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Gene-by-Psychosocial Factor Interactions Influence Diastolic Blood Pressure in European and African Ancestry Populations: Meta-Analysis of Four Cohort Studies

Smith, Jennifer A; Zhao, Wei; Yasutake, Kalyn; August, Carmella; Ratliff, Scott M; Faul, Jessica D; Boerwinkle, Eric; Chakravarti, Aravinda; Diez Roux, Ana V; Gao, Yan; Griswold, Michael E; Heiss, Gerardo; Kardia, Sharon L R; Morrison, Alanna C; Musani, Solomon K; Mwasongwe, Stanford; North, Kari E; Rose, Kathryn M; Sims, Mario; Sun, Yan V; Weir, David R; Needham, Belinda L
Inter-individual variability in blood pressure (BP) is influenced by both genetic and non-genetic factors including socioeconomic and psychosocial stressors. A deeper understanding of the gene-by-socioeconomic/psychosocial factor interactions on BP may help to identify individuals that are genetically susceptible to high BP in specific social contexts. In this study, we used a genomic region-based method for longitudinal analysis, Longitudinal Gene-Environment-Wide Interaction Studies (LGEWIS), to evaluate the effects of interactions between known socioeconomic/psychosocial and genetic risk factors on systolic and diastolic BP in four large epidemiologic cohorts of European and/or African ancestry. After correction for multiple testing, two interactions were significantly associated with diastolic BP. In European ancestry participants, outward/trait anger score had a significant interaction with the C10orf107 genomic region (p = 0.0019). In African ancestry participants, depressive symptom score had a significant interaction with the HFE genomic region (p = 0.0048). This study provides a foundation for using genomic region-based longitudinal analysis to identify subgroups of the population that may be at greater risk of elevated BP due to the combined influence of genetic and socioeconomic/psychosocial risk factors.
PMCID:5751013
PMID: 29258278
ISSN: 1660-4601
CID: 3141582

Corrigendum: Genome-wide association analysis identifies novel blood pressure loci and offers biological insights into cardiovascular risk

Warren, Helen R; Evangelou, Evangelos; Cabrera, Claudia P; Gao, He; Ren, Meixia; Mifsud, Borbala; Ntalla, Ioanna; Surendran, Praveen; Liu, Chunyu; Cook, James P; Kraja, Aldi T; Drenos, Fotios; Loh, Marie; Verweij, Niek; Marten, Jonathan; Karaman, Ibrahim; Segura Lepe, Marcelo P; O'Reilly, Paul F; Knight, Joanne; Snieder, Harold; Kato, Norihiro; He, Jiang; Tai, E Shyong; Said, M Abdullah; Porteous, David; Alver, Maris; Poulter, Neil; Farrall, Martin; Gansevoort, Ron T; Padmanabhan, Sandosh; Magi, Reedik; Stanton, Alice; Connell, John; Bakker, Stephan J L; Metspalu, Andres; Shields, Denis C; Thom, Simon; Brown, Morris; Sever, Peter; Esko, Tonu; Hayward, Caroline; van der Harst, Pim; Saleheen, Danish; Chowdhury, Rajiv; Chambers, John C; Chasman, Daniel I; Chakravarti, Aravinda; Newton-Cheh, Christopher; Lindgren, Cecilia M; Levy, Daniel; Kooner, Jaspal S; Keavney, Bernard; Tomaszewski, Maciej; Samani, Nilesh J; Howson, Joanna M M; Tobin, Martin D; Munroe, Patricia B; Ehret, Georg B; Wain, Louise V; Barnes, Michael R; Tzoulaki, Ioanna; Caulfield, Mark J; Elliott, Paul
PMID: 28951623
ISSN: 1546-1718
CID: 2746452

Novel Blood Pressure Locus and Gene Discovery Using Genome-Wide Association Study and Expression Data Sets From Blood and the Kidney

Wain, Louise V; Vaez, Ahmad; Jansen, Rick; Joehanes, Roby; van der Most, Peter J; Erzurumluoglu, A Mesut; O'Reilly, Paul F; Cabrera, Claudia P; Warren, Helen R; Rose, Lynda M; Verwoert, Germaine C; Hottenga, Jouke-Jan; Strawbridge, Rona J; Esko, Tonu; Arking, Dan E; Hwang, Shih-Jen; Guo, Xiuqing; Kutalik, Zoltan; Trompet, Stella; Shrine, Nick; Teumer, Alexander; Ried, Janina S; Bis, Joshua C; Smith, Albert V; Amin, Najaf; Nolte, Ilja M; Lyytikainen, Leo-Pekka; Mahajan, Anubha; Wareham, Nicholas J; Hofer, Edith; Joshi, Peter K; Kristiansson, Kati; Traglia, Michela; Havulinna, Aki S; Goel, Anuj; Nalls, Mike A; Sober, Siim; Vuckovic, Dragana; Luan, Jian'an; Del Greco M, Fabiola; Ayers, Kristin L; Marrugat, Jaume; Ruggiero, Daniela; Lopez, Lorna M; Niiranen, Teemu; Enroth, Stefan; Jackson, Anne U; Nelson, Christopher P; Huffman, Jennifer E; Zhang, Weihua; Marten, Jonathan; Gandin, Ilaria; Harris, Sarah E; Zemunik, Tatijana; Lu, Yingchang; Evangelou, Evangelos; Shah, Nabi; de Borst, Martin H; Mangino, Massimo; Prins, Bram P; Campbell, Archie; Li-Gao, Ruifang; Chauhan, Ganesh; Oldmeadow, Christopher; Abecasis, Goncalo; Abedi, Maryam; Barbieri, Caterina M; Barnes, Michael R; Batini, Chiara; Beilby, John; Blake, Tineka; Boehnke, Michael; Bottinger, Erwin P; Braund, Peter S; Brown, Morris; Brumat, Marco; Campbell, Harry; Chambers, John C; Cocca, Massimiliano; Collins, Francis; Connell, John; Cordell, Heather J; Damman, Jeffrey J; Davies, Gail; de Geus, Eco J; de Mutsert, Renee; Deelen, Joris; Demirkale, Yusuf; Doney, Alex S F; Dorr, Marcus; Farrall, Martin; Ferreira, Teresa; Franberg, Mattias; Gao, He; Giedraitis, Vilmantas; Gieger, Christian; Giulianini, Franco; Gow, Alan J; Hamsten, Anders; Harris, Tamara B; Hofman, Albert; Holliday, Elizabeth G; Hui, Jennie; Jarvelin, Marjo-Riitta; Johansson, Asa; Johnson, Andrew D; Jousilahti, Pekka; Jula, Antti; Kahonen, Mika; Kathiresan, Sekar; Khaw, Kay-Tee; Kolcic, Ivana; Koskinen, Seppo; Langenberg, Claudia; Larson, Marty; Launer, Lenore J; Lehne, Benjamin; Liewald, David C M; Lin, Li; Lind, Lars; Mach, Francois; Mamasoula, Chrysovalanto; Menni, Cristina; Mifsud, Borbala; Milaneschi, Yuri; Morgan, Anna; Morris, Andrew D; Morrison, Alanna C; Munson, Peter J; Nandakumar, Priyanka; Nguyen, Quang Tri; Nutile, Teresa; Oldehinkel, Albertine J; Oostra, Ben A; Org, Elin; Padmanabhan, Sandosh; Palotie, Aarno; Pare, Guillaume; Pattie, Alison; Penninx, Brenda W J H; Poulter, Neil; Pramstaller, Peter P; Raitakari, Olli T; Ren, Meixia; Rice, Kenneth; Ridker, Paul M; Riese, Harriette; Ripatti, Samuli; Robino, Antonietta; Rotter, Jerome I; Rudan, Igor; Saba, Yasaman; Saint Pierre, Aude; Sala, Cinzia F; Sarin, Antti-Pekka; Schmidt, Reinhold; Scott, Rodney; Seelen, Marc A; Shields, Denis C; Siscovick, David; Sorice, Rossella; Stanton, Alice; Stott, David J; Sundstrom, Johan; Swertz, Morris; Taylor, Kent D; Thom, Simon; Tzoulaki, Ioanna; Tzourio, Christophe; Uitterlinden, Andre G; Volker, Uwe; Vollenweider, Peter; Wild, Sarah; Willemsen, Gonneke; Wright, Alan F; Yao, Jie; Theriault, Sebastien; Conen, David; Attia, John; Sever, Peter; Debette, Stephanie; Mook-Kanamori, Dennis O; Zeggini, Eleftheria; Spector, Tim D; van der Harst, Pim; Palmer, Colin N A; Vergnaud, Anne-Claire; Loos, Ruth J F; Polasek, Ozren; Starr, John M; Girotto, Giorgia; Hayward, Caroline; Kooner, Jaspal S; Lindgren, Cecila M; Vitart, Veronique; Samani, Nilesh J; Tuomilehto, Jaakko; Gyllensten, Ulf; Knekt, Paul; Deary, Ian J; Ciullo, Marina; Elosua, Roberto; Keavney, Bernard D; Hicks, Andrew A; Scott, Robert A; Gasparini, Paolo; Laan, Maris; Liu, YongMei; Watkins, Hugh; Hartman, Catharina A; Salomaa, Veikko; Toniolo, Daniela; Perola, Markus; Wilson, James F; Schmidt, Helena; Zhao, Jing Hua; Lehtimaki, Terho; van Duijn, Cornelia M; Gudnason, Vilmundur; Psaty, Bruce M; Peters, Annette; Rettig, Rainer; James, Alan; Jukema, J Wouter; Strachan, David P; Palmas, Walter; Metspalu, Andres; Ingelsson, Erik; Boomsma, Dorret I; Franco, Oscar H; Bochud, Murielle; Newton-Cheh, Christopher; Munroe, Patricia B; Elliott, Paul; Chasman, Daniel I; Chakravarti, Aravinda; Knight, Joanne; Morris, Andrew P; Levy, Daniel; Tobin, Martin D; Snieder, Harold; Caulfield, Mark J; Ehret, Georg B
Elevated blood pressure is a major risk factor for cardiovascular disease and has a substantial genetic contribution. Genetic variation influencing blood pressure has the potential to identify new pharmacological targets for the treatment of hypertension. To discover additional novel blood pressure loci, we used 1000 Genomes Project-based imputation in 150 134 European ancestry individuals and sought significant evidence for independent replication in a further 228 245 individuals. We report 6 new signals of association in or near HSPB7, TNXB, LRP12, LOC283335, SEPT9, and AKT2, and provide new replication evidence for a further 2 signals in EBF2 and NFKBIA Combining large whole-blood gene expression resources totaling 12 607 individuals, we investigated all novel and previously reported signals and identified 48 genes with evidence for involvement in blood pressure regulation that are significant in multiple resources. Three novel kidney-specific signals were also detected. These robustly implicated genes may provide new leads for therapeutic innovation.
PMCID:5783787
PMID: 28739976
ISSN: 1524-4563
CID: 2746472

Integrated genome and transcriptome sequencing identifies a noncoding mutation in the genome replication factor DONSON as the cause of microcephaly-micromelia syndrome

Evrony, Gilad D; Cordero, Dwight R; Shen, Jun; Partlow, Jennifer N; Yu, Timothy W; Rodin, Rachel E; Hill, R Sean; Coulter, Michael E; Lam, Anh-Thu N; Jayaraman, Divya; Gerrelli, Dianne; Diaz, Diana G; Santos, Chloe; Morrison, Victoria; Galli, Antonella; Tschulena, Ulrich; Wiemann, Stefan; Martel, M Jocelyne; Spooner, Betty; Ryu, Steven C; Elhosary, Princess C; Richardson, Jillian M; Tierney, Danielle; Robinson, Christopher A; Chibbar, Rajni; Diudea, Dana; Folkerth, Rebecca; Wiebe, Sheldon; Barkovich, A James; Mochida, Ganeshwaran H; Irvine, James; Lemire, Edmond G; Blakley, Patricia; Walsh, Christopher A
While next-generation sequencing has accelerated the discovery of human disease genes, progress has been largely limited to the "low hanging fruit" of mutations with obvious exonic coding or canonical splice site impact. In contrast, the lack of high-throughput, unbiased approaches for functional assessment of most noncoding variants has bottlenecked gene discovery. We report the integration of transcriptome sequencing (RNA-seq), which surveys all mRNAs to reveal functional impacts of variants at the transcription level, into the gene discovery framework for a unique human disease, microcephaly-micromelia syndrome (MMS). MMS is an autosomal recessive condition described thus far in only a single First Nations population and causes intrauterine growth restriction, severe microcephaly, craniofacial anomalies, skeletal dysplasia, and neonatal lethality. Linkage analysis of affected families, including a very large pedigree, identified a single locus on Chromosome 21 linked to the disease (LOD > 9). Comprehensive genome sequencing did not reveal any pathogenic coding or canonical splicing mutations within the linkage region but identified several nonconserved noncoding variants. RNA-seq analysis detected aberrant splicing in DONSON due to one of these noncoding variants, showing a causative role for DONSON disruption in MMS. We show that DONSON is expressed in progenitor cells of embryonic human brain and other proliferating tissues, is co-expressed with components of the DNA replication machinery, and that Donson is essential for early embryonic development in mice as well, suggesting an essential conserved role for DONSON in the cell cycle. Our results demonstrate the utility of integrating transcriptomics into the study of human genetic disease when DNA sequencing alone is not sufficient to reveal the underlying pathogenic mutation.
PMID: 28630177
ISSN: 1549-5469
CID: 3332592

Polygenic transmission disequilibrium confirms that common and rare variation act additively to create risk for autism spectrum disorders

Weiner, Daniel J; Wigdor, Emilie M; Ripke, Stephan; Walters, Raymond K; Kosmicki, Jack A; Grove, Jakob; Samocha, Kaitlin E; Goldstein, Jacqueline I; Okbay, Aysu; Bybjerg-Grauholm, Jonas; Werge, Thomas; Hougaard, David M; Taylor, Jacob; Skuse, David; Devlin, Bernie; Anney, Richard; Sanders, Stephan J; Bishop, Somer; Mortensen, Preben Bo; Borglum, Anders D; Smith, George Davey; Daly, Mark J; Robinson, Elise B; Chakravarti, Aravinda
Autism spectrum disorder (ASD) risk is influenced by common polygenic and de novo variation. We aimed to clarify the influence of polygenic risk for ASD and to identify subgroups of ASD cases, including those with strongly acting de novo variants, in which polygenic risk is relevant. Using a novel approach called the polygenic transmission disequilibrium test and data from 6,454 families with a child with ASD, we show that polygenic risk for ASD, schizophrenia, and greater educational attainment is over-transmitted to children with ASD. These findings hold independent of proband IQ. We find that polygenic variation contributes additively to risk in ASD cases who carry a strongly acting de novo variant. Lastly, we show that elements of polygenic risk are independent and differ in their relationship with phenotype. These results confirm that the genetic influences on ASD are additive and suggest that they create risk through at least partially distinct etiologic pathways.
PMCID:5552240
PMID: 28504703
ISSN: 1546-1718
CID: 3987632

Rare coding variants associated with blood pressure variation in 15 914 individuals of African ancestry

Nandakumar, Priyanka; Lee, Dongwon; Richard, Melissa A; Tekola-Ayele, Fasil; Tayo, Bamidele O; Ware, Erin; Sung, Yun J; Salako, Babatunde; Ogunniyi, Adesola; Gu, C Charles; Grove, Megan L; Fornage, Myriam; Kardia, Sharon; Rotimi, Charles; Cooper, Richard S; Morrison, Alanna C; Ehret, Georg; Chakravarti, Aravinda
OBJECTIVES: Hypertension is a major risk factor for all cardiovascular diseases, especially among African Americans. This study focuses on identifying specific blood pressure (BP) genes using 15 914 individuals of African ancestry from eight cohorts (Africa America Diabetes Mellitus, Atherosclerosis Risk in Communities Study, Coronary Artery Risk Development in young Adults, Genetics Network, Genetic Epidemiology Network of Arteriopathy, Howard University Family Study, Hypertension Genetic Epidemiology Network, and Loyola University Chicago Cohort) to further genetic findings in this population which has generally been underrepresented in BP studies. METHODS: We genotyped and performed various single variant and gene-based exome-wide analyses on 15 914 individuals on the Illumina HumanExome Beadchip v1.0 or v1.1 to test association with SBP and DBP long-term average residuals that were adjusted for age, age-squared, sex, and BMI. RESULTS: We identified rare variants affecting SBP and DBP in 10 genes: AFF1, GAPDHS, SLC28A3, COL6A1, CRYBA2, KRBA1, SEL1L3, YOD1, CCDC13, and QSOX1. Prior experimental evidence for six of these 10 candidate genes supports their involvement in cardiovascular mechanisms, corroborating their potential roles in BP regulation. CONCLUSION: Although our results require replication or validation due to their low numbers of carriers, and an ethnicity-specific genotyping array may be more informative, this study, which has identified several candidate genes in this population most susceptible to hypertension, presents one of the largest African-ancestry BP studies to date and the largest including analysis of rare variants.
PMCID:5451310
PMID: 28234671
ISSN: 1473-5598
CID: 2746522

Testing the Ret and Sema3d genetic interaction in mouse enteric nervous system development

Kapoor, Ashish; Auer, Dallas R; Lee, Dongwon; Chatterjee, Sumantra; Chakravarti, Aravinda
For most multigenic disorders, clinical manifestation (penetrance) and presentation (expressivity) are likely to be an outcome of genetic interaction between multiple susceptibility genes. Here, using gene knockouts in mice, we evaluated genetic interaction between loss of Ret and loss of Sema3d, two Hirschsprung disease susceptibility genes. We intercrossed Ret and Sema3d double null heterozygotes to generate mice with the nine possible genotypes and assessed survival by counting various genotypes, myenteric plexus presence by acetylcholinesterase staining and embryonic day 12.5 (E12.5) intestine transcriptome by RNA-sequencing. Survival rates of Ret wild-type, null heterozygote and null homozygote mice at E12.5, birth and weaning were not influenced by the genotypes at Sema3d locus and vice versa. Loss of myenteric plexus was observed only in all Ret null homozygotes, irrespective of the genotypes at Sema3d locus, and Sema3d null heterozygote and homozygote mice had normal intestinal innervation. As compared with wild-type mice intestinal gene expression, loss of Ret in null homozygotes led to differential expression of approximately 300 genes, whereas loss of Sema3d in null homozygotes had no major consequence and there was no evidence supporting major interaction between the two genes influencing intestine transcriptome. Overall, given the null alleles and phenotypic assays used, we did not find evidence for genetic interaction between Ret and Sema3d affecting survival, presence of myenteric plexus or intestine transcriptome.
PMCID:6075580
PMID: 28334784
ISSN: 1460-2083
CID: 2746502

Single-trait and multi-trait genome-wide association analyses identify novel loci for blood pressure in African-ancestry populations

Liang, Jingjing; Le, Thu H; Edwards, Digna R Velez; Tayo, Bamidele O; Gaulton, Kyle J; Smith, Jennifer A; Lu, Yingchang; Jensen, Richard A; Chen, Guanjie; Yanek, Lisa R; Schwander, Karen; Tajuddin, Salman M; Sofer, Tamar; Kim, Wonji; Kayima, James; McKenzie, Colin A; Fox, Ervin; Nalls, Michael A; Young, J Hunter; Sun, Yan V; Lane, Jacqueline M; Cechova, Sylvia; Zhou, Jie; Tang, Hua; Fornage, Myriam; Musani, Solomon K; Wang, Heming; Lee, Juyoung; Adeyemo, Adebowale; Dreisbach, Albert W; Forrester, Terrence; Chu, Pei-Lun; Cappola, Anne; Evans, Michele K; Morrison, Alanna C; Martin, Lisa W; Wiggins, Kerri L; Hui, Qin; Zhao, Wei; Jackson, Rebecca D; Ware, Erin B; Faul, Jessica D; Reiner, Alex P; Bray, Michael; Denny, Joshua C; Mosley, Thomas H; Palmas, Walter; Guo, Xiuqing; Papanicolaou, George J; Penman, Alan D; Polak, Joseph F; Rice, Kenneth; Taylor, Ken D; Boerwinkle, Eric; Bottinger, Erwin P; Liu, Kiang; Risch, Neil; Hunt, Steven C; Kooperberg, Charles; Zonderman, Alan B; Laurie, Cathy C; Becker, Diane M; Cai, Jianwen; Loos, Ruth J F; Psaty, Bruce M; Weir, David R; Kardia, Sharon L R; Arnett, Donna K; Won, Sungho; Edwards, Todd L; Redline, Susan; Cooper, Richard S; Rao, D C; Rotter, Jerome I; Rotimi, Charles; Levy, Daniel; Chakravarti, Aravinda; Zhu, Xiaofeng; Franceschini, Nora
Hypertension is a leading cause of global disease, mortality, and disability. While individuals of African descent suffer a disproportionate burden of hypertension and its complications, they have been underrepresented in genetic studies. To identify novel susceptibility loci for blood pressure and hypertension in people of African ancestry, we performed both single and multiple-trait genome-wide association analyses. We analyzed 21 genome-wide association studies comprised of 31,968 individuals of African ancestry, and validated our results with additional 54,395 individuals from multi-ethnic studies. These analyses identified nine loci with eleven independent variants which reached genome-wide significance (P < 1.25x10-8) for either systolic and diastolic blood pressure, hypertension, or for combined traits. Single-trait analyses identified two loci (TARID/TCF21 and LLPH/TMBIM4) and multiple-trait analyses identified one novel locus (FRMD3) for blood pressure. At these three loci, as well as at GRP20/CDH17, associated variants had alleles common only in African-ancestry populations. Functional annotation showed enrichment for genes expressed in immune and kidney cells, as well as in heart and vascular cells/tissues. Experiments driven by these findings and using angiotensin-II induced hypertension in mice showed altered kidney mRNA expression of six genes, suggesting their potential role in hypertension. Our study provides new evidence for genes related to hypertension susceptibility, and the need to study African-ancestry populations in order to identify biologic factors contributing to hypertension.
PMCID:5446189
PMID: 28498854
ISSN: 1553-7404
CID: 2746482

Whole exome sequencing coupled with unbiased functional analysis reveals new Hirschsprung disease genes

Gui, Hongsheng; Schriemer, Duco; Cheng, William W; Chauhan, Rajendra K; Antinolo, Guillermo; Berrios, Courtney; Bleda, Marta; Brooks, Alice S; Brouwer, Rutger W W; Burns, Alan J; Cherny, Stacey S; Dopazo, Joaquin; Eggen, Bart J L; Griseri, Paola; Jalloh, Binta; Le, Thuy-Linh; Lui, Vincent C H; Luzon-Toro, Berta; Matera, Ivana; Ngan, Elly S W; Pelet, Anna; Ruiz-Ferrer, Macarena; Sham, Pak C; Shepherd, Iain T; So, Man-Ting; Sribudiani, Yunia; Tang, Clara S M; van den Hout, Mirjam C G N; van der Linde, Herma C; van Ham, Tjakko J; van IJcken, Wilfred F J; Verheij, Joke B G M; Amiel, Jeanne; Borrego, Salud; Ceccherini, Isabella; Chakravarti, Aravinda; Lyonnet, Stanislas; Tam, Paul K H; Garcia-Barcelo, Maria-Merce; Hofstra, Robert M W
BACKGROUND: Hirschsprung disease (HSCR), which is congenital obstruction of the bowel, results from a failure of enteric nervous system (ENS) progenitors to migrate, proliferate, differentiate, or survive within the distal intestine. Previous studies that have searched for genes underlying HSCR have focused on ENS-related pathways and genes not fitting the current knowledge have thus often been ignored. We identify and validate novel HSCR genes using whole exome sequencing (WES), burden tests, in silico prediction, unbiased in vivo analyses of the mutated genes in zebrafish, and expression analyses in zebrafish, mouse, and human. RESULTS: We performed de novo mutation (DNM) screening on 24 HSCR trios. We identify 28 DNMs in 21 different genes. Eight of the DNMs we identified occur in RET, the main HSCR gene, and the remaining 20 DNMs reside in genes not reported in the ENS. Knockdown of all 12 genes with missense or loss-of-function DNMs showed that the orthologs of four genes (DENND3, NCLN, NUP98, and TBATA) are indispensable for ENS development in zebrafish, and these results were confirmed by CRISPR knockout. These genes are also expressed in human and mouse gut and/or ENS progenitors. Importantly, the encoded proteins are linked to neuronal processes shared by the central nervous system and the ENS. CONCLUSIONS: Our data open new fields of investigation into HSCR pathology and provide novel insights into the development of the ENS. Moreover, the study demonstrates that functional analyses of genes carrying DNMs are warranted to delineate the full genetic architecture of rare complex diseases.
PMCID:5343413
PMID: 28274275
ISSN: 1474-760x
CID: 2746512

Rare variants in fox-1 homolog A (RBFOX1) are associated with lower blood pressure

He, Karen Y; Wang, Heming; Cade, Brian E; Nandakumar, Priyanka; Giri, Ayush; Ware, Erin B; Haessler, Jeffrey; Liang, Jingjing; Smith, Jennifer A; Franceschini, Nora; Le, Thu H; Kooperberg, Charles; Edwards, Todd L; Kardia, Sharon L R; Lin, Xihong; Chakravarti, Aravinda; Redline, Susan; Zhu, Xiaofeng
Many large genome-wide association studies (GWAS) have identified common blood pressure (BP) variants. However, most of the identified BP variants do not overlap with the linkage evidence observed from family studies. We thus hypothesize that multiple rare variants contribute to the observed linkage evidence. We performed linkage analysis using 517 individuals in 130 European families from the Cleveland Family Study (CFS) who have been genotyped on the Illumina OmniExpress Exome array. The largest linkage peak was observed on chromosome 16p13 (MLOD = 2.81) for systolic blood pressure (SBP). Follow-up conditional linkage and association analyses in the linkage region identified multiple rare, coding variants in RBFOX1 associated with reduced SBP. In a 17-member CFS family, carriers of the missense variant rs149974858 are normotensive despite being obese (average BMI = 60 kg/m2). Gene-based association test of rare variants using SKAT-O showed significant association with SBP (p-value = 0.00403) and DBP (p-value = 0.0258) in the CFS participants and the association was replicated in large independent replication studies (N = 57,234, p-value = 0.013 for SBP, 0.0023 for PP). RBFOX1 is expressed in brain tissues, the atrial appendage and left ventricle in the heart, and in skeletal muscle tissues, organs/tissues which are potentially related to blood pressure. Our study showed that associations of rare variants could be efficiently detected using family information.
PMCID:5386302
PMID: 28346479
ISSN: 1553-7404
CID: 2746492