PlasmoSTR
PlasmoSTR performs genome-wide short tandem repeat (STR) typing in Plasmodium falciparum and Plasmodium vivax to support population-level analyses of genetic diversity, population structure, and genomic signatures of selection.
Key Features:
- Genome-wide STR genotyping: Uses HipSTR to genotype STRs from more than 3,000 Plasmodium falciparum and 174 Plasmodium vivax whole-genome sequencing samples.
- High-quality STR loci identification: Applies a multivariable logistic regression model to select high-quality STR loci, yielding 6,768 STRs for P. falciparum and 3,496 STRs for P. vivax.
- Quality control for short-read data: Implements rigorous quality control measures to address noise and variability inherent to STR genotyping from short-read sequencing.
- Population genetics analysis: Enables analysis of genetic diversity, population structure, and genomic signatures of selection with results consistent with genome-wide SNP data while identifying STR-specific signals.
- Integration with SNP genotyping: Integrates high-quality STR data with SNP genotyping results for comparative analyses.
Scientific Applications:
- Understanding genetic diversity: Provides higher-resolution characterization of population structure and genetic variation in P. falciparum and P. vivax compared with SNP-only analyses.
- Studying genomic signatures of selection: Reveals genomic regions under selection in malaria parasites using STR variation.
- Antimalarial drug resistance research: Contributes STR-based insights into genetic variation relevant to the emergence and spread of antimalarial drug resistance.
Methodology:
HipSTR-based genotyping of STRs from >3,000 P. falciparum and 174 P. vivax WGS samples, followed by rigorous quality control and a multivariable logistic regression model to identify high-quality loci, with integration of STR data with SNP genotyping for comparative analyses.
Topics
Details
- Programming Languages:
- R
- Added:
- 11/22/2021
- Last Updated:
- 11/22/2021
Operations
Publications
Han J, Munro JE, Kocoski A, Barry AE, Bahlo M. Population-level genome-wide STR typing in<i>Plasmodium</i>species reveals higher resolution population structure and genetic diversity relative to SNP typing. Unknown Journal. 2021. doi:10.1101/2021.05.19.444768.