bioRxiv Science⌕ Search

bioRxiv · 10.1101/245035

Genotype Imputation Performance of Three Reference Panels Using African Ancestry Individuals

Abstract

Genotype imputation is used to estimate unobserved genotypes from genome-wide maker data, to increase genome coverage and power for genome-wide association studies. Imputation has been most successful for European ancestry populations in which very large reference panels are available. Smaller subsets of African descent populations are available in 1000 Genomes (1000G), the Consortium on Asthma among African-Ancestry Populations in the Americas (CAAPA) and the Haplotype Reference Consortium (HRC). We aimed to compare the performance of these reference panels when imputing variation in 3,747 African Americans (AA) from 2 cohorts (HCV and COPDGene) genotyped using the Illumina Omni family of microarrays. The haplotypes of 2,504 individuals (from 1000G), 883 (from CAAPA) and 32,611 (from HRC) were used as reference. We compared the performance of these panels based on number of variants, imputation quality, imputation accuracy and coverage. In both cohorts, 1000G imputed 1.5-1.6x more variants compared to CAAPA and 1.2x more variants than HRC. Similar findings were observed for variants with higher imputation quality (R2>0.5) and for rare, low frequency, and common variants. When merging the results of the three panels the total number of imputed variants was 62M-63M with 20M overlapping variants imputed by all three panels, and a range of 5 to 15M unique variants imputed exclusively with one of the three panels. For overlapping variants, imputation quality was highest for HRC, followed by 1000G, then CAAPA, and improved as the minor allele frequency increased. The 1000G, HRC and CAAPA participants of African ancestry provided high performance and accuracy for imputation of African American admixed individuals, increasing the total number of variants with high quality available for subsequent analyses. These three panels are complementary and would benefit from the development of an integrated African reference panel, including data from multiple sources and populations.

Source connections

Explore related subjects

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

Vergara, C., Parker, M. M., Franco, L., Cho, M. H., Valencia-Duarte, A. V., Beaty, T. H., Duggal, P.. 2018-01-08. Genotype Imputation Performance of Three Reference Panels Using African Ancestry Individuals. https://doi.org/10.1101/245035

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related preprints

X-Chromosomal STR-based analysis of genetic diversity, structure, and phylogeny in the Sri Lankan Vedda population

The Vedda people are regarded as the direct descendants of Sri Lanka's Mesolithic hunter-gatherers and represent one of South Asia's oldest surviving indigenous populations. X-chromosomal short tandem repeat (X-STR) analysis provides a powerful framework to examine their genetic distinctiveness, as the X chromosome exhibits sex-biased biparental inheritance and greater sensitivity to demographic and evolutionary forces compared to autosomal markers. However, no X-STR-based genetic investigations have yet been conducted on this population. In the present study, we successfully genotyped 50 unrelated Veddas individuals using a recently developed 16 X-STR multiplex PCR system optimized for Sri Lankan populations. Our analyses revealed a statistically significant genetic differentiation (2.43%) between the Veddas and the principal local ethnic groups; Sinhalese, Sri Lankan Tamils, Indian Tamils, and Moors exceeding previous estimates based on autosomal STR markers. Comparative analysis with 32 global populations positioned the Veddas as a genetically distinct and isolated group, separated from clusters representing South Asians, Europeans, Middle Easterners, and other indigenous populations such as Australian Aboriginals, Bhil Indians, and Kedayans, emphasizing their unique genetic heritage. Reduced allelic (115) and haplotype (62) counts, alongside significant linkage disequilibrium detected among eight pairs of X-STR loci, reflect the influence of genetic drift within this small, endogamous, and historically isolated population. These findings highlight the evolutionary and demographic distinctiveness of the Veddas and provide essential baseline data for future population genomic studies. Furthermore, the demonstrated high discriminatory power of the 16 X-STR loci supports their continued application in population genetics and anthropological research within this unique community.

genetics↗

Fss1, a CTNS/PQ domain protein, has dual roles in promoting fertility in Schizosaccharomyces pombe

Sexual reproduction is critical in most eukaryotes, but many genes required for the process remain to be identified and characterized. A previous saturation mutagenesis study in Schizosaccharomyces pombe implicated several unnamed genes in having roles in sexual reproduction. In this work, we provide an initial characterization of 13 of these genes and an in-depth characterization of one gene, fss1 (facilitates starvation sex). Fss1 has high structural homology to the human PQ-loop repeat family PQLC2 transceptor (amino acid transporter plus membrane receptor), but likely lacks the ability to transport amino acids due to loss of a critical PQ motif. fss1{Delta} mutants have no defects in meiosis but have pronounced defects in packaging the products of meiosis into spores, particularly in nutrient-poor environments. The spore formation phenotypes are recessive as fss1{Delta} spores produced by a fss1+/fss1{Delta} heterozygote develop normally. Immuno-gold electron microscopy shows Fss1 localizes to vesicles that fuse to the ephemeral outer spore membrane as the spore wall matures below. Fss1 protein is also produced within spores and this population is required for normal vacuole morphology and timely germination. We propose a model in which Fss1 is a vesicle receptor that facilitates spore wall formation from diploid-expressed protein, while spore-expressed protein acts at the vacuole to promote an internal cellular environment that facilitates germination. This work expands our catalog of genes that contribute to sexual reproduction and identifies two previously unknown tasks in spore biology that are both facilitated by Fss1.

genetics↗

Expression of tardigrade intrinsically disordered proteins in C. elegans reveals variable effects on aging and stress

Tardigrades survive extreme environmental stress by expressing intrinsically disordered proteins that stabilize cellular structures during cryptobiosis. Because these proteins protect cells from desiccation, oxidative stress, and DNA damage, they have attracted interest as potential therapeutics to enhance stress resilience in other organisms. However, most studies have relied on cultured cells or germline expression, leaving their effects in somatic tissues largely unexplored. Here, we generated Caenorhabditis elegans strains expressing four tardigrade intrinsically disordered proteins, Damage Suppressor (DSUP), cytoplasmic-abundant heat-soluble (CAHS), mitochondrial-abundant heat-soluble (MAHS), and Ramazzottius varieornatus late embryogenesis abundant (RvLEAM), throughout somatic tissues. Surprisingly, constitutive expression of each protein reduced lifespan, impaired motility and reproduction, and failed to improve resistance to most environmental stressors. DSUP toxicity was tissue- and developmental stage-dependent, indicating that both spatial and temporal expression influence its physiological effects. Despite these detrimental phenotypes, several proteins reduced protein aggregation during desiccation-associated stress, demonstrating context-dependent protective effects. Together, our findings reveal that tardigrade stress proteins impose physiological tradeoffs in vivo and underscore the importance of evaluating candidate stress-protective proteins in physiologically relevant somatic models before therapeutic translation.

genetics↗