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Identification of autosomal cis expression quantitative trait methylation (cis eQTMs) in children’s blood

View ORCID ProfileCarlos Ruiz-Arenas, View ORCID ProfileCarles Hernandez-Ferrer, View ORCID ProfileMarta Vives-Usano, Sergi Marí, Inés Quintela, View ORCID ProfileDan Mason, View ORCID ProfileSolène Cadiou, View ORCID ProfileMaribel Casas, View ORCID ProfileSandra Andrusaityte, View ORCID ProfileKristine Bjerve Gutzkow, Marina Vafeiadi, View ORCID ProfileJohn Wright, View ORCID ProfileJohanna Lepeule, View ORCID ProfileRegina Grazuleviciene, Leda Chatzi, View ORCID ProfileÁngel Carracedo, View ORCID ProfileXavier Estivill, View ORCID ProfileEulàlia Martí, View ORCID ProfileGeòrgia Escaramís, View ORCID ProfileMartine Vrijheid, View ORCID ProfileJuan R González, View ORCID ProfileMariona Bustamante
doi: https://doi.org/10.1101/2020.11.05.368076
Carlos Ruiz-Arenas
1Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Barcelona, Spain
2Universitat Pompeu Fabra (UPF), Barcelona, Spain
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Carles Hernandez-Ferrer
2Universitat Pompeu Fabra (UPF), Barcelona, Spain
3Centro Nacional de Análisis Genómico (CNAG-CRG), Center for Genomic Regulation, Barcelona Institute of Science and Technology (BIST), Barcelona, Catalonia, Spain.
4ISGlobal, Dr Aiguader 88, 08003 Barcelona, Spain
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Marta Vives-Usano
2Universitat Pompeu Fabra (UPF), Barcelona, Spain
4ISGlobal, Dr Aiguader 88, 08003 Barcelona, Spain
5Center for Genomic Regulation (CRG), Barcelona Institute of Science and Technology, Av Aiguader 88, 08003 Barcelona, Spain
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Sergi Marí
2Universitat Pompeu Fabra (UPF), Barcelona, Spain
4ISGlobal, Dr Aiguader 88, 08003 Barcelona, Spain
6CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
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Inés Quintela
7Medicine Genomics Group, University of Santiago de Compostela, CEGEN-PRB3, 15782, Santiago de Compostela, Spain
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Dan Mason
8Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust, UK
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Solène Cadiou
9University Grenoble Alpes, Inserm, CNRS, Team of Environmental Epidemiology Applied to Reproduction and Respiratory Health, IAB, 38000 Grenoble, France
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Maribel Casas
2Universitat Pompeu Fabra (UPF), Barcelona, Spain
4ISGlobal, Dr Aiguader 88, 08003 Barcelona, Spain
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Sandra Andrusaityte
10Department of Environmental Science, Vytautas Magnus University, 44248 Kaunas, Lithuania
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Kristine Bjerve Gutzkow
11Department of Environmental Health, Norwegian Institute of Public Health, Oslo, Norway
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Marina Vafeiadi
12Department of Social Medicine, University of Crete, Greece
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John Wright
8Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust, UK
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Johanna Lepeule
9University Grenoble Alpes, Inserm, CNRS, Team of Environmental Epidemiology Applied to Reproduction and Respiratory Health, IAB, 38000 Grenoble, France
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Regina Grazuleviciene
10Department of Environmental Science, Vytautas Magnus University, 44248 Kaunas, Lithuania
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Leda Chatzi
13Department of Preventive Medicine, Keck School of Medicine, University of Southern California, USA
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Ángel Carracedo
14Medicine Genomics Group, CIBERER, University of Santiago de Compostela, CEGEN- PRB3, 15782, Santiago de Compostela, Spain
15Galician Foundation of Genomic Medicine, IDIS, SERGAS, 15706, Santiago de Compostela, Spain
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Xavier Estivill
16Quantitative Genomics Medicine Laboratories (qGenomics), Esplugues del Llobregat, Barcelona, Catalonia, Spain.
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Eulàlia Martí
6CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
17Departament de Biomedicina, Institut de Neurociències, Universitat de Barcelona, Barcelona, Spain
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Geòrgia Escaramís
6CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
17Departament de Biomedicina, Institut de Neurociències, Universitat de Barcelona, Barcelona, Spain
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Martine Vrijheid
2Universitat Pompeu Fabra (UPF), Barcelona, Spain
4ISGlobal, Dr Aiguader 88, 08003 Barcelona, Spain
6CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
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Juan R González
2Universitat Pompeu Fabra (UPF), Barcelona, Spain
4ISGlobal, Dr Aiguader 88, 08003 Barcelona, Spain
6CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
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  • For correspondence: carlos.ruiza@upf.edu mariona.bustamante@isglobal.org
Mariona Bustamante
2Universitat Pompeu Fabra (UPF), Barcelona, Spain
4ISGlobal, Dr Aiguader 88, 08003 Barcelona, Spain
6CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
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  • For correspondence: carlos.ruiza@upf.edu mariona.bustamante@isglobal.org
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Abstract

Background The identification of expression quantitative trait methylation (eQTMs), defined as associations between DNA methylation levels and gene expression, might help the biological interpretation of epigenome-wide association studies (EWAS). We aimed to identify autosomal cis eQTMs in children’s blood, using data from 832 children of the Human Early Life Exposome (HELIX) project.

Methods Blood DNA methylation and gene expression were measured with the Illumina 450K and the Affymetrix HTA v2 arrays, respectively. The relationship between methylation levels and expression of nearby genes (1 Mb window centered at the transcription start site, TSS) was assessed by fitting 13.6 M linear regressions adjusting for sex, age, cohort, and blood cell composition.

Results We identified 39,749 blood autosomal cis eQTMs, representing 21,966 unique CpGs (eCpGs, 5.7% of total CpGs) and 8,886 unique transcript clusters (eGenes, 15.3% of total transcript clusters, equivalent to genes). In 87.9% of these cis eQTMs, the eCpG was located at <250 kb from eGene’s TSS; and 58.8% of all eQTMs showed an inverse relationship between the methylation and expression levels. Only around half of the autosomal cis-eQTMs eGenes could be captured through annotation of the eCpG to the closest gene. eCpGs had less measurement error and were enriched for active blood regulatory regions and for CpGs reported to be associated with environmental exposures or phenotypic traits. 40.4% of eQTMs had at least one genetic variant associated with methylation and expression levels. The overlap of autosomal cis eQTMs in children’s blood with those described in adults was small (13.8%), and age-shared cis eQTMs tended to be proximal to the TSS and enriched for genetic variants.

Conclusions This catalogue of autosomal cis eQTMs in children’s blood can help the biological interpretation of EWAS findings and is publicly available at https://helixomics.isglobal.org/.

Funding: The study has received funding from the European Community’s Seventh Framework Programme (FP7/2007-206) under grant agreement no 308333 (HELIX project); the H2020-EU.3.1.2. - Preventing Disease Programme under grant agreement no 874583 (ATHLETE project); from the European Union’s Horizon 2020 research and innovation programme under grant agreement no 733206 (LIFECYCLE project), and from the European Joint Programming Initiative “A Healthy Diet for a Healthy Life” (JPI HDHL and Instituto de Salud Carlos III) under the grant agreement no AC18/00006 (NutriPROGRAM project). The genotyping was supported by the project PI17/01225, funded by the Instituto de Salud Carlos III and co-funded by European Union (ERDF, “A way to make Europe”) and the Centro Nacional de Genotipado-CEGEN (PRB2-ISCIII).

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • Incorportate the reviewers' suggestions from eLife.

  • https://helixomics.isglobal.org/

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Identification of autosomal cis expression quantitative trait methylation (cis eQTMs) in children’s blood
Carlos Ruiz-Arenas, Carles Hernandez-Ferrer, Marta Vives-Usano, Sergi Marí, Inés Quintela, Dan Mason, Solène Cadiou, Maribel Casas, Sandra Andrusaityte, Kristine Bjerve Gutzkow, Marina Vafeiadi, John Wright, Johanna Lepeule, Regina Grazuleviciene, Leda Chatzi, Ángel Carracedo, Xavier Estivill, Eulàlia Martí, Geòrgia Escaramís, Martine Vrijheid, Juan R González, Mariona Bustamante
bioRxiv 2020.11.05.368076; doi: https://doi.org/10.1101/2020.11.05.368076
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Identification of autosomal cis expression quantitative trait methylation (cis eQTMs) in children’s blood
Carlos Ruiz-Arenas, Carles Hernandez-Ferrer, Marta Vives-Usano, Sergi Marí, Inés Quintela, Dan Mason, Solène Cadiou, Maribel Casas, Sandra Andrusaityte, Kristine Bjerve Gutzkow, Marina Vafeiadi, John Wright, Johanna Lepeule, Regina Grazuleviciene, Leda Chatzi, Ángel Carracedo, Xavier Estivill, Eulàlia Martí, Geòrgia Escaramís, Martine Vrijheid, Juan R González, Mariona Bustamante
bioRxiv 2020.11.05.368076; doi: https://doi.org/10.1101/2020.11.05.368076

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