low-coverage ancient DNA analyses.
- Integration with Bioinformatics Tools: Uses Samtools for handling sequence data formats, GNU Parallel for parallel processing, and R for statistical computing and visualization.
- Second-generation Sequencing Input: Operates on data obtained from second-generation (high-throughput) sequencing technologies.
Scientific Applications:
- Population Genetics: Aids visualization and interpretation of population structure and genetic relationships among groups.
- Ancestry Inference: Positions unknown individuals relative to reference populations to inform ancestry assignments.
- Ancient DNA Studies: Enables ancestry and population analyses for ancient samples derived from second-generation sequencing despite low coverage.
Methodology:
Processes genetic data using multidimensional scaling (MDS) algorithms to reduce dimensionality while preserving pairwise distances, plots the reduced dimensions for visual interpretation, and compares samples to genotype reference panels; employs Samtools for sequence data handling, GNU Parallel for parallel execution, and R for statistical analysis and plotting.
Topics
Details
- Tool Type:
- command-line tool
- Operating Systems:
- Linux
- Added:
- 8/3/2017
- Last Updated:
- 11/25/2024
Operations
Publications
Malaspinas A, Tange O, Moreno-Mayar JV, Rasmussen M, DeGiorgio M, Wang Y, Valdiosera CE, Politis G, Willerslev E, Nielsen R. <i>bammds:</i> a tool for assessing the ancestry of low-depth whole-genome data using multidimensional scaling (MDS). Bioinformatics. 2014;30(20):2962-2964. doi:10.1093/bioinformatics/btu410. PMID:24974206. PMCID:PMC4184259.