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Detection of Copy Number Alterations Using Single Cell Sequencing
Published on: February 17, 2017
Multiple samples aCGH analysis for rare CNVs detection.
Maciej Sykulski1, Tomasz Gambin, Magdalena Bartnik
1Institute of Informatics, University of Warsaw, Warsaw, Poland. aniag@mimuw.edu.pl.
Journal of Clinical Bioinformatics
|June 14, 2013
Summary
This study introduces a new method for detecting rare DNA copy number variations (CNVs) in multiple patients. The approach effectively identifies genetic changes across various diseases, improving diagnostic accuracy.
Area of Science:
- Genetics
- Genomics
- Medical Diagnostics
Background:
- DNA copy number variations (CNVs) are a key source of genetic diversity.
- Array comparative genomic hybridization (aCGH) is the standard for CNV detection.
Purpose of the Study:
- To develop a novel multiple-sample aCGH analysis methodology for detecting rare CNVs.
- To focus on constitutional genomic abnormalities in a broad range of human diseases, distinct from cancer-focused approaches.
Main Methods:
- A new multiple-sample aCGH analysis methodology is proposed.
- Algorithms are designed for post-processing filtering of segmentation methods.
- The method is tested on exon-targeted aCGH arrays from 366 patients.
Main Results:
- The methodology successfully detects rare CNVs in patients with developmental delay/intellectual disability, epilepsy, or autism.
- The approach is applicable as a post-processing step for existing segmentation techniques.
Conclusions:
- Utilizing multiple samples enhances the detection of rare CNVs associated with pathogenic changes.
- A robust statistical framework effectively mitigates technical artifacts like 'waves'.
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%...
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...

