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Detection of Copy Number Alterations Using Single Cell Sequencing
Published on: February 17, 2017
A Method to Assess Linkage Disequilibrium between CNVs and SNPs Inside Copy Number Variable Regions
Nathan E Wineinger1, Nicholas M Pajewski, Hemant K Tiwari
1Department of Biostatistics, University of Alabama at Birmingham Birmingham, AL, USA.
Frontiers in Genetics
|June 11, 2011
Summary
Researchers developed a new method to accurately measure linkage disequilibrium (LD) between copy number variants (CNVs) and single nucleotide polymorphisms (SNPs), even when SNPs are within CNVs. This improves genetic variability analysis.
Area of Science:
- Genetics
- Bioinformatics
- Population Genetics
Background:
- Copy number variation (CNV) significantly contributes to genetic variability.
- Traditional linkage disequilibrium (LD) metrics like r² are commonly used to assess associations between genetic markers.
- Existing LD methods are limited as they cannot accurately analyze single nucleotide polymorphisms (SNPs) located within copy number variable regions (CNVRs).
Purpose of the Study:
- To address the limitations of current methods in quantifying LD between SNPs and CNVs when SNPs are within CNVRs.
- To develop a novel LD measurement that accurately accounts for SNPs within CNVRs.
- To establish a procedure for estimating allele frequencies for CNV-SNP associations from unphased genotype data.
Main Methods:
- Derivation of a new statistical method for measuring LD between SNPs and CNVs, specifically designed for SNPs within CNVRs.
- Demonstration of the inadequacy of traditional LD metrics (e.g., r²) for SNP/CNV covariance when SNPs are in CNVRs.
- Development of a procedure to estimate CNV-SNP allele frequencies using unphased genotype data.
Main Results:
- Traditional LD metrics provide inaccurate covariance estimates for SNPs within CNVRs.
- The newly derived LD method accurately quantifies SNP/CNV associations, including SNPs within CNVRs.
- A practical procedure for estimating allele frequencies from unphased CNV-SNP genotypes has been established.
Conclusions:
- The developed method overcomes the limitations of traditional LD metrics for analyzing SNPs within CNVRs.
- This advancement enables the inclusion of all SNPs in SNP/CNV LD analyses, regardless of their location relative to CNVs.
- The findings facilitate more comprehensive studies of genetic variability and associations involving copy number variation.
Related Concept Videos
Comparing Copy Number Variations and SNPs
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.
Copy number variations or CNVs are the structural variations that cover more than 1kb of DNA sequence. The single nucleotide polymorphism (SNP), on the other hand, is a single nucleotide change or a point mutation that is found in more than 1%...
Copy number variations or CNVs are the structural variations that cover more than 1kb of DNA sequence. The single nucleotide polymorphism (SNP), on the other hand, is a single nucleotide change or a point mutation that is found in more than 1%...
Single Nucleotide Polymorphisms-SNPs
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,...
Genome-wide Association Studies-GWAS
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.
GWAS does not require the identification of the target gene involved in...
GWAS does not require the identification of the target gene involved in...
Genome Copying Errors
DNA replication is a well-evolved process that copies millions of base pairs with high fidelity during each cell division. Occasionally a wrong base or a long stretch of wrong bases may get added to the daughter strands. If the errors are left unchecked, cells might accumulate several mutations that might endanger their survival. Therefore, the copying errors are checked and repaired at three levels.
