Transcriptome and genome sequencing uncovers functional variation in humans (original) (raw)
Accession codes
Accessions
ArrayExpress
Data deposits
The Geuvadis RNA-sequencing data, genotype data, variant annotations, splice scores, quantifications, and QTL results are freely and openly available with no restrictions. The main portal for accessing the data is EBI ArrayExpress, under accessions E-GEUV-1, E-GEUV-2 and E-GEUV-3 (see the data access schema in Supplementary Fig. 39). For visualization of the results we created the Geuvadis Data Browser (http://www.ebi.ac.uk/Tools/geuvadis-das) where quantifications and QTLs can be viewed, searched and downloaded (Supplementary Fig. 40). The project webpage (http://www.geuvadis.org) provides full documentation and links to all files, and the analysis group wiki is open to the public (http://geuvadiswiki.crg.es).
References
- Abecasis, G. R. et al. An integrated map of genetic variation from 1,092 human genomes. Nature 491, 56–65 (2012)
Article ADS Google Scholar - The Wellcome Trust Case Control Consortium. Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls. Nature 447, 661–678 (2007)
- Dunham, I. et al. An integrated encyclopedia of DNA elements in the human genome. Nature 489, 57–74 (2012)
Article CAS ADS Google Scholar - Emilsson, V. et al. Genetics of gene expression and its effect on disease. Nature 452, 423–428 (2008)
Article CAS ADS Google Scholar - Stranger, B. E. et al. Population genomics of human gene expression. Nature Genet. 39, 1217–1224 (2007)
Article CAS Google Scholar - Grundberg, E. et al. Mapping _cis_- and _trans_-regulatory effects across multiple tissues in twins. Nature Genet. 44, 1084–1089 (2012)
Article CAS Google Scholar - Montgomery, S. B. et al. Transcriptome genetics using second generation sequencing in a Caucasian population. Nature 464, 773–777 (2010)
Article CAS ADS Google Scholar - Pickrell, J. K. et al. Understanding mechanisms underlying human gene expression variation with RNA sequencing. Nature 464, 768–772 (2010)
Article CAS ADS Google Scholar - Nica, A. C. et al. Candidate causal regulatory effects by integration of expression QTLs with complex trait genetic associations. PLoS Genet. 6, e1000895 (2010)
Article Google Scholar - Nicolae, D. L. et al. Trait-associated SNPs are more likely to be eQTLs: annotation to enhance discovery from GWAS. PLoS Genet. 6, e1000888 (2010)
Article Google Scholar - Hoen, P. A. C. et al. Reproducibility of high-throughput mRNA and small RNA sequencing across laboratories. Nature Biotech http://dx.doi.org/10.1038/nbt.2702 (in the press)
- Gonzalez-Porta, M., Calvo, M., Sammeth, M. & Guigo, R. Estimation of alternative splicing variability in human populations. Genome Res. 22, 528–538 (2012)
Article CAS Google Scholar - Merkin, J., Russell, C., Chen, P. & Burge, C. B. Evolutionary dynamics of gene and isoform regulation in mammalian tissues. Science 338, 1593–1599 (2013)
Article ADS Google Scholar - Barbosa-Morais, N. L. et al. The evolutionary landscape of alternative splicing in vertebrate species. Science 338, 1587–1593 (2012)
Article CAS ADS Google Scholar - Parts, L. et al. Extent, causes, and consequences of small RNA expression variation in human adipose tissue. PLoS Genet 8, e1002704 (2012)
Article CAS Google Scholar - Xiao, C. & Rajewsky, K. MicroRNA control in the immune system: basic principles. Cell 136, 26–36 (2009)
Article CAS Google Scholar - Ebert, M. S. & Sharp, P. A. Roles for microRNAs in conferring robustness to biological processes. Cell 149, 515–524 (2012)
Article CAS Google Scholar - Pickrell, J. K., Pai, A. A., Gilad, Y. & Pritchard, J. K. Noisy splicing drives mRNA isoform diversity in human cells. PLoS Genet. 6, e1001236 (2010)
Article Google Scholar - Lee, Y. et al. Variants affecting exon skipping contribute to complex traits. PLoS Genet. 8, e1002998 (2012)
Article CAS Google Scholar - Djebali, S. et al. Landscape of transcription in human cells. Nature 489, 101–108 (2012)
Article CAS ADS Google Scholar - Cordaux, R. & Batzer, M. A. The impact of retrotransposons on human genome evolution. Nature Rev. Genet. 10, 691–703 (2009)
Article CAS Google Scholar - Veyrieras, J. B. et al. High-resolution mapping of expression-QTLs yields insight into human gene regulation. PLoS Genet. 4, e1000214 (2008)
Article Google Scholar - Gaffney, D. J. et al. Dissecting the regulatory architecture of gene expression QTLs. Genome Biol. 13, R7 (2012)
Article CAS Google Scholar - McDaniell, R. et al. Heritable individual-specific and allele-specific chromatin signatures in humans. Science 328, 235–239 (2010)
Article CAS ADS Google Scholar - Degner, J. F. et al. DNase I sensitivity QTLs are a major determinant of human expression variation. Nature 482, 390–394 (2012)
Article CAS ADS Google Scholar - Hindorff, L. A., Junkins, H. A., Hall, P. N., Mehta, J. P. & Manolio, T. A. A Catalog of Published Genome-Wide Association Studies; available at http://www.genome.gov/gwastudies (accessed 11 September 2012)
- O’Seaghdha, C. M. et al. Common variants in the calcium-sensing receptor gene are associated with total serum calcium levels. Hum. Mol. Genet. 19, 4296–4303 (2010)
Article Google Scholar - MacArthur, D. G. et al. A systematic survey of loss-of-function variants in human protein-coding genes. Science 335, 823–828 (2012)
Article CAS ADS Google Scholar - Nagy, E. & Maquat, L. E. A rule for termination-codon position within intron-containing genes: when nonsense affects RNA abundance. Trends Biochem Sci. 23, 198–199 (1998)
Article CAS Google Scholar - Montgomery, S. B., Lappalainen, T., Gutierrez-Arcelus, M. & Dermitzakis, E. T. Rare and common regulatory variation in population-scale sequenced human genomes. PLoS Genet. 7, e1002144 (2011)
Article CAS Google Scholar - Marco-Sola, S., Sammeth, M., Guigo, R. & Ribeca, P. The GEM mapper: fast, accurate and versatile alignment by filtration. Nature Methods 9, 1185–1188 (2012)
Article CAS Google Scholar - Pantano, L., Estivill, X. & Marti, E. SeqBuster, a bioinformatic tool for the processing and analysis of small RNAs datasets, reveals ubiquitous miRNA modifications in human embryonic cells. Nucleic Acids Res. 38, e34 (2010)
Article Google Scholar - Harrow, J. et al. GENCODE: the reference human genome annotation for The ENCODE Project. Genome Res. 22, 1760–1774 (2012)
Article CAS Google Scholar - Kozomara, A. & Griffiths-Jones, S. miRBase: integrating microRNA annotation and deep-sequencing data. Nucleic Acids Res. 39, D152–D157 (2011)
Article CAS Google Scholar - Stegle, O., Parts, L., Durbin, R. & Winn, J. A Bayesian framework to account for complex non-genetic factors in gene expression levels greatly increases power in eQTL studies. PLOS Comput. Biol. 6 e1000770 10.1371/journal.pcbi.1000770 (2010)
Acknowledgements
We would like to thank E. Falconnet, L. Romano, A. Planchon, D. Bielsen, A. Yurovsky, A. Buil, J. Bryois, A. Nica, I. Topolsky, N. Fusi, S. Waszak, C. Bustamante, J. Rung, N. Kolesnikov, A. Roa, E. Bragin, S. Brent, J. Gonzalez, M. Morell, A. Puig, E. Palumbo, M. Ventayol Garcia, J. F. J. Laros, J. Blanc, R. Birkelund, G. Plaja, M. Ingham, J. Camps, M. Bayes, L. Agueda, A. Gouin, M.-L. Yaspo, E. Graf, A. Walther, C. Fischer, S. Loesecke, B. Schmick, D. Balzereit, S. Dökel, M. Linser, A. Kovacsovics, M. Friskovec, C. von der Lancken, M. Schlapkohl, A. Hellmann, M. Schilhabel, the SNP&SEQ Technology Platform in Uppsala, S. Sauer, the Vital-IT high-performance computing centre of the SIB Swiss Institute of Bioinformatics, B. Goldstein and others at the Coriell Institute, and J. Cooper, E. Burnett, K. Ball and others at the European Collection of Cell Cultures (ECACC) and the 1000 Genomes Consortium. This project was funded by the European Commission 7th Framework Program (FP7) (261123; GEUVADIS); the Swiss National Science Foundation (130326, 130342), the Louis Jeantet Foundation, and ERC (260927) (E.T.D.); NIH-NIMH (MH090941) (E.T.D., M.I.M., R.G.); Spanish Plan Nacional SAF2008-00357 (NOVADIS), the Generalitat de Catalunya AGAUR 2009 SGR-1502, and the Instituto de Salud Carlos III (FIS/FEDER PI11/00733) (X.E.); Spanish Plan Nacional (BIO2011-26205) and ERC (294653) (R.G.); ESGI, READNA (FP7 Health-F4-2008-201418), Spanish Ministry of Economy and Competitiveness (MINECO) and the Generalitat de Catalunya (I.G.G.); DFG Cluster of Excellence Inflammation at Interfaces, the INTERREG4A project HIT-ID, and the BMBF IHEC project DEEP SP 2.3 (P.Ro.); German Centre for Cardiovascular Research (DZHK) and the German Ministry of Education and Research (01GR0802, 01GM0867, 01GR0804, 16EX1020C) (T.M.); EurocanPlatform (FP7 260791), ENGAGE and CAGEKID (241669) (A.B.); FP7/2007-2013, ENGAGE project, HEALTH-F4-2007-201413, and the Centre for Medical Systems Biology within the framework of The Netherlands Genomics Initiative (NGI)/Netherlands Organisation for Scientific and Research (NWO) (P.AC.H and G.-J.v.O.); The Swedish Research Council (C0524801, A028001) and the Knut and Alice Wallenberg Foundation (2011.0073) (A.-C.S.); The Swiss National Science Foundation (127375, 144082) and ERC (249968) (S.E.A.); Instituto de Salud Carlos III (FIS/FEDER PS09/02368) (A.C.); German Federal Ministry of Education and Research (01GS08201) (R.S.); Max Planck Society (H.L.); Wellcome Trust (WT085532) and the European Molecular Biology Laboratory (P.F.); ENGAGE, Wellcome Trust (081917, 090367, 090532, 098381), and Medical Research Council UK (G0601261) (M.I.M.); Wellcome Trust Centre for Human Genetics (090532/Z/09/Z, 075491/Z/04/B), Wellcome Trust (098381, 090367, 076113, 083270), the WTCCC2 project (085475/B/08/Z, 085475/Z/08/Z), Royal Society Wolfson Merit Award, Wellcome Trust Senior Investigator Award (095552/Z/11/Z) (P.D.); EMBO long-term fellowship EMBO-ALTF 2010-337 (H.K.); NIH-NIGMS (R01 GM104371) (D.G.M.); Marie Curie FP7 fellowship (O.S.); Scholarship by the Clarendon Fund of the University of Oxford, and the Nuffield Department of Medicine (M.A.R.); EMBO long-term fellowship ALTF 225-2011 (M.R.F.); Emil Aaltonen Foundation and Academy of Finland fellowships (T.L.).
Author information
Author notes
- Michael Sammeth, Stephen B. Montgomery & Ralf Sudbrak
Present address: Present addresses: Bioinformatics Laboratory, National Laboratory of Scientific Computing (LNCC), Petropolis 25651-075, Rio de Janeiro, Brazil (M.S.); Departments of Pathology and Genetics, Stanford University, Stanford, California 94305-5324, USA (S.B.M.); Alacris Theranostics GmbH, 14195 Berlin, Germany (R.S.)., - Michael Sammeth, Marc R. Friedländer, Peter A. C. ‘t Hoen, Jean Monlong and Manuel A. Rivas: These authors contributed equally to this work.
Authors and Affiliations
- Department of Genetic Medicine and Development, University of Geneva Medical School, 1211 Geneva, Switzerland,
Tuuli Lappalainen, Thomas Giger, Ismael Padioleau, Halit Ongen, Helena Kilpinen, Stephen B. Montgomery, Stylianos E. Antonarakis & Emmanouil T. Dermitzakis - Institute for Genetics and Genomics in Geneva (iG3), University of Geneva, 1211 Geneva, Switzerland,
Tuuli Lappalainen, Ismael Padioleau, Halit Ongen, Helena Kilpinen, Stylianos E. Antonarakis & Emmanouil T. Dermitzakis - Swiss Institute of Bioinformatics, 1211 Geneva, Switzerland,
Tuuli Lappalainen, Ismael Padioleau, Halit Ongen, Helena Kilpinen & Emmanouil T. Dermitzakis - Centro Nacional de Análisis Genómico, 08028 Barcelona, Catalonia, Spain,
Michael Sammeth, Thasso Griebel, Paolo Ribeca, Sergi Beltran, Marta Gut, Katja Kahlem & Ivo G. Gut - Centre for Genomic Regulation (CRG), 08003 Barcelona, Catalonia, Spain,
Michael Sammeth, Marc R. Friedländer, Jean Monlong, Pedro G. Ferreira, Gabrielle Bertier, Esther Lizano, Roderic Guigó & Xavier Estivill - Pompeu Fabra University (UPF), 08003 Barcelona, Catalonia, Spain,
Michael Sammeth, Marc R. Friedländer, Jean Monlong, Pedro G. Ferreira, Gabrielle Bertier, Esther Lizano, Roderic Guigó & Xavier Estivill - CRG Hospital del Mar Research Institute, 08003 Barcelona, Catalonia, Spain,
Michael Sammeth, Marc R. Friedländer, Jean Monlong, Pedro G. Ferreira, Esther Lizano, Roderic Guigó & Xavier Estivill - CRG CIBERESP, 08003 Barcelona, Catalonia, Spain,
Marc R. Friedländer, Esther Lizano & Xavier Estivill - Department of Human Genetics, Leiden University Medical Center, 2300 RC Leiden, the Netherlands,
Peter A. C. ‘t Hoen, Maarten van Iterson, Irina Pulyakhina, Henk P. J. Buermans & Gert-Jan van Ommen - Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK,
Manuel A. Rivas, Matti Pirinen, Peter Donnelly & Mark I. McCarthy - European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, Hinxton, CB10 1SD, UK,
Mar Gonzàlez-Porta, Natalja Kurbatova, Liliana Greger, Andrew Tikhonov, Oliver Stegle, Paul Flicek & Alvis Brazma - Institute of Clinical Molecular Biology, Christian-Albrechts-University Kiel, D-24105 Kiel, Germany,
Matthias Barann, Daniela Esser, Stefan Schreiber, Robert Häsler & Philip Rosenstiel - Institute of Human Genetics, Helmholtz Zentrum München, 85764 Neuherberg, Germany,
Thomas Wieland, Thomas Schwarzmayr, Tim M. Strom & Thomas Meitinger - Department of Medical Sciences, Molecular Medicine and Science for Life Laboratory, Uppsala University, 751 85 Uppsala, Sweden,
Jonas Almlöf, Olof Karlberg & Ann-Christine Syvänen - Max Planck Institute for Molecular Genetics, 14195 Berlin, Germany,
Marc Sultan, Vyacheslav Amstislavskiy, Hans Lehrach & Ralf Sudbrak - Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, 02114, Massachusetts, USA
Daniel G. MacArthur & Monkol Lek - Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, 02142, Massachusetts, USA
Daniel G. MacArthur & Monkol Lek - Leiden Genome Technology Center, 2300 RC Leiden, the Netherlands,
Henk P. J. Buermans - Oxford Centre for Diabetes Endocrinology and Metabolism, University of Oxford, Oxford OX3 7BN, UK,
Mark I. McCarthy - Institute of Human Genetics, Technische Universität München, 81675 Munich, Germany,
Tim M. Strom & Thomas Meitinger - Dahlem Centre for Genome Research and Medical Systems Biology, 14195 Berlin, Germany,
Hans Lehrach & Ralf Sudbrak - Fundacion Publica Galega de Medicina Xenomica (SERGAS), Genomic Medicine Group, CIBERER, Universidade de Santiago de Compostela, Santiago de Compostela, Spain,
Ángel Carracedo - Deutsches Forschungszentrum für Herz-Kreislauferkrankungen (DZHK), Partner Site Munich Heart Alliance, 81675 Munich, Germany,
Thomas Meitinger
Authors
- Tuuli Lappalainen
You can also search for this author inPubMed Google Scholar - Michael Sammeth
You can also search for this author inPubMed Google Scholar - Marc R. Friedländer
You can also search for this author inPubMed Google Scholar - Peter A. C. ‘t Hoen
You can also search for this author inPubMed Google Scholar - Jean Monlong
You can also search for this author inPubMed Google Scholar - Manuel A. Rivas
You can also search for this author inPubMed Google Scholar - Mar Gonzàlez-Porta
You can also search for this author inPubMed Google Scholar - Natalja Kurbatova
You can also search for this author inPubMed Google Scholar - Thasso Griebel
You can also search for this author inPubMed Google Scholar - Pedro G. Ferreira
You can also search for this author inPubMed Google Scholar - Matthias Barann
You can also search for this author inPubMed Google Scholar - Thomas Wieland
You can also search for this author inPubMed Google Scholar - Liliana Greger
You can also search for this author inPubMed Google Scholar - Maarten van Iterson
You can also search for this author inPubMed Google Scholar - Jonas Almlöf
You can also search for this author inPubMed Google Scholar - Paolo Ribeca
You can also search for this author inPubMed Google Scholar - Irina Pulyakhina
You can also search for this author inPubMed Google Scholar - Daniela Esser
You can also search for this author inPubMed Google Scholar - Thomas Giger
You can also search for this author inPubMed Google Scholar - Andrew Tikhonov
You can also search for this author inPubMed Google Scholar - Marc Sultan
You can also search for this author inPubMed Google Scholar - Gabrielle Bertier
You can also search for this author inPubMed Google Scholar - Daniel G. MacArthur
You can also search for this author inPubMed Google Scholar - Monkol Lek
You can also search for this author inPubMed Google Scholar - Esther Lizano
You can also search for this author inPubMed Google Scholar - Henk P. J. Buermans
You can also search for this author inPubMed Google Scholar - Ismael Padioleau
You can also search for this author inPubMed Google Scholar - Thomas Schwarzmayr
You can also search for this author inPubMed Google Scholar - Olof Karlberg
You can also search for this author inPubMed Google Scholar - Halit Ongen
You can also search for this author inPubMed Google Scholar - Helena Kilpinen
You can also search for this author inPubMed Google Scholar - Sergi Beltran
You can also search for this author inPubMed Google Scholar - Marta Gut
You can also search for this author inPubMed Google Scholar - Katja Kahlem
You can also search for this author inPubMed Google Scholar - Vyacheslav Amstislavskiy
You can also search for this author inPubMed Google Scholar - Oliver Stegle
You can also search for this author inPubMed Google Scholar - Matti Pirinen
You can also search for this author inPubMed Google Scholar - Stephen B. Montgomery
You can also search for this author inPubMed Google Scholar - Peter Donnelly
You can also search for this author inPubMed Google Scholar - Mark I. McCarthy
You can also search for this author inPubMed Google Scholar - Paul Flicek
You can also search for this author inPubMed Google Scholar - Tim M. Strom
You can also search for this author inPubMed Google Scholar - Hans Lehrach
You can also search for this author inPubMed Google Scholar - Stefan Schreiber
You can also search for this author inPubMed Google Scholar - Ralf Sudbrak
You can also search for this author inPubMed Google Scholar - Ángel Carracedo
You can also search for this author inPubMed Google Scholar - Stylianos E. Antonarakis
You can also search for this author inPubMed Google Scholar - Robert Häsler
You can also search for this author inPubMed Google Scholar - Ann-Christine Syvänen
You can also search for this author inPubMed Google Scholar - Gert-Jan van Ommen
You can also search for this author inPubMed Google Scholar - Alvis Brazma
You can also search for this author inPubMed Google Scholar - Thomas Meitinger
You can also search for this author inPubMed Google Scholar - Philip Rosenstiel
You can also search for this author inPubMed Google Scholar - Roderic Guigó
You can also search for this author inPubMed Google Scholar - Ivo G. Gut
You can also search for this author inPubMed Google Scholar - Xavier Estivill
You can also search for this author inPubMed Google Scholar - Emmanouil T. Dermitzakis
You can also search for this author inPubMed Google Scholar
Consortia
The Geuvadis Consortium
Contributions
Designed the study: T.L., T.Gi., S.B.M., P.AC.H., E.L., H.L., S.S., R.S., A.C., S.E.A., R.H., A.-C.S., G.-J.v.O., A.B., T.M., P.Ro., R.G., I.G.G., X.E. and E.T.D. Coordinated the project: T.L., T.Gi., G.B., X.E. and E.T.D. Participated in data production: T.L., T.Gi., I.Pa., M.Su., E.L., S.B., M.G., V.A., K.K., D.E., P.Ri. and O.K. Analysed the data: T.L., M.Sa., M.R.F., P.A.C.H., J.M., M.A.R., M.G.-P., N.K., T.Gr., P.G.F., M.B., T.W., L.G., M.v.I., J.A., P.Ri., I.Pu., D.E., A.T., M.Su., D.G.M., M.L., E.L., H.P.J.B., I.Pa., T.S., O.K., H.O., H.K., S.B., M.G., K.K., V.A., O.S., M.P., P.D., M.I.M., P.F. and T.M.S. Drafted the paper: T.L. and E.T.D. See Supplementary Note for Members of the Geuvadis Consortium.
Corresponding authors
Correspondence toTuuli Lappalainen or Emmanouil T. Dermitzakis.
Ethics declarations
Competing interests
The authors declare no competing financial interests.
Additional information
A list of authors and their affiliations appears in the Supplementary Information.
Supplementary information
Supplementary Information
This file contains a Supplementary Note, Supplementary Figures 1-40, Supplementary Methods, Supplementary Tables 1-3 and 6, and full legends for Supplementary Tables 4-5 – see contents page for details. (PDF 4935 kb)
Supplementary Data
This file contains Supplementary Table 4 showing miRNA-mRNA correlations and Supplementary Table 5 showing Top eQTL variants for 91 GWAS SNPs. (XLSX 118 kb)
PowerPoint slides
Rights and permissions
About this article
Cite this article
Lappalainen, T., Sammeth, M., Friedländer, M. et al. Transcriptome and genome sequencing uncovers functional variation in humans.Nature 501, 506–511 (2013). https://doi.org/10.1038/nature12531
- Received: 07 February 2013
- Accepted: 05 August 2013
- Published: 15 September 2013
- Issue Date: 26 September 2013
- DOI: https://doi.org/10.1038/nature12531