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Epigenome-wide association study of serum urate reveals insights into urate co-regulation and the SLC2A9 locus

Elevated serum urate levels, a complex trait and major risk factor for incident gout, are correlated with cardiometabolic traits via incompletely understood mechanisms. DNA methylation in whole blood captures genetic and environmental influences and is assessed in transethnic meta-analysis of epigen...

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Autores principales: Tin, Adrienne, Schlosser, Pascal, Matias-Garcia, Pamela R., Thio, Chris H. L., Joehanes, Roby, Liu, Hongbo, Yu, Zhi, Weihs, Antoine, Hoppmann, Anselm, Grundner-Culemann, Franziska, Min, Josine L., Kuhns, Victoria L. Halperin, Adeyemo, Adebowale A., Agyemang, Charles, Ärnlöv, Johan, Aziz, Nasir A., Baccarelli, Andrea, Bochud, Murielle, Brenner, Hermann, Bressler, Jan, Breteler, Monique M. B., Carmeli, Cristian, Chaker, Layal, Coresh, Josef, Corre, Tanguy, Correa, Adolfo, Cox, Simon R., Delgado, Graciela E., Eckardt, Kai-Uwe, Ekici, Arif B., Endlich, Karlhans, Floyd, James S., Fraszczyk, Eliza, Gao, Xu, Gào, Xīn, Gelber, Allan C., Ghanbari, Mohsen, Ghasemi, Sahar, Gieger, Christian, Greenland, Philip, Grove, Megan L., Harris, Sarah E., Hemani, Gibran, Henneman, Peter, Herder, Christian, Horvath, Steve, Hou, Lifang, Hurme, Mikko A., Hwang, Shih-Jen, Kardia, Sharon L. R., Kasela, Silva, Kleber, Marcus E., Koenig, Wolfgang, Kooner, Jaspal S., Kronenberg, Florian, Kühnel, Brigitte, Ladd-Acosta, Christine, Lehtimäki, Terho, Lind, Lars, Liu, Dan, Lloyd-Jones, Donald M., Lorkowski, Stefan, Lu, Ake T., Marioni, Riccardo E., März, Winfried, McCartney, Daniel L., Meeks, Karlijn A. C., Milani, Lili, Mishra, Pashupati P., Nauck, Matthias, Nowak, Christoph, Peters, Annette, Prokisch, Holger, Psaty, Bruce M., Raitakari, Olli T., Ratliff, Scott M., Reiner, Alex P., Schöttker, Ben, Schwartz, Joel, Sedaghat, Sanaz, Smith, Jennifer A., Sotoodehnia, Nona, Stocker, Hannah R., Stringhini, Silvia, Sundström, Johan, Swenson, Brenton R., van Meurs, Joyce B. J., van Vliet-Ostaptchouk, Jana V., Venema, Andrea, Völker, Uwe, Winkelmann, Juliane, Wolffenbuttel, Bruce H. R., Zhao, Wei, Zheng, Yinan, Loh, Marie, Snieder, Harold, Waldenberger, Melanie, Levy, Daniel, Akilesh, Shreeram, Woodward, Owen M., Susztak, Katalin, Teumer, Alexander, Köttgen, Anna
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8660809/
https://www.ncbi.nlm.nih.gov/pubmed/34887389
http://dx.doi.org/10.1038/s41467-021-27198-4
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author Tin, Adrienne
Schlosser, Pascal
Matias-Garcia, Pamela R.
Thio, Chris H. L.
Joehanes, Roby
Liu, Hongbo
Yu, Zhi
Weihs, Antoine
Hoppmann, Anselm
Grundner-Culemann, Franziska
Min, Josine L.
Kuhns, Victoria L. Halperin
Adeyemo, Adebowale A.
Agyemang, Charles
Ärnlöv, Johan
Aziz, Nasir A.
Baccarelli, Andrea
Bochud, Murielle
Brenner, Hermann
Bressler, Jan
Breteler, Monique M. B.
Carmeli, Cristian
Chaker, Layal
Coresh, Josef
Corre, Tanguy
Correa, Adolfo
Cox, Simon R.
Delgado, Graciela E.
Eckardt, Kai-Uwe
Ekici, Arif B.
Endlich, Karlhans
Floyd, James S.
Fraszczyk, Eliza
Gao, Xu
Gào, Xīn
Gelber, Allan C.
Ghanbari, Mohsen
Ghasemi, Sahar
Gieger, Christian
Greenland, Philip
Grove, Megan L.
Harris, Sarah E.
Hemani, Gibran
Henneman, Peter
Herder, Christian
Horvath, Steve
Hou, Lifang
Hurme, Mikko A.
Hwang, Shih-Jen
Kardia, Sharon L. R.
Kasela, Silva
Kleber, Marcus E.
Koenig, Wolfgang
Kooner, Jaspal S.
Kronenberg, Florian
Kühnel, Brigitte
Ladd-Acosta, Christine
Lehtimäki, Terho
Lind, Lars
Liu, Dan
Lloyd-Jones, Donald M.
Lorkowski, Stefan
Lu, Ake T.
Marioni, Riccardo E.
März, Winfried
McCartney, Daniel L.
Meeks, Karlijn A. C.
Milani, Lili
Mishra, Pashupati P.
Nauck, Matthias
Nowak, Christoph
Peters, Annette
Prokisch, Holger
Psaty, Bruce M.
Raitakari, Olli T.
Ratliff, Scott M.
Reiner, Alex P.
Schöttker, Ben
Schwartz, Joel
Sedaghat, Sanaz
Smith, Jennifer A.
Sotoodehnia, Nona
Stocker, Hannah R.
Stringhini, Silvia
Sundström, Johan
Swenson, Brenton R.
van Meurs, Joyce B. J.
van Vliet-Ostaptchouk, Jana V.
Venema, Andrea
Völker, Uwe
Winkelmann, Juliane
Wolffenbuttel, Bruce H. R.
Zhao, Wei
Zheng, Yinan
Loh, Marie
Snieder, Harold
Waldenberger, Melanie
Levy, Daniel
Akilesh, Shreeram
Woodward, Owen M.
Susztak, Katalin
Teumer, Alexander
Köttgen, Anna
author_facet Tin, Adrienne
Schlosser, Pascal
Matias-Garcia, Pamela R.
Thio, Chris H. L.
Joehanes, Roby
Liu, Hongbo
Yu, Zhi
Weihs, Antoine
Hoppmann, Anselm
Grundner-Culemann, Franziska
Min, Josine L.
Kuhns, Victoria L. Halperin
Adeyemo, Adebowale A.
Agyemang, Charles
Ärnlöv, Johan
Aziz, Nasir A.
Baccarelli, Andrea
Bochud, Murielle
Brenner, Hermann
Bressler, Jan
Breteler, Monique M. B.
Carmeli, Cristian
Chaker, Layal
Coresh, Josef
Corre, Tanguy
Correa, Adolfo
Cox, Simon R.
Delgado, Graciela E.
Eckardt, Kai-Uwe
Ekici, Arif B.
Endlich, Karlhans
Floyd, James S.
Fraszczyk, Eliza
Gao, Xu
Gào, Xīn
Gelber, Allan C.
Ghanbari, Mohsen
Ghasemi, Sahar
Gieger, Christian
Greenland, Philip
Grove, Megan L.
Harris, Sarah E.
Hemani, Gibran
Henneman, Peter
Herder, Christian
Horvath, Steve
Hou, Lifang
Hurme, Mikko A.
Hwang, Shih-Jen
Kardia, Sharon L. R.
Kasela, Silva
Kleber, Marcus E.
Koenig, Wolfgang
Kooner, Jaspal S.
Kronenberg, Florian
Kühnel, Brigitte
Ladd-Acosta, Christine
Lehtimäki, Terho
Lind, Lars
Liu, Dan
Lloyd-Jones, Donald M.
Lorkowski, Stefan
Lu, Ake T.
Marioni, Riccardo E.
März, Winfried
McCartney, Daniel L.
Meeks, Karlijn A. C.
Milani, Lili
Mishra, Pashupati P.
Nauck, Matthias
Nowak, Christoph
Peters, Annette
Prokisch, Holger
Psaty, Bruce M.
Raitakari, Olli T.
Ratliff, Scott M.
Reiner, Alex P.
Schöttker, Ben
Schwartz, Joel
Sedaghat, Sanaz
Smith, Jennifer A.
Sotoodehnia, Nona
Stocker, Hannah R.
Stringhini, Silvia
Sundström, Johan
Swenson, Brenton R.
van Meurs, Joyce B. J.
van Vliet-Ostaptchouk, Jana V.
Venema, Andrea
Völker, Uwe
Winkelmann, Juliane
Wolffenbuttel, Bruce H. R.
Zhao, Wei
Zheng, Yinan
Loh, Marie
Snieder, Harold
Waldenberger, Melanie
Levy, Daniel
Akilesh, Shreeram
Woodward, Owen M.
Susztak, Katalin
Teumer, Alexander
Köttgen, Anna
author_sort Tin, Adrienne
collection PubMed
description Elevated serum urate levels, a complex trait and major risk factor for incident gout, are correlated with cardiometabolic traits via incompletely understood mechanisms. DNA methylation in whole blood captures genetic and environmental influences and is assessed in transethnic meta-analysis of epigenome-wide association studies (EWAS) of serum urate (discovery, n = 12,474, replication, n = 5522). The 100 replicated, epigenome-wide significant (p < 1.1E–7) CpGs explain 11.6% of the serum urate variance. At SLC2A9, the serum urate locus with the largest effect in genome-wide association studies (GWAS), five CpGs are associated with SLC2A9 gene expression. Four CpGs at SLC2A9 have significant causal effects on serum urate levels and/or gout, and two of these partly mediate the effects of urate-associated GWAS variants. In other genes, including SLC7A11 and PHGDH, 17 urate-associated CpGs are associated with conditions defining metabolic syndrome, suggesting that these CpGs may represent a blood DNA methylation signature of cardiometabolic risk factors. This study demonstrates that EWAS can provide new insights into GWAS loci and the correlation of serum urate with other complex traits.
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spelling pubmed-86608092021-12-27 Epigenome-wide association study of serum urate reveals insights into urate co-regulation and the SLC2A9 locus Tin, Adrienne Schlosser, Pascal Matias-Garcia, Pamela R. Thio, Chris H. L. Joehanes, Roby Liu, Hongbo Yu, Zhi Weihs, Antoine Hoppmann, Anselm Grundner-Culemann, Franziska Min, Josine L. Kuhns, Victoria L. Halperin Adeyemo, Adebowale A. Agyemang, Charles Ärnlöv, Johan Aziz, Nasir A. Baccarelli, Andrea Bochud, Murielle Brenner, Hermann Bressler, Jan Breteler, Monique M. B. Carmeli, Cristian Chaker, Layal Coresh, Josef Corre, Tanguy Correa, Adolfo Cox, Simon R. Delgado, Graciela E. Eckardt, Kai-Uwe Ekici, Arif B. Endlich, Karlhans Floyd, James S. Fraszczyk, Eliza Gao, Xu Gào, Xīn Gelber, Allan C. Ghanbari, Mohsen Ghasemi, Sahar Gieger, Christian Greenland, Philip Grove, Megan L. Harris, Sarah E. Hemani, Gibran Henneman, Peter Herder, Christian Horvath, Steve Hou, Lifang Hurme, Mikko A. Hwang, Shih-Jen Kardia, Sharon L. R. Kasela, Silva Kleber, Marcus E. Koenig, Wolfgang Kooner, Jaspal S. Kronenberg, Florian Kühnel, Brigitte Ladd-Acosta, Christine Lehtimäki, Terho Lind, Lars Liu, Dan Lloyd-Jones, Donald M. Lorkowski, Stefan Lu, Ake T. Marioni, Riccardo E. März, Winfried McCartney, Daniel L. Meeks, Karlijn A. C. Milani, Lili Mishra, Pashupati P. Nauck, Matthias Nowak, Christoph Peters, Annette Prokisch, Holger Psaty, Bruce M. Raitakari, Olli T. Ratliff, Scott M. Reiner, Alex P. Schöttker, Ben Schwartz, Joel Sedaghat, Sanaz Smith, Jennifer A. Sotoodehnia, Nona Stocker, Hannah R. Stringhini, Silvia Sundström, Johan Swenson, Brenton R. van Meurs, Joyce B. J. van Vliet-Ostaptchouk, Jana V. Venema, Andrea Völker, Uwe Winkelmann, Juliane Wolffenbuttel, Bruce H. R. Zhao, Wei Zheng, Yinan Loh, Marie Snieder, Harold Waldenberger, Melanie Levy, Daniel Akilesh, Shreeram Woodward, Owen M. Susztak, Katalin Teumer, Alexander Köttgen, Anna Nat Commun Article Elevated serum urate levels, a complex trait and major risk factor for incident gout, are correlated with cardiometabolic traits via incompletely understood mechanisms. DNA methylation in whole blood captures genetic and environmental influences and is assessed in transethnic meta-analysis of epigenome-wide association studies (EWAS) of serum urate (discovery, n = 12,474, replication, n = 5522). The 100 replicated, epigenome-wide significant (p < 1.1E–7) CpGs explain 11.6% of the serum urate variance. At SLC2A9, the serum urate locus with the largest effect in genome-wide association studies (GWAS), five CpGs are associated with SLC2A9 gene expression. Four CpGs at SLC2A9 have significant causal effects on serum urate levels and/or gout, and two of these partly mediate the effects of urate-associated GWAS variants. In other genes, including SLC7A11 and PHGDH, 17 urate-associated CpGs are associated with conditions defining metabolic syndrome, suggesting that these CpGs may represent a blood DNA methylation signature of cardiometabolic risk factors. This study demonstrates that EWAS can provide new insights into GWAS loci and the correlation of serum urate with other complex traits. Nature Publishing Group UK 2021-12-09 /pmc/articles/PMC8660809/ /pubmed/34887389 http://dx.doi.org/10.1038/s41467-021-27198-4 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Tin, Adrienne
Schlosser, Pascal
Matias-Garcia, Pamela R.
Thio, Chris H. L.
Joehanes, Roby
Liu, Hongbo
Yu, Zhi
Weihs, Antoine
Hoppmann, Anselm
Grundner-Culemann, Franziska
Min, Josine L.
Kuhns, Victoria L. Halperin
Adeyemo, Adebowale A.
Agyemang, Charles
Ärnlöv, Johan
Aziz, Nasir A.
Baccarelli, Andrea
Bochud, Murielle
Brenner, Hermann
Bressler, Jan
Breteler, Monique M. B.
Carmeli, Cristian
Chaker, Layal
Coresh, Josef
Corre, Tanguy
Correa, Adolfo
Cox, Simon R.
Delgado, Graciela E.
Eckardt, Kai-Uwe
Ekici, Arif B.
Endlich, Karlhans
Floyd, James S.
Fraszczyk, Eliza
Gao, Xu
Gào, Xīn
Gelber, Allan C.
Ghanbari, Mohsen
Ghasemi, Sahar
Gieger, Christian
Greenland, Philip
Grove, Megan L.
Harris, Sarah E.
Hemani, Gibran
Henneman, Peter
Herder, Christian
Horvath, Steve
Hou, Lifang
Hurme, Mikko A.
Hwang, Shih-Jen
Kardia, Sharon L. R.
Kasela, Silva
Kleber, Marcus E.
Koenig, Wolfgang
Kooner, Jaspal S.
Kronenberg, Florian
Kühnel, Brigitte
Ladd-Acosta, Christine
Lehtimäki, Terho
Lind, Lars
Liu, Dan
Lloyd-Jones, Donald M.
Lorkowski, Stefan
Lu, Ake T.
Marioni, Riccardo E.
März, Winfried
McCartney, Daniel L.
Meeks, Karlijn A. C.
Milani, Lili
Mishra, Pashupati P.
Nauck, Matthias
Nowak, Christoph
Peters, Annette
Prokisch, Holger
Psaty, Bruce M.
Raitakari, Olli T.
Ratliff, Scott M.
Reiner, Alex P.
Schöttker, Ben
Schwartz, Joel
Sedaghat, Sanaz
Smith, Jennifer A.
Sotoodehnia, Nona
Stocker, Hannah R.
Stringhini, Silvia
Sundström, Johan
Swenson, Brenton R.
van Meurs, Joyce B. J.
van Vliet-Ostaptchouk, Jana V.
Venema, Andrea
Völker, Uwe
Winkelmann, Juliane
Wolffenbuttel, Bruce H. R.
Zhao, Wei
Zheng, Yinan
Loh, Marie
Snieder, Harold
Waldenberger, Melanie
Levy, Daniel
Akilesh, Shreeram
Woodward, Owen M.
Susztak, Katalin
Teumer, Alexander
Köttgen, Anna
Epigenome-wide association study of serum urate reveals insights into urate co-regulation and the SLC2A9 locus
title Epigenome-wide association study of serum urate reveals insights into urate co-regulation and the SLC2A9 locus
title_full Epigenome-wide association study of serum urate reveals insights into urate co-regulation and the SLC2A9 locus
title_fullStr Epigenome-wide association study of serum urate reveals insights into urate co-regulation and the SLC2A9 locus
title_full_unstemmed Epigenome-wide association study of serum urate reveals insights into urate co-regulation and the SLC2A9 locus
title_short Epigenome-wide association study of serum urate reveals insights into urate co-regulation and the SLC2A9 locus
title_sort epigenome-wide association study of serum urate reveals insights into urate co-regulation and the slc2a9 locus
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8660809/
https://www.ncbi.nlm.nih.gov/pubmed/34887389
http://dx.doi.org/10.1038/s41467-021-27198-4
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AT prokischholger epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT psatybrucem epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT raitakariollit epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT ratliffscottm epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT reineralexp epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT schottkerben epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT schwartzjoel epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT sedaghatsanaz epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT smithjennifera epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT sotoodehnianona epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT stockerhannahr epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT stringhinisilvia epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT sundstromjohan epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT swensonbrentonr epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT vanmeursjoycebj epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT vanvlietostaptchoukjanav epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT venemaandrea epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT volkeruwe epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT winkelmannjuliane epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT wolffenbuttelbrucehr epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT zhaowei epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT zhengyinan epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT lohmarie epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT sniederharold epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT waldenbergermelanie epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT levydaniel epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT akileshshreeram epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT woodwardowenm epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT susztakkatalin epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT teumeralexander epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus
AT kottgenanna epigenomewideassociationstudyofserumuraterevealsinsightsintouratecoregulationandtheslc2a9locus