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Entropy-based selection for maternal-fetal genotype incompatibility with application to preterm prelabor rupture of membranes

BACKGROUND: Maternal-fetal genotype incompatibility (MFGI) is increasingly reported to influence human diseases, especially pregnancy-related complications. In practice, it is challenging to identify the ideal incompatibility model for analysis, since the true MFGI mechanism is generally unknown. Th...

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Detalles Bibliográficos
Autores principales: Li, Shaoyu, Cui, Yuehua, Romero, Roberto
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4057811/
https://www.ncbi.nlm.nih.gov/pubmed/24916189
http://dx.doi.org/10.1186/1471-2156-15-66
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author Li, Shaoyu
Cui, Yuehua
Romero, Roberto
author_facet Li, Shaoyu
Cui, Yuehua
Romero, Roberto
author_sort Li, Shaoyu
collection PubMed
description BACKGROUND: Maternal-fetal genotype incompatibility (MFGI) is increasingly reported to influence human diseases, especially pregnancy-related complications. In practice, it is challenging to identify the ideal incompatibility model for analysis, since the true MFGI mechanism is generally unknown. The underlying MFGI mechanism for different genetic variants can vary, and to use a single incompatibility model for all circumstances would cause power loss in testing MFGI. RESULTS: In this article, we propose a practical 2-step procedure that incorporates a model selection strategy based on an entropy measurement to select the most appropriate MFGI model represented by data and test the significance of the MFGI effect using the chosen model within the generalized linear regression framework. CONCLUSIONS: Our simulation studies show that the proposed two-step procedure controls the type I error rate and increase the testing power under various scenarios. In a real data application, our analysis reveals genes having an MFGI effect, which may not be detected with a non-model selection counterpart.
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spelling pubmed-40578112014-06-23 Entropy-based selection for maternal-fetal genotype incompatibility with application to preterm prelabor rupture of membranes Li, Shaoyu Cui, Yuehua Romero, Roberto BMC Genet Research Article BACKGROUND: Maternal-fetal genotype incompatibility (MFGI) is increasingly reported to influence human diseases, especially pregnancy-related complications. In practice, it is challenging to identify the ideal incompatibility model for analysis, since the true MFGI mechanism is generally unknown. The underlying MFGI mechanism for different genetic variants can vary, and to use a single incompatibility model for all circumstances would cause power loss in testing MFGI. RESULTS: In this article, we propose a practical 2-step procedure that incorporates a model selection strategy based on an entropy measurement to select the most appropriate MFGI model represented by data and test the significance of the MFGI effect using the chosen model within the generalized linear regression framework. CONCLUSIONS: Our simulation studies show that the proposed two-step procedure controls the type I error rate and increase the testing power under various scenarios. In a real data application, our analysis reveals genes having an MFGI effect, which may not be detected with a non-model selection counterpart. BioMed Central 2014-06-10 /pmc/articles/PMC4057811/ /pubmed/24916189 http://dx.doi.org/10.1186/1471-2156-15-66 Text en Copyright © 2014 Li 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 credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research Article
Li, Shaoyu
Cui, Yuehua
Romero, Roberto
Entropy-based selection for maternal-fetal genotype incompatibility with application to preterm prelabor rupture of membranes
title Entropy-based selection for maternal-fetal genotype incompatibility with application to preterm prelabor rupture of membranes
title_full Entropy-based selection for maternal-fetal genotype incompatibility with application to preterm prelabor rupture of membranes
title_fullStr Entropy-based selection for maternal-fetal genotype incompatibility with application to preterm prelabor rupture of membranes
title_full_unstemmed Entropy-based selection for maternal-fetal genotype incompatibility with application to preterm prelabor rupture of membranes
title_short Entropy-based selection for maternal-fetal genotype incompatibility with application to preterm prelabor rupture of membranes
title_sort entropy-based selection for maternal-fetal genotype incompatibility with application to preterm prelabor rupture of membranes
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4057811/
https://www.ncbi.nlm.nih.gov/pubmed/24916189
http://dx.doi.org/10.1186/1471-2156-15-66
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