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A Genome-Wide Integrative Association Study of DNA Methylation and Gene Expression Data and Later Life Cognitive Functioning in Monozygotic Twins
Monozygotic twins are genetically identical but rarely phenotypically identical. Epigenetic and transcriptional variation could influence this phenotypic discordance. Investigation of intra-pair differences in molecular markers and a given phenotype in monozygotic twins controls most of the genetic...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7160301/ https://www.ncbi.nlm.nih.gov/pubmed/32327964 http://dx.doi.org/10.3389/fnins.2020.00233 |
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author | Soerensen, Mette Hozakowska-Roszkowska, Dominika Marzena Nygaard, Marianne Larsen, Martin J. Schwämmle, Veit Christensen, Kaare Christiansen, Lene Tan, Qihua |
author_facet | Soerensen, Mette Hozakowska-Roszkowska, Dominika Marzena Nygaard, Marianne Larsen, Martin J. Schwämmle, Veit Christensen, Kaare Christiansen, Lene Tan, Qihua |
author_sort | Soerensen, Mette |
collection | PubMed |
description | Monozygotic twins are genetically identical but rarely phenotypically identical. Epigenetic and transcriptional variation could influence this phenotypic discordance. Investigation of intra-pair differences in molecular markers and a given phenotype in monozygotic twins controls most of the genetic contribution, enabling studies of the molecular features of the phenotype. This study aimed to identify genes associated with cognition in later life using integrated enrichment analyses of the results of blood-derived intra-pair epigenome-wide and transcriptome-wide association analyses of cognition in 452 middle-aged and old-aged monozygotic twins (56–80 years). Integrated analyses were performed with an unsupervised approach using KeyPathwayMiner, and a supervised approach using the KEGG and Reactome databases. The supervised approach identified several enriched gene sets, including “neuroactive ligand receptor interaction” (p-value = 1.62(∗)10-2), “Neurotrophin signaling” (p-value = 2.52(∗)10-3), “Alzheimer’s disease” (p-value = 1.20(∗)10-2), and “long-term depression” (p-value = 1.62(∗)10-2). The unsupervised approach resulted in a 238 gene network, including the Alzheimer’s disease gene APP (Amyloid Beta Precursor Protein) as an exception node, and several novel candidate genes. The strength of the unsupervised method is that it can reveal previously uncharacterized sub-pathways and detect interplay between biological processes, which remain undetected by the current supervised methods. In conclusion, this study identified several previously reported cognition genes and pathways and, additionally, puts forward novel candidates for further verification and validation. |
format | Online Article Text |
id | pubmed-7160301 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-71603012020-04-23 A Genome-Wide Integrative Association Study of DNA Methylation and Gene Expression Data and Later Life Cognitive Functioning in Monozygotic Twins Soerensen, Mette Hozakowska-Roszkowska, Dominika Marzena Nygaard, Marianne Larsen, Martin J. Schwämmle, Veit Christensen, Kaare Christiansen, Lene Tan, Qihua Front Neurosci Neuroscience Monozygotic twins are genetically identical but rarely phenotypically identical. Epigenetic and transcriptional variation could influence this phenotypic discordance. Investigation of intra-pair differences in molecular markers and a given phenotype in monozygotic twins controls most of the genetic contribution, enabling studies of the molecular features of the phenotype. This study aimed to identify genes associated with cognition in later life using integrated enrichment analyses of the results of blood-derived intra-pair epigenome-wide and transcriptome-wide association analyses of cognition in 452 middle-aged and old-aged monozygotic twins (56–80 years). Integrated analyses were performed with an unsupervised approach using KeyPathwayMiner, and a supervised approach using the KEGG and Reactome databases. The supervised approach identified several enriched gene sets, including “neuroactive ligand receptor interaction” (p-value = 1.62(∗)10-2), “Neurotrophin signaling” (p-value = 2.52(∗)10-3), “Alzheimer’s disease” (p-value = 1.20(∗)10-2), and “long-term depression” (p-value = 1.62(∗)10-2). The unsupervised approach resulted in a 238 gene network, including the Alzheimer’s disease gene APP (Amyloid Beta Precursor Protein) as an exception node, and several novel candidate genes. The strength of the unsupervised method is that it can reveal previously uncharacterized sub-pathways and detect interplay between biological processes, which remain undetected by the current supervised methods. In conclusion, this study identified several previously reported cognition genes and pathways and, additionally, puts forward novel candidates for further verification and validation. Frontiers Media S.A. 2020-04-09 /pmc/articles/PMC7160301/ /pubmed/32327964 http://dx.doi.org/10.3389/fnins.2020.00233 Text en Copyright © 2020 Soerensen, Hozakowska-Roszkowska, Nygaard, Larsen, Schwämmle, Christensen, Christiansen and Tan. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Soerensen, Mette Hozakowska-Roszkowska, Dominika Marzena Nygaard, Marianne Larsen, Martin J. Schwämmle, Veit Christensen, Kaare Christiansen, Lene Tan, Qihua A Genome-Wide Integrative Association Study of DNA Methylation and Gene Expression Data and Later Life Cognitive Functioning in Monozygotic Twins |
title | A Genome-Wide Integrative Association Study of DNA Methylation and Gene Expression Data and Later Life Cognitive Functioning in Monozygotic Twins |
title_full | A Genome-Wide Integrative Association Study of DNA Methylation and Gene Expression Data and Later Life Cognitive Functioning in Monozygotic Twins |
title_fullStr | A Genome-Wide Integrative Association Study of DNA Methylation and Gene Expression Data and Later Life Cognitive Functioning in Monozygotic Twins |
title_full_unstemmed | A Genome-Wide Integrative Association Study of DNA Methylation and Gene Expression Data and Later Life Cognitive Functioning in Monozygotic Twins |
title_short | A Genome-Wide Integrative Association Study of DNA Methylation and Gene Expression Data and Later Life Cognitive Functioning in Monozygotic Twins |
title_sort | genome-wide integrative association study of dna methylation and gene expression data and later life cognitive functioning in monozygotic twins |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7160301/ https://www.ncbi.nlm.nih.gov/pubmed/32327964 http://dx.doi.org/10.3389/fnins.2020.00233 |
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