A Maize Practical Haplotype Graph Leverages Diverse NAM Assemblies
José A. Valdes FrancoiD, Joseph L. GageiD, Peter J. BradburyiD, Lynn JohnsoniD, Zachary R. MilleriD, Edward S. BuckleriD, M. Cinta RomayiD
Abstract
As a result of millions of years of transposon activity, multiple rounds of ancient polyploidization, and large populations that preserve diversity, maize has an extremely structurally diverse genome, evidenced by high-quality genome assemblies that capture substantial levels of both tropical and temperate diversity. We generated a pangenome representation (the Practical Haplotype Graph, PHG) of these assemblies in a database, representing the pangenome haplotype diversity and providing an initial estimate of structural diversity. We leveraged the pangenome to accurately impute haplotypes and genotypes of taxa using various kinds of sequence data, ranging from WGS to extremely-low coverage GBS. We imputed the genotypes of the recombinant inbred lines of the NAM population with over 99% mean accuracy, while unrelated germplasm attained a mean imputation accuracy of 92 or 95% when using GBS or WGS data, respectively. Most of the imputation errors occur in haplotypes within European or tropical germplasm, which have yet to be represented in the maize PHG database. Also, the PHG stores the imputation data in a 30,000-fold more space-efficient manner than a standard genotype file, which is a key improvement when dealing with large scale data.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 34
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- The Practical Haplotype Graph, a platform for storing and using pangenomes for imputation
Peter J. Bradbury, Terry M. Casstevens, … Edward S. Buckler·BioinformaticsPeer-reviewed·Jun 24, 2022
- Development of the Wheat Practical Haplotype Graph Database as a Resource for Genotyping Data Storage and Genotype Imputation
Katherine W. Jordan, Peter J. Bradbury, … Eduard Akhunov·G3 Genes Genomes GeneticsPeer-reviewed·Nov 9, 2021
- Large haplotypes highlight a complex age structure within the maize pan-genome
Jianing Liu, R. Kelly Dawe·Genome ResearchPeer-reviewed·Mar 1, 2023
- Genome-wide Imputation Using the Practical Haplotype Graph in the Heterozygous Crop Cassava
Evan M. Long, Peter J. Bradbury, … Kelly R. Robbins·G3 Genes Genomes GeneticsPeer-reviewed·Nov 9, 2021
- Construction of the third generation Zea mays haplotype map
Robert Bukowski, Xiaosen Guo, … Qi Sun·GigaSciencePeer-reviewed·Dec 30, 2017
- Increasing calling accuracy, coverage, and read depth in sequence data by the use of haplotype blocks
Torsten Pook, Adnane Nemri, … Chris-Carolin Schön·PLoS GeneticsPeer-reviewed·Dec 23, 2021