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In silico tools for accurate HLA and KIR inference from clinical sequencing data empower immunogenetics on individual-patient and population scales
- Source :
- Briefings in Bioinformatics
- Publication Year :
- 2020
- Publisher :
- Cold Spring Harbor Laboratory, 2020.
-
Abstract
- Immunogenetic variation in humans is important in research, clinical diagnosis and increasingly a target for therapeutic intervention. Two highly polymorphic loci play critical roles, namely the human leukocyte antigen (HLA) system, which is the human version of the major histocompatibility complex (MHC), and the Killer-cell immunoglobulin-like receptors (KIR) that are relevant for responses of natural killer (NK) and some subsets of T cells. Their accurate classification has typically required the use of dedicated biological specimens and a combination of in vitro and in silico efforts. Increased availability of next generation sequencing data has led to the development of ancillary computational solutions. Here, we report an evaluation of recently published algorithms to computationally infer complex immunogenetic variation in the form of HLA alleles and KIR haplotypes from whole-genome or whole-exome sequencing data. For both HLA allele and KIR gene typing, we identified tools that yielded >97% overall accuracy for four-digit HLA types, and >99% overall accuracy for KIR gene presence, suggesting the readiness of in silico solutions for use in clinical and high-throughput research settings.
- Subjects :
- 0301 basic medicine
AcademicSubjects/SCI01060
Genotype
Genotyping Techniques
In silico
Population
imputation
clinical sequencing
Human leukocyte antigen
Computational biology
Immunogenetics
Biology
Major histocompatibility complex
Polymorphism, Single Nucleotide
DNA sequencing
03 medical and health sciences
0302 clinical medicine
Gene Frequency
Receptors, KIR
HLA Antigens
Exome Sequencing
Humans
Computer Simulation
Allele
education
Molecular Biology
Alleles
Whole genome sequencing
education.field_of_study
Case Study
Whole Genome Sequencing
Haplotype
High-Throughput Nucleotide Sequencing
KIR
HLA
immunogenetics
Phenotype
030104 developmental biology
Haplotypes
whole-genome sequencing
030220 oncology & carcinogenesis
biology.protein
Imputation (genetics)
Information Systems
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Briefings in Bioinformatics
- Accession number :
- edsair.doi.dedup.....0da1499b3d9934090bab7d49bd0a6cd7