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Dcifer: an IBD-based method to calculate genetic distance between polyclonal infections
Inna Gerlovina1, Boris Gerlovin1, Isabel Rodríguez-Barraquer1
1EPPIcenter Research Program, Division of HIV, ID and Global Medicine, Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA.
Dcifer accurately estimates genetic relatedness between complex malaria parasite infections using identity by descent (IBD). This method improves detection of related infections, crucial for understanding pathogen transmission dynamics.
Area of Science:
- Genomics
- Epidemiology
- Parasitology
Background:
- Reconstructing pathogen transmission relies on genetic distance between infections.
- Existing methods struggle with polyclonal infections and diverse genetic data (SNPs, microsatellites).
Purpose of the Study:
- To develop a method for calculating genetic distance between complex, polyclonal infections.
- To provide a general solution accommodating unphased data and various genetic markers.
Main Methods:
- Introduced Dcifer (Distance for complex infections: fast estimation of relatedness).
- Employs an identity by descent (IBD) framework accounting for population allele frequencies and infection complexity.
- Uses combinatorics to handle unobserved haplotypes for fast processing.
Main Results:
- Dcifer provides reliable inference and estimates pairwise relatedness with uncertainty.
- Achieves 2-4 times greater statistical power in detecting related infections compared to identity by state methods.
- Demonstrates accurate and interpretable results, with relatedness aligning with geographic data.
Conclusions:
- Dcifer fills a methodological gap for analyzing genetic distance in polyclonal infections.
- The method is applicable to diverse genetic data and unphased samples.
- Dcifer is available as a public software package for pathogen transmission studies.
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