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Sequencing of the human genome has opened up several best-kept secrets of the genome. Scientists have identified thousands of genome variations that exist within a population. These variations can be a single nucleotide or a larger chromosomal variation.
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Genetic variation is the diversity in DNA sequences found among individuals of the same species. This diversity is crucial for a species' survival because it helps organisms adapt to environmental changes. Genetic variation begins with fertilization, where an egg and sperm cell merge. Each of these cells carries 23 chromosomes, up to 46 in the fertilized egg. Chromosomes are long DNA strands that contain genes, the basic units of heredity.
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Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
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A single nucleotide polymorphism or SNP is a single nucleotide variation at a specific genomic position in a large population. It is the most prevalent type of sequence variation found in the human genome. Point mutations that occur in more than 1% of the population qualify as SNPs. These are present once every 1000 nucleotides on an average in the human genome. Replacement of a purine with another purine (A/G) or a pyrimidine with another pyrimidine (C/T) is known as a transition. In contrast,...
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Following the Dynamics of Structural Variants in Experimentally Evolved Populations
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VariantStore: an index for large-scale genomic variant search.

Prashant Pandey1, Yinjie Gao1, Carl Kingsford2

  • 1Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, USA.

Genome Biology
|August 20, 2021
PubMed
Summary
This summary is machine-generated.

VariantStore efficiently indexes genomic variants from thousands of samples using a variation graph, overcoming reference bias. This enables rapid, flexible variant queries across diverse coordinate systems.

Keywords:
Graph genomesPangenomesVariation graph

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Area of Science:

  • Genomics
  • Bioinformatics
  • Computational Biology

Background:

  • Scaling genomic variant indexing to large sample sizes is computationally intensive.
  • Multiple coordinate systems in genomic data introduce reference biases.
  • Efficient variant search across diverse samples is crucial for genomic research.

Purpose of the Study:

  • To present VariantStore, a novel system for indexing and querying genomic variants.
  • To enable variant searches across multiple sample-specific coordinate systems.
  • To address the computational challenges of scaling genomic variant indexes.

Main Methods:

  • Developed VariantStore, a system utilizing a variation graph for indexing.
  • Indexed genomic variants from large-scale projects like TCGA and 1000 Genomes.
  • Implemented variant querying across sample-specific coordinate systems.

Main Results:

  • VariantStore successfully indexed variants from TCGA in 4 hours and 1000 Genomes in 3 hours.
  • Variant queries in a gene were completed in 0.002 to 3 seconds.
  • The system used only 10% of the memory required by full data representations.

Conclusions:

  • VariantStore offers a scalable and efficient solution for genomic variant indexing and querying.
  • The system effectively handles multiple coordinate systems, reducing reference bias.
  • VariantStore significantly improves the speed and resource efficiency of large-scale genomic data analysis.