Genetic insights into resting heart rate and its role in cardiovascular disease

Resting heart rate is associated with cardiovascular diseases and mortality in observational and Mendelian randomization studies. The aims of this study are to extend the number of resting heart rate associated genetic variants and to obtain further insights in resting heart rate biology and its cli...

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Main Authors: van de Vegte, Yordi J., Eppinga, Ruben N., van der Ende, M. Yldau, Hagemeijer, Yanick P., Mahendran, Yuvaraj, Salfati, Elias, Smith, Albert V., Tan, Vanessa Y., Arking, Dan E., Ntalla, Ioanna, Appel, Emil V., Schurmann, Claudia, Brody, Jennifer A., Rueedi, Rico, Polasek, Ozren, Sveinbjornsson, Gardar, Lecoeur, Cecile, Ladenvall, Claes, Zhao, Jing Hua, Isaacs, Aaron, Wang, Lihua, Luan, Jian'an, Hwang, Shih-Jen, Mononen, Nina, Auro, Kirsi, Jackson, Anne U., Bielak, Lawrence F., Zeng, Linyao, Shah, Nabi, Nethander, Maria, Campbell, Archie, Rankinen, Tuomo, Pechlivanis, Sonali, Qi, Lu, Zhao, Wei, Rizzi, Federica, Tanaka, Toshiko, Robino, Antonietta, Cocca, Massimiliano, Lange, Leslie, Müller-Nurasyid, Martina, Roselli, Carolina, Zhang, Weihua, Kleber, Marcus E., Guo, Xiuqing, Lin, Henry J., Pavani, Francesca, Galesloot, Tessel E., Noordam, Raymond, Milaneschi, Yuri, Schraut, Katharina E., den Hoed, Marcel, Degenhardt, Frauke, Trompet, Stella, van den Berg, Marten E., Pistis, Giorgio, Tham, Yih-Chung, Weiss, Stefan, Sim, Xueling S., Li, Hengtong L., van der Most, Peter J., Nolte, Ilja M., Lyytikäinen, Leo-Pekka, Said, M. Abdullah, Witte, Daniel R., Iribarren, Carlos, Launer, Lenore, Ring, Susan M., de Vries, Paul S., Sever, Peter, Linneberg, Allan, Bottinger, Erwin P., Padmanabhan, Sandosh, Psaty, Bruce M., Sotoodehnia, Nona, Kolcic, Ivana, Arnar, David O., Gudbjartsson, Daniel F., Holm, Hilma, Balkau, Beverley, Silva, Claudia T., Newton-Cheh, Christopher H., Nikus, Kjell, Salo, Perttu, Mohlke, Karen L., Peyser, Patricia A., Schunkert, Heribert, Lorentzon, Mattias, Lahti, Jari, Rao, Dabeeru C., Cornelis, Marilyn C., Faul, Jessica D., Smith, Jennifer A., Stolarz-Skrzypek, Katarzyna, Bandinelli, Stefania, Concas, Maria Pina, Sinagra, Gianfranco, Meitinger, Thomas, Waldenberger, Melanie, Sinner, Moritz F., Strauch, Konstantin, Delgado, Graciela E., Taylor, Kent D., Yao, Jie, Foco, Luisa, Melander, Olle, de Graaf, Jacqueline, de Mutsert, Renée, de Geus, Eco J. C., Johansson, Åsa, Joshi, Peter K., Lind, Lars, Franke, Andre, Macfarlane, Peter W., Tarasov, Kirill V., Tan, Nicholas, Felix, Stephan B., Tai, E-Shyong, Quek, Debra Q., Snieder, Harold, Ormel, Johan, Ingelsson, Martin, Lindgren, Cecilia, Morris, Andrew P., Raitakari, Olli T., Hansen, Torben, Assimes, Themistocles, Gudnason, Vilmundur, Timpson, Nicholas J., Morrison, Alanna C., Munroe, Patricia B., Strachan, David P., Grarup, Niels, Loos, Ruth J. F., Heckbert, Susan R., Vollenweider, Peter, Hayward, Caroline, Stefansson, Kari, Froguel, Philippe, Groop, Leif, Wareham, Nicholas J., van Duijn, Cornelia M., Feitosa, Mary F., O'Donnell, Christopher J., Kähönen, Mika, Perola, Markus, Boehnke, Michael, Kardia, Sharon L. R., Erdmann, Jeanette, Palmer, Colin N. A., Ohlsson, Claes, Porteous, David J., Eriksson, Johan G., Bouchard, Claude, Moebus, Susanne, Kraft, Peter, Weir, David R., Cusi, Daniele, Ferrucci, Luigi, Ulivi, Sheila, Girotto, Giorgia, Correa, Adolfo, Kääb, Stefan, Peters, Annette, Chambers, John Campbell, Kooner, Jaspal S., März, Winfried, Rotter, Jerome I., Hicks, Andrew A., Smith, J Gustav, Kiemeney, Lambertus A. L. M., Mook-Kanamori, Dennis O., Penninx, Brenda W. J. H., Gyllensten, Ulf, Wilson, James F., Burgess, Stephen, Sundström, Johan, Lieb, Wolfgang, Jukema, J Wouter, Eijgelsheim, Mark, Lakatta, Edward L. M., Cheng, Ching-Yu, Dörr, Marcus, Wong, Tien-Yin, Sabanayagam, Charumathi, Oldehinkel, Albertine J., Riese, Harriette, Lehtimäki, Terho, Verweij, Niek, van der Harst, Pim
Other Authors: Lee Kong Chian School of Medicine (LKCMedicine)
Format: Article
Language:English
Published: 2023
Subjects:
Online Access:https://hdl.handle.net/10356/171538
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Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-171538
record_format dspace
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Science::Medicine
Cardiovascular Disease
Heart Rate
spellingShingle Science::Medicine
Cardiovascular Disease
Heart Rate
van de Vegte, Yordi J.
Eppinga, Ruben N.
van der Ende, M. Yldau
Hagemeijer, Yanick P.
Mahendran, Yuvaraj
Salfati, Elias
Smith, Albert V.
Tan, Vanessa Y.
Arking, Dan E.
Ntalla, Ioanna
Appel, Emil V.
Schurmann, Claudia
Brody, Jennifer A.
Rueedi, Rico
Polasek, Ozren
Sveinbjornsson, Gardar
Lecoeur, Cecile
Ladenvall, Claes
Zhao, Jing Hua
Isaacs, Aaron
Wang, Lihua
Luan, Jian'an
Hwang, Shih-Jen
Mononen, Nina
Auro, Kirsi
Jackson, Anne U.
Bielak, Lawrence F.
Zeng, Linyao
Shah, Nabi
Nethander, Maria
Campbell, Archie
Rankinen, Tuomo
Pechlivanis, Sonali
Qi, Lu
Zhao, Wei
Rizzi, Federica
Tanaka, Toshiko
Robino, Antonietta
Cocca, Massimiliano
Lange, Leslie
Müller-Nurasyid, Martina
Roselli, Carolina
Zhang, Weihua
Kleber, Marcus E.
Guo, Xiuqing
Lin, Henry J.
Pavani, Francesca
Galesloot, Tessel E.
Noordam, Raymond
Milaneschi, Yuri
Schraut, Katharina E.
den Hoed, Marcel
Degenhardt, Frauke
Trompet, Stella
van den Berg, Marten E.
Pistis, Giorgio
Tham, Yih-Chung
Weiss, Stefan
Sim, Xueling S.
Li, Hengtong L.
van der Most, Peter J.
Nolte, Ilja M.
Lyytikäinen, Leo-Pekka
Said, M. Abdullah
Witte, Daniel R.
Iribarren, Carlos
Launer, Lenore
Ring, Susan M.
de Vries, Paul S.
Sever, Peter
Linneberg, Allan
Bottinger, Erwin P.
Padmanabhan, Sandosh
Psaty, Bruce M.
Sotoodehnia, Nona
Kolcic, Ivana
Arnar, David O.
Gudbjartsson, Daniel F.
Holm, Hilma
Balkau, Beverley
Silva, Claudia T.
Newton-Cheh, Christopher H.
Nikus, Kjell
Salo, Perttu
Mohlke, Karen L.
Peyser, Patricia A.
Schunkert, Heribert
Lorentzon, Mattias
Lahti, Jari
Rao, Dabeeru C.
Cornelis, Marilyn C.
Faul, Jessica D.
Smith, Jennifer A.
Stolarz-Skrzypek, Katarzyna
Bandinelli, Stefania
Concas, Maria Pina
Sinagra, Gianfranco
Meitinger, Thomas
Waldenberger, Melanie
Sinner, Moritz F.
Strauch, Konstantin
Delgado, Graciela E.
Taylor, Kent D.
Yao, Jie
Foco, Luisa
Melander, Olle
de Graaf, Jacqueline
de Mutsert, Renée
de Geus, Eco J. C.
Johansson, Åsa
Joshi, Peter K.
Lind, Lars
Franke, Andre
Macfarlane, Peter W.
Tarasov, Kirill V.
Tan, Nicholas
Felix, Stephan B.
Tai, E-Shyong
Quek, Debra Q.
Snieder, Harold
Ormel, Johan
Ingelsson, Martin
Lindgren, Cecilia
Morris, Andrew P.
Raitakari, Olli T.
Hansen, Torben
Assimes, Themistocles
Gudnason, Vilmundur
Timpson, Nicholas J.
Morrison, Alanna C.
Munroe, Patricia B.
Strachan, David P.
Grarup, Niels
Loos, Ruth J. F.
Heckbert, Susan R.
Vollenweider, Peter
Hayward, Caroline
Stefansson, Kari
Froguel, Philippe
Groop, Leif
Wareham, Nicholas J.
van Duijn, Cornelia M.
Feitosa, Mary F.
O'Donnell, Christopher J.
Kähönen, Mika
Perola, Markus
Boehnke, Michael
Kardia, Sharon L. R.
Erdmann, Jeanette
Palmer, Colin N. A.
Ohlsson, Claes
Porteous, David J.
Eriksson, Johan G.
Bouchard, Claude
Moebus, Susanne
Kraft, Peter
Weir, David R.
Cusi, Daniele
Ferrucci, Luigi
Ulivi, Sheila
Girotto, Giorgia
Correa, Adolfo
Kääb, Stefan
Peters, Annette
Chambers, John Campbell
Kooner, Jaspal S.
März, Winfried
Rotter, Jerome I.
Hicks, Andrew A.
Smith, J Gustav
Kiemeney, Lambertus A. L. M.
Mook-Kanamori, Dennis O.
Penninx, Brenda W. J. H.
Gyllensten, Ulf
Wilson, James F.
Burgess, Stephen
Sundström, Johan
Lieb, Wolfgang
Jukema, J Wouter
Eijgelsheim, Mark
Lakatta, Edward L. M.
Cheng, Ching-Yu
Dörr, Marcus
Wong, Tien-Yin
Sabanayagam, Charumathi
Oldehinkel, Albertine J.
Riese, Harriette
Lehtimäki, Terho
Verweij, Niek
van der Harst, Pim
Genetic insights into resting heart rate and its role in cardiovascular disease
description Resting heart rate is associated with cardiovascular diseases and mortality in observational and Mendelian randomization studies. The aims of this study are to extend the number of resting heart rate associated genetic variants and to obtain further insights in resting heart rate biology and its clinical consequences. A genome-wide meta-analysis of 100 studies in up to 835,465 individuals reveals 493 independent genetic variants in 352 loci, including 68 genetic variants outside previously identified resting heart rate associated loci. We prioritize 670 genes and in silico annotations point to their enrichment in cardiomyocytes and provide insights in their ECG signature. Two-sample Mendelian randomization analyses indicate that higher genetically predicted resting heart rate increases risk of dilated cardiomyopathy, but decreases risk of developing atrial fibrillation, ischemic stroke, and cardio-embolic stroke. We do not find evidence for a linear or non-linear genetic association between resting heart rate and all-cause mortality in contrast to our previous Mendelian randomization study. Systematic alteration of key differences between the current and previous Mendelian randomization study indicates that the most likely cause of the discrepancy between these studies arises from false positive findings in previous one-sample MR analyses caused by weak-instrument bias at lower P-value thresholds. The results extend our understanding of resting heart rate biology and give additional insights in its role in cardiovascular disease development.
author2 Lee Kong Chian School of Medicine (LKCMedicine)
author_facet Lee Kong Chian School of Medicine (LKCMedicine)
van de Vegte, Yordi J.
Eppinga, Ruben N.
van der Ende, M. Yldau
Hagemeijer, Yanick P.
Mahendran, Yuvaraj
Salfati, Elias
Smith, Albert V.
Tan, Vanessa Y.
Arking, Dan E.
Ntalla, Ioanna
Appel, Emil V.
Schurmann, Claudia
Brody, Jennifer A.
Rueedi, Rico
Polasek, Ozren
Sveinbjornsson, Gardar
Lecoeur, Cecile
Ladenvall, Claes
Zhao, Jing Hua
Isaacs, Aaron
Wang, Lihua
Luan, Jian'an
Hwang, Shih-Jen
Mononen, Nina
Auro, Kirsi
Jackson, Anne U.
Bielak, Lawrence F.
Zeng, Linyao
Shah, Nabi
Nethander, Maria
Campbell, Archie
Rankinen, Tuomo
Pechlivanis, Sonali
Qi, Lu
Zhao, Wei
Rizzi, Federica
Tanaka, Toshiko
Robino, Antonietta
Cocca, Massimiliano
Lange, Leslie
Müller-Nurasyid, Martina
Roselli, Carolina
Zhang, Weihua
Kleber, Marcus E.
Guo, Xiuqing
Lin, Henry J.
Pavani, Francesca
Galesloot, Tessel E.
Noordam, Raymond
Milaneschi, Yuri
Schraut, Katharina E.
den Hoed, Marcel
Degenhardt, Frauke
Trompet, Stella
van den Berg, Marten E.
Pistis, Giorgio
Tham, Yih-Chung
Weiss, Stefan
Sim, Xueling S.
Li, Hengtong L.
van der Most, Peter J.
Nolte, Ilja M.
Lyytikäinen, Leo-Pekka
Said, M. Abdullah
Witte, Daniel R.
Iribarren, Carlos
Launer, Lenore
Ring, Susan M.
de Vries, Paul S.
Sever, Peter
Linneberg, Allan
Bottinger, Erwin P.
Padmanabhan, Sandosh
Psaty, Bruce M.
Sotoodehnia, Nona
Kolcic, Ivana
Arnar, David O.
Gudbjartsson, Daniel F.
Holm, Hilma
Balkau, Beverley
Silva, Claudia T.
Newton-Cheh, Christopher H.
Nikus, Kjell
Salo, Perttu
Mohlke, Karen L.
Peyser, Patricia A.
Schunkert, Heribert
Lorentzon, Mattias
Lahti, Jari
Rao, Dabeeru C.
Cornelis, Marilyn C.
Faul, Jessica D.
Smith, Jennifer A.
Stolarz-Skrzypek, Katarzyna
Bandinelli, Stefania
Concas, Maria Pina
Sinagra, Gianfranco
Meitinger, Thomas
Waldenberger, Melanie
Sinner, Moritz F.
Strauch, Konstantin
Delgado, Graciela E.
Taylor, Kent D.
Yao, Jie
Foco, Luisa
Melander, Olle
de Graaf, Jacqueline
de Mutsert, Renée
de Geus, Eco J. C.
Johansson, Åsa
Joshi, Peter K.
Lind, Lars
Franke, Andre
Macfarlane, Peter W.
Tarasov, Kirill V.
Tan, Nicholas
Felix, Stephan B.
Tai, E-Shyong
Quek, Debra Q.
Snieder, Harold
Ormel, Johan
Ingelsson, Martin
Lindgren, Cecilia
Morris, Andrew P.
Raitakari, Olli T.
Hansen, Torben
Assimes, Themistocles
Gudnason, Vilmundur
Timpson, Nicholas J.
Morrison, Alanna C.
Munroe, Patricia B.
Strachan, David P.
Grarup, Niels
Loos, Ruth J. F.
Heckbert, Susan R.
Vollenweider, Peter
Hayward, Caroline
Stefansson, Kari
Froguel, Philippe
Groop, Leif
Wareham, Nicholas J.
van Duijn, Cornelia M.
Feitosa, Mary F.
O'Donnell, Christopher J.
Kähönen, Mika
Perola, Markus
Boehnke, Michael
Kardia, Sharon L. R.
Erdmann, Jeanette
Palmer, Colin N. A.
Ohlsson, Claes
Porteous, David J.
Eriksson, Johan G.
Bouchard, Claude
Moebus, Susanne
Kraft, Peter
Weir, David R.
Cusi, Daniele
Ferrucci, Luigi
Ulivi, Sheila
Girotto, Giorgia
Correa, Adolfo
Kääb, Stefan
Peters, Annette
Chambers, John Campbell
Kooner, Jaspal S.
März, Winfried
Rotter, Jerome I.
Hicks, Andrew A.
Smith, J Gustav
Kiemeney, Lambertus A. L. M.
Mook-Kanamori, Dennis O.
Penninx, Brenda W. J. H.
Gyllensten, Ulf
Wilson, James F.
Burgess, Stephen
Sundström, Johan
Lieb, Wolfgang
Jukema, J Wouter
Eijgelsheim, Mark
Lakatta, Edward L. M.
Cheng, Ching-Yu
Dörr, Marcus
Wong, Tien-Yin
Sabanayagam, Charumathi
Oldehinkel, Albertine J.
Riese, Harriette
Lehtimäki, Terho
Verweij, Niek
van der Harst, Pim
format Article
author van de Vegte, Yordi J.
Eppinga, Ruben N.
van der Ende, M. Yldau
Hagemeijer, Yanick P.
Mahendran, Yuvaraj
Salfati, Elias
Smith, Albert V.
Tan, Vanessa Y.
Arking, Dan E.
Ntalla, Ioanna
Appel, Emil V.
Schurmann, Claudia
Brody, Jennifer A.
Rueedi, Rico
Polasek, Ozren
Sveinbjornsson, Gardar
Lecoeur, Cecile
Ladenvall, Claes
Zhao, Jing Hua
Isaacs, Aaron
Wang, Lihua
Luan, Jian'an
Hwang, Shih-Jen
Mononen, Nina
Auro, Kirsi
Jackson, Anne U.
Bielak, Lawrence F.
Zeng, Linyao
Shah, Nabi
Nethander, Maria
Campbell, Archie
Rankinen, Tuomo
Pechlivanis, Sonali
Qi, Lu
Zhao, Wei
Rizzi, Federica
Tanaka, Toshiko
Robino, Antonietta
Cocca, Massimiliano
Lange, Leslie
Müller-Nurasyid, Martina
Roselli, Carolina
Zhang, Weihua
Kleber, Marcus E.
Guo, Xiuqing
Lin, Henry J.
Pavani, Francesca
Galesloot, Tessel E.
Noordam, Raymond
Milaneschi, Yuri
Schraut, Katharina E.
den Hoed, Marcel
Degenhardt, Frauke
Trompet, Stella
van den Berg, Marten E.
Pistis, Giorgio
Tham, Yih-Chung
Weiss, Stefan
Sim, Xueling S.
Li, Hengtong L.
van der Most, Peter J.
Nolte, Ilja M.
Lyytikäinen, Leo-Pekka
Said, M. Abdullah
Witte, Daniel R.
Iribarren, Carlos
Launer, Lenore
Ring, Susan M.
de Vries, Paul S.
Sever, Peter
Linneberg, Allan
Bottinger, Erwin P.
Padmanabhan, Sandosh
Psaty, Bruce M.
Sotoodehnia, Nona
Kolcic, Ivana
Arnar, David O.
Gudbjartsson, Daniel F.
Holm, Hilma
Balkau, Beverley
Silva, Claudia T.
Newton-Cheh, Christopher H.
Nikus, Kjell
Salo, Perttu
Mohlke, Karen L.
Peyser, Patricia A.
Schunkert, Heribert
Lorentzon, Mattias
Lahti, Jari
Rao, Dabeeru C.
Cornelis, Marilyn C.
Faul, Jessica D.
Smith, Jennifer A.
Stolarz-Skrzypek, Katarzyna
Bandinelli, Stefania
Concas, Maria Pina
Sinagra, Gianfranco
Meitinger, Thomas
Waldenberger, Melanie
Sinner, Moritz F.
Strauch, Konstantin
Delgado, Graciela E.
Taylor, Kent D.
Yao, Jie
Foco, Luisa
Melander, Olle
de Graaf, Jacqueline
de Mutsert, Renée
de Geus, Eco J. C.
Johansson, Åsa
Joshi, Peter K.
Lind, Lars
Franke, Andre
Macfarlane, Peter W.
Tarasov, Kirill V.
Tan, Nicholas
Felix, Stephan B.
Tai, E-Shyong
Quek, Debra Q.
Snieder, Harold
Ormel, Johan
Ingelsson, Martin
Lindgren, Cecilia
Morris, Andrew P.
Raitakari, Olli T.
Hansen, Torben
Assimes, Themistocles
Gudnason, Vilmundur
Timpson, Nicholas J.
Morrison, Alanna C.
Munroe, Patricia B.
Strachan, David P.
Grarup, Niels
Loos, Ruth J. F.
Heckbert, Susan R.
Vollenweider, Peter
Hayward, Caroline
Stefansson, Kari
Froguel, Philippe
Groop, Leif
Wareham, Nicholas J.
van Duijn, Cornelia M.
Feitosa, Mary F.
O'Donnell, Christopher J.
Kähönen, Mika
Perola, Markus
Boehnke, Michael
Kardia, Sharon L. R.
Erdmann, Jeanette
Palmer, Colin N. A.
Ohlsson, Claes
Porteous, David J.
Eriksson, Johan G.
Bouchard, Claude
Moebus, Susanne
Kraft, Peter
Weir, David R.
Cusi, Daniele
Ferrucci, Luigi
Ulivi, Sheila
Girotto, Giorgia
Correa, Adolfo
Kääb, Stefan
Peters, Annette
Chambers, John Campbell
Kooner, Jaspal S.
März, Winfried
Rotter, Jerome I.
Hicks, Andrew A.
Smith, J Gustav
Kiemeney, Lambertus A. L. M.
Mook-Kanamori, Dennis O.
Penninx, Brenda W. J. H.
Gyllensten, Ulf
Wilson, James F.
Burgess, Stephen
Sundström, Johan
Lieb, Wolfgang
Jukema, J Wouter
Eijgelsheim, Mark
Lakatta, Edward L. M.
Cheng, Ching-Yu
Dörr, Marcus
Wong, Tien-Yin
Sabanayagam, Charumathi
Oldehinkel, Albertine J.
Riese, Harriette
Lehtimäki, Terho
Verweij, Niek
van der Harst, Pim
author_sort van de Vegte, Yordi J.
title Genetic insights into resting heart rate and its role in cardiovascular disease
title_short Genetic insights into resting heart rate and its role in cardiovascular disease
title_full Genetic insights into resting heart rate and its role in cardiovascular disease
title_fullStr Genetic insights into resting heart rate and its role in cardiovascular disease
title_full_unstemmed Genetic insights into resting heart rate and its role in cardiovascular disease
title_sort genetic insights into resting heart rate and its role in cardiovascular disease
publishDate 2023
url https://hdl.handle.net/10356/171538
_version_ 1783955550142201856
spelling sg-ntu-dr.10356-1715382023-11-05T15:39:29Z Genetic insights into resting heart rate and its role in cardiovascular disease van de Vegte, Yordi J. Eppinga, Ruben N. van der Ende, M. Yldau Hagemeijer, Yanick P. Mahendran, Yuvaraj Salfati, Elias Smith, Albert V. Tan, Vanessa Y. Arking, Dan E. Ntalla, Ioanna Appel, Emil V. Schurmann, Claudia Brody, Jennifer A. Rueedi, Rico Polasek, Ozren Sveinbjornsson, Gardar Lecoeur, Cecile Ladenvall, Claes Zhao, Jing Hua Isaacs, Aaron Wang, Lihua Luan, Jian'an Hwang, Shih-Jen Mononen, Nina Auro, Kirsi Jackson, Anne U. Bielak, Lawrence F. Zeng, Linyao Shah, Nabi Nethander, Maria Campbell, Archie Rankinen, Tuomo Pechlivanis, Sonali Qi, Lu Zhao, Wei Rizzi, Federica Tanaka, Toshiko Robino, Antonietta Cocca, Massimiliano Lange, Leslie Müller-Nurasyid, Martina Roselli, Carolina Zhang, Weihua Kleber, Marcus E. Guo, Xiuqing Lin, Henry J. Pavani, Francesca Galesloot, Tessel E. Noordam, Raymond Milaneschi, Yuri Schraut, Katharina E. den Hoed, Marcel Degenhardt, Frauke Trompet, Stella van den Berg, Marten E. Pistis, Giorgio Tham, Yih-Chung Weiss, Stefan Sim, Xueling S. Li, Hengtong L. van der Most, Peter J. Nolte, Ilja M. Lyytikäinen, Leo-Pekka Said, M. Abdullah Witte, Daniel R. Iribarren, Carlos Launer, Lenore Ring, Susan M. de Vries, Paul S. Sever, Peter Linneberg, Allan Bottinger, Erwin P. Padmanabhan, Sandosh Psaty, Bruce M. Sotoodehnia, Nona Kolcic, Ivana Arnar, David O. Gudbjartsson, Daniel F. Holm, Hilma Balkau, Beverley Silva, Claudia T. Newton-Cheh, Christopher H. Nikus, Kjell Salo, Perttu Mohlke, Karen L. Peyser, Patricia A. Schunkert, Heribert Lorentzon, Mattias Lahti, Jari Rao, Dabeeru C. Cornelis, Marilyn C. Faul, Jessica D. Smith, Jennifer A. Stolarz-Skrzypek, Katarzyna Bandinelli, Stefania Concas, Maria Pina Sinagra, Gianfranco Meitinger, Thomas Waldenberger, Melanie Sinner, Moritz F. Strauch, Konstantin Delgado, Graciela E. Taylor, Kent D. Yao, Jie Foco, Luisa Melander, Olle de Graaf, Jacqueline de Mutsert, Renée de Geus, Eco J. C. Johansson, Åsa Joshi, Peter K. Lind, Lars Franke, Andre Macfarlane, Peter W. Tarasov, Kirill V. Tan, Nicholas Felix, Stephan B. Tai, E-Shyong Quek, Debra Q. Snieder, Harold Ormel, Johan Ingelsson, Martin Lindgren, Cecilia Morris, Andrew P. Raitakari, Olli T. Hansen, Torben Assimes, Themistocles Gudnason, Vilmundur Timpson, Nicholas J. Morrison, Alanna C. Munroe, Patricia B. Strachan, David P. Grarup, Niels Loos, Ruth J. F. Heckbert, Susan R. Vollenweider, Peter Hayward, Caroline Stefansson, Kari Froguel, Philippe Groop, Leif Wareham, Nicholas J. van Duijn, Cornelia M. Feitosa, Mary F. O'Donnell, Christopher J. Kähönen, Mika Perola, Markus Boehnke, Michael Kardia, Sharon L. R. Erdmann, Jeanette Palmer, Colin N. A. Ohlsson, Claes Porteous, David J. Eriksson, Johan G. Bouchard, Claude Moebus, Susanne Kraft, Peter Weir, David R. Cusi, Daniele Ferrucci, Luigi Ulivi, Sheila Girotto, Giorgia Correa, Adolfo Kääb, Stefan Peters, Annette Chambers, John Campbell Kooner, Jaspal S. März, Winfried Rotter, Jerome I. Hicks, Andrew A. Smith, J Gustav Kiemeney, Lambertus A. L. M. Mook-Kanamori, Dennis O. Penninx, Brenda W. J. H. Gyllensten, Ulf Wilson, James F. Burgess, Stephen Sundström, Johan Lieb, Wolfgang Jukema, J Wouter Eijgelsheim, Mark Lakatta, Edward L. M. Cheng, Ching-Yu Dörr, Marcus Wong, Tien-Yin Sabanayagam, Charumathi Oldehinkel, Albertine J. Riese, Harriette Lehtimäki, Terho Verweij, Niek van der Harst, Pim Lee Kong Chian School of Medicine (LKCMedicine) Science::Medicine Cardiovascular Disease Heart Rate Resting heart rate is associated with cardiovascular diseases and mortality in observational and Mendelian randomization studies. The aims of this study are to extend the number of resting heart rate associated genetic variants and to obtain further insights in resting heart rate biology and its clinical consequences. A genome-wide meta-analysis of 100 studies in up to 835,465 individuals reveals 493 independent genetic variants in 352 loci, including 68 genetic variants outside previously identified resting heart rate associated loci. We prioritize 670 genes and in silico annotations point to their enrichment in cardiomyocytes and provide insights in their ECG signature. Two-sample Mendelian randomization analyses indicate that higher genetically predicted resting heart rate increases risk of dilated cardiomyopathy, but decreases risk of developing atrial fibrillation, ischemic stroke, and cardio-embolic stroke. We do not find evidence for a linear or non-linear genetic association between resting heart rate and all-cause mortality in contrast to our previous Mendelian randomization study. Systematic alteration of key differences between the current and previous Mendelian randomization study indicates that the most likely cause of the discrepancy between these studies arises from false positive findings in previous one-sample MR analyses caused by weak-instrument bias at lower P-value thresholds. The results extend our understanding of resting heart rate biology and give additional insights in its role in cardiovascular disease development. Published version This research has been conducted using the UK Biobank Resource under application number 12010. The work of N.V. was supported by NWO VENI grant 016.186.125. P.V. received an unrestricted grant from GlaxoSmithkline to build the CoLaus study. N.J.T. is a Wellcome Trust Investigator (202802/Z/16/Z), is the PI of the Avon Longitudinal Study of Parents and Children (MRC & WT 217065/Z/19/Z), is supported by the University of Bristol NIHR Biomedical Research Centre (BRC-1215-2001), the MRC Integrative Epidemiology Unit (MC_UU_00011/1) and works within the CRUK Integrative Cancer Epidemiology Program (C18281/A29019). A detailed list of acknowledgements and funding is provided in Supplementary Data 1 per cohort. Authors involved in the funding of the cohorts are listed below. Meta-analyses, Lifelines, PREVEND, UK Biobank : P.v.d.H.; ADDITION-PRO : T.H.; ADVANCE : C.I.; ADVANCE : T.A.; AGES : L.Launer, V.G.; ASCOT : P.Sever, P.B.M.; BC1936 : N.G.; BioMe : E.P.B., R.J.F.L.; BRIGHT : P.B.M.; CHS : B.M.P.; CoLaus : P.V.; Croatia-Korcula : O.P., C.H.; DCCT/EDIC : D.R., The DCCT/EDIC Research Group, A.D.P.; DESIR : B.B., P.F.; DGI : L.G.; EPIC-Norfolk : N.J.W.; ERF : C.M.v.D.; Fenland : N.J.W.; FINCAVAS : M.K.; Finrisk : M.P.; FUSION : M.B.; GENOA : P.A.P., S.L.R.K.; GerMIFSs : H.Schunkert, J.E.; GoDARTS : C.N.A.P; GOOD : M.L., C.O.; HBCS : J.G.E.; HERITAGE : T.R., D.C.R., C.B.; HPFS / NHS: P.K.; HRS : D.R.Weir; HYPERGENES : K.S.S., D.C.; InCHIANTI : S.Bandinelli, L.Ferrucci; INGI-CARL: M.P.C.; INGI-FVG: G.G.; JHS: A.Correa; KORA F3: T.M., S.K.; KORA S4 : K.Strauch., A.P.; LOLIPOP : J.C.C., J.S.K.; LURIC : W.M.; MESA : J.I.R.; MICROS : A.H.; MPP : O.M.; J.G.S.; NBS : L.A.L.M.K.; NEO : R.d.M.; NESDA : B.W.J.H.P.; NSPHS : Å.J.; ORCADES : J.F.W.; PIVUS : L.L.; PROSPER : P.W.M., J.W.J.; SardiNIA : E.L.L.; SCES : C.Y.C.; SHIP : S.B.F., M.D.; SIMES : T.Y.W.; TRAILS : A.J.O.; TWINS : J.O.; ULSAM : A.P.M., C.Lindgren; YFS : O.T.R., T.L. 2023-10-30T02:34:05Z 2023-10-30T02:34:05Z 2023 Journal Article van de Vegte, Y. J., Eppinga, R. N., van der Ende, M. Y., Hagemeijer, Y. P., Mahendran, Y., Salfati, E., Smith, A. V., Tan, V. Y., Arking, D. E., Ntalla, I., Appel, E. V., Schurmann, C., Brody, J. A., Rueedi, R., Polasek, O., Sveinbjornsson, G., Lecoeur, C., Ladenvall, C., Zhao, J. H., ...van der Harst, P. (2023). Genetic insights into resting heart rate and its role in cardiovascular disease. Nature Communications, 14(1), 4646-. https://dx.doi.org/10.1038/s41467-023-39521-2 2041-1723 https://hdl.handle.net/10356/171538 10.1038/s41467-023-39521-2 37532724 2-s2.0-85166440619 1 14 4646 en Nature Communications © The Author(s) 2023, corrected publication 2023. Open Access. 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