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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.
Afiliação
  • González JR; Center for research in environmental epidemiology (CREAL), Barcelona, Spain. jrgonzalez@imim.es
BMC Bioinformatics ; 9: 261, 2008 Jun 04.
Article em En | MEDLINE | ID: mdl-18522760
ABSTRACT

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.
Assuntos

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Variação Genética / Sondas de DNA / Técnicas de Sonda Molecular / Dosagem de Genes Tipo de estudo: Clinical_trials / Prognostic_studies Limite: Humans Idioma: En Ano de publicação: 2008 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Variação Genética / Sondas de DNA / Técnicas de Sonda Molecular / Dosagem de Genes Tipo de estudo: Clinical_trials / Prognostic_studies Limite: Humans Idioma: En Ano de publicação: 2008 Tipo de documento: Article