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A Comprehensive and Integrative Approach to MeCP2 Disease Transcriptomics

Mutations in MeCP2 result in a crippling neurological disease, but we lack a lucid picture of MeCP2′s molecular role. Individual transcriptomic studies yield inconsistent differentially expressed genes. To overcome these issues, we demonstrate a methodology to analyze all modern public data. We obta...

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Autores principales: Trostle, Alexander J., Li, Lucian, Kim, Seon-Young, Wang, Jiasheng, Al-Ouran, Rami, Yalamanchili, Hari Krishna, Liu, Zhandong, Wan, Ying-Wooi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10049497/
https://www.ncbi.nlm.nih.gov/pubmed/36982190
http://dx.doi.org/10.3390/ijms24065122
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author Trostle, Alexander J.
Li, Lucian
Kim, Seon-Young
Wang, Jiasheng
Al-Ouran, Rami
Yalamanchili, Hari Krishna
Liu, Zhandong
Wan, Ying-Wooi
author_facet Trostle, Alexander J.
Li, Lucian
Kim, Seon-Young
Wang, Jiasheng
Al-Ouran, Rami
Yalamanchili, Hari Krishna
Liu, Zhandong
Wan, Ying-Wooi
author_sort Trostle, Alexander J.
collection PubMed
description Mutations in MeCP2 result in a crippling neurological disease, but we lack a lucid picture of MeCP2′s molecular role. Individual transcriptomic studies yield inconsistent differentially expressed genes. To overcome these issues, we demonstrate a methodology to analyze all modern public data. We obtained relevant raw public transcriptomic data from GEO and ENA, then homogeneously processed it (QC, alignment to reference, differential expression analysis). We present a web portal to interactively access the mouse data, and we discovered a commonly perturbed core set of genes that transcends the limitations of any individual study. We then found functionally distinct, consistently up- and downregulated subsets within these genes and some bias to their location. We present this common core of genes as well as focused cores for up, down, cell fraction models, and some tissues. We observed enrichment for this mouse core in other species MeCP2 models and observed overlap with ASD models. By integrating and examining transcriptomic data at scale, we have uncovered the true picture of this dysregulation. The vast scale of these data enables us to analyze signal-to-noise, evaluate a molecular signature in an unbiased manner, and demonstrate a framework for future disease focused informatics work.
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spelling pubmed-100494972023-03-29 A Comprehensive and Integrative Approach to MeCP2 Disease Transcriptomics Trostle, Alexander J. Li, Lucian Kim, Seon-Young Wang, Jiasheng Al-Ouran, Rami Yalamanchili, Hari Krishna Liu, Zhandong Wan, Ying-Wooi Int J Mol Sci Article Mutations in MeCP2 result in a crippling neurological disease, but we lack a lucid picture of MeCP2′s molecular role. Individual transcriptomic studies yield inconsistent differentially expressed genes. To overcome these issues, we demonstrate a methodology to analyze all modern public data. We obtained relevant raw public transcriptomic data from GEO and ENA, then homogeneously processed it (QC, alignment to reference, differential expression analysis). We present a web portal to interactively access the mouse data, and we discovered a commonly perturbed core set of genes that transcends the limitations of any individual study. We then found functionally distinct, consistently up- and downregulated subsets within these genes and some bias to their location. We present this common core of genes as well as focused cores for up, down, cell fraction models, and some tissues. We observed enrichment for this mouse core in other species MeCP2 models and observed overlap with ASD models. By integrating and examining transcriptomic data at scale, we have uncovered the true picture of this dysregulation. The vast scale of these data enables us to analyze signal-to-noise, evaluate a molecular signature in an unbiased manner, and demonstrate a framework for future disease focused informatics work. MDPI 2023-03-07 /pmc/articles/PMC10049497/ /pubmed/36982190 http://dx.doi.org/10.3390/ijms24065122 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Trostle, Alexander J.
Li, Lucian
Kim, Seon-Young
Wang, Jiasheng
Al-Ouran, Rami
Yalamanchili, Hari Krishna
Liu, Zhandong
Wan, Ying-Wooi
A Comprehensive and Integrative Approach to MeCP2 Disease Transcriptomics
title A Comprehensive and Integrative Approach to MeCP2 Disease Transcriptomics
title_full A Comprehensive and Integrative Approach to MeCP2 Disease Transcriptomics
title_fullStr A Comprehensive and Integrative Approach to MeCP2 Disease Transcriptomics
title_full_unstemmed A Comprehensive and Integrative Approach to MeCP2 Disease Transcriptomics
title_short A Comprehensive and Integrative Approach to MeCP2 Disease Transcriptomics
title_sort comprehensive and integrative approach to mecp2 disease transcriptomics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10049497/
https://www.ncbi.nlm.nih.gov/pubmed/36982190
http://dx.doi.org/10.3390/ijms24065122
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