ArticlePLoS computational biology2021
High-throughput Interpretation of Killer-cell Immunoglobulin-like Receptor Short-read Sequencing Data with PING.
Article in PLoS computational biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
26 citing papers in PubMed, 35 citations in OpenAlex.
- High KIR diversity in Uganda and Botswana children living with HIV.Human immunology · 2026Article
- Graph-KIR: graph-based KIR copy number estimation and allele calling using short-read sequencing data.Bioinformatics (Oxford, England) · 2026Article
- Integrating killer cell immunoglobulin-like receptor highresolution genotyping for predicting transplant outcomes in allogeneic hematopoietic stem cell transplantation.Haematologica · 2026Article
- Killer cell immunoglobulin-like receptor (KIR) alleles suggested to be associated with myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS).Brain, behavior, and immunity · 2025Article
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- NK- and T-cell repertoire is established early after allogeneic HSCT and is imprinted by CMV reactivation.Blood advances · 2024Article
- Article
- Genetic complexity of killer-cell immunoglobulin-like receptor genes in human pangenome assemblies.Genome research · 2024Article
- Donor KIR2DL1 Allelic Polymorphism Influences Posthematopoietic Progenitor Cell Transplantation Outcomes in the T Cell Depleted and Reduced Intensity Conditioning Setting.Transplantation and cellular therapy · 2024Article
- High-resolution KIR and HLA genotyping in three Chinese ethnic minorities reveals distinct origins.HLA · 2024Article
- HLA and KIR genetic association and NK cells in anti-NMDAR encephalitis.Frontiers in immunology · 2024Article
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- Geny: a genotyping tool for allelic decomposition of killer cell immunoglobulin-like receptor genes.Frontiers in immunology · 2024Article
- Allelic variation of KIR and HLA tunes the cytolytic payload and determines functional hierarchy of NK cell repertoires.Blood advances · 2023Article
- Article
- KIR-HLA interactions extend human CD8+ T cell lifespan in vivo.The Journal of clinical investigation · 2023Article
- Efficient and accurate KIR and HLA genotyping with massively parallel sequencing data.Genome research · 2023Article
- Article
Corrections and comments
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Authors and funding
10 authors at 3 institutions in 2 countries.
Funding
Abstract
The killer-cell immunoglobulin-like receptor (KIR) complex on chromosome 19 encodes receptors that modulate the activity of natural killer cells, and variation in these genes has been linked to infectious and autoimmune disease, as well as having bearing on pregnancy and transplant outcomes. The medical relevance and high variability of KIR genes makes short-read sequencing an attractive technology for interrogating the region, providing a high-throughput, high-fidelity sequencing method that is cost-effective. However, because this gene complex is characterized by extensive nucleotide polymorphism, structural variation including gene fusions and deletions, and a high level of homology between genes, its interrogation at high resolution has been thwarted by bioinformatic challenges, with most studies limited to examining presence or absence of specific genes. Here, we present the PING (Pushing Immunogenetics to the Next Generation) pipeline, which incorporates empirical data, novel alignment strategies and a custom alignment processing workflow to enable high-throughput KIR sequence analysis from short-read data. PING provides KIR gene copy number classification functionality for all KIR genes through use of a comprehensive alignment reference. The gene copy number determined per individual enables an innovative genotype determination workflow using genotype-matched references. Together, these methods address the challenges imposed by the structural complexity and overall homology of the KIR complex. To determine copy number and genotype determination accuracy, we applied PING to European and African validation cohorts and a synthetic dataset. PING demonstrated exceptional copy number determination performance across all datasets and robust genotype determination performance. Finally, an investigation into discordant genotypes for the synthetic dataset provides insight into misaligned reads, advancing our understanding in interpretation of short-read sequencing data in complex genomic regions. PING promises to support a new era of studies of KIR polymorphism, delivering high-resolution KIR genotypes that are highly accurate, enabling high-quality, high-throughput KIR genotyping for disease and population studies.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.