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1. The evolutionary history of 2,658 cancers.

Author

Moritz Gerstung, Clemency Jolly, Ignaty Leshchiner, Stefan C. Dentro, Santiago Gonzalez, Thomas J. Mitchell, Yulia Rubanova, Pavana Anur, Kaixian Yu, Maxime Tarabichi, Amit G. Deshwar, Jeff Wintersinger, Kortine Kleinheinz, Ignacio Vázquez-García, Kerstin Haase, Lara Jerman, Subhajit Sengupta, Geoff MacIntyre, Salem Malikic, Nilgun Donmez, Dimitri G. Livitz, Marek Cmero, Jonas Demeulemeester, Steven E. Schumacher, Yu Fan, Xiaotong Yao, Juhee Lee, Matthias Schlesner, Paul C. Boutros, David D. L. Bowtell, Hongtu Zhu, Gad Getz, Marcin Imielinski, Rameen Beroukhim, Süleyman Cenk Sahinalp, Yuan Ji, Martin Peifer, Florian Markowetz, Ville Mustonen, Ke Yuan, Wenyi Wang 0001, Quaid D. Morris, David J. Adams, Peter J. Campbell, Shaolong Cao, Elizabeth L. Christie, Yupeng Cun, Kevin J. Dawson, Ruben M. Drews, Roland Eils, Matthew Fittall, Dale W. Garsed, Gavin Ha, Henry Lee-Six, Iñigo Martincorena, Layla Oesper, Myron Peto, Benjamin J. Raphael, Daniel T. Rosebrock, Adriana Salcedo, Ruian Shi, Seung Jun Shin, Oliver Spiro, Lincoln D. Stein, Shankar Vembu, David A. Wheeler, Tsun-Po Yang, Paul T. Spellman, David C. Wedge, and Peter Van Loo

Published
2020
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2. Supplementary Figures from ATM Deficiency Is Associated with Sensitivity to PARP1- and ATR Inhibitors in Lung Adenocarcinoma

Author

Hans Christian Reinhardt, Martin Peifer, Sven Perner, Reinhard Büttner, Uschi Leeser, Michael Nowak, Julie George, Tsun-Po Yang, Daniela Welcker, Gero Knittel, and Anna Schmitt

Abstract

In this file we show additional data which support the main findings in our manuscript, e.g. an overview of all immunofluorescent and histological images, population doubling of the cell lines used, additional in vivo data on etoposide and cisplatin treatment and in vivo data of the p53-proficiet setting.

Published
2023
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3. Data from ATM Deficiency Is Associated with Sensitivity to PARP1- and ATR Inhibitors in Lung Adenocarcinoma

Author

Hans Christian Reinhardt, Martin Peifer, Sven Perner, Reinhard Büttner, Uschi Leeser, Michael Nowak, Julie George, Tsun-Po Yang, Daniela Welcker, Gero Knittel, and Anna Schmitt

Abstract

Defects in maintaining genome integrity are a hallmark of cancer. The DNA damage response kinase ATM is frequently mutated in human cancer, but the significance of these events to chemotherapeutic efficacy has not been examined deeply in whole organism models. Here we demonstrate that bi-allelic Atm deletion in mouse models of Kras-mutant lung adenocarcinoma does not affect cisplatin responses. In marked contrast, Atm-deficient tumors displayed an enhanced response to the topoisomerase-II poison etoposide. Moreover, Atm-deficient cells and tumors were sensitive to the PARP inhibitor olaparib. This actionable molecular addiction to functional PARP1 signaling was preserved in models that were proficient or deficient in p53, resembling standard or high-risk genetic constellations, respectively. Atm deficiency also markedly enhanced sensitivity to the ATR inhibitor VE-822. Taken together, our results provide a functional rationale to profile human tumors for disabling ATM mutations, particularly given their impact on PARP1 and ATR inhibitors. Cancer Res; 77(11); 3040–56. ©2017 AACR.

Published
2023
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4. Supplementary Methods from ATM Deficiency Is Associated with Sensitivity to PARP1- and ATR Inhibitors in Lung Adenocarcinoma

Author

Hans Christian Reinhardt, Martin Peifer, Sven Perner, Reinhard Büttner, Uschi Leeser, Michael Nowak, Julie George, Tsun-Po Yang, Daniela Welcker, Gero Knittel, and Anna Schmitt

Abstract

This file contains a list of additional methods used in this study, e.g. in situ hybridisation, PCR, immunoblotting, apoptotic assay, population doubling, and statistical analysis.

Published
2023
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5. NEMO- and RelA-dependent NF-κB Signaling Promotes Small Cell Lung Cancer

Author

Lioba Koerner, Marcel Schmiel, Tsun-Po Yang, Martin Peifer, Reinhard Buettner, and Manolis Pasparakis

Subjects
Cell Biology, Molecular Biology
Abstract

Small cell lung cancer (SCLC) is an aggressive type of lung cancer driven by combined loss of the tumor suppressors RB1 and TP53. SCLC is highly metastatic and despite good initial response to chemotherapy patients usually relapse, resulting in poor survival. Therefore, better understanding of the mechanisms driving SCLC pathogenesis is required to identify new therapeutic targets. Here we identified a critical role of the IKK/NF-κB signaling pathway in SCLC development. Using a relevant mouse model of SCLC, we found that ablation of NEMO/IKKγ, the regulatory subunit of the IKK complex that is essential for activation of canonical NF-κB signaling, strongly delayed the onset and growth of SCLC resulting in considerably prolonged survival. In addition, ablation of the main NF-κB family member p65/RelA also delayed the onset and growth of SCLC and prolonged survival, albeit to a lesser extent than NEMO. Interestingly, constitutive activation of IKK/NF-κB signaling within the tumor cells did not exacerbate the pathogenesis of SCLC, suggesting that endogenous NF-κB levels are sufficient to fully support tumor development. Moreover, TNFR1 deficiency did not affect the development of SCLC, showing that TNF signaling does not play an important role in this tumor type. Taken together, our results revealed that IKK/NF-κB signaling plays an important role in promoting SCLC, identifying the IKK/NF-κB pathway as a promising therapeutic target.

Published
2022
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6. CaMuS: simultaneous fitting and de novo imputation of cancer mutational signature

Author

Martin Peifer, Viktor Achter, Nima Abedpour, Matthias Fischer, Sandra Ackermann, Maria Cartolano, and Tsun-Po Yang

Subjects
Genotype, Computer science, DNA Mutational Analysis, Inference, lcsh:Medicine, Computational biology, Genome, Article, Paediatric cancer, Neuroblastoma, Cancer genomics, medicine, Humans, Computer Simulation, Least-Squares Analysis, lcsh:Science, Whole genome sequencing, Multidisciplinary, Whole Genome Sequencing, Brain Neoplasms, Genome, Human, lcsh:R, Linear model, Computational Biology, Cancer, medicine.disease, Mutation, Linear Models, Probability distribution, Programming Languages, lcsh:Q, Artifacts, Algorithms, Software, Imputation (genetics), DNA Damage
Abstract

The identification of the mutational processes operating in tumour cells has implications for cancer diagnosis and therapy. These processes leave mutational patterns on the cancer genomes, which are referred to as mutational signatures. Recently, 81 mutational signatures have been inferred using computational algorithms on sequencing data of 23,879 samples. However, these published signatures may not always offer a comprehensive view on the biological processes underlying tumour types that are not included or underrepresented in the reference studies. To circumvent this problem, we designed CaMuS (Cancer Mutational Signatures) to construct de novo signatures while simultaneously fitting publicly available mutational signatures. Furthermore, we propose to estimate signature similarity by comparing probability distributions using the Hellinger distance. We applied CaMuS to infer signatures of mutational processes in poorly studied cancer types. We used whole genome sequencing data of 56 neuroblastoma, thus providing evidence for the versatility of CaMuS. Using simulated data, we compared the performance of CaMuS to sigfit, a recently developed algorithm with comparable inference functionalities. CaMuS and sigfit reconstructed the simulated datasets with similar accuracy; however two main features may argue for CaMuS over sigfit: (i) superior computational performance and (ii) a reliable parameter selection method to avoid spurious signatures.

Published
2020
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8. Characterizing genetic intra-tumor heterogeneity across 2,658 human cancer genomes

Author

Stefan C. Dentro, Ignaty Leshchiner, Kerstin Haase, Maxime Tarabichi, Jeff Wintersinger, Amit G. Deshwar, Kaixian Yu, Yulia Rubanova, Geoff Macintyre, Jonas Demeulemeester, Ignacio Vázquez-García, Kortine Kleinheinz, Dimitri G. Livitz, Salem Malikic, Nilgun Donmez, Subhajit Sengupta, Pavana Anur, Clemency Jolly, Marek Cmero, Daniel Rosebrock, Steven E. Schumacher, Yu Fan, Matthew Fittall, Ruben M. Drews, Xiaotong Yao, Thomas B.K. Watkins, Juhee Lee, Matthias Schlesner, Hongtu Zhu, David J. Adams, Nicholas McGranahan, Charles Swanton, Gad Getz, Paul C. Boutros, Marcin Imielinski, Rameen Beroukhim, S. Cenk Sahinalp, Yuan Ji, Martin Peifer, Inigo Martincorena, Florian Markowetz, Ville Mustonen, Ke Yuan, Moritz Gerstung, Paul T. Spellman, Wenyi Wang, Quaid D. Morris, David C. Wedge, Peter Van Loo, Santiago Gonzalez, David D. Bowtell, Peter J. Campbell, Shaolong Cao, Elizabeth L. Christie, Yupeng Cun, Kevin J. Dawson, Roland Eils, Dale W. Garsed, Gavin Ha, Lara Jerman, Henry Lee-Six, Thomas J. Mitchell, Layla Oesper, Myron Peto, Benjamin J. Raphael, Adriana Salcedo, Ruian Shi, Seung Jun Shin, Lincoln D. Stein, Oliver Spiro, Shankar Vembu, David A. Wheeler, Tsun-Po Yang, Department of Computer Science, Organismal and Evolutionary Biology Research Programme, Institute of Biotechnology, Helsinki Institute for Information Technology, and Bioinformatics

Subjects
Drug Resistance, DENSITY-ESTIMATION, Gene mutation, PCAWG Evolution and Heterogeneity Working Group and the PCAWG Consortium, Somatic evolution in cancer, Genome, Medical and Health Sciences, 0302 clinical medicine, Neoplasms, Databases, Genetic, 2.1 Biological and endogenous factors, Aetiology, cancer driver genes, Cancer, 0303 health sciences, cancer evolution, Manchester Cancer Research Centre, DNA, Neoplasm, Genomics, Single Nucleotide, Biological Sciences, CLONAL EVOLUTION, 3. Good health, VARIABLE SELECTION, whole-genome sequencing, tumor phylogeny, subclonal reconstruction, Resource, DNA Copy Number Variations, Copy number analysis, Computational biology, Biology, Polymorphism, Single Nucleotide, PREDICTS PROGRESSION, General Biochemistry, Genetics and Molecular Biology, Genetic Heterogeneity, Databases, 03 medical and health sciences, branching evolution, COPY-NUMBER ANALYSIS, Genetic, EVOLUTIONARY HISTORY, medicine, pan-cancer genomics, Genetics, Humans, ddc:610, Polymorphism, 030304 developmental biology, Whole genome sequencing, Whole Genome Sequencing, Genetic heterogeneity, ResearchInstitutes_Networks_Beacons/mcrc, Human Genome, intra-tumor heterogeneity, DNA, SOMATIC MUTATIONS, medicine.disease, Good Health and Well Being, MUTATIONAL SIGNATURES, RB1 GENE, Drug Resistance, Neoplasm, Mutation, Neoplasm, 1182 Biochemistry, cell and molecular biology, Human genome, INFERENCE, 030217 neurology & neurosurgery, Developmental Biology
Abstract

Summary Intra-tumor heterogeneity (ITH) is a mechanism of therapeutic resistance and therefore an important clinical challenge. However, the extent, origin, and drivers of ITH across cancer types are poorly understood. To address this, we extensively characterize ITH across whole-genome sequences of 2,658 cancer samples spanning 38 cancer types. Nearly all informative samples (95.1%) contain evidence of distinct subclonal expansions with frequent branching relationships between subclones. We observe positive selection of subclonal driver mutations across most cancer types and identify cancer type-specific subclonal patterns of driver gene mutations, fusions, structural variants, and copy number alterations as well as dynamic changes in mutational processes between subclonal expansions. Our results underline the importance of ITH and its drivers in tumor evolution and provide a pan-cancer resource of comprehensively annotated subclonal events from whole-genome sequencing data., Graphical abstract, Highlights • Pan-cancer resource of comprehensively annotated intra-tumor heterogeneity (ITH) • ITH is pervasive across cancers and shows cancer type-specific patterns • Branching phylogenies are common • Dynamic changes in mutational processes between subclonal expansions, Dentro et al. provide a comprehensive annotation of intra-tumor heterogeneity and its drivers in cancer evolution.

Published
2021
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9. Epigenome-wide scans identify differentially methylated regions for age and age-related phenotypes in a healthy ageing population.

Author

Jordana T Bell, Pei-Chien Tsai, Tsun-Po Yang, Ruth Pidsley, James Nisbet, Daniel Glass, Massimo Mangino, Guangju Zhai, Feng Zhang, Ana Valdes, So-Youn Shin, Emma L Dempster, Robin M Murray, Elin Grundberg, Asa K Hedman, Alexandra Nica, Kerrin S Small, MuTHER Consortium, Emmanouil T Dermitzakis, Mark I McCarthy, Jonathan Mill, Tim D Spector, and Panos Deloukas

Subjects
Genetics, QH426-470
Abstract

Age-related changes in DNA methylation have been implicated in cellular senescence and longevity, yet the causes and functional consequences of these variants remain unclear. To elucidate the role of age-related epigenetic changes in healthy ageing and potential longevity, we tested for association between whole-blood DNA methylation patterns in 172 female twins aged 32 to 80 with age and age-related phenotypes. Twin-based DNA methylation levels at 26,690 CpG-sites showed evidence for mean genome-wide heritability of 18%, which was supported by the identification of 1,537 CpG-sites with methylation QTLs in cis at FDR 5%. We performed genome-wide analyses to discover differentially methylated regions (DMRs) for sixteen age-related phenotypes (ap-DMRs) and chronological age (a-DMRs). Epigenome-wide association scans (EWAS) identified age-related phenotype DMRs (ap-DMRs) associated with LDL (STAT5A), lung function (WT1), and maternal longevity (ARL4A, TBX20). In contrast, EWAS for chronological age identified hundreds of predominantly hyper-methylated age DMRs (490 a-DMRs at FDR 5%), of which only one (TBX20) was also associated with an age-related phenotype. Therefore, the majority of age-related changes in DNA methylation are not associated with phenotypic measures of healthy ageing in later life. We replicated a large proportion of a-DMRs in a sample of 44 younger adult MZ twins aged 20 to 61, suggesting that a-DMRs may initiate at an earlier age. We next explored potential genetic and environmental mechanisms underlying a-DMRs and ap-DMRs. Genome-wide overlap across cis-meQTLs, genotype-phenotype associations, and EWAS ap-DMRs identified CpG-sites that had cis-meQTLs with evidence for genotype-phenotype association, where the CpG-site was also an ap-DMR for the same phenotype. Monozygotic twin methylation difference analyses identified one potential environmentally-mediated ap-DMR associated with total cholesterol and LDL (CSMD1). Our results suggest that in a small set of genes DNA methylation may be a candidate mechanism of mediating not only environmental, but also genetic effects on age-related phenotypes.

Published
2012
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13. Maps of open chromatin guide the functional follow-up of genome-wide association signals: application to hematological traits.

Author

Dirk S Paul, James P Nisbet, Tsun-Po Yang, Stuart Meacham, Augusto Rendon, Katta Hautaviita, Jonna Tallila, Jacqui White, Marloes R Tijssen, Suthesh Sivapalaratnam, Hanneke Basart, Mieke D Trip, Cardiogenics Consortium, MuTHER Consortium, Berthold Göttgens, Nicole Soranzo, Willem H Ouwehand, and Panos Deloukas

Subjects
Genetics, QH426-470
Abstract

Turning genetic discoveries identified in genome-wide association (GWA) studies into biological mechanisms is an important challenge in human genetics. Many GWA signals map outside exons, suggesting that the associated variants may lie within regulatory regions. We applied the formaldehyde-assisted isolation of regulatory elements (FAIRE) method in a megakaryocytic and an erythroblastoid cell line to map active regulatory elements at known loci associated with hematological quantitative traits, coronary artery disease, and myocardial infarction. We showed that the two cell types exhibit distinct patterns of open chromatin and that cell-specific open chromatin can guide the finding of functional variants. We identified an open chromatin region at chromosome 7q22.3 in megakaryocytes but not erythroblasts, which harbors the common non-coding sequence variant rs342293 known to be associated with platelet volume and function. Resequencing of this open chromatin region in 643 individuals provided strong evidence that rs342293 is the only putative causative variant in this region. We demonstrated that the C- and G-alleles differentially bind the transcription factor EVI1 affecting PIK3CG gene expression in platelets and macrophages. A protein-protein interaction network including up- and down-regulated genes in Pik3cg knockout mice indicated that PIK3CG is associated with gene pathways with an established role in platelet membrane biogenesis and thrombus formation. Thus, rs342293 is the functional common variant at this locus; to the best of our knowledge this is the first such variant to be elucidated among the known platelet quantitative trait loci (QTLs). Our data suggested a molecular mechanism by which a non-coding GWA index SNP modulates platelet phenotype.

Published
2011
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14. The architecture of gene regulatory variation across multiple human tissues: the MuTHER study.

Author

Alexandra C Nica, Leopold Parts, Daniel Glass, James Nisbet, Amy Barrett, Magdalena Sekowska, Mary Travers, Simon Potter, Elin Grundberg, Kerrin Small, Asa K Hedman, Veronique Bataille, Jordana Tzenova Bell, Gabriela Surdulescu, Antigone S Dimas, Catherine Ingle, Frank O Nestle, Paola di Meglio, Josine L Min, Alicja Wilk, Christopher J Hammond, Neelam Hassanali, Tsun-Po Yang, Stephen B Montgomery, Steve O'Rahilly, Cecilia M Lindgren, Krina T Zondervan, Nicole Soranzo, Inês Barroso, Richard Durbin, Kourosh Ahmadi, Panos Deloukas, Mark I McCarthy, Emmanouil T Dermitzakis, Timothy D Spector, and MuTHER Consortium

Subjects
Genetics, QH426-470
Abstract

While there have been studies exploring regulatory variation in one or more tissues, the complexity of tissue-specificity in multiple primary tissues is not yet well understood. We explore in depth the role of cis-regulatory variation in three human tissues: lymphoblastoid cell lines (LCL), skin, and fat. The samples (156 LCL, 160 skin, 166 fat) were derived simultaneously from a subset of well-phenotyped healthy female twins of the MuTHER resource. We discover an abundance of cis-eQTLs in each tissue similar to previous estimates (858 or 4.7% of genes). In addition, we apply factor analysis (FA) to remove effects of latent variables, thus more than doubling the number of our discoveries (1,822 eQTL genes). The unique study design (Matched Co-Twin Analysis--MCTA) permits immediate replication of eQTLs using co-twins (93%-98%) and validation of the considerable gain in eQTL discovery after FA correction. We highlight the challenges of comparing eQTLs between tissues. After verifying previous significance threshold-based estimates of tissue-specificity, we show their limitations given their dependency on statistical power. We propose that continuous estimates of the proportion of tissue-shared signals and direct comparison of the magnitude of effect on the fold change in expression are essential properties that jointly provide a biologically realistic view of tissue-specificity. Under this framework we demonstrate that 30% of eQTLs are shared among the three tissues studied, while another 29% appear exclusively tissue-specific. However, even among the shared eQTLs, a substantial proportion (10%-20%) have significant differences in the magnitude of fold change between genotypic classes across tissues. Our results underline the need to account for the complexity of eQTL tissue-specificity in an effort to assess consequences of such variants for complex traits.

Published
2011
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15. ATM Deficiency Is Associated with Sensitivity to PARP1- and ATR Inhibitors in Lung Adenocarcinoma

Author

U. Leeser, Martin Peifer, Tsun-Po Yang, Reinhard Büttner, Sven Perner, Daniela Welcker, Michael Nowak, Anna Schmitt, Gero Knittel, Hans Christian Reinhardt, and Julie George

Subjects
0301 basic medicine, Cisplatin, Cancer Research, Pathology, medicine.medical_specialty, DNA damage, Cancer, Biology, medicine.disease, Olaparib, 03 medical and health sciences, chemistry.chemical_compound, 030104 developmental biology, 0302 clinical medicine, PARP1, Oncology, chemistry, 030220 oncology & carcinogenesis, PARP inhibitor, medicine, Cancer research, Adenocarcinoma, Etoposide, medicine.drug
Abstract

Defects in maintaining genome integrity are a hallmark of cancer. The DNA damage response kinase ATM is frequently mutated in human cancer, but the significance of these events to chemotherapeutic efficacy has not been examined deeply in whole organism models. Here we demonstrate that bi-allelic Atm deletion in mouse models of Kras-mutant lung adenocarcinoma does not affect cisplatin responses. In marked contrast, Atm-deficient tumors displayed an enhanced response to the topoisomerase-II poison etoposide. Moreover, Atm-deficient cells and tumors were sensitive to the PARP inhibitor olaparib. This actionable molecular addiction to functional PARP1 signaling was preserved in models that were proficient or deficient in p53, resembling standard or high-risk genetic constellations, respectively. Atm deficiency also markedly enhanced sensitivity to the ATR inhibitor VE-822. Taken together, our results provide a functional rationale to profile human tumors for disabling ATM mutations, particularly given their impact on PARP1 and ATR inhibitors. Cancer Res; 77(11); 3040–56. ©2017 AACR.

Published
2017
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16. Retrospective evaluation of whole exome and genome mutation calls in 746 cancer samples

Author

Bailey, Matthew H, Meyerson, William U, Dursi, Lewis Jonathan, Wang, Liang-Bo, Dong, Guanlan, Liang, Wen-Wei, Weerasinghe, Amila, Shantao, Li, Kelso, Sean, Saksena, Gordon, Ellrott, Kyle, Wendl, Michael C, Wheeler, David A, Getz, Gad, Simpson, Jared T, Gerstein, Mark B, Ding, Lirehan, Akbani, Pavana, Anur, Matthew, H Bailey, Alex, Buchanan, Kami, Chiotti, Kyle, Covington, Allison, Creason, Ding, Li, Kyle, Ellrott, Fan, Yu, Steven, Foltz, Gad, Getz, Walker, Hale, David, Haussler, Julian, M Hess, Carolyn, M Hutter, Cyriac, Kandoth, Katayoon, Kasaian, Melpomeni, Kasapi, Dave, Larson, Ignaty, Leshchiner, John, Letaw, Singer, Ma, Michael, D McLellan, Yifei, Men, Gordon, B Mills, Beifang, Niu, Myron, Peto, Amie, Radenbaugh, Sheila, M Reynolds, Gordon, Saksena, Heidi, Sofia, Chip, Stewart, Adam, J Struck, Joshua, M Stuart, Wenyi, Wang, John, N Weinstein, David, A Wheeler, Christopher, K Wong, Liu, Xi, Kai, Ye, Matthias, Bieg, Paul, C Boutros, Ivo, Buchhalter, Adam, P Butler, Ken, Chen, Zechen, Chong, Oliver, Drechsel, Lewis Jonathan Dursi, Roland, Eils, Shadrielle M, G Espiritu, Robert, S Fulton, Shengjie, Gao, Josep L, L Gelpi, Mark, B Gerstein, Santiago, Gonzalez, Ivo, G Gut, Faraz, Hach, Michael, C Heinold, Jonathan, Hinton, Taobo, Hu, Vincent, Huang, Huang, Yi, Barbara, Hutter, David, R Jones, Jongsun, Jung, Natalie, Jäger, Hyung-Lae, Kim, Kortine, Kleinheinz, Sushant, Kumar, Yogesh, Kumar, Christopher, M Lalansingh, Ivica, Letunic, Dimitri, Livitz, Eric, Z Ma, Yosef, E Maruvka, R Jay Mashl, Andrew, Menzies, Ana, Milovanovic, Morten Muhlig Nielsen, Stephan, Ossowski, Nagarajan, Paramasivam, Jakob Skou Pedersen, Marc, D Perry, Montserrat, Puiggròs, Keiran, M Raine, Esther, Rheinbay, Romina, Royo, S Cenk Sahinalp, Iman, Sarrafi, Matthias, Schlesner, Jared, T Simpson, Lucy, Stebbings, Miranda, D Stobbe, Jon, W Teague, Grace, Tiao, David, Torrents, Jeremiah, A Wala, Jiayin, Wang, Sebastian, M Waszak, Joachim, Weischenfeldt, Michael, C Wendl, Johannes, Werner, Zhenggang, Wu, Hong, Xue, Sergei, Yakneen, Takafumi, N Yamaguchi, Venkata, D Yellapantula, Christina, K Yung, Junjun, Zhang, Lauri, A Aaltonen, Federico, Abascal, Adam, Abeshouse, Hiroyuki, Aburatani, David, J Adams, Nishant, Agrawal, Keun Soo Ahn, Sung-Min, Ahn, Hiroshi, Aikata, Rehan, Akbani, Kadir, C Akdemir, Hikmat, Al-Ahmadie, Sultan, T Al-Sedairy, Fatima, Al-Shahrour, Malik, Alawi, Monique, Albert, Kenneth, Aldape, Ludmil, B Alexandrov, Adrian, Ally, Kathryn, Alsop, Eva, G Alvarez, Fernanda, Amary, Samirkumar, B Amin, Brice, Aminou, Ole, Ammerpohl, Matthew, J Anderson, Yeng, Ang, Davide, Antonello, Samuel, Aparicio, Elizabeth, L Appelbaum, Yasuhito, Arai, Axel, Aretz, Koji, Arihiro, Shun-Ichi, Ariizumi, Joshua, Armenia, Laurent, Arnould, Sylvia, Asa, Yassen, Assenov, Gurnit, Atwal, Sietse, Aukema, J Todd Auman, Miriam, R Aure, Philip, Awadalla, Marta, Aymerich, Gary, D Bader, Adrian, Baez-Ortega, Peter, J Bailey, Miruna, Balasundaram, Saianand, Balu, Pratiti, Bandopadhayay, Rosamonde, E Banks, Stefano, Barbi, Andrew, P Barbour, Jonathan, Barenboim, Jill, Barnholtz-Sloan, Hugh, Barr, Elisabet, Barrera, John, Bartlett, Javier, Bartolome, Bassi, Claudio, Oliver, F Bathe, Daniel, Baumhoer, Prashant, Bavi, Stephen, B Baylin, Wojciech, Bazant, Duncan, Beardsmore, Timothy, A Beck, Sam, Behjati, Andreas, Behren, Cindy, Bell, Sergi, Beltran, Christopher, Benz, Andrew, Berchuck, Anke, K Bergmann, Erik, N Bergstrom, Benjamin, P Berman, Daniel, M Berney, Stephan, H Bernhart, Rameen, Beroukhim, Mario, Berrios, Samantha, Bersani, Johanna, Bertl, Miguel, Betancourt, Vinayak, Bhandari, Shriram, G Bhosle, Andrew, V Biankin, Darell, Bigner, Hans, Binder, Ewan, Birney, Michael, Birrer, Nidhan, K Biswas, Bodil, Bjerkehagen, Tom, Bodenheimer, Lori, Boice, Giada, Bonizzato, Johann, S De Bono, Arnoud, Boot, Moiz, S Bootwalla, Ake, Borg, Arndt, Borkhardt, Keith, A Boroevich, Ivan, Borozan, Christoph, Borst, Marcus, Bosenberg, Mattia, Bosio, Jacqueline, Boultwood, Guillaume, Bourque, G Steven Bova, David, T Bowen, Reanne, Bowlby, David D, L Bowtell, Sandrine, Boyault, Rich, Boyce, Jeffrey, Boyd, Alvis, Brazma, Paul, Brennan, Daniel, S Brewer, Arie, B Brinkman, Robert, G Bristow, Russell, R Broaddus, Jane, E Brock, Malcolm, Brock, Annegien, Broeks, Angela, N Brooks, Denise, Brooks, Benedikt, Brors, Søren, Brunak, Timothy J, C Bruxner, Alicia, L Bruzos, Christiane, Buchholz, Susan, Bullman, Hazel, Burke, Birgit, Burkhardt, Kathleen, H Burns, John, Busanovich, Carlos, D Bustamante, Atul, J Butte, Niall, J Byrne, Anne-Lise, Børresen-Dale, Samantha, J Caesar-Johnson, Andy, Cafferkey, Declan, Cahill, Claudia, Calabrese, Carlos, Caldas, Fabien, Calvo, Niedzica, Camacho, Peter, J Campbell, Elias, Campo, Cinzia, Cantù, Shaolong, Cao, Thomas, E Carey, Joana, Carlevaro-Fita, Rebecca, Carlsen, Ivana, Cataldo, Mario, Cazzola, Jonathan, Cebon, Robert, Cerfolio, Dianne, E Chadwick, Dimple, Chakravarty, Don, Chalmers, Calvin Wing Yiu Chan, Kin, Chan, Michelle, Chan-Seng-Yue, Vishal, S Chandan, David, K Chang, Stephen, J Chanock, Lorraine, A Chantrill, Aurélien, Chateigner, Nilanjan, Chatterjee, Kazuaki, Chayama, Hsiao-Wei, Chen, Jieming, Chen, Yiwen, Chen, Zhaohong, Chen, Andrew, D Cherniack, Jeremy, Chien, Yoke-Eng, Chiew, Suet-Feung, Chin, Juok, Cho, Sunghoon, Cho, Jung Kyoon Choi, Wan, Choi, Christine, Chomienne, Su Pin Choo, Angela, Chou, Angelika, N Christ, Elizabeth, L Christie, Eric, Chuah, Carrie, Cibulskis, Kristian, Cibulskis, Sara, Cingarlini, Peter, Clapham, Alexander, Claviez, Sean, Cleary, Nicole, Cloonan, Marek, Cmero, Colin, C Collins, Ashton, A Connor, Susanna, L Cooke, Colin, S Cooper, Leslie, Cope, Corbo, Vincenzo, Matthew, G Cordes, Stephen, M Cordner, Isidro, Cortés-Ciriano, Prue, A Cowin, Brian, Craft, David, Craft, Chad, J Creighton, Yupeng, Cun, Erin, Curley, Ioana, Cutcutache, Karolina, Czajka, Bogdan, Czerniak, Rebecca, A Dagg, Ludmila, Danilova, Maria Vittoria Davi, Natalie, R Davidson, Helen, Davies, Ian, J Davis, Brandi, N Davis-Dusenbery, Kevin, J Dawson, Francisco, M De La Vega, Ricardo De Paoli-Iseppi, Timothy, Defreitas, Angelo, P Dei Tos, Olivier, Delaneau, John, A Demchok, Jonas, Demeulemeester, German, M Demidov, Deniz, Demircioğlu, Nening, M Dennis, Robert, E Denroche, Stefan, C Dentro, Nikita, Desai, Vikram, Deshpande, Amit, G Deshwar, Christine, Desmedt, Jordi, Deu-Pons, Noreen, Dhalla, Neesha, C Dhani, Priyanka, Dhingra, Rajiv, Dhir, Anthony, Dibiase, Klev, Diamanti, Shuai, Ding, Huy, Q Dinh, Luc, Dirix, Harshavardhan, Doddapaneni, Nilgun, Donmez, Michelle, T Dow, Ronny, Drapkin, Ruben, M Drews, Serge, Serge, Tim, Dudderidge, Ana, Dueso-Barroso, Andrew, J Dunford, Michael, Dunn, Fraser, R Duthie, Ken, Dutton-Regester, Jenna, Eagles, Douglas, F Easton, Stuart, Edmonds, Paul, A Edwards, Sandra, E Edwards, Rosalind, A Eeles, Anna, Ehinger, Juergen, Eils, Adel, El-Naggar, Matthew, Eldridge, Serap, Erkek, Georgia, Escaramis, Xavier, Estivill, Dariush, Etemadmoghadam, Jorunn, E Eyfjord, 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G, Aukema, S, Auman, J, Aure, M, Awadalla, P, Aymerich, M, Bader, G, Baez-Ortega, A, Bailey, P, Balasundaram, M, Balu, S, Bandopadhayay, P, Banks, R, Barbi, S, Barbour, A, Barenboim, J, Barnholtz-Sloan, J, Barr, H, Barrera, E, Bartlett, J, Bartolome, J, Bassi, C, Bathe, O, Baumhoer, D, Bavi, P, Baylin, S, Bazant, W, Beardsmore, D, Beck, T, Behjati, S, Behren, A, Bell, C, Beltran, S, Benz, C, Berchuck, A, Bergmann, A, Bergstrom, E, Berman, B, Berney, D, Bernhart, S, Beroukhim, R, Berrios, M, Bersani, S, Bertl, J, Betancourt, M, Bhandari, V, Bhosle, S, Biankin, A, Bigner, D, Binder, H, Birney, E, Birrer, M, Biswas, N, Bjerkehagen, B, Bodenheimer, T, Boice, L, Bonizzato, G, De Bono, J, Boot, A, Bootwalla, M, Borg, A, Borkhardt, A, Boroevich, K, Borozan, I, Borst, C, Bosenberg, M, Bosio, M, Boultwood, J, Bourque, G, Bova, G, Bowen, D, Bowlby, R, Bowtell, D, Boyault, S, Boyce, R, Boyd, J, Brazma, A, Brennan, P, Brewer, D, Brinkman, A, Bristow, R, Broaddus, R, Brock, J, Brock, M, Broeks, A, Brooks, A, Brooks, D, Brors, B, Brunak, S, Bruxner, T, Bruzos, A, Buchholz, C, Bullman, S, Burke, H, Burkhardt, B, Burns, K, Busanovich, J, Bustamante, C, Butte, A, Byrne, N, Borresen-Dale, A, Caesar-Johnson, S, Cafferkey, A, Cahill, D, Calabrese, C, Caldas, C, Calvo, F, Camacho, N, Campbell, P, Campo, E, Cantu, C, Cao, S, Carey, T, Carlevaro-Fita, J, Carlsen, R, Cataldo, I, Cazzola, M, Cebon, J, Cerfolio, R, Chadwick, D, Chakravarty, D, Chalmers, D, Chan, C, Chan, K, Chan-Seng-Yue, M, Chandan, V, Chang, D, Chanock, S, Chantrill, L, Chateigner, A, Chatterjee, N, Chayama, K, Chen, H, Chen, J, Chen, Y, Chen, Z, Cherniack, A, Chien, J, Chiew, Y, Chin, S, Cho, J, Cho, S, Choi, J, Choi, W, Chomienne, C, Choo, S, Chou, A, Christ, A, Christie, E, Chuah, E, Cibulskis, C, Cibulskis, K, Cingarlini, S, Clapham, P, Claviez, A, Cleary, S, Cloonan, N, Cmero, M, Collins, C, Connor, A, Cooke, S, Cooper, C, Cope, L, Corbo, V, Cordes, M, Cordner, S, Cortes-Ciriano, I, Cowin, P, Craft, B, Craft, D, 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Sir James Mackenzie Institute for Early Diagnosis, University of St Andrews. Cellular Medicine Division, University of St Andrews. Statistics, University of St Andrews. School of Medicine, University of Zurich, Gerstein, Mark B, Ding, Li, Bailey, Matthew H [0000-0003-4526-9727], Wheeler, David A [0000-0002-9056-6299], Gerstein, Mark B [0000-0002-9746-3719], Faculty of Economic and Social Sciences and Solvay Business School, Lauri Antti Aaltonen / Principal Investigator, Genome-Scale Biology (GSB) Research Program, Department of Medical and Clinical Genetics, Organismal and Evolutionary Biology Research Programme, Helsinki Institute for Information Technology, Institute of Biotechnology, Bioinformatics, Department of Computer Science, Faculty of Medicine, and HUS Helsinki and Uusimaa Hospital District

Subjects
VARIANTS, 0302 clinical medicine, 706/648/697/129/2043, Databases, Genetic, Cancer genomics, SOMATIC POINT MUTATIONS, Càncer, lcsh:Science, Exome, Exome sequencing, Cancer, Base Composition, Neoplasms -- genetics, 1184 Genetics, developmental biology, physiology, 3100 General Physics and Astronomy, 3. Good health, 030220 oncology & carcinogenesis, Science & Technology - Other Topics, Transformació genètica, Genetic databases, Erfðarannsóknir, Human, GENES, Science, 1600 General Chemistry, General Biochemistry, Genetics and Molecular Biology, RC0254, 03 medical and health sciences, Genetic, SDG 3 - Good Health and Well-being, 1300 General Biochemistry, Genetics and Molecular Biology, Exome Sequencing, Genetics, Humans, Author Correction, Retrospective Studies, Whole genome sequencing, Comparative genomics, Science & Technology, RC0254 Neoplasms. Tumors. Oncology (including Cancer), INSERTIONS, DNA, PERFORMANCE, Human genetics, Communication and replication, Cancérologie, 692/4028/67/69, Genòmica, 030104 developmental biology, Mutation, Genome mutation, Human genome, lcsh:Q, COMPREHENSIVE CHARACTERIZATION, Genètica, 0301 basic medicine, Medizin, General Physics and Astronomy, Genome, Whole Exome Sequencing, Genetic transformation, International Cancer Genome Consortium, Neoplasms, 631/114/2399, Genamengi, Medicine and Health Sciences, Medicine(all), Women's cancers Radboud Institute for Molecular Life Sciences [Radboudumc 17], Multidisciplinary, 318 Medical biotechnology, Exome -- genetics, article, Exons, Women's cancers Radboud Institute for Health Sciences [Radboudumc 17], Multidisciplinary Sciences, CAPTURE, 1181 Ecology, evolutionary biology, oncology, DNA, Intergenic, 139, Medical Genetics, Biotechnology, ICGC/TCGA Pan-Cancer Analysis, 3122 Cancers, 610 Medicine & health, 45/23, QH426 Genetics, Biology, MC3 Working Group, Databases, Germline mutation, PCAWG novel somatic mutation calling methods working group, Krabbameinsrannsóknir, Cancer Genome Atlas, Genome, Human -- genetics, ddc:610, QH426, Medicinsk genetik, Krabbamein, Intergenic, Whole Genome Sequencing, Genome, Human, Human Genome, PCAWG Consortium, DAS, General Chemistry, DELETIONS, Good Health and Well Being, 10032 Clinic for Oncology and Hematology, 3111 Biomedicine, 631/1647/2217/748
Abstract

MC3 Working Group: Rehan Akbani21, Pavana Anur22, Matthew H. Bailey1,2,3, Alex Buchanan9, Kami Chiotti9, Kyle Covington12,23, Allison Creason9, Li Ding1,2,3,20, Kyle Ellrott9, Yu Fan21, Steven Foltz1,2, Gad Getz8,14,15,16, Walker Hale12, David Haussler24,25, Julian M. Hess8,26, Carolyn M. Hutter27, Cyriac Kandoth28, Katayoon Kasaian29,30, Melpomeni Kasapi27, Dave Larson1 , Ignaty Leshchiner8, John Letaw31, Singer Ma32, Michael D. McLellan1,3,20, Yifei Men32, Gordon B. Mills33,34, Beifang Niu35, Myron Peto22, Amie Radenbaugh24, Sheila M. Reynolds36, Gordon Saksena8, Heidi Sofia27, Chip Stewart8, Adam J. Struck31, Joshua M. Stuart24,37, Wenyi Wang21, John N. Weinstein38, David A. Wheeler12,13, Christopher K. Wong24,39, Liu Xi12 & Kai Ye40,41 21Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA. 22Molecular and Medical Genetics, OHSU Knight Cancer Institute, Oregon Health and Science University, Portland, OR 97239, USA. 23Castle Biosciences Inc, Friendswood, TX 77546, USA. 24UC Santa Cruz Genomics Institute, University of California Santa Cruz, Santa Cruz, CA 95064, USA. 25Howard Hughes Medical Institute, University of California Santa Cruz, Santa Cruz, CA 95064, USA. 26Massachusetts General Hospital Center for Cancer Research, Charlestown, MA 02114, USA. 27National Human Genome Research Institute, National Institutes of Health, Bethesda, MD 20894, USA. 28Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA. 29Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada. 30Canada’s Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V5Z 4S6, Canada. 31Computational Biology Program, School of Medicine, Oregon Health and Science University, Portland, OR 97239, USA. 32DNAnexus Inc, Mountain View, CA 94040, USA. 33Department of Systems Biology, UT MD Anderson Cancer Center, Houston, TX 77030, USA. 34Precision Oncology, OHSU Knight Cancer Institute, Oregon Health and Science University, Portland, OR 97239, USA. 35Computer Network Information Center, Chinese Academy of Sciences, Beijing, China. 36Institute for Systems Biology, Seattle, WA 98109, USA. 37Department of Biomolecular Engineering, University of California Santa Cruz, Santa Cruz, CA 95064, USA. 38Department of Bioinformatics and Computational Biology and Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA. 39Biomolecular Engineering Department, University of California Santa Cruz, Santa Cruz, CA 95064, USA. 40School of Elect, PCAWG novel somatic mutation calling methods working group: Matthew H. Bailey1,2,3, Beifang Niu35, Matthias Bieg42,43, Paul C. Boutros6,44,45,46, Ivo Buchhalter43,47,48, Adam P. Butler49, Ken Chen50, Zechen Chong51, Li Ding1,2,3,20, Oliver Drechsel52,53, Lewis Jonathan Dursi6,7, Roland Eils47,48,54,55, Kyle Ellrott9, Shadrielle M. G. Espiritu6, Yu Fan21, Robert S. Fulton1,3,20, Shengjie Gao56, Josep L. l. Gelpi57,58, Mark B. Gerstein5,18,19, Gad Getz8,14,15,16, Santiago Gonzalez59,60, Ivo G. Gut52,61, Faraz Hach62,63, Michael C. Heinold47,48, Julian M. Hess8,26, Jonathan Hinton49, Taobo Hu64, Vincent Huang6, Yi Huang65,66, Barbara Hutter43,67,68, David R. Jones49, Jongsun Jung69, Natalie Jäger47, Hyung-Lae Kim70, Kortine Kleinheinz47,48, Sushant Kumar5,19, Yogesh Kumar64, Christopher M. Lalansingh6, Ignaty Leshchiner8, Ivica Letunic71, Dimitri Livitz8, Eric Z. Ma64, Yosef E. Maruvka8,26,72, R. Jay Mashl1,2, Michael D. McLellan1,3,20, Andrew Menzies49, Ana Milovanovic57, Morten Muhlig Nielsen73, Stephan Ossowski52,53,74, Nagarajan Paramasivam43,47, Jakob Skou Pedersen73,75, Marc D. Perry76,77, Montserrat Puiggròs57, Keiran M. Raine49, Esther Rheinbay8,14,72, Romina Royo57, S. Cenk Sahinalp62,78,79, Gordon Saksena8, Iman Sarrafi62,78, Matthias Schlesner47,80, Jared T. Simpson6,17, Lucy Stebbings49, Chip Stewart8, Miranda D. Stobbe52,61, Jon W. Teague49, Grace Tiao8, David Torrents57,81, Jeremiah A. Wala8,14,82, Jiayin Wang1,40,66, Wenyi Wang21, Sebastian M. Waszak60, Joachim Weischenfeldt60,83,84, Michael C. Wendl1,10,11, Johannes Werner47,85, Zhenggang Wu64, Hong Xue64, Sergei Yakneen60, Takafumi N. Yamaguchi6, Kai Ye40,41, Venkata D. Yellapantula20,86, Christina K. Yung76 & Junjun Zhang76, PCAWG Consortium: Lauri A. Aaltonen87, Federico Abascal49, Adam Abeshouse88, Hiroyuki Aburatani89, David J. Adams49, Nishant Agrawal90, Keun Soo Ahn91, Sung-Min Ahn92, Hiroshi Aikata93, Rehan Akbani21, Kadir C. Akdemir50, Hikmat Al-Ahmadie88, Sultan T. Al-Sedairy94, Fatima Al-Shahrour95, Malik Alawi96,97, Monique Albert98, Kenneth Aldape99,100, Ludmil B. Alexandrov49,101,102, Adrian Ally30, Kathryn Alsop103, Eva G. Alvarez104,105,106, Fernanda Amary107, Samirkumar B. Amin108,109,110, Brice Aminou76, Ole Ammerpohl111,112, Matthew J. Anderson113, Yeng Ang114, Davide Antonello115, Pavana Anur22, Samuel Aparicio116, Elizabeth L. Appelbaum1,117, Yasuhito Arai118, Axel Aretz119, Koji Arihiro93, Shun-ichi Ariizumi120, Joshua Armenia121, Laurent Arnould122, Sylvia Asa123,124, Yassen Assenov125, Gurnit Atwal6,126,127, Sietse Aukema112,128, J. Todd Auman129, Miriam R. Aure130, Philip Awadalla6,126, Marta Aymerich131, Gary D. Bader126, Adrian Baez-Ortega132, Matthew H. Bailey1,2,3, Peter J. Bailey133, Miruna Balasundaram30, Saianand Balu134, Pratiti Bandopadhayay8,135,136, Rosamonde E. Banks137, Stefano Barbi138, Andrew P. Barbour139,140, Jonathan Barenboim6, Jill Barnholtz-Sloan141,142, Hugh Barr143, Elisabet Barrera59, John Bartlett98,144, Javier Bartolome57, Claudio Bassi115, Oliver F. Bathe145,146, Daniel Baumhoer147, Prashant Bavi148, Stephen B. Baylin149,150, Wojciech Bazant59, Duncan Beardsmore151, Timothy A. Beck152,153, Sam Behjati49, Andreas Behren154, Beifang Niu35, Cindy Bell155, Sergi Beltran52,61, Christopher Benz156, Andrew Berchuck157, Anke K. Bergmann158, Erik N. Bergstrom101,102, Benjamin P. Berman159,160,161, Daniel M. Berney162, Stephan H. Bernhart163,164,165, Rameen Beroukhim8,14,82, Mario Berrios166, Samantha Bersani167, Johanna Bertl73,168, Miguel Betancourt169, Vinayak Bhandari6,44, Shriram G. Bhosle49, Andrew V. Biankin133,170,171,172, Matthias Bieg42,43, Darell Bigner173, Hans Binder163,164, Ewan Birney59, Michael Birrer72, Nidhan K. Biswas174, Bodil Bjerkehagen147,175, Tom Bodenheimer134, Lori Boice176, Giada Bonizzato177, Johann S. De Bono178, Arnoud Boot179,180, Moiz S. Bootwalla166, Ake Borg181, Arndt Borkhardt182, Keith A. Boroevich183,184, Ivan Borozan6, Christoph Borst185, Marcus Bosenberg186, Mattia Bosio52,53,57, Jacqueline Boultwood187, Guillaume Bourque188,189, Paul C. Boutros6,44,45,46, G. Steven Bova190, David T. Bowen49,191, Reanne Bowlby30, David D. L. Bowtell103, Sandrine Boyault192, Rich Boyce59, Jeffrey Boyd193, Alvis Brazma59, Paul Brennan194, Daniel S. Brewer195,196, Arie B. Brinkman197, Robert G. Bristow44,198,199,200,201, Russell R. Broaddus99, Jane E. Brock202, Malcolm Brock203, Annegien Broeks204, Angela N. Brooks8,24,37,82, Denise Brooks30, Benedikt Brors67,205,206, Søren Brunak207,208, Timothy J. C. Bruxner113,209, Alicia L. Bruzos104,105,106, Alex Buchanan9, Ivo Buchhalter43,47,48, Christiane Buchholz210, Susan Bullman8,82, Hazel Burke211, Birgit Burkhardt212, Kathleen H. Burns213,214, John Busanovich8,215, Carlos D. Bustamante216,217, Adam P. Butler49, Atul J. Butte218, Niall J. Byrne76, Anne-Lise Børresen-Dale130,219, Samantha J. Caesar-Johnson220, Andy Cafferkey59, Declan Cahill221, Claudia Calabrese59,60, Carlos Caldas222,223, Fabien Calvo224, Niedzica Camacho178, Peter J. Campbell49,225, Elias Campo226,227, Cinzia Cantù177, Shaolong Cao21, Thomas E. Carey228, Joana Carlevaro-Fita229,230,231, Rebecca Carlsen30, Ivana Cataldo167,177, Mario Cazzola232, Jonathan Cebon154, Robert Cerfolio233, Dianne E. Chadwick234, Dimple Chakravarty235, Don Chalmers236, Calvin Wing Yiu Chan47,237, Kin Chan238, Michelle Chan-Seng-Yue148, Vishal S. Chandan239, David K. Chang133,170, Stephen J. Chanock240, Lorraine A. Chantrill170,241, Aurélien Chateigner76,242, Nilanjan Chatterjee149,243, Kazuaki Chayama93, Hsiao-Wei Chen114,121, Jieming Chen218, Ken Chen50, Yiwen Chen21, Zhaohong Chen244, Andrew D. Cherniack8,82, Jeremy Chien245, Yoke-Eng Chiew246,247, Suet-Feung Chin222,223, Juok Cho8, Sunghoon Cho248, Jung Kyoon Choi249, Wan Choi250, Christine Chomienne251, Zechen Chong51, Su Pin Choo252, Angela Chou170,246, Angelika N. Christ113, Elizabeth L. Christie103, Eric Chuah30, Carrie Cibulskis8, Kristian Cibulskis8, Sara Cingarlini253, Peter Clapham49, Alexander Claviez254, Sean Cleary148,255, Nicole Cloonan256, Marek Cmero257,258,259, Colin C. Collins62, Ashton A. Connor255,260, Susanna L. Cooke133, Colin S. Cooper178,196,261, Leslie Cope149, Vincenzo Corbo138,177, Matthew G. Cordes1,262, Stephen M. Cordner263, Isidro Cortés-Ciriano264,265,266, Kyle Covington12,23, Prue A. Cowin267, Brian Craft24, David Craft8,268, Chad J. Creighton269, Yupeng Cun270, Erin Curley271, Ioana Cutcutache179,180, Karolina Czajka272, Bogdan Czerniak99,273, Rebecca A. Dagg274, Ludmila Danilova149, Maria Vittoria Davi275, Natalie R. Davidson276,277,278,279,280, Helen Davies49,281,282, Ian J. Davis283, Brandi N. Davis-Dusenbery284, Kevin J. Dawson49, Francisco M. De La Vega216,217,285, Ricardo De Paoli-Iseppi211, Timothy Defreitas8, Angelo P. Dei Tos286, Olivier Delaneau287,288,289, John A. Demchok220, Jonas Demeulemeester290,291, German M. Demidov52,53,74, Deniz Demircioğlu292,293, Nening M. Dennis221, Robert E. Denroche148, Stefan C. Dentro49,290,294, Nikita Desai76, Vikram Deshpande72, Amit G. Deshwar295, Christine Desmedt296,297, Jordi Deu-Pons298,299, Noreen Dhalla30, Neesha C. Dhani300, Priyanka Dhingra301,302, Rajiv Dhir303, Anthony DiBiase304, Klev Diamanti305, Li Ding1,2,3,20, Shuai Ding306, Huy Q. Dinh159, Luc Dirix307, HarshaVardhan Doddapaneni12, Nilgun Donmez62,78, Michelle T. Dow244, Ronny Drapkin308, Oliver Drechsel52,53, Ruben M. Drews223, Serge Serge49, Tim Dudderidge150,221, Ana Dueso-Barroso57, Andrew J. Dunford8, Michael Dunn309, Lewis Jonathan Dursi6,7, Fraser R. Duthie133,310, Ken Dutton-Regester311, Jenna Eagles272, Douglas F. Easton312,313, Stuart Edmonds314, Paul A. Edwards223,315, Sandra E. Edwards178, Rosalind A. Eeles178,221, Anna Ehinger316, Juergen Eils54,55, Roland Eils47,48,54,55, Adel El-Naggar99,273, Matthew Eldridge223, Kyle Ellrott9, Serap Erkek60, Georgia Escaramis53,317,318, Shadrielle M. G. Espiritu6, Xavier Estivill53,319, Dariush Etemadmoghadam103, Jorunn E. Eyfjord320, Bishoy M. Faltas280, Daiming Fan321, Yu Fan21, William C. Faquin72, Claudiu Farcas244, Matteo Fassan322, Aquila Fatima323, Francesco Favero324, Nodirjon Fayzullaev76, Ina Felau220, Sian Fereday103, Martin L. Ferguson325, Vincent Ferretti76,326, Lars Feuerbach205, Matthew A. Field327, J. Lynn Fink57,113, Gaetano Finocchiaro328, Cyril Fisher221, Matthew W. Fittall290, Anna Fitzgerald329, Rebecca C. Fitzgerald282, Adrienne M. Flanagan330, Neil E. Fleshner331, Paul Flicek59, John A. Foekens332, Kwun M. Fong333, Nuno A. Fonseca59,334, Christopher S. Foster335,336, Natalie S. Fox6, Michael Fraser6, Scott Frazer8, Milana Frenkel-Morgenstern337, William Friedman338, Joan Frigola298, Catrina C. Fronick1,262, Akihiro Fujimoto184, Masashi Fujita184, Masashi Fukayama339, Lucinda A. Fulton1 , Robert S. Fulton1,3,20, Mayuko Furuta184, P. Andrew Futreal340, Anja Füllgrabe59, Stacey B. Gabriel8, Steven Gallinger148,255,260, Carlo Gambacorti-Passerini341, Jianjiong Gao121, Shengjie Gao56, Levi Garraway82, Øystein Garred342, Erik Garrison49, Dale W. Garsed103, Nils Gehlenborg8,343, Josep L. l. Gelpi57,58, Joshy George110, Daniela S. Gerhard344, Clarissa Gerhauser345, Jeffrey E. Gershenwald346,347, Mark B. Gerstein5,18,19, Moritz Gerstung59,60, Gad Getz8,14,15,16, Mohammed Ghori49, Ronald Ghossein348, Nasra H. Giama349, Richard A. Gibbs12, Anthony J. Gill170,350, Pelvender Gill351, Dilip D. Giri348, Dominik Glodzik49, Vincent J. Gnanapragasam352,353, Maria Elisabeth Goebler354, Mary J. Goldman24, Carmen Gomez355, Santiago Gonzalez59,60, Abel Gonzalez-Perez298,299,356, Dmitry A. Gordenin357, James Gossage358, Kunihito Gotoh359, Ramaswamy Govindan3, Dorthe Grabau360, Janet S. Graham133,361, Robert C. Grant148,260, Anthony R. Green315, Eric Green27, Liliana Greger59, Nicola Grehan282, Sonia Grimaldi177, Sean M. Grimmond362, Robert L. Grossman363, Adam Grundhoff97,364, Gunes Gundem88, Qianyun Guo75, Manaswi Gupta8, Shailja Gupta365, Ivo G. Gut52,61, Marta Gut52,61, Jonathan Göke292,366, Gavin Ha8, Andrea Haake111, David Haan37, Siegfried Haas185, Kerstin Haase290, James E. Haber367, Nina Habermann60, Faraz Hach62,63, Syed Haider6, Natsuko Hama118, Freddie C. Hamdy351, Anne Hamilton267, Mark P. Hamilton368, Leng Han369, George B. Hanna370, Martin Hansmann371, Nicholas J. Haradhvala8,72, Olivier Harismendy102,372, Ivon Harliwong113, Arif O. Harmanci5,373, Eoghan Harrington374, Takanori Hasegawa375, David Haussler24,25, Steve Hawkins223, Shinya Hayami376, Shuto Hayashi375, D. Neil Hayes134,377,378, Stephen J. Hayes379,380, Nicholas K. Hayward211,311, Steven Hazell221, Yao He381, Allison P. Heath382, Simon C. Heath52,61, David Hedley300, Apurva M. Hegde38, David I. Heiman8, Michael C. Heinold47,48, Zachary Heins88, Lawrence E. Heisler152, Eva Hellstrom-Lindberg383, Mohamed Helmy384, Seong Gu Heo385, Austin J. Hepperla134, José María Heredia-Genestar386, Carl Herrmann47,48,387, Peter Hersey211, Julian M. Hess8,26, Holmfridur Hilmarsdottir320, Jonathan Hinton49, Satoshi Hirano388, Nobuyoshi Hiraoka389, Katherine A. Hoadley134,390, Asger Hobolth75,168, Ermin Hodzic78, Jessica I. Hoell182, Steve Hoffmann163,164,165,391, Oliver Hofmann392, Andrea Holbrook166, Aliaksei Z. Holik53, Michael A. Hollingsworth393, Oliver Holmes209,311, Robert A. Holt30, Chen Hong205,237, Eun Pyo Hong385, Jongwhi H. Hong394, Gerrit K. Hooijer395, Henrik Hornshøj73, Fumie Hosoda118, Yong Hou56,396, Volker Hovestadt397, William Howat352, Alan P. Hoyle134, Ralph H. Hruban149, Jianhong Hu12, Taobo Hu64, Xing Hua240, Kuan-lin Huang1,398, Mei Huang176, Mi Ni Huang179,180, Vincent Huang6, Yi Huang65,66, Wolfgang Huber60, Thomas J. Hudson272,399, Michael Hummel400, Jillian A. Hung246,247, David Huntsman401, Ted R. Hupp402, Jason Huse88, Matthew R. Huska403, Barbara Hutter43,67,68, Carolyn M. Hutter27, Daniel Hübschmann48,54,404,405,406, Christine A. Iacobuzio-Donahue348, Charles David Imbusch205, Marcin Imielinski407,408, Seiya Imoto375, William B. Isaacs409, Keren Isaev6,44, Shumpei Ishikawa410, Murat Iskar397, S. M. Ashiqul Islam244, Michael Ittmann411,412,413, Sinisa Ivkovic284, Jose M. G. Izarzugaza414, Jocelyne Jacquemier415, Valerie Jakrot211, Nigel B. Jamieson133,172,416, Gun Ho Jang148, Se Jin Jang417, Joy C. Jayaseelan12, Reyka Jayasinghe1 , Stuart R. Jefferys134, Karine Jegalian418, Jennifer L. Jennings419, Seung-Hyup Jeon250, Lara Jerman60,420, Yuan Ji421,422, Wei Jiao6, Peter A. Johansson311, Amber L. Johns170, Jeremy Johns272, Rory Johnson230,423, Todd A. Johnson183, Clemency Jolly290, Yann Joly424, Jon G. Jonasson320, Corbin D. Jones425, David R. Jones49, David T. W. Jones426,427, Nic Jones428, Steven J. M. Jones30, Jos Jonkers204, Young Seok Ju49,249, Hartmut Juhl429, Jongsun Jung69, Malene Juul73, Randi Istrup Juul73, Sissel Juul374, Natalie Jäger47, Rolf Kabbe47, Andre Kahles276,277,278,279,430, Abdullah Kahraman431,432,433, Vera B. Kaiser434, Hojabr Kakavand211, Sangeetha Kalimuthu148, Christof von Kalle405, Koo Jeong Kang91, Katalin Karaszi351, Beth Karlan435, Rosa Karlić436, Dennis Karsch437, Katayoon Kasaian29,30, Karin S. Kassahn113,438, Hitoshi Katai439, Mamoru Kato440, Hiroto Katoh410, Yoshiiku Kawakami93, Jonathan D. Kay117, Stephen H. Kazakoff209,311, Marat D. Kazanov441,442,443, Maria Keays59, Electron Kebebew444,445, Richard F. Kefford446, Manolis Kellis8,447, James G. Kench170,350,448, Catherine J. Kennedy246,247, Jules N. A. Kerssemakers47, David Khoo273, Vincent Khoo221, Narong Khuntikeo115,449, Ekta Khurana301,302,450,451, Helena Kilpinen117, Hark Kyun Kim452, Hyung-Lae Kim70, Hyung-Yong Kim415, Hyunghwan Kim250, Jaegil Kim8, Jihoon Kim453, Jong K. Kim454, Youngwook Kim455,456, Tari A. King457,458,459, Wolfram Klapper128, Kortine Kleinheinz47,48, Leszek J. Klimczak460, Stian Knappskog49,461, Michael Kneba437, Bartha M. Knoppers424, Youngil Koh462,463, Jan Komorowski305,464, Daisuke Komura410, Mitsuhiro Komura375, Gu Kong415, Marcel Kool426,465, Jan O. Korbel59,60, Viktoriya Korchina12, Andrey Korshunov465, Michael Koscher465, Roelof Koster466, Zsofia Kote-Jarai178, Antonios Koures244, Milena Kovacevic284, Barbara Kremeyer49, Helene Kretzmer164,165, Markus Kreuz467, Savitri Krishnamurthy99,468, Dieter Kube469, Kiran Kumar8, Pardeep Kumar221, Sushant Kumar5,19, Yogesh Kumar64, Ritika Kundra114,121, Kirsten Kübler8,14,72, Ralf Küppers470, Jesper Lagergren383,471, Phillip H. Lai166, Peter W. Laird472, Sunil R. Lakhani473, Christopher M. Lalansingh6, Emilie Lalonde6, Fabien C. Lamaze6, Adam Lambert351, Eric Lander8, Pablo Landgraf474,475, Luca Landoni115, Anita Langerød130, Andrés Lanzós230,231,423, Denis Larsimont476, Erik Larsson477, Mark Lathrop189, Loretta M. S. Lau478, Chris Lawerenz55, Rita T. Lawlor177, Michael S. Lawrence8,72,183, Alexander J. Lazar99,108, Xuan Le479, Darlene Lee30, Donghoon Lee5, Eunjung Alice Lee480, Hee Jin Lee417, Jake June-Koo Lee264,266, Jeong-Yeon Lee481, Juhee Lee482, Ming Ta Michael Lee340, Henry Lee-Six49, Kjong-Van Lehmann276,277,278,279,430, Hans Lehrach483, Dido Lenze400, Conrad R. Leonard209,311, Daniel A. Leongamornlert49,178, Ignaty Leshchiner8, Louis Letourneau484, Ivica Letunic71, Douglas A. Levine88,485, Lora Lewis12, Tim Ley486, Chang Li56,396, Constance H. Li6,44, Haiyan Irene Li30, Jun Li21, Lin Li56, Shantao Li5, Siliang Li56,396, Xiaobo Li56,396, Xiaotong Li5, Xinyue Li56, Yilong Li49, Han Liang21, Sheng-Ben Liang234, Peter Lichter68,397, Pei Lin8, Ziao Lin8,487, W. M. Linehan488, Ole Christian Lingjærde489, Dongbing Liu56,396, Eric Minwei Liu88,301,302, Fei-Fei Liu201,490, Fenglin Liu381,491, Jia Liu492, Xingmin Liu56,396, Julie Livingstone6, Dimitri Livitz8, Naomi Livni221, Lucas Lochovsky5,19,110, Markus Loeffler467, Georgina V. Long211, Armando Lopez-Guillermo493, Shaoke Lou5,19, David N. Louis72, Laurence B. Lovat117, Yiling Lu38, Yong-Jie Lu162,494, Youyong Lu495,496,497, Claudio Luchini167, Ilinca Lungu144,148, Xuemei Luo152, Hayley J. Luxton117, Andy G. Lynch223,315,498, Lisa Lype36, Cristina López111,112, Carlos López-Otín499, Eric Z. Ma64, Yussanne Ma30, Gaetan MacGrogan500, Shona MacRae501, Geoff Macintyre223, Tobias Madsen73, Kazuhiro Maejima184, Andrea Mafficini177, Dennis T. Maglinte166,502, Arindam Maitra174, Partha P. Majumder174, Luca Malcovati232, Salem Malikic62,78, Giuseppe Malleo115, Graham J. Mann211,246,503, Luisa Mantovani-Löffler504, Kathleen Marchal505,506, Giovanni Marchegiani115, Elaine R. Mardis1,193,507, Adam A. Margolin31, Maximillian G. Marin37, Florian Markowetz223,315, Julia Markowski403, Jeffrey Marks508, Tomas Marques-Bonet61,81,386,509, Marco A. Marra30, Luke Marsden351, John W. M. Martens332, Sancha Martin49,510, Jose I. Martin-Subero81,511, Iñigo Martincorena49, Alexander Martinez-Fundichely301,302,451 Yosef E. Maruvka8,26,72, R. Jay Mashl1,2, Charlie E. Massie223, Thomas J. Matthew37, Lucy Matthews178, Erik Mayer221,512, Simon Mayes513, Michael Mayo30, Faridah Mbabaali272, Karen McCune514, Ultan McDermott49, Patrick D. McGillivray19, Michael D. McLellan1,3,20, John D. McPherson148,272,515, John R. McPherson179,180, Treasa A. McPherson260, Samuel R. Meier8, Alice Meng516, Shaowu Meng134, Andrew Menzies49, Neil D. Merrett115,517, Sue Merson178, Matthew Meyerson8,14,82, William U. Meyerson4,5, Piotr A. Mieczkowski518, George L. Mihaiescu76, Sanja Mijalkovic284, Ana Mijalkovic Mijalkovic-Lazic284, Tom Mikkelsen519, Michele Milella253, Linda Mileshkin103, Christopher A. Miller1 , David K. Miller113,170, Jessica K. Miller272, Gordon B. Mills33,34, Ana Milovanovic57, Sarah Minner520, Marco Miotto115, Gisela Mir Arnau267, Lisa Mirabello240, Chris Mitchell103, Thomas J. Mitchell49,315,352, Satoru Miyano375, Naoki Miyoshi375, Shinichi Mizuno521, Fruzsina Molnár-Gábor522, Malcolm J. Moore300, Richard A. Moore30, Sandro Morganella49, Quaid D. Morris127,490, Carl Morrison523,524, Lisle E. Mose134, Catherine D. Moser349, Ferran Muiños298,299, Loris Mularoni298,299, Andrew J. Mungall30, Karen Mungall30, Elizabeth A. Musgrove133, Ville Mustonen525,526,527, David Mutch528, Francesc Muyas52,53,74, Donna M. Muzny12, Alfonso Muñoz59, Jerome Myers529, Ola Myklebost461, Peter Möller530, Genta Nagae89, Adnan M. Nagrial170, Hardeep K. Nahal-Bose76, Hitoshi Nakagama531, Hidewaki Nakagawa184, Hiromi Nakamura118, Toru Nakamura388, Kaoru Nakano184, Tannistha Nandi532, Jyoti Nangalia49, Mia Nastic284, Arcadi Navarro61,81,386, Fabio C. P. Navarro19, David E. Neal223,352, Gerd Nettekoven533, Felicity Newell209,311, Steven J. Newhouse59, Yulia Newton37, Alvin Wei Tian Ng534, Anthony Ng535, Jonathan Nicholson49, David Nicol221, Yongzhan Nie321,536, G. Petur Nielsen72, Morten Muhlig Nielsen73, Serena Nik-Zainal49,281,282,537, Michael S. Noble8, Katia Nones209,311, Paul A. Northcott538, Faiyaz Notta148,539, Brian D. O’Connor76,540, Peter O’Donnell541, Maria O’Donovan282, Sarah O’Meara49, Brian Patrick O’Neill542, J. Robert O’Neill543, David Ocana59, Angelica Ochoa88, Layla Oesper544, Christopher Ogden221, Hideki Ohdan93, Kazuhiro Ohi375, Lucila Ohno-Machado244, Karin A. Oien523,545, Akinyemi I. Ojesina546,547,548, Hidenori Ojima549, Takuji Okusaka550, Larsson Omberg551, Choon Kiat Ong552, Stephan Ossowski52,53,74, German Ott553, B. F. Francis Ouellette76,554, Christine P’ng6, Marta Paczkowska6, Salvatore Paiella115, Chawalit Pairojkul523, Marina Pajic170, Qiang Pan-Hammarström56,555, Elli Papaemmanuil49, Irene Papatheodorou59, Nagarajan Paramasivam43,47, Ji Wan Park385, Joong-Won Park556, Keunchil Park557,558, Kiejung Park559, Peter J. Park264,266, Joel S. Parker518, Simon L. Parsons124, Harvey Pass560, Danielle Pasternack272, Alessandro Pastore276, Ann-Marie Patch209,311, Iris Pauporté251, Antonio Pea115, John V. Pearson209,311, Chandra Sekhar Pedamallu8,14,82, Jakob Skou Pedersen73,75, Paolo Pederzoli115, Martin Peifer270, Nathan A. Pennell561, Charles M. Perou129,518, Marc D. Perry76,77, Gloria M. Petersen562, Myron Peto22, Nicholas Petrelli563, Robert Petryszak59, Stefan M. Pfister426,465,564, Mark Phillips424, Oriol Pich298,299, Hilda A. Pickett478, Todd D. Pihl565, Nischalan Pillay566, Sarah Pinder567, Mark Pinese170, Andreia V. Pinho568, Esa Pitkänen60, Xavier Pivot569, Elena Piñeiro-Yáñez95, Laura Planko533, Christoph Plass345, Paz Polak8,14,15, Tirso Pons570, Irinel Popescu571, Olga Potapova572, Aparna Prasad52, Shaun R. Preston573, Manuel Prinz47, Antonia L. Pritchard311, Stephenie D. Prokopec6, Elena Provenzano574, Xose S. Puente499, Sonia Puig176, Montserrat Puiggròs57, Sergio Pulido-Tamayo505,506, Gulietta M. Pupo246, Colin A. Purdie575, Michael C. Quinn209,311, Raquel Rabionet52,53,576, Janet S. Rader577, Bernhard Radlwimmer397, Petar Radovic284, Benjamin Raeder60, Keiran M. Raine49, Manasa Ramakrishna49, Kamna Ramakrishnan49, Suresh Ramalingam578, Benjamin J. Raphael579, W. Kimryn Rathmell580, Tobias Rausch60, Guido Reifenberger475, Jüri Reimand6,44, Jorge Reis-Filho348, Victor Reuter348, Iker Reyes-Salazar298, Matthew A. Reyna579, Sheila M. Reynolds36, Esther Rheinbay8,14,72, Yasser Riazalhosseini189, Andrea L. Richardson323, Julia Richter111,128, Matthew Ringel581, Markus Ringnér181, Yasushi Rino582, Karsten Rippe405, Jeffrey Roach583, Lewis R. Roberts349, Nicola D. Roberts49, Steven A. Roberts584, A. Gordon Robertson30, Alan J. Robertson113, Javier Bartolomé Rodriguez57, Bernardo Rodriguez-Martin104,105,106, F. Germán Rodríguez-González83,332, Michael H. A. Roehrl44,123,148,234,585,586, Marius Rohde587, Hirofumi Rokutan440, Gilles Romieu588, Ilse Rooman170, Tom Roques262, Daniel Rosebrock8, Mara Rosenberg8,72, Philip C. Rosenstiel589, Andreas Rosenwald590, Edward W. Rowe221,591, Romina Royo57, Steven G. Rozen179,180,592, Yulia Rubanova17,127, Mark A. Rubin423,593,594,595,596, Carlota Rubio-Perez298,299,597, Vasilisa A. Rudneva60, Borislav C. Rusev177, Andrea Ruzzenente598, Gunnar Rätsch276,277,278,279,280,430, Radhakrishnan Sabarinathan298,299,599, Veronica Y. Sabelnykova6, Sara Sadeghi30, S. Cenk Sahinalp62,78,79, Natalie Saini357, Mihoko Saito-Adachi440, Gordon Saksena8, Adriana Salcedo6, Roberto Salgado600, Leonidas Salichos5,19, Richard Sallari8, Charles Saller601, Roberto Salvia115, Michelle Sam272, Jaswinder S. Samra115,602, Francisco Sanchez-Vega114,121, Chris Sander276,603,604, Grant Sanders134, Rajiv Sarin605, Iman Sarrafi62,78, Aya Sasaki-Oku184, Torill Sauer489, Guido Sauter520, Robyn P. M. Saw211, Maria Scardoni167, Christopher J. Scarlett170,606, Aldo Scarpa177, Ghislaine Scelo194, Dirk Schadendorf68,607, Jacqueline E. Schein30, Markus B. Schilhabel589, Matthias Schlesner47,80, Thorsten Schlomm84,608, Heather K. Schmidt1 , Sarah-Jane Schramm246, Stefan Schreiber609, Nikolaus Schultz121, Steven E. Schumacher8,323, Roland F. Schwarz59,403,405,610, Richard A. Scolyer211,448,602, David Scott428, Ralph Scully611, Raja Seethala612, Ayellet V. Segre8,613, Iris Selander260, Colin A. Semple434, Yasin Senbabaoglu276, Subhajit Sengupta614, Elisabetta Sereni115, Stefano Serra585, Dennis C. Sgroi72, Mark Shackleton103, Nimish C. Shah352, Sagedeh Shahabi234, Catherine A. Shang329, Ping Shang211, Ofer Shapira8,323, Troy Shelton271, Ciyue Shen603,604, Hui Shen615, Rebecca Shepherd49, Ruian Shi490, Yan Shi134, Yu-Jia Shiah6, Tatsuhiro Shibata118,616, Juliann Shih8,82, Eigo Shimizu375, Kiyo Shimizu617, Seung Jun Shin618, Yuichi Shiraishi375, Tal Shmaya285, Ilya Shmulevich36, Solomon I. Shorser6, Charles Short59, Raunak Shrestha62, Suyash S. Shringarpure217, Craig Shriver619, Shimin Shuai6,126, Nikos Sidiropoulos83, Reiner Siebert112,620, Anieta M. Sieuwerts332, Lina Sieverling205,237, Sabina Signoretti202,621, Katarzyna O. Sikora177, Michele Simbolo138, Ronald Simon520, Janae V. Simons134, Jared T. Simpson6,17, Peter T. Simpson473, Samuel Singer115,458, Nasa Sinnott-Armstrong8,217, Payal Sipahimalani30, Tara J. Skelly390, Marcel Smid332, Jaclyn Smith622, Karen Smith-McCune514, Nicholas D. Socci276, Heidi J. Sofia27, Matthew G. Soloway134, Lei Song240, Anil K. Sood623,624,625, Sharmila Sothi626, Christos Sotiriou244, Cameron M. Soulette37, Paul N. Span627, Paul T. Spellman22, Nicola Sperandio177, Andrew J. Spillane211, Oliver Spiro8, Jonathan Spring628, Johan Staaf181, Peter F. Stadler163,164,165, Peter Staib629, Stefan G. Stark277,279,618,630, Lucy Stebbings49, Ólafur Andri Stefánsson631, Oliver Stegle59,60,632, Lincoln D. Stein6,126, Alasdair Stenhouse633, Chip Stewart8, Stephan Stilgenbauer634, Miranda D. Stobbe52,61, Michael R. Stratton49, Jonathan R. Stretch211, Adam J. Struck31, Joshua M. Stuart24,37, Henk G. Stunnenberg396,635, Hong Su56,396, Xiaoping Su99, Ren X. Sun6, Stephanie Sungalee60, Hana Susak52,53, Akihiro Suzuki89,636, Fred Sweep637, Monika Szczepanowski128, Holger Sültmann67,638, Takashi Yugawa617, Angela Tam30, David Tamborero298,299, Benita Kiat Tee Tan639, Donghui Tan518, Patrick Tan180,532,592,640, Hiroko Tanaka375, Hirokazu Taniguchi616, Tomas J. Tanskanen641, Maxime Tarabichi49,290, Roy Tarnuzzer220, Patrick Tarpey642, Morgan L. Taschuk152, Kenji Tatsuno89, Simon Tavaré223,643, Darrin F. Taylor113, Amaro Taylor-Weiner8, Jon W. Teague49, Bin Tean Teh180,592,640,644,645, Varsha Tembe246, Javier Temes104,105, Kevin Thai76, Sarah P. Thayer393, Nina Thiessen30, Gilles Thomas646, Sarah Thomas221, Alan Thompson221, Alastair M. Thompson633, John F. Thompson211, R. Houston Thompson647, Heather Thorne103, Leigh B. Thorne176, Adrian Thorogood424, Grace Tiao8, Nebojsa Tijanic284, Lee E. Timms272, Roberto Tirabosco648, Marta Tojo106, Stefania Tommasi649, Christopher W. Toon170, Umut H. Toprak48,650, David Torrents57,81, Giampaolo Tortora651,652, Jörg Tost653, Yasushi Totoki118, David Townend654, Nadia Traficante103, Isabelle Treilleux655,656, Jean-Rémi Trotta61, Lorenz H. P. Trümper469, Ming Tsao124,539, Tatsuhiko Tsunoda183,657,658,659, Jose M. C. Tubio104,105,106, Olga Tucker660, Richard Turkington661, Daniel J. Turner513, Andrew Tutt323, Masaki Ueno376, Naoto T. Ueno662, Christopher Umbricht151,213,663, Husen M. Umer305,664, Timothy J. Underwood665, Lara Urban59,60, Tomoko Urushidate616, Tetsuo Ushiku339, Liis Uusküla-Reimand666,667, Alfonso Valencia57,81, David J. Van Den Berg166, Steven Van Laere307, Peter Van Loo290,291, Erwin G. Van Meir668, Gert G. Van den Eynden307, Theodorus Van der Kwast123, Naveen Vasudev137, Miguel Vazquez57,669, Ravikiran Vedururu267, Umadevi Veluvolu518, Shankar Vembu490,670, Lieven P. C. Verbeke506,671, Peter Vermeulen307, Clare Verrill351,672, Alain Viari177, David Vicente57, Caterina Vicentini177, K. Vijay Raghavan365, Juris Viksna673, Ricardo E. Vilain674, Izar Villasante57, Anne Vincent-Salomon635, Tapio Visakorpi190, Douglas Voet8, Paresh Vyas311,351, Ignacio Vázquez-García49,86,675,676, Nick M. Waddell209, Nicola Waddell209,311, Claes Wadelius677, Lina Wadi6, Rabea Wagener111,112, Jeremiah A. Wala8,14,82, Jian Wang56, Jiayin Wang1,40,66, Linghua Wang12, Qi Wang465, Wenyi Wang21, Yumeng Wang21, Zhining Wang220, Paul M. Waring523, Hans-Jörg Warnatz483, Jonathan Warrell5,19, Anne Y. Warren352,678, Sebastian M. Waszak60, David C. Wedge49,294,679, Dieter Weichenhan345, Paul Weinberger680, John N. Weinstein38, Joachim Weischenfeldt60,83,84, Daniel J. Weisenberger166, Ian Welch681, Michael C. 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M. van Deurzen715, Marc J. van de Vijver523, L. van’t Veer716 & Christian von Mering433,717, The Cancer Genome Atlas (TCGA) and International Cancer Genome Consortium (ICGC) curated consensus somatic mutation calls using whole exome sequencing (WES) and whole genome sequencing (WGS), respectively. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2,658 cancers across 38 tumour types, we compare WES and WGS side-by-side from 746 TCGA samples, finding that ~80% of mutations overlap in covered exonic regions. We estimate that low variant allele fraction (VAF < 15%) and clonal heterogeneity contribute up to 68% of private WGS mutations and 71% of private WES mutations. We observe that ~30% of private WGS mutations trace to mutations identified by a single variant caller in WES consensus efforts. WGS captures both ~50% more variation in exonic regions and un-observed mutations in loci with variable GC-content. Together, our analysis highlights technological divergences between two reproducible somatic variant detection efforts.

Published
2020
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18. Copy-number analysis and inference of subclonal populations in cancer genomes using Sclust

Author

Ulrich Lang, Viktor Achter, Yupeng Cun, Tsun-Po Yang, and Martin Peifer

Subjects
0301 basic medicine, Alternative methods, Massive parallel sequencing, DNA Copy Number Variations, Copy number analysis, Cancer, Inference, Computational Biology, Computational biology, Biology, Biostatistics, medicine.disease, Genome, General Biochemistry, Genetics and Molecular Biology, 03 medical and health sciences, 030104 developmental biology, Basic knowledge, Neoplasms, medicine, Cluster Analysis, Humans, Cluster analysis, Software
Abstract

This protocol describes how to use Sclust, a method for copy-number analysis and mutational clustering, to identify subclonal populations in tumor samples. The genomes of cancer cells constantly change during pathogenesis. This evolutionary process can lead to the emergence of drug-resistant mutations in subclonal populations, which can hinder therapeutic intervention in patients. Data derived from massively parallel sequencing can be used to infer these subclonal populations using tumor-specific point mutations. The accurate determination of copy-number changes and tumor impurity is necessary to reliably infer subclonal populations by mutational clustering. This protocol describes how to use Sclust, a copy-number analysis method with a recently developed mutational clustering approach. In a series of simulations and comparisons with alternative methods, we have previously shown that Sclust accurately determines copy-number states and subclonal populations. Performance tests show that the method is computationally efficient, with copy-number analysis and mutational clustering taking

Published
2018

19. Maps of open chromatin highlight cell type-restricted patterns of regulatory sequence variation at hematological trait loci

Author

Paul, Ds, Albers, Ca, Rendon, A, Voss, K, Stephens, J, Akkerman, Jan Willem N., Albers, Cornelis A., Ale, Algra, Abtehale Al Hussani, Hooman, Allayee, Franco, Anni, Asselbergs, Folkert W., Antony, Attwood, Beverley, Balkau, Stefania, Bandinelli, François, Bastardot, Saonli, Basu, Baumeister, Sebastian E., Jacques, Beckmann, Beben, Benyamin, Ginevra, Biino, Bis, Joshua C., Lorenzo, Bomba, Amélie, Bonnefond, Boomsma, Dorret I., Bradley, John R., François, Cambien, Chambers, John C., Marina, Ciullo, Cookson, William O., Francesco, Cucca, Ana, Cvejic, D'Adamo, ADAMO PIO, John, Danesh, Fabrice, Danjou, Debashish, Das, Gail, Davies, Paul IW de Bakker, de Boer, Rudolf A., Eco JC de Geus, Deary, Ian J., Dedoussis, George V., Panos, Deloukas, Maria, Dimitriou, Christian, Dina, Angela, Döring, Ulrich, Elling, David, Ellinghaus, Paul, Elliott, Gunnar, Engström, Jeanette, Erdmann, Tõnu, Esko, Evans, David M., Eyjolfsson, Gudmundur I., Mario, Falchi, Wei, Feng, Ferreira, Manuel A., Luigi, Ferrucci, 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Visscher, Peter M., Uwe, Völker, Peter, Vollenweider, Katrin, Voss, Wareham, Nicholas J., Lorenz, Wernisch, Harm Jan Westra, Whitfield, John B., Herich, Wichmann, Wiggins, Kerri L., Gonneke, Willemsen, Winkelmann, Bernhard R., Gerald, Wirnsberger, Bruce HR Wolffenbuttel, Jian, Yang, Tsun Po Yang, Weihua, Zhang, Jing Hua Zhao, Paavo, Zitting, Jaap Jan Zwaginga, van der Harst, P, Chambers, Jc, Soranzo, N, Ouwehand, Wh, Deloukas, P., Paul, D, Albers, Ca, Rendon, A, Voss, K, Stephens, J, Jan Willem N., Akkerman, Cornelis A., Alber, Ale, Algra, Abtehale Al, Hussani, Hooman, Allayee, Franco, Anni, Folkert W., Asselberg, Antony, Attwood, Beverley, Balkau, Stefania, Bandinelli, François, Bastardot, Saonli, Basu, Sebastian E., Baumeister, Jacques, Beckmann, Beben, Benyamin, Ginevra, Biino, Joshua C., Bi, Lorenzo, Bomba, Amélie, Bonnefond, Dorret I., Boomsma, John R., Bradley, François, Cambien, John C., Chamber, Marina, Ciullo, William O., Cookson, Francesco, Cucca, Ana, Cvejic, D'Adamo, ADAMO PIO, John, Danesh, Fabrice, Danjou, Debashish, Da, Gail, Davie, Paul IW de, Bakker, Rudolf A., de Boer, Eco JC de, Geu, Ian J., Deary, George V., Dedoussi, Panos, Delouka, Maria, Dimitriou, Christian, Dina, Angela, Döring, Ulrich, Elling, David, Ellinghau, Paul, Elliott, Gunnar, Engström, Jeanette, Erdmann, Tõnu, Esko, David M., Evan, Gudmundur I., Eyjolfsson, Mario, Falchi, Wei, Feng, Manuel A., Ferreira, Luigi, Ferrucci, Krista, Fischer, Aaron R., Folsom, Paolo, Fortina, Andre, Franke, Lude, Franke, Ian H., Frazer, Philippe, Froguel, Renzo, Galanello, Santhi K., Ganesh, Stephen F., Garner, Gasparini, Paolo, Bernd, Genser, Quince D., Gibson, Christian, Gieger, Girotto, Giorgia, Nicole L., Glazer, Martin, Gögele, Alison H., Goodall, Andreas, Greinacher, Daniel F., Gudbjartsson, Chris, Hammond, Sarah E., Harri, Jaana, Hartiala, Anna Liisa, Hartikainen, Stanley L., Hazen, Susan R., Heckbert, Bo, Hedblad, Christian, Hengstenberg, Micha, Hersch, Andrew A., Hick, Hilma, Holm, Jouke Jan, Hottenga, Thomas, Illig, Marjo Riitta, Jarvelin, Jennifer, Jolley, Steve, Jupe, Mika, Kähönen, Naoyuki, Kamatani, Stavroula, Kanoni, Ido P., Kema, John P., Kemp, Jyoti, Khadake, Kay Tee, Khaw, Marcus E., Kleber, Jaspal S., Kooner, Peter, Kovac, Brigitte, Kühnel, Marie Christine, Kyrtsoni, Yann, Labrune, Vasiliki, Lagou, Claudia, Langenberg, Terho, Lehtimäki, Xinzhong, Li, Liming, Liang, Lifelines Cohort, Study, Heather Lloyd, Jone, Ruth JF, Loo, Lorna M., Lopez, Thomas, Lumley, Leo Pekka, Lyytikäinen, Winfried, Maerz, Reedik, Mägi, Massimo, Mangino, Nicholas G., Martin, Andrea, Maschio, Irene Mateo, Leach, Barbara, Mcknight, Stuart, Meacham, Sarah E., Medland, Christa, Meisinger, Olle, Melander, Yasin, Memari, Andres, Metspalu, Kathy, Miller, Braxton D., Mitchell, Miriam F., Moffatt, Grant W., Montgomery, Carmel, Moore, Federico, Murgia, Yusuke, Nakamura, Matthias, Nauck, Gerjan, Navi, Ilja M., Nolte, Ute, Nöthling, Teresa, Nutile, Yukinori, Okada, Isleifur, Olafsson, Pall T., Onundarson, Paul F., O’Reilly, Willem H., Ouwehand, Debora, Parracciani, Afshin, Parsa, Dirk S., Paul, Josef M., Penninger, Brenda W., Penninx, Mario, Pirastu, Pirastu, Nicola, Giorgio, Pisti, Eleonora, Porcu, Laura, Porta, David, Porteou, Anneli, Pouta, Peter P., Pramstaller, Inga, Prokopenko, Bruce M., Psaty, Janne, Pullat, Aparna, Radhakrishnan, Olli, Raitakari, Ramiro Ramirez, Soli, Augusto, Rendon, Janina S., Ried, Susan M., Ring, Robino, Antonietta, Jerome I., Rotter, Daniela, Ruggiero, Aimo, Ruokonen, Cinzia, Sala, Andres, Salument, Nilesh J., Samani, Jennifer, Sambrook, Serena, Sanna, David, Schlessinger, Carsten O., Schmidt, Stefan, Schreiber, Heribert, Schunkert, James, Scott, Joban, Sehmi, Jovana Serbanovic, Canic, So Youn, Shin, Alan R., Shuldiner, Rob, Sladek, Johannes H., Smit, George Davey, Smith, J., Gustav Smith, Nicholas L., Smith, Harold, Snieder, Nicole, Soranzo, Rossella, Sorice, Timothy D., Spector, John M., Starr, Kari, Stefansson, Derek, Stemple, Jonathan, Stephen, Michael, Stumvoll, Patrick, Sulem, Atsushi, Takahashi, Sian Tsung, Tan, Toshiko, Tanaka, Clara, Tang, Weihong, Tang, WH Wilson, Tang, Kent, Taylor, Albert, Tenesa, Alexander, Teumer, Swee Lay, Thein, Unnur, Thorsteinsdottir, Daniela, Toniolo, Anke, Tönje, Traglia, Michela, Manuela, Uda, Sheila, Ulivi, Pim van der, Harst, C., Ellen van der Schoot, Wiek H., van Gilst, L., Joost van Pelt, Dirk J., van Veldhuisen, Niek, Verweij, Peter M., Visscher, Uwe, Völker, Peter, Vollenweider, Katrin, Vo, Nicholas J., Wareham, Lorenz, Wernisch, Harm Jan, Westra, John B., Whitfield, Herich, Wichmann, Kerri L., Wiggin, Gonneke, Willemsen, Bernhard R., Winkelmann, Gerald, Wirnsberger, Bruce HR, Wolffenbuttel, Jian, Yang, Tsun Po, Yang, Weihua, Zhang, Jing Hua, Zhao, Paavo, Zitting, Jaap Jan, Zwaginga, van der Harst, P, Chambers, Jc, Soranzo, N, Ouwehand, Wh, Deloukas, P., Biological Psychology, Neuroscience Campus Amsterdam - Neurobiology of Mental Health, EMGO+ - Mental Health, Neuroscience Campus Amsterdam - Brain Imaging Technology, Neuroscience Campus Amsterdam - Brain Mechanisms in Health & Disease, Wellcome Trust Sanger Inst, Cambridge CB10 1SA, England, UCL, UCL Canc Inst, London WC1E 6BT, England, Univ Cambridge, Dept Haematol, Cambridge CB2 0PT, England, Natl Hlth Serv NHS Blood & Transplant, Cambridge CB2 0PT, England, Radboud Univ Nijmegen, Med Ctr, Dept Human Genet, NL-6500 HB Nijmegen, Netherlands, Inst Publ Hlth, MRC Biostat Unit, Cambridge CB2 0SR, England, NIHR Biomed Res Ctr, Cambridge CB2 0PT, England, Univ Groningen, Univ Med Ctr Groningen, Dept Cardiol, NL-9713 GZ Groningen, Netherlands, Univ Groningen, Univ Med Ctr Groningen, Dept Genet, NL-9713 GZ Groningen, Netherlands, Univ London Imperial Coll Sci Technol & Med, Dept Epidemiol & Biostat, London W2 1NY, England, Hammersmith Hosp, Imperial Coll Healthcare NHS Trust, London W12 0HS, England, Royal Brompton & Harefield Hosp NHS Trust, London SW3 6NP, England, Ealing Hosp NHS Trust, Southall UB1 3HW, Middx, England, Psychiatry, Epidemiology and Data Science, NCA - Brain mechanisms in health and disease, NCA - Neurobiology of mental health, EMGO - Mental health, NCA - Brain imaging technology, and Cardiovascular Centre (CVC)

Subjects
Netherlands Twin Register (NTR), Erythrocytes, Genome-wide association study, UNCERTAINTY, Regulatory Sequences, Nucleic Acid, VARIANTS, ANNOTATION, COLORECTAL-CANCER, Histones, 0302 clinical medicine, BINDING, Cluster Analysis, Myeloid Cells, Genetics (clinical), Genetics, hematological trait, 0303 health sciences, Chromosome Mapping, MRP4 ABCC4, Chromatin, Nucleosomes, Phenotype, Organ Specificity, 030220 oncology & carcinogenesis, Blood Platelets, Quantitative Trait Loci, Biology, Quantitative trait locus, Polymorphism, Single Nucleotide, DYNAMIN 3, 03 medical and health sciences, Quantitative Trait, Heritable, MEGAKARYOCYTES, Humans, Cell Lineage, ddc:610, GENOME-WIDE ASSOCIATION, Enhancer, Transcription factor, Gene, ChIA-PET, 030304 developmental biology, Research, Genetic Variation, DNA, Chromatin Assembly and Disassembly, Genetic architecture, Gene Expression Regulation, Genome-Wide Association Study
Abstract

To access publisher's full text version of this article, please click on the hyperlink in Additional Links field or click on the hyperlink at the top of the page marked Files. This article is open access. Nearly three-quarters of the 143 genetic signals associated with platelet and erythrocyte phenotypes identified by meta-analyses of genome-wide association (GWA) studies are located at non-protein-coding regions. Here, we assessed the role of candidate regulatory variants associated with cell type-restricted, closely related hematological quantitative traits in biologically relevant hematopoietic cell types. We used formaldehyde-assisted isolation of regulatory elements followed by next-generation sequencing (FAIRE-seq) to map regions of open chromatin in three primary human blood cells of the myeloid lineage. In the precursors of platelets and erythrocytes, as well as in monocytes, we found that open chromatin signatures reflect the corresponding hematopoietic lineages of the studied cell types and associate with the cell type-specific gene expression patterns. Dependent on their signal strength, open chromatin regions showed correlation with promoter and enhancer histone marks, distance to the transcription start site, and ontology classes of nearby genes. Cell type-restricted regions of open chromatin were enriched in sequence variants associated with hematological indices. The majority (63.6%) of such candidate functional variants at platelet quantitative trait loci (QTLs) coincided with binding sites of five transcription factors key in regulating megakaryopoiesis. We experimentally tested 13 candidate regulatory variants at 10 platelet QTLs and found that 10 (76.9%) affected protein binding, suggesting that this is a frequent mechanism by which regulatory variants influence quantitative trait levels. Our findings demonstrate that combining large-scale GWA data with open chromatin profiles of relevant cell types can be a powerful means of dissecting the genetic architecture of closely related quantitative traits. Marie-Curie Initial Training Network NETSIM British Heart Foundation RG/09/12/28096 National Institutes for Health RP-PG-0310-1002 Wellcome Trust 098051 info:eu-repo/grantAgreement/EC/FP7/282510

Published
2013
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20. yylncT Defines a Class of Divergently Transcribed lncRNAs and Safeguards the T-mediated Mesodermal Commitment of Human PSCs

Author

Agapios Sachinidis, Natalia Emilse Vargas, Juergen Hescheler, Julia Franzen, Ivan G. Costa, Deniz Bartsch, Marie Gramm, Lilija Brant, Argyris Papantonis, Alvaro Rada-Iglesias, Joseph Chao-Chung Kuo, Nicole Russ, Meena Kanduri, Tsun-Po Yang, Chandrasekhar Kanduri, Jens-Peter Derks, Leo Kurian, Gaurav Ahuja, Jan-Erik Messling, Theodore Georgomanolis, Wenjie Yao, Rizwan Rehimi, Stefan Frank, Yulia Kargapolova, Martin Peifer, Vijay Suresh Akhade, Raja Ghazanfar Ali Sahito, and Alina Kuroczik

Subjects
Fetal Proteins, Pluripotent Stem Cells, Brachyury, Mesoderm, Polyadenylation, Transcription, Genetic, DNMT3B, Human Embryonic Stem Cells, Locus (genetics), Biology, DNA methyltransferase, Cell Line, 03 medical and health sciences, Mice, 0302 clinical medicine, Genetics, medicine, Animals, Humans, Cell Lineage, DNA (Cytosine-5-)-Methyltransferases, RNA, Messenger, Gene, 030304 developmental biology, 0303 health sciences, Cell Differentiation, Cell Biology, Embryonic stem cell, Cell biology, medicine.anatomical_structure, Genetic Loci, embryonic structures, Molecular Medicine, RNA, Long Noncoding, T-Box Domain Proteins, 030217 neurology & neurosurgery
Abstract

Human protein-coding genes are often accompanied by divergently transcribed non-coding RNAs whose functions, especially in cell fate decisions, are poorly understood. Using an hESC-based cardiac differentiation model, we define a class of divergent lncRNAs, termed yin yang lncRNAs (yylncRNAs), that mirror the cell-type-specific expression pattern of their protein-coding counterparts. yylncRNAs are preferentially encoded from the genomic loci of key developmental cell fate regulators. Most yylncRNAs are spliced polyadenylated transcripts showing comparable expression patterns in vivo in mouse and in human embryos. Signifying their developmental function, the key mesoderm specifier BRACHYURY (T) is accompanied by yylncT, which localizes to the active T locus during mesoderm commitment. yylncT binds the de novo DNA methyltransferase DNMT3B, and its transcript is required for activation of the T locus, with yylncT depletion specifically abolishing mesodermal commitment. Collectively, we report a lncRNA-mediated regulatory layer safeguarding embryonic cell fate transitions.

Published
2018

21. An atlas of genetic influences on human blood metabolites

Author

Elin Grundberg, Nicole Soranzo, John P. Overington, Jeff K. Trimmer, Rita Santos, Vicky Wang, Eric B. Fauman, Lu Chen, Ana M. Valdes, Sally John, Idil Erte, Robert P. Mohney, Craig L. Hyde, Klaudia Walter, Cristina Menni, Gabi Kastenmüller, Melanie Waldenberger, Fabian J. Theis, Louella Vasquez, Michael V. Milburn, M. Julia Brosnan, Jan Krumsiek, Li Xi, Tsun-Po Yang, J. Brent Richards, Christian Gieger, Vincenzo Forgetta, Phoebe M. Roberts, Karsten Suhre, Matthias Arnold, Jie Huang, So-Youn Shin, Daniel Ziemek, Ann-Kristin Petersen, and Tim D. Spector

Subjects
Adult, Male, Adolescent, Genotype, Genome-wide association study, Disease, Computational biology, Biology, Cohort Studies, Young Adult, 03 medical and health sciences, 0302 clinical medicine, Metabolomics, Germany, Genetic variation, Genetics, Data Mining, Humans, Aged, 030304 developmental biology, Aged, 80 and over, Internet, 0303 health sciences, Gene Expression Profiling, Great Britain, Computational Biology, Genetic Variation, Middle Aged, Heritability, Twin study, United Kingdom, 3. Good health, Europe, Gene expression profiling, Blood, Drug development, Genetic Loci, Female, Blood Chemical Analysis, Metabolism, Inborn Errors, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract

Genome-wide association scans with high-throughput metabolic profiling provide unprecedented insights into how genetic variation influences metabolism and complex disease. Here we report the most comprehensive exploration of genetic loci influencing human metabolism thus far, comprising 7,824 adult individuals from 2 European population studies. We report genome-wide significant associations at 145 metabolic loci and their biochemical connectivity with more than 400 metabolites in human blood. We extensively characterize the resulting in vivo blueprint of metabolism in human blood by integrating it with information on gene expression, heritability and overlap with known loci for complex disorders, inborn errors of metabolism and pharmacological targets. We further developed a database and web-based resources for data mining and results visualization. Our findings provide new insights into the role of inherited variation in blood metabolic diversity and identify potential new opportunities for drug development and for understanding disease.

Published
2014
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22. Global Analysis of DNA Methylation Variation in Adipose Tissue from Twins Reveals Links to Disease-Associated Variants in Distal Regulatory Elements

Author

Elin Grundberg, Eshwar Meduri, Johanna K. Sandling, Åsa K. Hedman, Sarah Keildson, Alfonso Buil, Stephan Busche, Wei Yuan, James Nisbet, Magdalena Sekowska, Alicja Wilk, Amy Barrett, Kerrin S. Small, Bing Ge, Maxime Caron, So-Youn Shin, Mark Lathrop, Emmanouil T. Dermitzakis, Mark I. McCarthy, Timothy D. Spector, Jordana T. Bell, Panos Deloukas, Kourosh R. Ahmadi, Chrysanthi Ainali, Veronique Bataille, Antigone S. Dimas, Richard Durbin, Daniel Glass, Neelam Hassanali, Catherine Ingle, David Knowles, Maria Krestyaninova, Cecilia M. Lindgren, Christopher E. Lowe, Paola di Meglio, Josine L. Min, Stephen B. Montgomery, Frank O. Nestle, Alexandra C. Nica, Stephen O’Rahilly, Leopold Parts, Simon Potter, Johanna Sandling, Nicole Soranzo, Tim D. Spector, Gabriela Surdulescu, Mary E. Travers, Loukia Tsaprouni, Sophia Tsoka, Tsun-Po Yang, and Krina T. Zondervan

Subjects
Epigenomics, Bisulfite sequencing, Quantitative Trait Loci, Twins, Adipose tissue, Disease, Biology, Regulatory Sequences, Nucleic Acid, Polymorphism, Single Nucleotide, Article, Body Mass Index, 03 medical and health sciences, 0302 clinical medicine, Genetics, Humans, Sulfites, Genetics(clinical), Epigenetics, Genetics (clinical), 030304 developmental biology, Oligonucleotide Array Sequence Analysis, Regulation of gene expression, 0303 health sciences, Genome, Human, Gene Expression Profiling, Correction, Chromosome Mapping, Methylation, Sequence Analysis, DNA, DNA Methylation, Human genetics, Variation (linguistics), Phenotype, Adipose Tissue, Gene Expression Regulation, 030220 oncology & carcinogenesis, Expression quantitative trait loci, DNA methylation, Hybridization, Genetic, Human genome, Female, 030217 neurology & neurosurgery
Abstract

Epigenetic modifications such as DNA methylation play a key role in gene regulation and disease susceptibility. However, little is known about the genome-wide frequency, localization, and function of methylation variation and how it is regulated by genetic and environmental factors.We utilized the Multiple Tissue Human Expression Resource (MuTHER) and generated Illumina 450K adipose methylome data from 648 twins.We found that individual CpGs had low variance and that variability was suppressed in promoters.We noted that DNA methylation variation was highly heritable (2median = 0.34) and that shared environmental effects correlated with metabolic phenotype-associated CpGs. Analysis of methylation quantitative-trait loci (metQTL) revealed that 28% of CpGs were associated with nearby SNPs, and when overlapping them with adipose expression quantitative-trait loci (eQTL) from the same individuals, we found that 6% of the loci played a role in regulating both gene expression and DNA methylation. These associations were bidirectional, but there were pronounced negative associations for promoter CpGs. Integration of metQTL with adipose reference epigenomes and disease associations revealed significant enrichment of metQTL overlapping metabolic-trait or disease loci in enhancers (the strongesteffects were for high-density lipoprotein cholesterol and body mass index [BMI]). We followed up with the BMI SNP rs713586, a cg01884057 metQTL that overlaps an enhancer upstream of ADCY3, and used bisulphite sequencing to refine this region. Our results showed widespread population invariability yet sequence dependence on adipose DNA methylation but that incorporating maps of regulatory elements aid in linking CpG variation to gene regulation and disease risk in a tissue-dependent manner. © 2013 by The American Society of Human Genetics. All rights reserved.

Published
2013
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23. Large-scale association analysis identifies new risk loci for coronary artery disease

Author

Benjamin F. Voight, Andrew D. Morris, G. Kees Hovingh, Anthony J. Balmforth, Hanneke Basart, Alistair S. Hall, Dominique Gauguier, Bok Ghee Han, Martina Müller-Nurasyid, Sarah Parish, Jarmo Virtamo, Christa Meisinger, Peter Wagner, George Dedoussis, Philipp S. Wild, Kari Stefansson, Jean-Baptiste Cazier, Kathleen Stirrups, Jiyoung Lee, Adrienne Cupples, Stavroula Kanoni, Danish Saleheen, Christian Hengstenberg, Svati H. Shah, Panos Deloukas, Anuj Goel, Stefan Blankenberg, Sian Tsung Tan, Alison H. Goodall, Tõnu Esko, Eric Boerwinkle, Gudmundur Thorgeirsson, Peter S. Braund, Joshua W. Knowles, Olle Melander, C. Ellen van der Schoot, Silke Rosinger, Maria Dimitriou, Wolfgang Koenig, Michael Boehnke, François Cambien, Per Lundmark, Dmitry Shungin, Wolfgang Kratzer, Pierre Zalloua, Reijo Laaksonen, Jean Ferrières, Villi Gudnason, Thorsten Kessler, Daniel J. Rader, Niclas Eriksson, Dominique Arveiler, Natalie R. van Zuydam, Kari Kuulasmaa, N. William Rayner, Sarah E. Hunt, Gudmar Thorleifsson, Jeanette Erdmann, Samuli Ripatti, Tsun-Po Yang, George A. Wells, Terho Lehtimäki, Kjell Nikus, Pierre Fontanillas, Jorg Hager, Martin Farrall, Jemma C. Hopewell, Frank Kee, Juha Sinisalo, Christopher J. O'Donnell, Asif Rasheed, Mika Kähönen, Genovefa Kolovou, Seraya Maouche, Suzanne Rafelt, Cordelia Langford, Winfried März, Leo-Pekka Lyytikäinen, Christina Willenborg, Weihua Zhang, Kati Kristiansson, Hyo-Soo Kim, Weang K. Ho, Jeong E. Park, Mohan U. Sivananthan, Moritz P. Rumpf, Markku Laakso, Klaus Stark, Philippe Amouyel, Paul W. Franks, Andres Metspalu, Anders Franco-Cereceda, Manjinder S. Sandhu, Nour Eddine El Mokhtari, Nicholas J. Wareham, Robert Roberts, Veikko Salomaa, Thomas Illig, Tomi Pastinen, Robert Clarke, Christof Burgdorf, Leif Groop, Devin Absher, Yangsoo Jang, Mark I. McCarthy, Bernhard O. Boehm, Per Eriksson, Nilesh J. Samani, Inke R. König, Stefan Schreiber, Karin Leander, Simone Claudi-Boehm, Ci Song, Benjamin A. Goldstein, Stephen E. Epstein, Andreas Ziegler, Stanley L. Hazen, Arne Schäfer, Elin Grundberg, Sekar Kathiresan, John R. Thompson, Unnur Thorsteinsdottir, Muredach P. Reilly, Heribert Schunkert, Rory Collins, Thomas Quertermous, Jong-Young Lee, John Danesh, John C. Chambers, Marco M Ferrario, Carlos Iribarren, Claudia Langenberg, Hilma Holm, Rona J. Strawbridge, Alan S. Go, Cristen J. Willer, Ron Do, Emmi Tikkanen, Abbas Dehghan, Evelin Mihailov, Lindsay L. Waite, Patrick Diemert, Willem H. Ouwehand, Eric E. Schadt, Diana Rubin, David Altshuler, Marcus E. Kleber, Markus Perola, Alexandre F.R. Stewart, Jaspal S. Kooner, Themistocles L. Assimes, Inês Barroso, Bruna Gigante, Göran Hallmans, Marja-Liisa Lokki, Aki S. Havulinna, Anders Hamsten, Agneta Siegbahn, Lasse Folkersen, Erik Ingelsson, Martina E. Zimmermann, Colin N. A. Palmer, Paolo Brambilla, Ann-Christine Syvänen, Alun Evans, Åsa Johansson, John F. Peden, Alex S. F. Doney, Hugh Watkins, Johanna Kuusisto, Anders Lundmark, David G. Cox, Hyun Min Kang, Lars Lind, Krista Fischer, Markku S. Nieminen, Annette Peters, Norman Klopp, Stefan Gustafsson, Lars Wallentin, Nancy L. Pedersen, David-Alexandre Trégouët, Ulf de Faire, Deloukas, P, Kanoni, S, Willenborg, C, Farrall, M, Assimes, T, Thompson, J, Ingelsson, E, Saleheen, D, Erdmann, J, Goldstein, B, Stirrups, K, König, I, Cazier, J, Johansson, Å, Hall, A, Lee, J, Willer, C, Chambers, J, Esko, T, Folkersen, L, Goel, A, Grundberg, E, Havulinna, A, Ho, W, Hopewell, J, Eriksson, N, Kleber, M, Kristiansson, K, Lundmark, P, Lyytikäinen, L, Rafelt, S, Shungin, D, Strawbridge, R, Thorleifsson, G, Tikkanen, E, Van Zuydam, N, Voight, B, Waite, L, Zhang, W, Ziegler, A, Absher, D, Altshuler, D, Balmforth, A, Barroso, I, Braund, P, Burgdorf, C, Claudi Boehm, S, Cox, D, Dimitriou, M, Do, R, Doney, A, El Mokhtari, N, Eriksson, P, Fischer, K, Fontanillas, P, Franco Cereceda, A, Gigante, B, Groop, L, Gustafsson, S, Hager, J, Hallmans, G, Han, B, Hunt, S, Kang, H, Illig, T, Kessler, T, Knowles, J, Kolovou, J, Kuusisto, J, Langenberg, C, Langford, C, Leander, K, Lokki, M, Lundmark, A, Mccarthy, M, Meisinger, C, Melander, O, Mihailov, E, Maouche, S, Morris, A, Müller Nurasyid, M, Nikus, K, Peden, J, Rayner, N, Rasheed, A, Rosinger, S, Rubin, D, Rumpf, M, Schäfer, A, Sivananthan, M, Song, C, Stewart, A, Tan, S, Thorgeirsson, G, van der Schoot, C, Wagner, P, Wells, G, Wild, P, Yang, T, Amouyel, P, Arveiler, D, Basart, H, Boehnke, M, Boerwinkle, E, Brambilla, P, Cambien, F, Cupples, A, de Faire, U, Dehghan, A, Diemert, P, Epstein, S, Evans, A, Ferrario, M, Ferrières, J, Gauguier, D, Go, A, Goodall, A, Gudnason, V, Hazen, S, Holm, H, Iribarren, C, Jang, Y, Kähönen, M, Kee, F, Kim, H, Klopp, N, Koenig, W, Kratzer, W, Kuulasmaa, K, Laakso, M, Laaksonen, R, Lind, L, Ouwehand, W, Parish, S, Park, J, Pedersen, N, Peters, A, Quertermous, T, Rader, D, Salomaa, V, Schadt, E, Shah, S, Sinisalo, J, Stark, K, Stefansson, K, Trégouët, D, Virtamo, J, Wallentin, L, Wareham, N, Zimmermann, M, Nieminen, M, Hengstenberg, C, Sandhu, M, Pastinen, T, Syvänen, A, Hovingh, G, Dedoussis, G, Franks, P, Lehtimäki, T, Metspalu, A, Zalloua, P, Siegbahn, A, Schreiber, S, Ripatti, S, Blankenberg, S, Perola, M, Clarke, R, Boehm, B, O’Donnell, C, Reilly, M, März, W, Collins, R, Kathiresan, S, Hamsten, A, Kooner, J, Thorsteinsdottir, U, Danesh, J, Palmer, C, Roberts, R, Watkins, H, Schunkert, H, Samani, N, Landsteiner Laboratory, Clinical Haematology, Other departments, ACS - Amsterdam Cardiovascular Sciences, and Vascular Medicine

Subjects
Adult, Asian Continental Ancestry Group, Male, Candidate gene, BIO/12 - BIOCHIMICA CLINICA E BIOLOGIA MOLECOLARE CLINICA, Population, European Continental Ancestry Group, Quantitative Trait Loci, CAD, Genome-wide association study, Single-nucleotide polymorphism, Coronary Artery Disease, 030204 cardiovascular system & hematology, Biology, Quantitative trait locus, Bioinformatics, Polymorphism, Single Nucleotide, Article, White People, coronary artery disease, risk loci, Cell Line, Coronary artery disease, 03 medical and health sciences, 0302 clinical medicine, Asian People, Risk Factors, medicine, Humans, genetics, Gene Regulatory Networks, Genetic Predisposition to Disease, cardiovascular diseases, Polymorphism, education, 030304 developmental biology, Genetic association, Aged, Genetics, 0303 health sciences, education.field_of_study, Adult, Aged, Asian Continental Ancestry Group, Cell Line, Coronary Artery Disease, genetics, European Continental Ancestry Group, genetics, Female, Gene Regulatory Networks, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Male, Middle Aged, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Risk Factors, Single Nucleotide, Middle Aged, medicine.disease, 3. Good health, Female, Genome-Wide Association Study
Abstract

Coronary artery disease (CAD) is the commonest cause of death. Here, we report an association analysis in 63,746 CAD cases and 130,681 controls identifying 15 loci reaching genome-wide significance, taking the number of susceptibility loci for CAD to 46, and a further 104 independent variants (r 2 < 0.2) strongly associated with CAD at a 5% false discovery rate (FDR). Together, these variants explain approximately 10.6% of CAD heritability. Of the 46 genome-wide significant lead SNPs, 12 show a significant association with a lipid trait, and 5 show a significant association with blood pressure, but none is significantly associated with diabetes. Network analysis with 233 candidate genes (loci at 10% FDR) generated 5 interaction networks comprising 85% of these putative genes involved in CAD. The four most significant pathways mapping to these networks are linked to lipid metabolism and inflammation, underscoring the causal role of these activities in the genetic etiology of CAD. Our study provides insights into the genetic basis of CAD and identifies key biological pathways. © 2013 Nature America, Inc. All rights reserved.

Published
2012
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24. Human aging-associated DNA hypermethylation occurs preferentially at bivalent chromatin domains

Author

Toby Andrew, O. T. McCann, Thomas A. Down, Vardhman K. Rakyan, Panogiotis Deloukas, R. David Leslie, Sarah Finer, Tsun-Po Yang, Tim D. Spector, Ana M. Valdes, Huriya Beyan, Pamela Whittaker, and Siarhei Maslau

Subjects
Adult, Male, Aging, Twins, Biology, Epigenesis, Genetic, Substrate Specificity, Cohort Studies, 03 medical and health sciences, Young Adult, 0302 clinical medicine, Cell Line, Tumor, Neoplasms, Genetics, Humans, Epigenetics, Genes, Developmental, Promoter Regions, Genetic, Genetics (clinical), 030304 developmental biology, Epigenomics, Aged, 0303 health sciences, Blood Cells, Research, Gene Expression Regulation, Developmental, Methylation, DNA Methylation, Middle Aged, Chromatin, Differentially methylated regions, Histone, Cell Transformation, Neoplastic, 030220 oncology & carcinogenesis, DNA methylation, biology.protein, Female, Bivalent chromatin
Abstract

In biological terms, aging can be defined as cellular senescence, which results in a diminished ability to respond to stress, increased homeostatic imbalance and risk of diseases such as cancer, and eventually death. Research in a variety of organisms has revealed that many factors are involved in the aging process at the molecular level. These include telomere-shortening, accumulation of genetic mutations, oxidative stress, and molecular pathways altered by quantitative and qualitative changes in nutrition (for review, see Vijg and Campisi 2008). More recently, several small-scale profiling studies have found directional epigenetic perturbations associated with aging in mammals (Fraga et al. 2005; Bjornsson et al. 2008; Boks et al. 2009; Christensen et al. 2009). Epigenetic modifications, such as DNA methylation and post-translational modifications of histone proteins, are indispensable for many aspects of genome function, including gene expression. The perturbation of epigenetic landscapes during aging could potentially influence cellular functions, thereby impacting on the development of various aging-associated phenotypes and/or diseases, such as cancer. However, until now, we have lacked a genome-scale view of aging-associated epigenomic dynamics. Such information would potentially reveal key genomic regions/features or molecular pathways that are susceptible to aging-related epigenetic perturbations. Here, we report the first genome-scale study of epigenomic dynamics during normal human aging. Our data support a model in which aging-associated differentially methylated regions (aDMRs) that gain methylation with age (hyper-aDMRs) arise in precursor/stem cells preferentially at bivalent chromatin domain promoters. This same category of promoters is frequently hypermethylated in cancers and in vitro cell culture, pointing to a novel mechanistic link between aberrant hypermethylation in cancer, aging, and cell culture.

Published
2010
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25. The genetics of blood pressure regulation and its target organs from association studies in 342,415 individuals

Author

Timo A. Lakka, Kathleen Stirrups, Jean Ferrières, Ying Wu, Gulum Kosova, Toby Johnson, Heather M. Stringham, Bruce M. Psaty, Bruna Gigante, Göran Hallmans, Cornelia M. van Duijn, Kae Woei Liang, Niclas Eriksson, N. William Rayner, Lynda M. Rose, Stavroula Kanoni, Xueling Sim, Evangelos Evangelou, Philippe Froguel, Michel Burnier, Andrew P. Morris, Olle Melander, Martin Farrall, Albert V. Smith, Brendan J. Keating, Thomas Illig, Johan Sundström, Dorret I. Boomsma, Kate Witkowska, Ellen M. Schmidt, Aki S. Havulinna, Ann-Kristin Petersen, Paul F. O'Reilly, Young Jin Kim, Kari Kuulasmaa, Tom Wilsgaard, John D. Eicher, Marcus E. Kleber, Francis S. Collins, Rona J. Strawbridge, Ronald M. Krauss, Fotios Drenos, Stuart K. Kim, Ken K. Ong, Pascal Bovet, Danish Saleheen, Jaspal S. Kooner, Karl-Heinz Herzig, Tien Yin Wong, Benjamin F. Voight, Stefania Bandinelli, Stéphane Lobbens, Colin A. McKenzie, Jing Hua Zhao, Terrence Forrester, Louise A. Donnelly, Alice Stanton, Jean Dallongeville, Kirill V. Tarasov, Narisu Narisu, Jürgen Gräßler, Luigi Ferrucci, Peter S. Sever, Paul Elliott, Tune H. Pers, Andrew J. Smith, Tomas Axelsson, Young Ah Shin, Nora Franceschini, James F. Wilson, Vilmundur Gudnason, Kati Kristiansson, Andrew A. Hicks, Kent D. Taylor, Genovefa Kolovou, Andrew D. Morris, André G. Uitterlinden, Serena Sanna, Xiuqing Guo, Honghuang Lin, Aravinda Chakravarti, Wayne Huey-Herng Sheu, Panos Deloukas, Linda S. Adair, Diana Kuh, Murielle Bochud, Eric Boerwinkle, Inger Njølstad, Meena Kumari, Norman Klopp, Leo-Pekka Lyytikäinen, Steven C. Hunt, Weihua Zhang, Tõnu Esko, Pierre Meneton, Markus Perola, Erik P A Van Iperen, Georg Ehret, Veikko Salomaa, Lars Lind, Zoltán Kutalik, Cristiano Fava, Caroline Hayward, Hugh S. Markus, Teresa Ferreira, Stefan R. Bornstein, Vasyl Pihur, Patricia B. Munroe, Anne U. Jackson, Eirini Marouli, Gabriele Müller, Damiano Baldassarre, Jacques E. Rossouw, Dan E. Arking, Maija Hassinen, Nicholas J. Wareham, Robert Roberts, Daniel I. Chasman, I. Shou Chang, Sylvain Sebert, Tove Fall, Roby Joehanes, Patrik K. E. Magnusson, John C. Chambers, Peter Vollenweider, Wen Jane Lee, Dmitry Shungin, Mathias Gorski, Christopher Newton-Cheh, Anders Franco-Cereceda, Ching-Yu Cheng, Yun Kyoung Kim, Ruth J. F. Loos, Lude Franke, Karen L. Mohlke, Yii-Der Ida Chen, Carlos Iribarren, Martina Müller-Nurasyid, Alexander Teumer, Andrew D. Johnson, Antonella Mulas, Ulf Gyllensten, Martin D. Tobin, George Dedoussis, Rainford J. Wilks, Joshua C. Bis, Beverley Balkau, Jie Yao, Frida Renström, Themistocles L. Assimes, Morris Brown, Inês Barroso, Hyun Min Kang, Loic Yengo, Mika Kähönen, Christopher J. Groves, Kirsti Kvaløy, Rainer Rauramaa, Heribert Schunkert, Satu Männistö, Marjo-Riitta Järvelin, Nancy L. Pedersen, Karl Gertow, Rick Jansen, Thomas Quertermous, Jarmo Virtamo, Lazaros Lataniotis, Serge Hercberg, Paul M. Ridker, Osorio Meirelles, Jostein Holmen, Phil Howard, G. Kees Hovingh, Jeanette Erdmann, Jong-Young Lee, Peter Schwarz, Ramaiah Nagaraja, Elizabeth Theusch, Wei Zhao, Sonia Shah, Chao A. Hsiung, Santhi K. Ganesh, Richard S. Cooper, John M. C. Connell, Jian'an Luan, Graciela E. Delgado, Eric Kim, Daniel Levy, Li Lin, Jerome I. Rotter, Andres Metspalu, Nabila Bouatia-Naji, Christopher J. O'Donnell, Roberto Elosua, Andrew Wong, Alanna C. Morrison, Juha Saltevo, Michael R. Barnes, Alan B. Weder, Kay-Tee Khaw, Leena Moilanen, Peter S. Chines, Claudia Langenberg, Marika Kaakinen, Asif Rasheed, Annette Peters, Angela Döring, Alena Stančáková, Richard A. Jensen, Jaana Lindström, Alison H. Goodall, Toshiko Tanaka, Loukianos S. Rallidis, Dabeeru C. Rao, Ann-Christine Syvänen, Alun Evans, Brenda W.J.H. Penninx, Sarah Edkins, Xiaohui Li, Neil Poulter, Jouko Saramies, Ulf de Faire, Walter Palmas, Jaakko Tuomilehto, Louise V. Wain, Cristina Menni, Stephen Bevan, Maria X. Sosa, Nanette R. Lee, Anuj Goel, Germaine C. Verwoert, Kjell Nikus, Helen R. Warren, May E. Montasser, Ren-Hua Chung, Francesco Gianfagna, Kristian Hveem, Rainer Rettig, Unnur Thorsteinsdottir, Lori L. Bonnycastle, Tim D. Spector, Paul W. Franks, Bamidele O. Tayo, Ilja M. Nolte, John Danesh, E. Shyong Tai, Mika Kivimäki, Devin Absher, Oddgeir L. Holmen, Per Eriksson, Pirjo Komulainen, Peter P. Pramstaller, Cameron D. Palmer, He Gao, Elena Tremoli, H.-Erich Wichmann, Myriam Fornage, Gyda Bjornsdottir, Afshin Parsa, Anders Hamsten, Terho Lehtimäki, Lasse Folkersen, Janine F. Felix, Anna F. Dominiczak, Hinco J. Gierman, Edward G. Lakatta, Alex S. F. Doney, Erik Ingelsson, Colin N. A. Palmer, Najaf Amin, Hugh Watkins, Johanna Kuusisto, Vladan Mijatovic, Mark I. McCarthy, Joel N. Hirschhorn, Winfried März, Nilesh J. Samani, Stefan Enroth, Mark J. Caulfield, Gudmar Thorleifsson, Tsun-Po Yang, François Mach, Cristen J. Willer, Claudia P. Cabrera, Aline Wagner, Michael Boehnke, Elias Salfati, Sekar Kathiresan, Ramachandran S. Vasan, Franco Giulianini, Harm-Jan Westra, Harold Snieder, Mark O. Goodarzi, M. Arfan Ikram, Fred Paccaud, Johannes H. Smit, Anna-Liisa Hartikainen, Xiaofeng Zhu, Markku Laakso, Ahmad Vaez, Albert Hofman, Amy J. Swift, Maria Hughes, I. Te Lee, Aroon D. Hingorani, Matti Uusitupa, Oscar H. Franco, Kenneth Rice, Veronique Vitart, Ross M. Fraser, Jouke-Jan Hottenga, Kari Stefansson, Dhananjay Vaidya, Johns Hopkins University, School of Medicine, Hôpitaux Universitaires de Genève (HUG), Saw Swee Hock School of Public Health, National University of Singapore (NUS), The Wellcome Trust Centre for Human Genetics [Oxford], University of Oxford [Oxford], Brigham and Women's Hospital [Boston], Harvard Medical School [Boston] (HMS), Department of Biostatistics, University of Michigan [Ann Arbor], University of Michigan System-University of Michigan System, University of Michigan System, Department of Computational Medicine and Bioinformatics (DCM&B), Queen Mary University of London (QMUL), GlaxoSmithKline, Glaxo Smith Kline, deCODE genetics [Reykjavik], University of Cambridge [UK] (CAM), University of Dundee, German Research Center for Environmental Health - Helmholtz Center München (GmbH), Karolinska University Hospital [Stockholm], Umea University Hospital, Lund University [Lund], Queen's University [Belfast] (QUB), National Institutes of Health, Department of Genomics of Common Disease, Imperial College London, Institut National de la Santé et de la Recherche Médicale (INSERM), Université Paris Descartes - Paris 5 (UPD5), National Institute of Health and Welfare, Institute for Molecular Medicine Finland (FIMM), University College London Hospitals (UCLH), University Hospital of Heidelberg, Harbor UCLA Medical Center [Torrance, Ca.], University of Tampere, University of Verona (UNIVR), Uppsala University Hospital, Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, Department of Medical Epidemiology and Biostatistics (MEB), Karolinska Institutet [Stockholm], Stanford University School of Medicine [CA, USA], Medical School University of Athens, Partenaires INRAE, Children's Hospital Oakland Research Institute, Boston Children's Hospital, Broad Institute of Harvard and MIT, University of Copenhagen = Københavns Universitet (KU), Statens Serum Institut [Copenhagen], Framingham Heart Dis Epidemiol Study, Department of Psychiatry, VU University Medical Center [Amsterdam], National Heart, Lung and Blood Institute, Osong Health Technology Administration Complex, University of Pennsylvania, Department of Genetics, University of North Carolina at Chapel Hill (UNC), Loyola University [Chicago], Centre Hospitalier Universitaire Vaudois (CHUV), Hudson Alpha Institute for Biotechnology, Erasmus University Rotterdam, Department of Medical Sciences, Uppsala University, Università degli Studi di Milano [Milano] (UNIMI), Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Université Paris-Sud - Paris 11 (UP11), Azienda Sanitaria Firenze, Wellcome Trust Genome Campus, The Wellcome Trust Sanger Institute [Cambridge], University of Lincoln, University of Washington [Seattle], Amgen Inc., The University of Texas Health Science Center at Houston (UTHealth), VU University Amsterdam, University of Dresden Medical School, Université de Lausanne (UNIL), Healthcare NHS Trust, National Health Research Institutes, National University Health System [Singapore] (NUHS), Duke-NUS Medical School [Singapore], Singapore Eye Research Institute [Singapore] (SERI), National Human Genome Research Institute (NHGRI), Centre de Recherche Épidémiologie et Statistique Sorbonne Paris Cité (CRESS (U1153 / UMR_A_1125 / UMR_S_1153)), Université Paris Diderot - Paris 7 (UPD7)-Université Sorbonne Paris Cité (USPC)-Université Paris Descartes - Paris 5 (UPD5)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Institut National de la Recherche Agronomique (INRA), Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, Radiology and nuclear medicine, EMGO - Mental health, Lin, Li, Mach, François, ProdInra, Migration, University of Oxford, Università degli studi di Verona = University of Verona (UNIVR), University of Copenhagen = Københavns Universitet (UCPH), Università degli Studi di Milano = University of Milan (UNIMI), Vrije Universiteit Amsterdam [Amsterdam] (VU), Université de Lausanne = University of Lausanne (UNIL), Institut National de la Recherche Agronomique (INRA)-Université Paris Diderot - Paris 7 (UPD7)-Université Paris Descartes - Paris 5 (UPD5)-Université Sorbonne Paris Cité (USPC)-Institut National de la Santé et de la Recherche Médicale (INSERM), Laboratoire d'Informatique Médicale et Ingénierie des Connaissances en e-Santé (LIMICS), Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Université Sorbonne Paris Nord, Vrije universiteit = Free university of Amsterdam [Amsterdam] (VU), EMGO+ - Lifestyle, Overweight and Diabetes, Biological Psychology, APH - Amsterdam Public Health, Epidemiology and Data Science, Graduate School, Other departments, ACS - Amsterdam Cardiovascular Sciences, Vascular Medicine, Luan, Jian'an [0000-0003-3137-6337], Barroso, Ines [0000-0001-5800-4520], Danesh, John [0000-0003-1158-6791], Khaw, Kay-Tee [0000-0002-8802-2903], Markus, Hugh [0000-0002-9794-5996], Ong, Kenneth [0000-0003-4689-7530], Johnson, Kathleen [0000-0002-6823-3252], Wareham, Nicholas [0000-0003-1422-2993], Zhao, Jing Hua [0000-0003-4930-3582], Langenberg, Claudia [0000-0002-5017-7344], Apollo - University of Cambridge Repository, Life Course Epidemiology (LCE), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Stem Cell Aging Leukemia and Lymphoma (SALL), CHARGE-EchoGen Consortium, CHARGE-HF Consortium, Wellcome Trust Case Control Consortium, Medical Microbiology & Infectious Diseases, Epidemiology, Neurology, Radiology & Nuclear Medicine, Internal Medicine, Clinical Genetics, Biochemistry, National Institute for Health Research, and Medical Research Council (MRC)

Subjects
0301 basic medicine, Netherlands Twin Register (NTR), CHROMATIN, [SDV]Life Sciences [q-bio], LOCI, Genome-wide association study, Blood Pressure, SUSCEPTIBILITY, Bioinformatics, Cardiovascular, Genome-wide association studies, Medical and Health Sciences, single nucleotide polymorphism, CHARGE-EchoGen consortium, GWAS, 2.1 Biological and endogenous factors, Aetiology, Cells, Cultured, African Continental Ancestry Group, Genetics & Heredity, Genetics, ddc:616, Kidney, Framingham Risk Score, Cultured, COMMON VARIANTS, 11 Medical And Health Sciences, Single Nucleotide, Biological Sciences, African Continental Ancestry Group/genetics, Asian Continental Ancestry Group/genetics, Blood Pressure/genetics, Genome-Wide Association Study, Humans, Hypertension/genetics, Hypertension/pathology, Microarray Analysis, Polymorphism, Single Nucleotide, [SDV] Life Sciences [q-bio], medicine.anatomical_structure, Hypertension/genetics/pathology, Hypertension, Medical genetics, Wellcome Trust Case Control Consortium, Life Sciences & Biomedicine, TRAITS, Biotechnology, Asian Continental Ancestry Group, medicine.medical_specialty, CHARGE-EchoGen Consortium, Cells, Black People, BIOLOGY, Single-nucleotide polymorphism, Biology, Blood pressure, hypertension, genetics, single nucleotide polymorphism, GWAS, 03 medical and health sciences, SDG 3 - Good Health and Well-being, Asian People, medicine, Polymorphism, GENOME-WIDE ASSOCIATION, CELL-TYPES, METAANALYSIS, Genetic association, Science & Technology, CHARGE-HF consortium, 06 Biological Sciences, Genetic architecture, 030104 developmental biology, Blood pressure, CHARGE-HF Consortium, ARTERIAL-HYPERTENSION, Developmental Biology
Abstract

To dissect the genetic architecture of blood pressure (BP) and assess how its elevation promotes downstream cardiovascular diseases, we analyzed 128,272 SNPs from targeted and genome-wide arrays in 201,529 individuals of European ancestry. Genotypes from an additional 140,886 individuals of European ancestry were used as validation for loci reaching genome-wide significance but without prior support in the literature. We identified 66 BP loci, of which 17 were novel and 15 harbored multiple distinct association signals, and which together explain up to 3.5% of BP variation. The 66 index SNPs were enriched for cis-regulatory elements, particularly in vascular endothelial cells, consistent with a primary role in BP control through modulating blood vessel tone and fluid filtration across multiple tissues, not solely the kidney. Importantly, the 66 index SNPs combined in a risk score showed comparable effects in 64,421 individuals of non-European descent (South-Asian, East-Asian and African), confirming that these are ancestral physiological effects that arose prior to human migration out of Africa. The 66-SNP BP risk score was significantly associated with target-organ damage in multiple tissues, with minor effects in the kidney. Our data expand current knowledge of BP pathways, and also, highlight that BP regulation and its effects may occur in multiple organs and tissues beyond the classic renal system.

Published
2016
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26. Genetic studies of body mass index yield new insights for obesity biology

Author

Locke, Adam E, Kahali, Bratati, Croteau-Chonka, Damien C, Doney, Alex S F, He, Bing, Heikkilä, Outi, Hietala, Kustaa, Kytö, Janne, Lahermo, Päivi, Lehto, Markku, Österholm, Anne-May, Parkkonen, Maija, Pitkäniemi, Janne, Rosengård-Bärlund, Milla, Eklund, Niina, Saraheimo, Markku, Sarti, Cinzia, Söderlund, Jenny, Soro-Paavonen, Aino, Syreeni, Anna, Thorn, Lena M, Tikkanen, Heikki, Tolonen, Nina, Tryggvason, Karl, Tuomilehto, Jaakko, Estrada, Karol, Wadén, Johan, Gill, Geoffrey V, Prior, Sarah, Guiducci, Candace, Mirel, Daniel B, Taylor, Andrew, Hosseini, Mohsen, Parving, Hans-Henrik, Rossing, Peter, Tarnow, Lise, Eury, Elodie, Ladenvall, Claes, Alhenc-Gelas, François, Lefebvre, Pierre, Rigalleau, Vincent, Roussel, Ronan, Tregouet, David-Alexandre, Maestroni, Anna, Maestroni, Silvia, Falhammar, Henrik, Gu, Tianwei, Folkersen, Lasse, Möllsten, Anna, Cimponeriu, Dan, Mihai, Ioana, Mota, Maria, Mota, Eugen, Serafinceanu, Cristian, Stavarachi, Monica, Hanson, Robert L, Nelson, Robert G, Kretzler, Matthias, Fraser, Ross M, Colhoun, Helen M, Panduru, Nicolae Mircea, Gu, Harvest F, Brismar, Kerstin, Zerbini, Gianpaolo, Hadjadj, Samy, Marre, Michel, Groop, Leif, Lajer, Maria, Bull, Shelley B, Garcia, Melissa E, Waggott, Daryl, Paterson, Andrew D, Savage, David A, Bain, Stephen C, Martin, Finian, Hirschhorn, Joel N, Godson, Catherine, Florez, Jose C, Groop, Per-Henrik, Maxwell, Alexander P, Geller, Frank, Willer, Cristen J, Schmidt, Ellen M, Sengupta, Sebanti, Peloso, Gina M, Gustafsson, Stefan, Kanoni, Stavroula, Ganna, Andrea, Chen, Jin, Buchkovich, Martin L, Mora, Samia, Giedraitis, Vilmantas, Beckmann, Jacques S, Bragg-Gresham, Jennifer L, Chang, Hsing-Y, Demirkan, Ayşe, Den Hertog, Heleen M, Do, Ron, Donnelly, Louise A, Ehret, Georg B, Esko, Tõnu, Feitosa, Mary F, Gigante, Bruna, Ferreira, Teresa, Fischer, Krista, Fontanillas, Pierre, Freitag, Daniel F, Gurdasani, Deepti, Heikkilä, Kauko, Hyppönen, Elina, Isaacs, Aaron, Jackson, Anne U, Esko, Tonu, Go, Alan S, Johansson, Åsa, Johnson, Toby, Kaakinen, Marika, Kettunen, Johannes, Kleber, Marcus E, Li, Xiaohui, Luan, Jian'an, Lyytikäinen, Leo-Pekka, Magnusson, Patrik K E, Mangino, Massimo, Golay, Alain, Mihailov, Evelin, Montasser, May E, Müller-Nurasyid, Martina, Nolte, Ilja M, O'Connell, Jeffrey R, Palmer, Cameron D, Perola, Markus, Petersen, Ann-Kristin, Sanna, Serena, Saxena, Richa, Goodall, Alison H, Service, Susan K, Shah, Sonia, Shungin, Dmitry, Sidore, Carlo, Song, Ci, Strawbridge, Rona J, Surakka, Ida, Tanaka, Toshiko, Teslovich, Tanya M, Thorleifsson, Gudmar, Gordon, Scott D, Van den Herik, Evita G, Voight, Benjamin F, Volcik, Kelly A, Waite, Lindsay L, Wong, Andrew, Wu, Ying, Zhang, Weihua, Absher, Devin, Asiki, Gershim, Barroso, Inês, Gorski, Mathias, Been, Latonya F, Bolton, Jennifer L, Bonnycastle, Lori L, Brambilla, Paolo, Burnett, Mary S, Cesana, Giancarlo, Dimitriou, Maria, Doring, Angela, Elliott, Paul, Grabe, Hans-Jörgen, Epstein, Stephen E, Eyjolfsson, Gudmundur Ingi, Goodarzi, Mark O, Grallert, Harald, Gravito, Martha L, Groves, Christopher J, Hallmans, Göran, Hartikainen, Anna-Liisa, Hayward, Caroline, Hernandez, Dena, Hicks, Andrew A, Holm, Hilma, Hung, Yi-Jen, Illig, Thomas, Jones, Michelle R, Kaleebu, Pontiano, Kastelein, John J P, Khaw, Kay-Tee, Kim, Eric, Grammer, Tanja B, Klopp, Norman, Komulainen, Pirjo, Kumari, Meena, Langenberg, Claudia, Lehtimaki, Terho, Lin, Shih-Yi, Lindstrom, Jaana, Loos, Ruth J F, Mach, François, McArdle, Wendy L, Gräßler, Jürgen, Meisinger, Christa, Mitchell, Braxton D, Muller, Gabrielle, Nagaraja, Ramaiah, Narisu, Narisu, Nieminen, Tuomo V M, Nsubuga, Rebecca N, Olafsson, Isleifur, Ong, Ken K, Palotie, Aarno, Grönberg, Henrik, Papamarkou, Theodore, Pomilla, Cristina, Pouta, Anneli, Rader, Daniel J, Reilly, Muredach P, Ridker, Paul M, Rivadeneira, Fernando, Rudan, Igor, Ruokonen, Aimo, Samani, Nilesh, Fall, Tove, Scharnagl, Hubert, Seeley, Janet, Silander, Kaisa, Stančáková, Alena, Stirrups, Kathleen, Swift, Amy J, Tiret, Laurence, Uitterlinden, Andre G, van Pelt, L Joost, Vedantam, Sailaja, Gusto, Gaëlle, Wainwright, Nicholas, Wijmenga, Cisca, Wild, Sarah H, Willemsen, Gonneke, Wilsgaard, Tom, Wilson, James F, Young, Elizabeth H, Zhao, Jing Hua, Adair, Linda S, Arveiler, Dominique, Haessler, Jeffrey, Assimes, Themistocles L, Bandinelli, Stefania, Bennett, Franklyn, Bochud, Murielle, Boehm, Bernhard O, Boomsma, Dorret I, Borecki, Ingrid B, Bornstein, Stefan R, Bovet, Pascal, Burnier, Michel, Hall, Per, Campbell, Harry, Chakravarti, Aravinda, Chambers, John C, Chen, Yii-Der Ida, Collins, Francis S, Cooper, Richard S, Danesh, John, Dedoussis, George, de Faire, Ulf, Feranil, Alan B, Haller, Toomas, Ferrieres, Jean, Ferrucci, Luigi, Freimer, Nelson B, Gieger, Christian, Groop, Leif C, Gudnason, Vilmundur, Gyllensten, Ulf, Hamsten, Anders, Harris, Tamara B, Hingorani, Aroon, Hallmans, Goran, Hofman, Albert, Hovingh, G Kees, Hsiung, Chao Agnes, Humphries, Steve E, Hunt, Steven C, Hveem, Kristian, Iribarren, Carlos, Jarvelin, Marjo-Riitta, Jula, Antti, Hartman, Catharina A, Kähönen, Mika, Kaprio, Jaakko, Kesäniemi, Antero, Kivimaki, Mika, Kooner, Jaspal S, Koudstaal, Peter J, Krauss, Ronald M, Kuh, Diana, Kuusisto, Johanna, Kyvik, Kirsten O, Hassinen, Maija, Laakso, Markku, Lakka, Timo A, Lind, Lars, Lindgren, Cecilia M, Martin, Nicholas G, März, Winfried, McCarthy, Mark I, McKenzie, Colin A, Meneton, Pierre, Metspalu, Andres, Moilanen, Leena, Morris, Andrew D, Munroe, Patricia B, Njølstad, Inger, Pedersen, Nancy L, Power, Chris, Pramstaller, Peter P, Price, Jackie F, Psaty, Bruce M, Quertermous, Thomas, Heard-Costa, Nancy L, Rauramaa, Rainer, Saleheen, Danish, Salomaa, Veikko, Sanghera, Dharambir K, Saramies, Jouko, Schwarz, Peter E H, Sheu, Wayne H-H, Shuldiner, Alan R, Siegbahn, Agneta, Spector, Tim D, Helmer, Quinta, Stefansson, Kari, Strachan, David P, Tayo, Bamidele O, Tremoli, Elena, Uusitupa, Matti, van Duijn, Cornelia M, Vollenweider, Peter, Wallentin, Lars, Wareham, Nicholas J, Hengstenberg, Christian, Whitfield, John B, Wolffenbuttel, Bruce H R, Ordovas, Jose M, Boerwinkle, Eric, Palmer, Colin N A, Thorsteinsdottir, Unnur, Chasman, Daniel I, Rotter, Jerome I, Franks, Paul W, Ripatti, Samuli, Holmen, Oddgeir, Cupples, L Adrienne, Sandhu, Manjinder S, Rich, Stephen S, Boehnke, Michael, Deloukas, Panos, Kathiresan, Sekar, Mohlke, Karen L, Ingelsson, Erik, Abecasis, Gonçalo R, Abecasis, Gonçalo, Hottenga, Jouke-Jan, Caulfield, Mark, Chasman, Dan, Ehret, Georg, Johnson, Andrew, Johnson, Louise, Larson, Martin, Levy, Daniel, James, Alan L, Munroe, Patricia, Newton-Cheh, Christopher, O'Reilly, Paul, Palmas, Walter, Psaty, Bruce, Rice, Kenneth, Smith, Albert, Snider, Harold, Tobin, Martin, Van Duijn, Cornelia, Jeff, Janina M, Verwoert, Germaine, Rice, Kenneth M, Johnson, Andrew D, Smith, Albert V, Tobin, Martin D, Verwoert, Germaine C, Hwang, Shih-Jen, Pihur, Vasyl, O'Reilly, Paul F, Amin, Najaf, Teumer, Alexander, Glazer, Nicole L, Launer, Lenore, Jolley, Jennifer, Aulchenko, Yurii, Heath, Simon, Sõber, Siim, Parsa, Afshin, Arora, Pankaj, Dehghan, Abbas, Zhang, Feng, Lucas, Gavin, Juliusdottir, Thorhildur, Peden, John F, Igl, Wilmar, Milaneschi, Yuri, Parker, Alex N, Fava, Cristiano, Kinnunen, Leena, Fox, Ervin R, Go, Min Jin, van der Harst, Pim, Kao, Wen Hong Linda, Sjögren, Marketa, Vinay, D. G., Alexander, Myriam, Tabara, Yasuharu, Shaw-Hawkins, Sue, Koenig, Wolfgang, Whincup, Peter H, Liu, Yongmei, Shi, Gang, Tayo, Bamidele, Seielstad, Mark, Sim, Xueling, Nguyen, Khanh-Dung Hoang, Lehtimäki, Terho, Matullo, Giuseppe, Koskenvuo, Markku, Gaunt, Tom R, Onland-Moret, N Charlotte, Cooper, Matthew N, Platou, Carl G P, Org, Elin, Hardy, Rebecca, Dahgam, Santosh, Palmen, Jutta, Vitart, Veronique, Kratzer, Wolfgang, Braund, Peter S, Kuznetsova, Tatiana, Uiterwaal, Cuno S P M, Adeyemo, Adebowale, Ludwig, Barbara, Tomaszewski, Maciej, Tzoulaki, Ioanna, Palmer, Nicholette D, Laitinen, Jaana, Aspelund, Thor, Garcia, Melissa, Chang, Yen-Pei C, Steinle, Nanette I, Grobbee, Diederick E, Arking, Dan E, Kardia, Sharon L, Morrison, Alanna C, Lamina, Claudia, Najjar, Samer, Hadley, David, Brown, Morris J, Connell, John M, Hingorani, Aroon D, Day, Ian N M, Lawlor, Debbie A, Beilby, John P, Lawrence, Robert W, Leander, Karin, Clarke, Robert, Collins, Rory, Hopewell, Jemma C, Ongen, Halit, Dreisbach, Albert W, Li, Yali, Young, J. 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Harris, T, Hattersley, A, Hicks, A, Hindorff, L, Hingorani, A, Hofman, A, Homuth, G, Hovingh, G, Humphries, S, Hunt, S, Hypponen, E, Illig, T, Jacobs, K, Jarvelin, M, Jockel, K, Johansen, B, Jousilahti, P, Jukema, J, Jula, A, Kaprio, J, Kastelein, J, Keinanen-Kiukaanniemi, S, Kiemeney, L, Knekt, P, Kooner, J, Kooperberg, C, Kovacs, P, Kraja, A, Kumari, M, Kuusisto, J, Lakka, T, Langenberg, C, Marchand, L, Lehtimaki, T, Lyssenko, V, Mannisto, S, Marette, A, Matise, T, Mckenzie, C, Mcknight, B, Moll, F, Morris, A, Murray, J, Nelis, M, Ohlsson, C, Oldehinkel, A, Ong, K, Madden, P, Pasterkamp, G, Peden, J, Peters, A, Postma, D, Pramstaller, P, Price, J, Qi, L, Raitakari, O, Rankinen, T, Rao, D, Rice, T, Ridker, P, Rioux, J, Ritchie, M, Rudan, I, Salomaa, V, Samani, N, Saramies, J, Sarzynski, M, Schunkert, H, Schwarz, P, Sever, P, Shuldiner, A, Sinisalo, J, Stolk, R, Strauch, K, Tonjes, A, Tregouet, D, Tremblay, A, Tremoli, E, Virtamo, J, Vohl, M, Volker, U, Waeber, G, Willemsen, G, 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V, Heath, S, Sober, S, Arora, P, Zhang, F, Lucas, G, Milaneschi, Y, Parker, A, Fava, C, Fox, E, Go, M, Sjogren, M, Vinay, D, Alexander, M, Tabara, Y, Shaw-Hawkins, S, Whincup, P, Shi, G, Seielstad, M, Sim, X, Nguyen, K, Matullo, G, Gaunt, T, Onland-Moret, N, Cooper, M, Platou, C, Org, E, Hardy, R, Dahgam, S, Palmen, J, Kuznetsova, T, Uiterwaal, C, Adeyemo, A, Ludwig, B, Tomaszewski, M, Tzoulaki, I, Palmer, N, Chang, Y, Steinle, N, Grobbee, D, Morrison, A, Najjar, S, Hadley, D, Brown, M, Connell, J, Day, I, Lawlor, D, Lawrence, R, Ongen, H, Li, Y, Young, J, Bis, J, Chaturvedi, N, Islam, M, Jafar, T, Kulkarni, S, Howard, P, Guarrera, S, Ricceri, F, Emilsson, V, Plump, A, Weder, A, Sun, Y, Scott, L, Peltonen, L, Vartiainen, E, Brand, S, Staessen, J, Wang, T, Burton, P, Artigas, M, Dong, Y, Wang, X, Zhu, H, Rudock, M, Heckbert, S, Smith, N, Wiggins, K, Doumatey, A, Shriner, D, Veldre, G, Viigimaa, M, Kinra, S, Prabhakaran, D, Tripathy, V, Langefeld, C, Rosengren, A, Thelle, D, Corsi, A, Singleton, A, Hilton, G, Salako, T, Iwai, N, Kita, Y, Ogihara, T, Ohkubo, T, Okamura, T, Ueshima, H, Umemura, S, Eyheramendy, S, Meitinger, T, Cho, Y, Scott, J, Sehmi, J, Hedblad, B, Nilsson, P, Smith, G, Raffel, L, Yao, J, Schwartz, S, Ikram, M, W, L, Mosley, T, Seshadri, S, Shrine, N, Wain, L, Zitting, P, Cooper, J, van Gilst, W, Janipalli, C, Mani, K, Yajnik, C, Mattace-Raso, F, Lakatta, E, Orru, M, Scuteri, A, Ala-Korpela, M, Kangas, A, Soininen, P, Tukiainen, T, Wurtz, P, Ong, R, Dorr, M, Galan, P, Hercberg, S, Lathrop, M, Zelenika, D, Zhai, G, Meschia, J, Sharma, P, Terzic, J, Kumar, M, Denniff, M, Zukowska-Szczechowska, E, Wagenknecht, L, Fowkes, F, Charchar, F, Guo, X, Rotimi, C, Bots, M, Brand, E, Talmud, P, Nyberg, F, Laan, M, Palmer, L, van der Schouw, Y, Casas, J, Vineis, P, Ganesh, S, Wong, T, Tai, E, Morris, R, Marmot, M, Miki, T, Chandak, G, Zhu, X, Elosua, R, Soranzo, N, Sijbrands, E, Uda, M, Vasan, R, Alizadeh, B, de Boer, R, Boezen, H, Hillege, H, van der Klauw, M, Ormel, J, Rosmalen, J, Slaets, J, Lagou, V, Welch, R, Wheeler, E, Rehnberg, E, Rasmussen-Torvik, L, Lecoeur, C, Johnson, P, Sennblad, B, Salo, P, Timpson, N, Evans, D, St Pourcain, B, Bielak, L, Horikoshi, M, Navarro, P, Raychaudhuri, S, Chen, H, Rybin, D, Willems, S, Song, K, An, P, Marullo, L, Jansen, H, Pankow, J, Edkins, S, Varga, T, Oksa, H, Antonella, M, Kong, A, Herder, C, Antti, J, Small, K, Miljkovic, I, Atalay, M, Kiess, W, Smit, J, Campbell, S, Fowkes, G, Rathmann, W, Maerz, W, Watanabe, R, de Geus, E, Penninx, B, Toenjes, A, Peyser, P, Korner, A, Dupuis, J, Cucca, F, Balkau, B, Bouatia-Naji, N, Purcell, S, Musunuru, K, Ardissino, D, Mannucci, P, Anand, S, Engert, J, Morgan, T, Spertus, J, Stoll, M, Girelli, D, Mckeown, P, Patterson, C, Merlini, P, Berzuini, C, Bernardinelli, L, Peyvandi, F, Tubaro, M, Celli, P, Fetiveau, R, Marziliano, N, Casari, G, Galli, M, Ribichini, F, Rossi, M, Bernardi, F, Zonzin, P, Piazza, A, Yee, J, Friedlander, Y, Marrugat, J, Subirana, I, Sala, J, Ramos, R, Williams, G, Nathan, D, Macrae, C, Berglund, G, Asselta, R, Duga, S, Spreafico, M, Daly, M, Nemesh, J, Korn, J, Surti, A, Gianniny, L, Parkin, M, Burtt, N, Gabriel, S, Wright, B, Ball, S, Schunkert, I, Linsel-Nitschke, P, Lieb, W, Fischer, M, Grosshennig, A, Preuss, M, Scholz, M, Chen, Z, Wilensky, R, Matthai, W, Qasim, A, Hakonarson, H, Devaney, J, Pichard, A, Kent, K, Satler, L, Lindsay, J, Waksman, R, Knouff, C, Scheffold, T, Berger, K, Huge, A, Martinelli, N, Olivieri, O, Corrocher, R, Xie, C, Ahmadi, K, Ainali, C, Bataille, V, Bell, J, Buil, A, Dermitzakis, E, Dimas, A, Durbin, R, Glass, D, Hassanali, N, Ingle, C, Knowles, D, Krestyaninova, M, Lowe, C, Meduri, E, Di Meglio, P, Montgomery, S, Nestle, F, Nica, A, Nisbet, J, O'Rahilly, S, Parts, L, Potter, S, Sekowska, M, Shin, S, Surdulescu, G, Travers, M, Tsaprouni, L, Tsoka, S, Wilk, A, Yang, T, Higashio, J, Williams, R, Nato, A, Ambite, J, Deelman, E, Manolio, T, Heiss, G, Taylor, K, Avery, C, Graff, M, Lin, D, Quibrera, M, Cochran, B, Kao, L, Umans, J, Cole, S, Maccluer, J, Person, S, Gross, M, Fornage, M, Durda, P, Jenny, N, Patsy, B, Arnold, A, Buzkova, P, Haines, J, Murdock, D, Glenn, K, Brown-Gentry, K, Thornton-Wells, T, Dumitrescu, L, Bush, W, Mitchell, S, Goodloe, R, Wilson, S, Boston, J, Malinowski, J, Restrepo, N, Oetjens, M, Fowke, J, Spencer, K, Pendergrass, S, Le Marchand, L, Park, L, Tiirikainen, M, Kolonel, L, Cheng, I, Wang, H, Shohet, R, Stram, D, Henderson, B, Monroe, K, Anderson, G, Carlson, C, Prentice, R, Lacroix, A, Wu, C, Carty, C, Rosse, S, Young, A, Kocarnik, J, Lin, Y, Jackson, R, Duggan, D, Kuller, L, He, C, Sulem, P, Barbalic, M, Broer, L, Byrne, E, Gudbjartsson, D, Mcardle, P, Porcu, E, van Wingerden, S, Zhuang, W, Lauc, L, Broekmans, F, Burri, A, Chen, C, Corre, T, Coviello, A, D'Adamo, P, Davies, G, Deary, I, Ebrahim, S, Fauser, B, Ferreli, L, Folsom, A, Hankinson, S, Hass, M, Janssens, A, Karasik, D, Keyzer, J, Kiel, D, Lahti, J, Lai, S, Laisk, T, Laven, J, Liu, J, Lopez, L, Louwers, Y, Marongiu, M, Klaric, I, Masciullo, C, Melzer, D, Newman, A, Pare, G, Peeters, P, Pop, V, Raikkonen, K, Salumets, A, Stacey, S, Starr, J, Stathopoulou, M, Styrkarsdottir, U, Tenesa, A, Tryggvadottir, L, Tsui, K, van Dam, R, van Gils, C, van Nierop, P, Vink, J, Voorhuis, M, Widen, E, Wijnands-Van Gent, C, Yerges-Armstrong, L, Zgaga, L, Zygmunt, M, Buring, J, Crisponi, L, Demerath, E, Streeten, E, Murray, A, Visser, J, Lunetta, K, Elks, C, Cousminer, D, Koller, D, Lin, P, Smith, E, Warrington, N, Alavere, H, Berenson, G, Blackburn, H, Busonero, F, Chen, W, Couper, D, Easton, D, Foroud, T, Kilpelainen, T, Li, S, Murray, S, Ness, A, Northstone, K, Peacock, M, Pennell, C, Pharoah, P, Rafnar, T, Rice, J, Ring, S, Schork, N, Segre, A, Sovio, U, Srinivasan, S, Tammesoo, M, van Meurs, J, Young, L, Bierut, L, Econs, M, The ADIPOGen Consortium, The AGEN-BMI Working Group, The CARDIOGRAMplusC4D Consortium, The CKDGen Consortium, The GLGC, The ICBP, The MAGIC Investigators, The MuTHER Consortium, The MIGen Consortium, The PAGE Consortium, The ReproGen Consortium, The GENIE Consortium, The International Endogene Consortium, Berndt, Sonja I, Justice, Anne E, Hyppönen, Elina Tuulikki, Epidemiology and Data Science, NCA - Neurobiology of mental health, and EMGO - Lifestyle, overweight and diabetes

Subjects
Male, LOCI, Genome-wide association study, Continental Population Groups/genetics, VARIANTS, Body Mass Index, Insulin Secretion, Insulin, Age Factor, Adiposity, ddc:616, Adipogenesis, Genetic Predisposition to Disease/genetics, Synapse, 3. Good health, Continental Population Group, Urological cancers Radboud Institute for Health Sciences [Radboudumc 15], GENOME-WIDE ASSOCIATIONPROVIDES INSIGHTSGLYCEMIC TRAITSLOCIMETAANALYSISVARIANTSINDIVIDUALSHIPPOCAMPALARCHITECTURETOPIRAMATE, ddc:500, Adipogenesis/genetics, Single Nucleotide/genetics, Age Factors, Continental Population Groups, Energy Metabolism, Europe, Female, Genetic Predisposition to Disease, Glutamic Acid, Humans, Obesity, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Synapses, Genome-Wide Association Study, Multidisciplinary, genetics [Adiposity], Human, Socio-culturale, genetics [Energy Metabolism], ta3111, genetic, body mass index, obesity, SDG 3 - Good Health and Well-being, GLYCEMIC TRAITS, genetics [Continental Population Groups], Genetic variability, Polymorphism, GENOME-WIDE ASSOCIATION, genetics [Adipogenesis], METAANALYSIS, Genetic association, Adipogenesi, genetics [Quantitative Trait Loci], ta1184, metabolism [Glutamic Acid], ta1182, PATHWAYS, metabolism [Synapses], ta3121, medicine.disease, metabolism [Insulin], Adiposity/genetics, Clinical Medicine, Quantitative Trait Loci/genetics, Body mass index, HUMAN HEIGHT, BIO/12 - BIOCHIMICA CLINICA E BIOLOGIA MOLECOLARE CLINICA, Synapses/metabolism, Medizin, Obesity/genetics, Bioinformatics, genetic basis, Obesity/metabolism, genetics [Obesity], body mass index (BMI), genetics [Genetic Predisposition to Disease], ethnology [Europe], 2. Zero hunger, Genetics, ARCHITECTURE, Genetics of obesity, Medicine (all), Single Nucleotide, Polymorphism, Single Nucleotide/genetics, Insulin/metabolism/secretion, Glutamic Acid/metabolism, genetics [Polymorphism, Single Nucleotide], EXPRESSION, Insulin/metabolism, PROVIDES INSIGHTS, genetics [Racial Groups], Biology, Obesity/genetics/metabolism, Europe/ethnology, metabolism [Obesity], Mendelian randomization, medicine, Energy Metabolism/genetics, body mass, genetic analysis, obesity, Klinisk medicin
Abstract

Item does not contain fulltext Obesity is heritable and predisposes to many diseases. To understand the genetic basis of obesity better, here we conduct a genome-wide association study and Metabochip meta-analysis of body mass index (BMI), a measure commonly used to define obesity and assess adiposity, in up to 339,224 individuals. This analysis identifies 97 BMI-associated loci (P < 5 x 10(-8)), 56 of which are novel. Five loci demonstrate clear evidence of several independent association signals, and many loci have significant effects on other metabolic phenotypes. The 97 loci account for approximately 2.7% of BMI variation, and genome-wide estimates suggest that common variation accounts for >20% of BMI variation. Pathway analyses provide strong support for a role of the central nervous system in obesity susceptibility and implicate new genes and pathways, including those related to synaptic function, glutamate signalling, insulin secretion/action, energy metabolism, lipid biology and adipogenesis.

Published
2015
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27. Human aging-associated DNA hypermethylation occurs preferentially at bivalent chromatin domains

Author

Rakyan, Vardhman K., Down, Thomas A., Maslau, Siarhei, Andrew, Toby, Tsun-Po Yang, Beyan, Huriya, Whittaker, Pamela, McCann, Owen T., Finer, Sarah, Valdes, Ana M., Leslie, R. David, Deloukas, Panogiotis, and Spector, Timothy D.

Subjects
Methylation -- Analysis, Aging -- Genetic aspects, DNA -- Chemical properties, T cells -- Research, Epigenetic inheritance -- Research, Health
Published
2010

28. Genevar: a database and Java application for the analysis and visualization of SNP-gene associations in eQTL studies

Author

Stephen B. Montgomery, Panos Deloukas, Maria Gutierrez-Arcelus, Claude Beazley, Emmanouil T. Dermitzakis, Tsun-Po Yang, Barbara E. Stranger, and Antigone S. Dimas

Subjects
Statistics and Probability, Java, Databases, Factual, Computer science, Quantitative Trait Loci, Genomics, Locus (genetics), Single-nucleotide polymorphism, Quantitative trait locus, computer.software_genre, Biochemistry, Polymorphism, Single Nucleotide, World Wide Web, 03 medical and health sciences, User-Computer Interface, 0302 clinical medicine, Quantitative Trait Loci/*genetics, Gene expression, ddc:576.5, Molecular Biology, Gene, 030304 developmental biology, computer.programming_language, 0303 health sciences, Internet, Database, Software, Gene Expression Profiling, Genetics and Population Analysis, Computer Science Applications, Visualization, Gene expression profiling, Computational Mathematics, Applications Note, Computational Theory and Mathematics, 030220 oncology & carcinogenesis, Genomics/*methods, Expression quantitative trait loci, Web service, Gene Expression Profiling/methods, computer
Abstract

Summary: Genevar (GENe Expression VARiation) is a database and Java tool designed to integrate multiple datasets, and provides analysis and visualization of associations between sequence variation and gene expression. Genevar allows researchers to investigate expression quantitative trait loci (eQTL) associations within a gene locus of interest in real time. The database and application can be installed on a standard computer in database mode and, in addition, on a server to share discoveries among affiliations or the broader community over the Internet via web services protocols. Availability: http://www.sanger.ac.uk/resources/software/genevar Contact: emmanouil.dermitzakis@unige.ch

Published
2010

29. Cigarette smoking reduces DNA methylation levels at multiple genomic loci but the effect is partially reversible upon cessation

Author

Christopher P. Nelson, Stavroula Kanoni, Christian Hengstenberg, Jordana T. Bell, James Nisbet, Katherine J. Dick, Elin Grundberg, Tim D. Spector, Panos Deloukas, Emmanouil T. Dermitzakis, Ana Viñuela, Alfonso Buil, Loukia Tsaprouni, Tsun-Po Yang, Eshwar Meduri, Nilesh J. Samani, Heribert Schunkert, Jeanette Erdmann, Alison H. Goodall, François Cambien, and Willem H. Ouwehand

Subjects
Adult, Male, Cancer Research, medicine.medical_treatment, Quantitative Trait Loci, Genome-wide association study, Biology, Methylation Site, Polymorphism, Single Nucleotide, Epigenesis, Genetic, medicine, Smoking/adverse effects, Humans, ddc:576.5, Molecular Biology, Aged, Genetics, Aged, 80 and over, Sequence Analysis, RNA, Smoking, Methylation, Epigenome, DNA Methylation, Middle Aged, 3. Good health, Chromatin, CpG site, DNA methylation, Linear Models, Smoking cessation, CpG Islands, Female, Research Paper, Genome-Wide Association Study
Abstract

Smoking is a major risk factor in many diseases. Genome wide association studies have linked genes for nicotine dependence and smoking behavior to increased risk of cardiovascular, pulmonary, and malignant diseases. We conducted an epigenome wide association study in peripheral-blood DNA in 464 individuals (22 current smokers and 263 ex-smokers), using the Human Methylation 450 K array. Upon replication in an independent sample of 356 twins (41 current and 104 ex-smokers), we identified 30 probes in 15 distinct loci, all of which reached genome-wide significance in the combined analysis P < 5 × 10(-8). All but one probe (cg17024919) remained significant after adjusting for blood cell counts. We replicated all 9 known loci and found an independent signal at CPOX near GPR15. In addition, we found 6 new loci at PRSS23, AVPR1B, PSEN2, LINC00299, RPS6KA2, and KIAA0087. Most of the lead probes (13 out of 15) associated with cigarette smoking, overlapped regions of open chromatin (FAIRE and DNaseI hypersensitive sites) or/and H3K27Ac peaks (ENCODE data set), which mark regulatory elements. The effect of smoking on DNA methylation was partially reversible upon smoking cessation for longer than 3 months. We report the first statistically significant interaction between a SNP (rs2697768) and cigarette smoking on DNA methylation (cg03329539). We provide evidence that the metSNP for cg03329539 regulates expression of the CHRND gene located circa 95 Kb downstream of the methylation site. Our findings suggest the existence of dynamic, reversible site-specific methylation changes in response to cigarette smoking , which may contribute to the extended health risks associated with cigarette smoking.

Published
2014

30. Erratum: Corrigendum: Mutational signatures in esophageal adenocarcinoma define etiologically distinct subgroups with therapeutic relevance

Author

Achilleas Achilleos, Andrew Barbour, Matthew D. Eldridge, Jason Crawte, Lawrence Bower, Anna M. Grabowska, Nicola Waddell, Maria O'Donovan, Simon Tavaré, Barbara Nutzinger, Paul A.W. Edwards, Tsun-Po Yang, Maria Secrier, Nuria Galeano-Dalmau, John H. Saunders, Shona MacRae, Gianmarco Contino, Nadeera de Silva, Ahmad Miremadi, Jan Bornschein, Xiaodun Li, Timothy J. Underwood, Andy G. Lynch, Hamza Chettouh, Nicola Grehan, and Rebecca C. Fitzgerald

Subjects
0301 basic medicine, 03 medical and health sciences, 030104 developmental biology, Nat, Mutation (genetic algorithm), Genetics, Esophageal adenocarcinoma, Relevance (information retrieval), Computational biology, Biology
Abstract

Nat. Genet.; 10.1038/ng.3659; corrected online 19 September 2016 In the version of this article initially published online, the mutation signature illustrations for S1 and S2 in Figure 3a were switched. Additionally, in the Online Methods, the text originally stated that structural variants were called using BWA-MEM, when it should have stated that these were called using BWA.

Published
2017
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31. Mosaic PPM1D mutations are associated with predisposition to breast and ovarian cancer

Author

Emma Ramsay, Elise Ruark, Angela F. Brady, Ilirjana Bajrami, Manuel A. Rivas, Peter Humburg, Panos Deloukas, Rachel Brough, Chey Loveday, Mary Porteous, Alexander Renwick, Anne Murray, Jessica Douglas, Lorna Gregory, D. Gareth Evans, Patrick J. Morrison, Alan Ashworth, Jonathan Berg, Nazneen Rahman, Daniel Nava Rodrigues, Christopher J. Lord, Diana Eccles, John A. Todd, Anna Zachariou, Margaret Warren-Perry, Louise Izatt, Silvana Del Vecchio Duarte, Alex Henderson, Sandra Hanks, Fiona Douglas, Julian Adlard, Mark I. McCarthy, Lynn Greenhalgh, Caron Chapman, Katie Snape, Martin Gore, Jackie Cook, Andrew J. Rimmer, Tsun-Po Yang, Julian Barwell, Matthew A. Brown, Mark J. Caufield, Peter Donnelly, Naser Ansari Pour, Ajith Kumar, Sheila Seal, Jorge S. Reis-Filho, Mark T. Rogers, Carole Brewer, Antonis C. Antoniou, R. Davidson, Fiona Lalloo, Zosia Miedzybrodzka, G Brice, Adriana Campion-Flora, Joan Paterson, Lisa Walker, Neil Walker, Alan Donaldson, Susan Shanley, Richard S. Houlston, and Clare Turnbull

Subjects
Breast Neoplasms, Biology, medicine.disease_cause, Article, Exon, Breast cancer, Genetic variation, medicine, Genetic predisposition, Phosphoprotein Phosphatases, Cluster Analysis, Humans, Genetic Predisposition to Disease, Lymphocytes, Allele, Gene, Alleles, Genetics, Ovarian Neoplasms, Mutation, Multidisciplinary, Mosaicism, Exons, Sequence Analysis, DNA, medicine.disease, Protein Phosphatase 2C, Isoenzymes, Female, Tumor Suppressor Protein p53, Ovarian cancer
Abstract

Improved sequencing technologies offer unprecedented opportunities for investigating the role of rare genetic variation in common disease. However, there are considerable challenges with respect to study design, data analysis and replication. Using pooled next-generation sequencing of 507 genes implicated in the repair of DNA in 1,150 samples, an analytical strategy focused on protein-truncating variants (PTVs) and a large-scale sequencing case-control replication experiment in 13,642 individuals, here we show that rare PTVs in the p53-inducible protein phosphatase PPM1D are associated with predisposition to breast cancer and ovarian cancer. PPM1D PTV mutations were present in 25 out of 7,781 cases versus 1 out of 5,861 controls (P = 1.12 × 10(-5)), including 18 mutations in 6,912 individuals with breast cancer (P = 2.42 × 10(-4)) and 12 mutations in 1,121 individuals with ovarian cancer (P = 3.10 × 10(-9)). Notably, all of the identified PPM1D PTVs were mosaic in lymphocyte DNA and clustered within a 370-base-pair region in the final exon of the gene, carboxy-terminal to the phosphatase catalytic domain. Functional studies demonstrate that the mutations result in enhanced suppression of p53 in response to ionizing radiation exposure, suggesting that the mutant alleles encode hyperactive PPM1D isoforms. Thus, although the mutations cause premature protein truncation, they do not result in the simple loss-of-function effect typically associated with this class of variant, but instead probably have a gain-of-function effect. Our results have implications for the detection and management of breast and ovarian cancer risk. More generally, these data provide new insights into the role of rare and of mosaic genetic variants in common conditions, and the use of sequencing in their identification.

Published
2013
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32. Epigenome-wide scans identify differentially methylated regions for age and age-related phenotypes in a healthy ageing population

Author

Tim D. Spector, Daniel Glass, Guangju Zhai, Elin Grundberg, Massimo Mangino, Mark I. McCarthy, Åsa K. Hedman, Robin M. Murray, Panos Deloukas, So-Youn Shin, Emmanouil T. Dermitzakis, Emma Dempster, Kerrin S. Small, Alexandra C. Nica, Pei-Chien Tsai, Feng Zhang, James Nisbet, Ruth Pidsley, Jonathan Mill, Ana M. Valdes, Tsun-Po Yang, and Jordana T. Bell

Subjects
Aging, Cancer Research, Monozygotic twin, Genome-wide association study, Epigenesis, Genetic, 0302 clinical medicine, Aging/genetics, Cell Aging/genetics, ddc:576.5, Cellular Senescence, Genetics (clinical), Genetics, Aged, 80 and over, 0303 health sciences, education.field_of_study, Longevity/genetics, Epigenesis, Genetic/genetics, Middle Aged, CpG Islands/genetics, DNA methylation, Epigenetics, Female, Cell aging, Research Article, DNA Methylation/genetics, Adult, lcsh:QH426-470, Longevity, Quantitative Trait Loci, Population, Twins, Monozygotic/genetics, Quantitative trait locus, Biology, 03 medical and health sciences, Genome-Wide Association Studies, Humans, education, Molecular Biology, Ecology, Evolution, Behavior and Systematics, Genetic Association Studies, 030304 developmental biology, Aged, Genome, Human, Human Genetics, Twins, Monozygotic, DNA Methylation, lcsh:Genetics, Differentially methylated regions, CpG Islands, Gene-Environment Interaction, Quantitative Trait Loci/genetics, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract

Age-related changes in DNA methylation have been implicated in cellular senescence and longevity, yet the causes and functional consequences of these variants remain unclear. To elucidate the role of age-related epigenetic changes in healthy ageing and potential longevity, we tested for association between whole-blood DNA methylation patterns in 172 female twins aged 32 to 80 with age and age-related phenotypes. Twin-based DNA methylation levels at 26,690 CpG-sites showed evidence for mean genome-wide heritability of 18%, which was supported by the identification of 1,537 CpG-sites with methylation QTLs in cis at FDR 5%. We performed genome-wide analyses to discover differentially methylated regions (DMRs) for sixteen age-related phenotypes (ap-DMRs) and chronological age (a-DMRs). Epigenome-wide association scans (EWAS) identified age-related phenotype DMRs (ap-DMRs) associated with LDL (STAT5A), lung function (WT1), and maternal longevity (ARL4A, TBX20). In contrast, EWAS for chronological age identified hundreds of predominantly hyper-methylated age DMRs (490 a-DMRs at FDR 5%), of which only one (TBX20) was also associated with an age-related phenotype. Therefore, the majority of age-related changes in DNA methylation are not associated with phenotypic measures of healthy ageing in later life. We replicated a large proportion of a-DMRs in a sample of 44 younger adult MZ twins aged 20 to 61, suggesting that a-DMRs may initiate at an earlier age. We next explored potential genetic and environmental mechanisms underlying a-DMRs and ap-DMRs. Genome-wide overlap across cis-meQTLs, genotype-phenotype associations, and EWAS ap-DMRs identified CpG-sites that had cis-meQTLs with evidence for genotype–phenotype association, where the CpG-site was also an ap-DMR for the same phenotype. Monozygotic twin methylation difference analyses identified one potential environmentally-mediated ap-DMR associated with total cholesterol and LDL (CSMD1). Our results suggest that in a small set of genes DNA methylation may be a candidate mechanism of mediating not only environmental, but also genetic effects on age-related phenotypes., Author Summary Epigenetic patterns vary during healthy ageing and development. Age-related DNA methylation changes have been implicated in cellular senescence and longevity, yet the causes and functional consequences of these variants remain unclear. To understand the biological mechanisms involved in potential longevity and rate of healthy ageing, we performed genome-wide association of epigenetic and genetic variation with both chronological age and age-related phenotypes. We identified hundreds of DNA methylation variants significantly associated with age and replicated these in an independent sample of young adult twins. Only a small proportion of these variants were also associated with age-related phenotypes. Therefore, the majority of age-related epigenetic changes do not contribute to rate of healthy ageing at later stages in life. Our results suggest that age-related changes in methylation occur throughout an individual's lifespan and that a proportion of these may be initiated from an early age. Intriguingly, a fraction of the age differentially methylated regions also associated with genetic variants in our sample, suggesting that DNA methylation may be a candidate mechanism of mediating not only environmental but also genetic effects on age-related phenotypes.

Published
2012

33. Maps of open chromatin guide the functional follow-up of genome-wide association signals: application to hematological traits

Author

Panos Deloukas, Tsun-Po Yang, Stuart Meacham, Mieke D. Trip, Augusto Rendon, James Nisbet, Berthold Göttgens, Jacqui White, Suthesh Sivapalaratnam, Willem H. Ouwehand, Hanneke Basart, Katta Hautaviita, Jonna Tallila, Dirk S. Paul, Marloes R. Tijssen, Nicole Soranzo, Vascular Medicine, Other departments, Amsterdam Cardiovascular Sciences, and Cardiology

Subjects
Cancer Research, Erythroblasts, Gene Identification and Analysis, Genome-wide association study, Mice, 0302 clinical medicine, Molecular cell biology, Class Ib Phosphatidylinositol 3-Kinase, Genetics (clinical), Genetics, Mice, Knockout, 0303 health sciences, Chromosome Biology, Gene Ontologies, Genomics, Chromatin, Functional Genomics, DNA-Binding Proteins, Phenotype, 030220 oncology & carcinogenesis, Female, Cellular Types, DNA modification, Megakaryocytes, Chromosomes, Human, Pair 7, Research Article, Signal Transduction, Blood Platelets, lcsh:QH426-470, DNA transcription, Quantitative Trait Loci, Locus (genetics), Bone Marrow Cells, Quantitative trait locus, Biology, Molecular Genetics, 03 medical and health sciences, Genome Analysis Tools, Proto-Oncogenes, Genome-Wide Association Studies, Animals, Humans, Gene Regulation, Trait Locus Analysis, Molecular Biology, Gene, Ecology, Evolution, Behavior and Systematics, ChIA-PET, 030304 developmental biology, Blood Cells, Models, Genetic, Gene Expression Profiling, Macrophages, Chromosome, Human Genetics, MDS1 and EVI1 Complex Locus Protein, Mice, Inbred C57BL, lcsh:Genetics, Membrane biogenesis, Gene expression, Gene Function, Genome Expression Analysis, Genome-Wide Association Study, Transcription Factors
Abstract

Turning genetic discoveries identified in genome-wide association (GWA) studies into biological mechanisms is an important challenge in human genetics. Many GWA signals map outside exons, suggesting that the associated variants may lie within regulatory regions. We applied the formaldehyde-assisted isolation of regulatory elements (FAIRE) method in a megakaryocytic and an erythroblastoid cell line to map active regulatory elements at known loci associated with hematological quantitative traits, coronary artery disease, and myocardial infarction. We showed that the two cell types exhibit distinct patterns of open chromatin and that cell-specific open chromatin can guide the finding of functional variants. We identified an open chromatin region at chromosome 7q22.3 in megakaryocytes but not erythroblasts, which harbors the common non-coding sequence variant rs342293 known to be associated with platelet volume and function. Resequencing of this open chromatin region in 643 individuals provided strong evidence that rs342293 is the only putative causative variant in this region. We demonstrated that the C- and G-alleles differentially bind the transcription factor EVI1 affecting PIK3CG gene expression in platelets and macrophages. A protein–protein interaction network including up- and down-regulated genes in Pik3cg knockout mice indicated that PIK3CG is associated with gene pathways with an established role in platelet membrane biogenesis and thrombus formation. Thus, rs342293 is the functional common variant at this locus; to the best of our knowledge this is the first such variant to be elucidated among the known platelet quantitative trait loci (QTLs). Our data suggested a molecular mechanism by which a non-coding GWA index SNP modulates platelet phenotype., Author Summary Genome-wide scans have revealed multiple genetic regions underlying complex traits. However, the transition from an initial association signal to identifying the functional DNA change(s) has proved challenging. Many of the DNA changes discovered are located outside protein-coding regions and may exert their effects through gene regulation. We screened genetic regions associated with hematological traits in erythroblasts (red blood cells) and megakaryocytes (platelet-producing cells) and mapped sites of open chromatin, which harbor active gene regulatory elements. We investigated a DNA sequence change located within a site of open chromatin at chromosome 7 in megakaryocytes, but not erythroblasts, known to be associated with platelet volume. We showed that this DNA change is functional due to alteration of the binding site of a transcription factor, which regulates the expression of a gene that affects platelet characteristics. Mice lacking this gene revealed significant differences in expression of several important platelet genes compared to wild-type mice. The approach described here can be applied in different cell types to functionally follow-up association signals with many other biological traits by identification of the causative base change and how it affects gene function, thus paving the way to clinical benefit.

Published
2011

34. Cigarette smoking reduces DNA methylation levels at multiple genomic loci but the effect is partially reversible upon cessation

Author

Loukia G Tsaprouni, Tsun-Po Yang, Jordana Bell, Katherine J Dick, Stavroula Kanoni, James Nisbet, Ana Viñuela, Elin Grundberg, Christopher P Nelson, Eshwar Meduri, Alfonso Buil, Francois Cambien, Christian Hengstenberg, Jeanette Erdmann, Heribert Schunkert, Alison H Goodall, Willem H Ouwehand, Emmanouil Dermitzakis, Tim D Spector, Nilesh J Samani, Panos Deloukas, Loukia G Tsaprouni, Tsun-Po Yang, Jordana Bell, Katherine J Dick, Stavroula Kanoni, James Nisbet, Ana Viñuela, Elin Grundberg, Christopher P Nelson, Eshwar Meduri, Alfonso Buil, Francois Cambien, Christian Hengstenberg, Jeanette Erdmann, Heribert Schunkert, Alison H Goodall, Willem H Ouwehand, Emmanouil Dermitzakis, Tim D Spector, Nilesh J Samani, and Panos Deloukas

Published
2015
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35. Signature Evaluation Tool (SET): a Java-based tool to evaluate and visualize the sample discrimination abilities of gene expression signatures

Author

Hsei-Wei Wang, Shu Han Su, Chi Hung Lin, Chien Yi Tung, Chih-Hung Jen, Ming Ta Hsu, and Tsun-Po Yang

Subjects
Weighted voting, Gene Expression, Feature selection, Sample (statistics), Biology, computer.software_genre, lcsh:Computer applications to medicine. Medical informatics, Biochemistry, Field (computer science), Pattern Recognition, Automated, Set (abstract data type), 03 medical and health sciences, 0302 clinical medicine, Structural Biology, Artificial Intelligence, Predictive Value of Tests, Biomarkers, Tumor, Cluster Analysis, Diagnosis, Computer-Assisted, Molecular Biology, lcsh:QH301-705.5, Selection Bias, 030304 developmental biology, Oligonucleotide Array Sequence Analysis, 0303 health sciences, Internet, Principal Component Analysis, Applied Mathematics, Gene Expression Profiling, Signature (logic), Computer Science Applications, Gene expression profiling, Gene Expression Regulation, Neoplastic, Identification (information), ComputingMethodologies_PATTERNRECOGNITION, lcsh:Biology (General), 030220 oncology & carcinogenesis, Feasibility Studies, lcsh:R858-859.7, Data mining, computer, Software, Genes, Neoplasm
Abstract

Background The identification of specific gene expression signature for distinguishing sample groups is a dominant field in cancer research. Although a number of tools have been developed to identify optimal gene expression signatures, the number of signature genes obtained is often overly large to be applied clinically. Furthermore, experimental verification is sometimes limited by the availability of wet-lab materials such as antibodies and reagents. A tool to evaluate the discrimination power of candidate genes is therefore in high demand by clinical researchers. Results Signature Evaluation Tool (SET) is a Java-based tool adopting the Golub's weighted voting algorithm as well as incorporating the visual presentation of prediction strength for each array sample. SET provides a flexible and easy-to-follow platform to evaluate the discrimination power of a gene signature. Here, we demonstrated the application of SET for several purposes: (1) for signatures consisting of a large number of genes, SET offers the ability to rapidly narrow down the number of genes; (2) for a given signature (from third party analyses or user-defined), SET can re-evaluate and re-adjust its discrimination power by selecting/de-selecting genes repeatedly; (3) for multiple microarray datasets, SET can evaluate the classification capability of a signature among datasets; and (4) by providing a module to visualize the prediction strength for each sample, SET allows users to re-evaluate the discrimination power on mis-grouped or less-certain samples. Information obtained from the above applications could be useful in prognostic analyses or clinical management decisions. Conclusion Here we present SET to evaluate and visualize the sample-discrimination ability of a given gene expression signature. This tool provides a filtration function for signature identification and lies between clinical analyses and class prediction (or feature selection) tools. The simplicity, flexibility and brevity of SET could make it an invaluable tool for marker identification in clinical research.

Published
2008

36. ArrayFusion: a web application for multi-dimensional analysis of CGH, SNP and microarray data

Author

Ting-Yu Chang, Ming Ta Hsu, Tsun-Po Yang, Hsei-Wei Wang, and Chi Hung Lin

Subjects
Statistics and Probability, Genome browser, Biology, computer.software_genre, Biochemistry, Genome, Polymorphism, Single Nucleotide, User-Computer Interface, Integrated Genome Browser, Computer Graphics, Microarray databases, Web application, natural sciences, International HapMap Project, Molecular Biology, In Situ Hybridization, Oligonucleotide Array Sequence Analysis, Internet, Microarray analysis techniques, business.industry, Gene Expression Profiling, food and beverages, Chromosome Mapping, Sequence Analysis, DNA, Computer Science Applications, Computational Mathematics, ComputingMethodologies_PATTERNRECOGNITION, Computational Theory and Mathematics, Gene chip analysis, Data mining, business, computer, Algorithms, Software
Abstract

Summary: ArrayFusion annotates conventional CGH results and various types of microarray data from a range of platforms (cDNA, expression, exon, SNP, array-CGH and ChIP-on-chip) and converts them into standard formats which can be visualized in genome browsers (Affymetrix™ Integrated Genome Browser and GBrowse in the HapMap Project). Converted files can then be imported simultaneously into a single genome browser to benefit a collective interpretation between different array results. ArrayFusion therefore provides a new type of tool facilitating the integration of CGH and array results to provide new experimental directions. Availability: Contact: hwwang@ym.edu.tw

Published
2006

37. Cigarette smoking reduces DNA methylation levels at multiple genomic loci but the effect is partially reversible upon cessation

Author

Loukia G Tsaprouni, Tsun-Po Yang, Jordana Bell, Katherine J Dick, Stavroula Kanoni, James Nisbet, Ana Viñuela, Elin Grundberg, Christopher P Nelson, Eshwar Meduri, Alfonso Buil, Francois Cambien, Christian Hengstenberg, Jeanette Erdmann, Heribert Schunkert, Alison H Goodall, Willem H Ouwehand, Emmanouil Dermitzakis, Tim D Spector, Nilesh J Samani, Panos Deloukas, Loukia G Tsaprouni, Tsun-Po Yang, Jordana Bell, Katherine J Dick, Stavroula Kanoni, James Nisbet, Ana Viñuela, Elin Grundberg, Christopher P Nelson, Eshwar Meduri, Alfonso Buil, Francois Cambien, Christian Hengstenberg, Jeanette Erdmann, Heribert Schunkert, Alison H Goodall, Willem H Ouwehand, Emmanouil Dermitzakis, Tim D Spector, Nilesh J Samani, and Panos Deloukas

Published
2014
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38. Epigenome-Wide Scans Identify Differentially Methylated Regions for Age and Age-Related Phenotypes in a Healthy Ageing Population.

Author

Bell, Jordana T., Pei-Chien Tsai, Tsun-Po Yang, Pidsley, Ruth, Nisbet, James, Glass, Daniel, Mangino, Massimo, Guangju Zhai, Feng Zhang, Valdes, Ana, So-Youn Shin, Dempster, Emma L., Murray, Robin M., Grundberg, Elin, Hedman, Asa K., Nica, Alexandra, Small, Kerrin S., Dermitzakis, Emmanouil T., McCarthy, Mark I., and Mill, Jonathan

Subjects
DNA methylation, GENOMICS, DNA replication, PHENOTYPES, GENETICS of aging
Abstract

Age-related changes in DNA methylation have been implicated in cellular senescence and longevity, yet the causes and functional consequences of these variants remain unclear. To elucidate the role of age-related epigenetic changes in healthy ageing and potential longevity, we tested for association between whole-blood DNA methylation patterns in 172 female twins aged 32 to 80 with age and age-related phenotypes. Twin-based DNA methylation levels at 26,690 CpG-sites showed evidence for mean genome-wide heritability of 18%, which was supported by the identification of 1,537 CpG-sites with methylation QTLs in cis at FDR 5%. We performed genome-wide analyses to discover differentially methylated regions (DMRs) for sixteen age-related phenotypes (ap-DMRs) and chronological age (a-DMRs). Epigenome-wide association scans (EWAS) identified age-related phenotype DMRs (ap-DMRs) associated with LDL (STAT5A), lung function (WT1), and maternal longevity (ARL4A, TBX20). In contrast, EWAS for chronological age identified hundreds of predominantly hyper-methylated age DMRs (490 a-DMRs at FDR 5%), of which only one (TBX20) was also associated with an age-related phenotype. Therefore, the majority of age-related changes in DNA methylation are not associated with phenotypic measures of healthy ageing in later life. We replicated a large proportion of a-DMRs in a sample of 44 younger adult MZ twins aged 20 to 61, suggesting that a-DMRs may initiate at an earlier age. We next explored potential genetic and environmental mechanisms underlying a-DMRs and ap-DMRs. Genome-wide overlap across cis-meQTLs, genotype-phenotype associations, and EWAS ap-DMRs identified CpG-sites that had cis-meQTLs with evidence for genotype-phenotype association, where the CpG-site was also an ap-DMR for the same phenotype. Monozygotic twin methylation difference analyses identified one potential environmentally-mediated ap-DMR associated with total cholesterol and LDL (CSMD1). Our results suggest that in a small set of genes DNA methylation may be a candidate mechanism of mediating not only environmental, but also genetic effects on age-related phenotypes. [ABSTRACT FROM AUTHOR]

Published
2012
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39. Maps of Open Chromatin Guide the Functional Follow-Up of Genome-Wide Association Signals: Application to Hematological Traits.

Author

Paul, Dirk S., Nisbet, James P., Tsun-Po Yang, Meacham, Stuart, Rendon, Augusto, Hautaviita, Katta, Tallila, Jonna, White, Jacqui, Tijssen, Marloes R., Sivapalaratnam, Suthesh, Basart, Hanneke, Trip, Mieke D., Göttgens, Berthold, Soranzo, Nicole, Ouwehand, Willem H., and Deloukas, Panos

Subjects
CHROMATIN, HEMATOLOGY, EXONS (Genetics), FORMALDEHYDE, TRANSCRIPTION factors, GENETIC polymorphisms, FOLLOW-up studies (Medicine)
Abstract

Turning genetic discoveries identified in genome-wide association (GWA) studies into biological mechanisms is an important challenge in human genetics. Many GWA signals map outside exons, suggesting that the associated variants may lie within regulatory regions. We applied the formaldehyde-assisted isolation of regulatory elements (FAIRE) method in a megakaryocytic and an erythroblastoid cell line to map active regulatory elements at known loci associated with hematological quantitative traits, coronary artery disease, and myocardial infarction. We showed that the two cell types exhibit distinct patterns of open chromatin and that cell-specific open chromatin can guide the finding of functional variants. We identified an open chromatin region at chromosome 7q22.3 in megakaryocytes but not erythroblasts, which harbors the common non-coding sequence variant rs342293 known to be associated with platelet volume and function. Resequencing of this open chromatin region in 643 individuals provided strong evidence that rs342293 is the only putative causative variant in this region. We demonstrated that the C- and G-alleles differentially bind the transcription factor EVI1 affecting PIK3CG gene expression in platelets and macrophages. A protein-protein interaction network including up- and down-regulated genes in Pik3cg knockout mice indicated that PIK3CG is associated with gene pathways with an established role in platelet membrane biogenesis and thrombus formation. Thus, rs342293 is the functional common variant at this locus; to the best of our knowledge this is the first such variant to be elucidated among the known platelet quantitative trait loci (QTLs). Our data suggested a molecular mechanism by which a non-coding GWA index SNP modulates platelet phenotype. [ABSTRACT FROM AUTHOR]

Published
2011
Full Text
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40. New gene functions in megakaryopoiesis and platelet formation

Author

Christian Gieger1, Aparna Radhakrishnan2, 3, Ana Cvejic2, Weihong Tang4, Eleonora Porcu5, Giorgio Pistis6, Jovana Serbanovic-Canic2, Ulrich Elling7, Alison H. Goodall8, 9, Yann Labrune10, Lorna M. Lopez11, Reedik Ma¨gi13, Stuart Meacham2, Yukinori Okada14, Nicola Pirastu16, 102, Rossella Sorice17, Alexander Teumer18, Katrin Voss2, Weihua Zhang19, Ramiro Ramirez-Solis3, Joshua C. Bis20, David Ellinghaus21, Martin Go¨ gele22, Jouke-Jan Hottenga23, Claudia Langenberg24, Peter Kovacs25, Paul F. O'Reilly26, So-Youn Shin3, To~nu Esko28, Jaana Hartiala31, Stavroula Kanoni3, Federico Murgia34, Afshin Parsa35, Jonathan Stephens2, Pim van der Harst36, C. Ellen van der Schoot37, Hooman Allayee31, Antony Attwood2, Beverley Balkau38, François Bastardot40, Saonli Basu41, Sebastian E. Baumeister42, Ginevra Biino34, Lorenzo Bomba45, Ame´lie Bonnefond10, François Cambien46, John C. Chambers19, Francesco Cucca5, Pio D'Adamo16, Gail Davies12, Rudolf A. de Boer36, Eco J. C. de Geus23, Angela Do¨ ring47, Paul Elliott19, Jeanette Erdmann50, 101, David M. Evans51, Mario Falchi52, Wei Feng41, Aaron R. Folsom4, Ian H. Frazer53, Quince D. Gibson35, Nicole L. Glazer54, Chris Hammond27, Anna-Liisa Hartikainen55, Susan R. Heckbert56, Christian Hengstenberg58, Micha Hersch59, Thomas Illig60, Ruth J. F. Loos24, Jennifer Jolley2, Kay Tee Khaw61, Brigitte Ku¨hnel1, Marie-Christine Kyrtsonis63, Vasiliki Lagou64, Heather Lloyd-Jones2, Thomas Lumley65, Massimo Mangino27, Andrea Maschio5, Irene Mateo Leach36, Barbara McKnight65, Yasin Memari3, Braxton D. Mitchell35, Grant W. Montgomery66, Yusuke Nakamura67, Matthias Nauck68, Gerjan Navis69, Ute No¨ thlings70, Ilja M. Nolte72, David J. Porteous11, Anneli Pouta55, Peter P. Pramstaller22, Janne Pullat28, Susan M. Ring51, Jerome I. Rotter75, Daniela Ruggiero17, Aimo Ruokonen76, Cinzia Sala6, Nilesh J. Samani8, Jennifer Sambrook2, David Schlessinger78, Stefan Schreiber21, Heribert Schunkert50, James Scott79, Nicholas L. Smith56, Harold Snieder72, John M. Starr11, Michael Stumvoll82, Atsushi Takahashi14, W. H. Wilson Tang83, Kent Taylor75, Albert Tenesa85, Swee Lay Thein87, Anke To¨njes82, Manuela Uda5, Sheila Ulivi16, Dirk J. van Veldhuisen36, Peter M. Visscher11, Uwe Vo¨lker18, H.-Erich Wichmann47, Kerri L. Wiggins20, Gonneke Willemsen23, Tsun-Po Yang3, Jing Hua Zhao24, Paavo Zitting89, John R. Bradley77, George V. Dedoussis33, Paolo Gasparini16, Stanley L. Hazen83, Andres Metspalu28, Mario Pirastu34, Alan R. Shuldiner35, L. Joost van Pelt91, Jaap-Jan Zwaginga92, Dorret I.Boomsma23, Ian J. Deary11, Andre Franke21, Philippe Froguel10, Santhi K. Ganesh93, Marjo-Riitta Jarvelin26, Nicholas G. Martin66, Christa Meisinger48, Bruce M. Psaty57, Timothy D. Spector27, Nicholas J. Wareham24, Jan-Willem N. Akkerman97, Marina Ciullo17, Panos Deloukas3, Andreas Greinacher98, Steve Jupe99, Naoyuki Kamatani14, Jyoti Khadake99, Jaspal S. Kooner79, Josef Penninger7, Inga Prokopenko64, Derek Stemple3, Daniela Toniolo6, Lorenz Wernisch100, Serena Sanna5, Andrew A. Hicks22, Augusto Rendon2, 100, Manuel A. Ferreira 66, Willem H. Ouwehand 2, Nicole Soranzo3, Christian, Gieger, Aparna, Radhakrishnan, Ana, Cvejic, Weihong, Tang, Eleonora, Porcu, Giorgio, Pisti, Jovana Serbanovic, Canic, Ulrich, Elling, Alison H., Goodall, Yann, Labrune, Lorna M., Lopez, Reedik, Mägi, Stuart, Meacham, Yukinori, Okada, Pirastu, Nicola, Rossella, Sorice, Alexander, Teumer, Katrin, Vo, Weihua, Zhang, Ramiro Ramirez, Soli, Joshua C., Bi, David, Ellinghau, Martin, Gögele, Jouke Jan, Hottenga, Claudia, Langenberg, Peter, Kovac, Paul F., O’Reilly, So Youn, Shin, Tõnu, Esko, Jaana, Hartiala, Stavroula, Kanoni, Federico, Murgia, Afshin, Parsa, Jonathan, Stephen, Pim van der, Harst, C., Ellen van der Schoot, Hooman, Allayee, Antony, Attwood, Beverley, Balkau, François, Bastardot, Saonli, Basu, Sebastian E., Baumeister, Ginevra, Biino, Lorenzo, Bomba, Amélie, Bonnefond, François, Cambien, John C., Chamber, Francesco, Cucca, D'Adamo, ADAMO PIO, Gail, Davie, Rudolf A., de Boer, Eco J. C., de Geu, Angela, Döring, Paul, Elliott, Jeanette, Erdmann, David M., Evan, Mario, Falchi, Wei, Feng, Aaron R., Folsom, Ian H., Frazer, Quince D., Gibson, Nicole L., Glazer, Chris, Hammond, Anna Liisa, Hartikainen, Susan R., Heckbert, Christian, Hengstenberg, Micha, Hersch, Thomas, Illig, Ruth J. F., Loo, Jennifer, Jolley, Kay Tee, Khaw, Brigitte, Kühnel, Marie Christine, Kyrtsoni, Vasiliki, Lagou, Heather Lloyd, Jone, Thomas, Lumley, Massimo, Mangino, Andrea, Maschio, Irene Mateo, Leach, Barbara, Mcknight, Yasin, Memari, Braxton D., Mitchell, Grant W., Montgomery, Yusuke, Nakamura, Matthias, Nauck, Gerjan, Navi, Ute, Nöthling, Ilja M., Nolte, David J., Porteou, Anneli, Pouta, Peter P., Pramstaller, Janne, Pullat, Susan M., Ring, Jerome I., Rotter, Daniela, Ruggiero, Aimo, Ruokonen, Cinzia, Sala, Nilesh J., Samani, Jennifer, Sambrook, David, Schlessinger, Stefan, Schreiber, Heribert, Schunkert, James, Scott, Nicholas L., Smith, Harold, Snieder, John M., Starr, Michael, Stumvoll, Atsushi, Takahashi, W. H., Wilson Tang, Kent, Taylor, Albert, Tenesa, Swee Lay, Thein, Anke, Tönje, Manuela, Uda, Sheila, Ulivi, Dirk J., van Veldhuisen, Peter M., Visscher, Uwe, Völker, H., Erich Wichmann, Kerri L., Wiggin, Gonneke, Willemsen, Tsun Po, Yang, Jing Hua, Zhao, Paavo, Zitting, John R., Bradley, George V., Dedoussi, Gasparini, Paolo, Stanley L., Hazen, Andres, Metspalu, Mario, Pirastu, Alan R., Shuldiner, L., Joost van Pelt, Jaap Jan, Zwaginga, Dorret I., Boomsma, Ian J., Deary, Andre, Franke, Philippe, Froguel, Santhi K., Ganesh, Marjo Riitta, Jarvelin, Nicholas G., Martin, Christa, Meisinger, Bruce M., Psaty, Timothy D., Spector, Nicholas J., Wareham, Jan Willem N., Akkerman, Marina, Ciullo, Panos, Delouka, Andreas, Greinacher, Steve, Jupe, Naoyuki, Kamatani, Jyoti, Khadake, Jaspal S., Kooner, Josef, Penninger, Inga, Prokopenko, Derek, Stemple, Daniela, Toniolo, Lorenz, Wernisch, Serena, Sanna, Andrew A., Hick, Augusto, Rendon, Manuel A., Ferreira, Willem H., Ouwehand, Nicole, Soranzo, Faculteit Medische Wetenschappen/UMCG, Cardiovascular Centre (CVC), Lifestyle Medicine (LM), Groningen Kidney Center (GKC), Vascular Ageing Programme (VAP), Life Course Epidemiology (LCE), Biological Psychology, EMGO+ - Mental Health, Landsteiner Laboratory, and Clinical Haematology

Subjects
Blood Platelets, Netherlands Twin Register (NTR), BLOOD, Transcription, Genetic, Population, LOCI, Genome-wide association study, Genomics, 030204 cardiovascular system & hematology, Biology, HEMATOPOIESIS, Article, 03 medical and health sciences, 0302 clinical medicine, Animals, Drosophila Proteins, Humans, Gene silencing, Gene Silencing, Protein Interaction Maps, GENOME-WIDE ASSOCIATION, education, Gene, Zebrafish, POPULATION, Cell Size, 030304 developmental biology, Megakaryopoiesis, Genetics, platelet, 0303 health sciences, education.field_of_study, Multidisciplinary, Genome, Human, Platelet Count, Gene Expression Profiling, Zebrafish Proteins, Europe, Gene expression profiling, DROSOPHILA, Drosophila melanogaster, Human genome, Megakaryocytes, Genome-Wide Association Study
Abstract

Platelets are the second most abundant cell type in blood and are essential for maintaining haemostasis. Their count and volume are tightly controlled within narrow physiological ranges, but there is only limited understanding of the molecular processes controlling both traits. Here we carried out a high-powered meta-analysis of genome-wide association studies (GWAS) in up to 66,867 individuals of European ancestry, followed by extensive biological and functional assessment. We identified 68 genomic loci reliably associated with platelet count and volume mapping to established and putative novel regulators of megakaryopoiesis and platelet formation. These genes show megakaryocyte-specific gene expression patterns and extensive network connectivity. Using gene silencing in Danio rerio and Drosophila melanogaster, we identified 11 of the genes as novel regulators of blood cell formation. Taken together, our findings advance understanding of novel gene functions controlling fate-determining events during megakaryopoiesis and platelet formation, providing a new example of successful translation of GWAS to function. © 2011 Macmillan Publishers Limited. All rights reserved.

Published
2011
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