Genome-wide association analysis of hypertension and epigenetic aging reveals shared genetic architecture and identifies novel risk loci

被引:2
作者
Li, Xin [1 ]
Guo, Yu [2 ]
Liang, Haihai [1 ,3 ]
Wang, Jinghao [4 ,5 ]
Qi, Lishuang [6 ]
机构
[1] Jinan Univ, Affiliated Hosp 1, Inst Chron Dis, Sino Russian Med Res Ctr, Guangzhou 511436, Peoples R China
[2] Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150086, Peoples R China
[3] Harbin Med Univ, Dept Pharmacol, State Prov Key Labs Biomed Pharmaceut China, Key Lab Cardiovasc Res,Minist Educ,Coll Pharm, Harbin 150086, Peoples R China
[4] Jinan Univ, Affiliated Hosp 1, Dept Pharm, Guangzhou 510630, Guangdong, Peoples R China
[5] Jinan Univ, Guangzhou Key Lab Basic & Translat Res Chron Dis, Guangzhou 510630, Guangdong, Peoples R China
[6] Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150086, Peoples R China
来源
SCIENTIFIC REPORTS | 2024年 / 14卷 / 01期
关键词
High blood pressure; Epigenetic clocks; Genetic overlap; Epigenetic age; BLOOD-PRESSURE; VARIANTS; PLEIOTROPY; DISCOVERY; AGE;
D O I
10.1038/s41598-024-68751-7
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Hypertension is a disease associated with epigenetic aging. However, the pathogenic mechanism underlying this relationship remains unclear. We aimed to characterize the shared genetic architecture of hypertension and epigenetic aging, and identify novel risk loci. Leveraging genome-wide association studies (GWAS) summary statistics of hypertension (129,909 cases and 354,689 controls) and four epigenetic clocks (N = 34,710), we investigated genetic architectures and genetic overlap using bivariate casual mixture model and conditional/conjunctional false discovery rate methods. Functional gene-sets pathway analyses were performed by functional mapping and gene annotation (FUMA) protocol. Hypertension was polygenic with 2.8 K trait-influencing genetic variants. We observed cross-trait genetic enrichment and genetic overlap between hypertension and all four measures of epigenetic aging. Further, we identified 32 distinct genomic loci jointly associated with hypertension and epigenetic aging. Notably, rs1849209 was shared between hypertension and three epigenetic clocks (HannumAge, IEAA, and PhenoAge). The shared loci exhibited a combination of concordant and discordant allelic effects. Functional gene-set analyses revealed significant enrichment in biological pathways related to sensory perception of smell and nervous system processes. We observed genetic overlaps with mixed effect directions between hypertension and all four epigenetic aging measures, and identified 32 shared distinct loci with mixed effect directions, 25 of which were novel for hypertension. Shared genes enriched in biological pathways related to olfaction.
引用
收藏
页数:11
相关论文
共 50 条
  • [31] Genome-wide association meta-analysis identifies pleiotropic risk loci for aerodigestive squamous cell cancers
    Lesseur, Corina
    Ferreiro-Iglesias, Aida
    McKay, James D.
    Bosse, Yohan
    Johansson, Mattias
    Gaborieau, Valerie
    Landi, Maria Teresa
    Christiani, David C.
    Caporaso, Neil C.
    Bojesen, Stig E.
    Amos, Christopher I.
    Shete, Sanjay
    Liu, Geoffrey
    Rennert, Gadi
    Albanes, Demetrios
    Aldrich, Melinda C.
    Tardon, Adonina
    Chen, Chu
    Triantafillos, Liloglou
    Field, John K.
    Teare, Marion Dawn
    Kiemeney, Lambertus A.
    Diergaarde, Brenda
    Ferris, Robert L.
    Zienolddiny, Shanbeh
    Lam, Stephen
    Olshan, Andrew F.
    Weissler, Mark C.
    Lacko, Martin
    Risch, Angela
    Bickeboller, Heike
    Ness, Andy R.
    Thomas, Steve
    Le Marchand, Loic
    Schabath, Matthew B.
    Wunsch-Filho, Victor
    Tajara, Eloiza H.
    Andrew, Angeline S.
    Clifford, Gary M.
    Lazarus, Philip
    Grankvist, Kjell
    Johansson, Mikael
    Arnold, Susanne
    Melander, Olle
    Brunnstrom, Hans
    Boccia, Stefania
    Cadoni, Gabriella
    Timens, Wim
    Obeidat, Ma'en
    Xiao, Xiangjun
    PLOS GENETICS, 2021, 17 (03):
  • [32] Genome-wide meta-analysis identifies 56 bone mineral density loci and reveals 14 loci associated with risk of fracture
    Estrada, Karol
    Styrkarsdottir, Unnur
    Evangelou, Evangelos
    Hsu, Yi-Hsiang
    Duncan, Emma L.
    Ntzani, Evangelia E.
    Oei, Ling
    Albagha, Omar M. E.
    Amin, Najaf
    Kemp, John P.
    Koller, Daniel L.
    Li, Guo
    Liu, Ching-Ti
    Minster, Ryan L.
    Moayyeri, Alireza
    Vandenput, Liesbeth
    Willner, Dana
    Xiao, Su-Mei
    Yerges-Armstrong, Laura M.
    Zheng, Hou-Feng
    Alonso, Nerea
    Eriksson, Joel
    Kammerer, Candace M.
    Kaptoge, Stephen K.
    Leo, Paul J.
    Thorleifsson, Gudmar
    Wilson, Scott G.
    Wilson, James F.
    Aalto, Ville
    Alen, Markku
    Aragaki, Aaron K.
    Aspelund, Thor
    Center, Jacqueline R.
    Dailiana, Zoe
    Duggan, David J.
    Garcia, Melissa
    Garcia-Giralt, Natalia
    Giroux, Sylvie
    Hallmans, Goran
    Hocking, Lynne J.
    Husted, Lise Bjerre
    Jameson, Karen A.
    Khusainova, Rita
    Kim, Ghi Su
    Kooperberg, Charles
    Koromila, Theodora
    Kruk, Marcin
    Laaksonen, Marika
    Lacroix, Andrea Z.
    Lee, Seung Hun
    NATURE GENETICS, 2012, 44 (05) : 491 - +
  • [33] Informed Genome-Wide Association Analysis With Family History As a Secondary Phenotype Identifies Novel Loci of Lung Cancer
    Poirier, Julia G.
    Brennan, Paul
    McKay, James D.
    Spitz, Margaret R.
    Bickeboeller, Heike
    Risch, Angela
    Liu, Geoffrey
    Le Marchand, Loic
    Tworoger, Shelley
    McLaughlin, John
    Rosenberger, Albert
    Heinrich, Joachim
    Brueske, Irene
    Muley, Thomas
    Henderson, Brian E.
    Wilkens, Lynne R.
    Zong, Xuchen
    Li, Yafang
    Hao, Ke
    Timens, Wim
    Bosse, Yohan
    Sin, Don D.
    Obeidat, Ma'en
    Amos, Christopher I.
    Hung, Rayjean J.
    GENETIC EPIDEMIOLOGY, 2015, 39 (03) : 197 - 206
  • [34] Meta-analysis of genome-wide association studies identifies three new risk loci for atopic dermatitis
    Paternoster, Lavinia
    Standl, Marie
    Chen, Chih-Mei
    Ramasamy, Adaikalavan
    Bonnelykke, Klaus
    Duijts, Liesbeth
    Ferreira, Manuel A.
    Alves, Alexessander Couto
    Thyssen, Jacob P.
    Albrecht, Eva
    Baurecht, Hansjoerg
    Feenstra, Bjarke
    Sleiman, Patrick M. A.
    Hysi, Pirro
    Warrington, Nicole M.
    Curjuric, Ivan
    Myhre, Ronny
    Curtin, John A.
    Groen-Blokhuis, Maria M.
    Kerkhof, Marjan
    Saaf, Annika
    Franke, Andre
    Ellinghaus, David
    Foelster-Holst, Regina
    Dermitzakis, Emmanouil
    Montgomery, Stephen B.
    Prokisch, Holger
    Heim, Katharina
    Hartikainen, Anna-Liisa
    Pouta, Anneli
    Pekkanen, Juha
    Blakemore, Alexandra I. F.
    Buxton, Jessica L.
    Kaakinen, Marika
    Duffy, David L.
    Madden, Pamela A.
    Heath, Andrew C.
    Montgomery, Grant W.
    Thompson, Philip J.
    Matheson, Melanie C.
    Le Souef, Peter
    St Pourcain, Beate
    Smith, George Davey
    Henderson, John
    Kemp, John P.
    Timpson, Nicholas J.
    Deloukas, Panos
    Ring, Susan M.
    Wichmann, H-Erich
    Mueller-Nurasyid, Martina
    NATURE GENETICS, 2012, 44 (02) : 187 - 192
  • [35] Genome-wide association study meta-analysis identifies seven new rheumatoid arthritis risk loci
    Stahl, Eli A.
    Raychaudhuri, Soumya
    Remmers, Elaine F.
    Xie, Gang
    Eyre, Stephen
    Thomson, Brian P.
    Li, Yonghong
    Kurreeman, Fina A. S.
    Zhernakova, Alexandra
    Hinks, Anne
    Guiducci, Candace
    Chen, Robert
    Alfredsson, Lars
    Amos, Christopher I.
    Ardlie, Kristin G.
    Barton, Anne
    Bowes, John
    Brouwer, Elisabeth
    Burtt, Noel P.
    Catanese, Joseph J.
    Coblyn, Jonathan
    Coenen, Marieke J. H.
    Costenbader, Karen H.
    Criswell, Lindsey A.
    Crusius, J. Bart A.
    Cui, Jing
    de Bakker, Paul I. W.
    De Jager, Philip L.
    Ding, Bo
    Emery, Paul
    Flynn, Edward
    Harrison, Pille
    Hocking, Lynne J.
    Huizinga, Tom W. J.
    Kastner, Daniel L.
    Ke, Xiayi
    Lee, Annette T.
    Liu, Xiangdong
    Martin, Paul
    Morgan, Ann W.
    Padyukov, Leonid
    Posthumus, Marcel D.
    Radstake, Timothy R. D. J.
    Reid, David M.
    Seielstad, Mark
    Seldin, Michael F.
    Shadick, Nancy A.
    Steer, Sophia
    Tak, Paul P.
    Thomson, Wendy
    NATURE GENETICS, 2010, 42 (06) : 508 - U56
  • [36] Meta-analysis of genome-wide association studies identifies novel loci that influence cupping and the glaucomatous process
    Springelkamp, Henriet
    Hoehn, Rene
    Mishra, Aniket
    Hysi, Pirro G.
    Khor, Chiea-Chuen
    Loomis, Stephanie J.
    Bailey, Jessica N. Cooke
    Gibson, Jane
    Thorleifsson, Gudmar
    Janssen, Sarah F.
    Luo, Xiaoyan
    Ramdas, Wishal D.
    Vithana, Eranga
    Nongpiur, Monisha E.
    Montgomery, GrantW.
    Xu, Liang
    Mountain, Jenny E.
    Gharahkhani, Puya
    Lu, Yi
    Amin, Najaf
    Karssen, Lennart C.
    Sim, Kar-Seng
    van Leeuwen, Elisabeth M.
    Iglesias, Adriana I.
    Verhoeven, Virginie J. M.
    Hauser, Michael A.
    Loon, Seng-Chee
    Despriet, Dominiek D. G.
    Nag, Abhishek
    Venturini, Cristina
    Sanfilippo, Paul G.
    Schillert, Arne
    Kang, Jae H.
    Landers, John
    Jonasson, Fridbert
    Cree, Angela J.
    van Koolwijk, Leonieke M. E.
    Rivadeneira, Fernando
    Souzeau, Emmanuelle
    Jonsson, Vesteinn
    Menon, Geeta
    Weinreb, Robert N.
    de Jong, Paulus T. V. M.
    Oostra, Ben A.
    Uitterlinden, Andre G.
    Hofman, Albert
    Ennis, Sarah
    Thorsteinsdottir, Unnur
    Burdon, Kathryn P.
    Spector, Timothy D.
    NATURE COMMUNICATIONS, 2014, 5
  • [37] Genome-wide significant association with seven novel multiple sclerosis risk loci
    Lill, Christina M.
    Luessi, Felix
    Alcina, Antonio
    Sokolova, Ekaterina A.
    Ugidos, Nerea
    de la Hera, Belen
    Guillot-Noel, Lena
    Malhotra, Sunny
    Reinthaler, Eva
    Schjeide, Brit-Maren M.
    Mescheriakova, Julia Y.
    Mashychev, Andriy
    Wohlers, Inken
    Akkad, Denis A.
    Aktas, Orhan
    Alloza, Iraide
    Antigueedad, Alfredo
    Arroyo, Rafa
    Astobiza, Ianire
    Blaschke, Paul
    Boyko, Alexei N.
    Buttmann, Mathias
    Chan, Andrew
    Doerner, Thomas
    Epplen, Joerg T.
    Favorova, Olga O.
    Fedetz, Maria
    Fernandez, Oscar
    Garcia-Martinez, Angel
    Gerdes, Lisa-Ann
    Graetz, Christiane
    Hartung, Hans-Peter
    Hoffjan, Sabine
    Izquierdo, Guillermo
    Korobko, Denis S.
    Kroner, Antje
    Kubisch, Christian
    Kuempfel, Tania
    Leyva, Laura
    Lohse, Peter
    Malkova, Nadezhda A.
    Montalban, Xavier
    Popova, Ekaterina V.
    Rieckmann, Peter
    Rozhdestvenskii, Alexei S.
    Schmied, Christiane
    Smagina, Inna V.
    Tsareva, Ekaterina Y.
    Winkelmann, Alexander
    Zettl, Uwe K.
    JOURNAL OF MEDICAL GENETICS, 2015, 52 (12) : 848 - 855
  • [38] Genome-wide association study identifies two susceptibility loci for osteosarcoma
    Savage, Sharon A.
    Mirabello, Lisa
    Wang, Zhaoming
    Gastier-Foster, Julie M.
    Gorlick, Richard
    Khanna, Chand
    Flanagan, Adrienne M.
    Tirabosco, Roberto
    Andrulis, Irene L.
    Wunder, Jay S.
    Gokgoz, Nalan
    Patino-Garcia, Ana
    Sierrasesumaga, Luis
    Lecanda, Fernando
    Kurucu, Nilgun
    Ilhan, Inci Ergurhan
    Sari, Neriman
    Serra, Massimo
    Hattinger, Claudia
    Picci, Piero
    Spector, Logan G.
    Barkauskas, Donald A.
    Marina, Neyssa
    Caminada de Toledo, Silvia Regina
    Petrilli, Antonio S.
    Amary, Maria Fernanda
    Halai, Dina
    Thomas, David M.
    Douglass, Chester
    Meltzer, Paul S.
    Jacobs, Kevin
    Chung, Charles C.
    Berndt, Sonja I.
    Purdue, Mark P.
    Caporaso, Neil E.
    Tucker, Margaret
    Rothman, Nathaniel
    Landi, Maria Teresa
    Silverman, Debra T.
    Kraft, Peter
    Hunter, David J.
    Malats, Nuria
    Kogevinas, Manolis
    Wacholder, Sholom
    Troisi, Rebecca
    Helman, Lee
    Fraumeni, Joseph F., Jr.
    Yeager, Meredith
    Hoover, Robert N.
    Chanock, Stephen J.
    NATURE GENETICS, 2013, 45 (07) : 799 - 803
  • [39] Genome-wide association study identifies five new schizophrenia loci
    Ripke, Stephan
    Sanders, Alan R.
    Kendler, Kenneth S.
    Levinson, Douglas F.
    Sklar, Pamela
    Holmans, Peter A.
    Lin, Dan-Yu
    Duan, Jubao
    Ophoff, Roel A.
    Andreassen, Ole A.
    Scolnick, Edward
    Cichon, Sven
    Clair, David St.
    Corvin, Aiden
    Gurling, Hugh
    Werge, Thomas
    Rujescu, Dan
    Blackwood, Douglas H. R.
    Pato, Carlos N.
    Malhotra, Anil K.
    Purcell, Shaun
    Dudbridge, Frank
    Neale, Benjamin M.
    Rossin, Lizzy
    Visscher, Peter M.
    Posthuma, Danielle
    Ruderfer, Douglas M.
    Fanous, Ayman
    Stefansson, Hreinn
    Steinberg, Stacy
    Mowry, Bryan J.
    Golimbet, Vera
    De Hert, Marc
    Jonsson, Erik G.
    Bitter, Istvan
    Pietilainen, Olli P. H.
    Collier, David A.
    Tosato, Sarah
    Agartz, Ingrid
    Albus, Margot
    Alexander, Madeline
    Amdur, Richard L.
    Amin, Farooq
    Bass, Nicholas
    Bergen, Sarah E.
    Black, Donald W.
    Borglum, Anders D.
    Brown, Matthew A.
    Bruggeman, Richard
    Buccola, Nancy G.
    NATURE GENETICS, 2011, 43 (10) : 969 - 976
  • [40] Genome-wide association study identifies susceptibility loci for IgA nephropathy
    Gharavi, Ali G.
    Kiryluk, Krzysztof
    Choi, Murim
    Li, Yifu
    Hou, Ping
    Xie, Jingyuan
    Sanna-Cherchi, Simone
    Men, Clara J.
    Julian, Bruce A.
    Wyatt, Robert J.
    Novak, Jan
    He, John C.
    Wang, Haiyan
    Lv, Jicheng
    Zhu, Li
    Wang, Weiming
    Wang, Zhaohui
    Yasuno, Kasuhito
    Gunel, Murat
    Mane, Shrikant
    Umlauf, Sheila
    Tikhonova, Irina
    Beerman, Isabel
    Savoldi, Silvana
    Magistroni, Riccardo
    Ghiggeri, Gian Marco
    Bodria, Monica
    Lugani, Francesca
    Ravani, Pietro
    Ponticelli, Claudio
    Allegri, Landino
    Boscutti, Giuliano
    Frasca, Giovanni
    Amore, Alessandro
    Peruzzi, Licia
    Coppo, Rosanna
    Izzi, Claudia
    Viola, Battista Fabio
    Prati, Elisabetta
    Salvadori, Maurizio
    Mignani, Renzo
    Gesualdo, Loreto
    Bertinetto, Francesca
    Mesiano, Paola
    Amoroso, Antonio
    Scolari, Francesco
    Chen, Nan
    Zhang, Hong
    Lifton, Richard P.
    NATURE GENETICS, 2011, 43 (04) : 321 - U68