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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

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

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

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; Lepe, Marcelo P Segura; 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
Elevated blood pressure is the leading heritable risk factor for cardiovascular disease worldwide. We report genetic association of blood pressure (systolic, diastolic, pulse pressure) among UK Biobank participants of European ancestry with independent replication in other cohorts, and robust validation of 107 independent loci. We also identify new independent variants at 11 previously reported blood pressure loci. In combination with results from a range of in silico functional analyses and wet bench experiments, our findings highlight new biological pathways for blood pressure regulation enriched for genes expressed in vascular tissues and identify potential therapeutic targets for hypertension. Results from genetic risk score models raise the possibility of a precision medicine approach through early lifestyle intervention to offset the impact of blood pressure-raising genetic variants on future cardiovascular disease risk.
PMCID:5972004
PMID: 28135244
ISSN: 1546-1718
CID: 2746532

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

Genome-wide association analyses using electronic health records identify new loci influencing blood pressure variation

Hoffmann, Thomas J; Ehret, Georg B; Nandakumar, Priyanka; Ranatunga, Dilrini; Schaefer, Catherine; Kwok, Pui-Yan; Iribarren, Carlos; Chakravarti, Aravinda; Risch, Neil
Longitudinal electronic health records on 99,785 Genetic Epidemiology Research on Adult Health and Aging (GERA) cohort individuals provided 1,342,814 systolic and diastolic blood pressure measurements for a genome-wide association study on long-term average systolic, diastolic, and pulse pressure. We identified 39 new loci among 75 genome-wide significant loci (P
PMCID:5370207
PMID: 27841878
ISSN: 1546-1718
CID: 2746542

MicroRNAs in the miR-17 and miR-15 families are downregulated in chronic kidney disease with hypertension

Nandakumar, Priyanka; Tin, Adrienne; Grove, Megan L; Ma, Jianzhong; Boerwinkle, Eric; Coresh, Josef; Chakravarti, Aravinda
BACKGROUND: In older adults (aged 70-74 years), African-Americans have 4-fold higher risk of developing hypertension-attributed end-stage renal disease (ESRD) than European-Americans. A hypothesized mechanism linking hypertension and progressive chronic kidney disease (CKD) is the innate immune response and inflammation. Persons with CKD are also more susceptible to infection. Gene expression in peripheral blood can provide a view of the innate immune activation profile. We aimed to identify differentially expressed genes, microRNAs, and pathways in peripheral blood between cases with CKD and high blood pressure under hypertension treatment versus controls without CKD and with controlled blood pressure in African Americans. METHODS: Case and control pairs (N = 15x2) were selected from those without diabetes and were matched for age, sex, body mass index, APOL1 risk allele count, and hypertension medication use. High blood pressure under hypertension treatment was defined as hypertension medication use and systolic blood pressure (SBP) >/= 145 mmHg. CKD was defined as estimated glomerular filtration rate (eGFR) < 60 mL/min/1.73m2. Cases were selected from those with CKD and high blood pressure under hypertension treatment, and controls were selected from those without CKD (eGFR: 75-120 mL/min/1.73m2 and urine albumin-to-creatinine ratio < 30mg/g) and with blood pressure controlled by hypertension medication use (SBP < 135 mmHg and D(diastolic)BP < 90 mm Hg). We perform RNA sequencing of mRNA and microRNA and conducted differential expression and co-expression network analysis. RESULTS: Of 347 miRNAs included in the analysis, 14 were significantly associated with case status (Benjamini-Hochberg adjusted p-value [BH p] < 0.05). Of these, ten were downregulated in cases: three of each belong to the miR-17 and miR-15 families. In co-expression network analysis of miRNA, one module, which included 13 of the 14 significant miRNAs, had significant association with case status. Of the 14,488 genes and 41,739 transcripts included in the analysis, none had significant association with case status. Gene co-expression network analyses did not yield any significant associations for mRNA. CONCLUSION: We have identified 14 differentially expressed miRNAs in the peripheral blood of CKD cases with high blood pressure under hypertension treatment as compared to appropriate controls. Most of the significant miRNAs were downregulated and have critical roles in immune cell functions. Future studies are needed to replicate our findings and determine whether the downregulation of these miRNAs in immune cells may influence CKD progression or complications.
PMCID:5542606
PMID: 28771472
ISSN: 1932-6203
CID: 2746462

Meta-analysis of GWAS of over 16,000 individuals with autism spectrum disorder highlights a novel locus at 10q24.32 and a significant overlap with schizophrenia

[Chakravarti, Aravinda]
BACKGROUND:Over the past decade genome-wide association studies (GWAS) have been applied to aid in the understanding of the biology of traits. The success of this approach is governed by the underlying effect sizes carried by the true risk variants and the corresponding statistical power to observe such effects given the study design and sample size under investigation. Previous ASD GWAS have identified genome-wide significant (GWS) risk loci; however, these studies were of only of low statistical power to identify GWS loci at the lower effect sizes (odds ratio (OR) <1.15). METHODS:We conducted a large-scale coordinated international collaboration to combine independent genotyping data to improve the statistical power and aid in robust discovery of GWS loci. This study uses genome-wide genotyping data from a discovery sample (7387 ASD cases and 8567 controls) followed by meta-analysis of summary statistics from two replication sets (7783 ASD cases and 11359 controls; and 1369 ASD cases and 137308 controls). RESULTS:at 3p25.3, and a 'neurodevelopmental hub' on chromosome 8p11.23. CONCLUSIONS:
PMCID:5441062
PMID: 28540026
ISSN: 2040-2392
CID: 3987682