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Probe-specific mixed-model approach to detect copy number differences using multiplex ligation-dependent probe amplification (MLPA)
BACKGROUND: MLPA method is a potentially useful semi-quantitative method to detect copy number alterations in targeted regions. In this paper, we propose a method for the normalization procedure based on a non-linear mixed-model, as well as a new approach for determining the statistical significance...
Autores principales: | , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2008
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2492880/ https://www.ncbi.nlm.nih.gov/pubmed/18522760 http://dx.doi.org/10.1186/1471-2105-9-261 |
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author | González, Juan R Carrasco, Josep L Armengol, Lluís Villatoro, Sergi Jover, Lluís Yasui, Yutaka Estivill, Xavier |
author_facet | González, Juan R Carrasco, Josep L Armengol, Lluís Villatoro, Sergi Jover, Lluís Yasui, Yutaka Estivill, Xavier |
author_sort | González, Juan R |
collection | PubMed |
description | BACKGROUND: MLPA method is a potentially useful semi-quantitative method to detect copy number alterations in targeted regions. In this paper, we propose a method for the normalization procedure based on a non-linear mixed-model, as well as a new approach for determining the statistical significance of altered probes based on linear mixed-model. This method establishes a threshold by using different tolerance intervals that accommodates the specific random error variability observed in each test sample. RESULTS: Through simulation studies we have shown that our proposed method outperforms two existing methods that are based on simple threshold rules or iterative regression. We have illustrated the method using a controlled MLPA assay in which targeted regions are variable in copy number in individuals suffering from different disorders such as Prader-Willi, DiGeorge or Autism showing the best performace. CONCLUSION: Using the proposed mixed-model, we are able to determine thresholds to decide whether a region is altered. These threholds are specific for each individual, incorporating experimental variability, resulting in improved sensitivity and specificity as the examples with real data have revealed. |
format | Text |
id | pubmed-2492880 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-24928802008-08-01 Probe-specific mixed-model approach to detect copy number differences using multiplex ligation-dependent probe amplification (MLPA) González, Juan R Carrasco, Josep L Armengol, Lluís Villatoro, Sergi Jover, Lluís Yasui, Yutaka Estivill, Xavier BMC Bioinformatics Methodology Article BACKGROUND: MLPA method is a potentially useful semi-quantitative method to detect copy number alterations in targeted regions. In this paper, we propose a method for the normalization procedure based on a non-linear mixed-model, as well as a new approach for determining the statistical significance of altered probes based on linear mixed-model. This method establishes a threshold by using different tolerance intervals that accommodates the specific random error variability observed in each test sample. RESULTS: Through simulation studies we have shown that our proposed method outperforms two existing methods that are based on simple threshold rules or iterative regression. We have illustrated the method using a controlled MLPA assay in which targeted regions are variable in copy number in individuals suffering from different disorders such as Prader-Willi, DiGeorge or Autism showing the best performace. CONCLUSION: Using the proposed mixed-model, we are able to determine thresholds to decide whether a region is altered. These threholds are specific for each individual, incorporating experimental variability, resulting in improved sensitivity and specificity as the examples with real data have revealed. BioMed Central 2008-06-04 /pmc/articles/PMC2492880/ /pubmed/18522760 http://dx.doi.org/10.1186/1471-2105-9-261 Text en Copyright © 2008 González et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Methodology Article González, Juan R Carrasco, Josep L Armengol, Lluís Villatoro, Sergi Jover, Lluís Yasui, Yutaka Estivill, Xavier Probe-specific mixed-model approach to detect copy number differences using multiplex ligation-dependent probe amplification (MLPA) |
title | Probe-specific mixed-model approach to detect copy number differences using multiplex ligation-dependent probe amplification (MLPA) |
title_full | Probe-specific mixed-model approach to detect copy number differences using multiplex ligation-dependent probe amplification (MLPA) |
title_fullStr | Probe-specific mixed-model approach to detect copy number differences using multiplex ligation-dependent probe amplification (MLPA) |
title_full_unstemmed | Probe-specific mixed-model approach to detect copy number differences using multiplex ligation-dependent probe amplification (MLPA) |
title_short | Probe-specific mixed-model approach to detect copy number differences using multiplex ligation-dependent probe amplification (MLPA) |
title_sort | probe-specific mixed-model approach to detect copy number differences using multiplex ligation-dependent probe amplification (mlpa) |
topic | Methodology Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2492880/ https://www.ncbi.nlm.nih.gov/pubmed/18522760 http://dx.doi.org/10.1186/1471-2105-9-261 |
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