Novel blood pressure locus and gene discovery using gwas and expression datasets from blood and the kidney



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NOVELTY AND SIGNIFICANCE

What is New: The root origin of hypertension and hence blood pressure variability in the population remains unclear. This study adds data to explain the genetic basis of blood pressure variability and identifies genes likely active in blood pressure regulating pathways.

What Is Relevant: The results are of relevance for scientists, clinicians, and pharmacologists interested in hypertension. The BP loci and the BP genes identified constitute new leads for the understanding of BP pathogenesis and possibly therapeutic innovation.

Summary: Using 1000 Genomes Project-based imputation in 150,134 European ancestry and independent replication in a further 228,245 individuals we contribute 8 replicated blood pressure loci to the collection of loci currently known. Using these and previous data, 48 BP genes are identified for priority follow-up.

FIGURE LEGENDS

Figure 1: Overlap of eQTL evidence from four whole-blood and one kidney resource

The figure indicates overlap of evidence for eQTLs from four whole-blood studies (SABRe, NESDA-NTR, BIOS, and GTEx) and from one kidney resource (TransplantLines). Every colored line indicates that this gene was analysis-wide significant in a given resource (see Online Methods). Only genes identified by at least two resources are shown. The genes are sorted by genomic position on the y-axis.



FIGURES

Figure 1
benediktus_06:users:gehret:desktop:fig2_page_1.jpg

Table 1. Novel genome-wide significant signals of association

Results from stage 1 and stage 2, and the meta-analysis of stage 1 and stage 2, for all novel genome-wide significant signals of association. P values of association for all 3 traits from a meta-analysis of stages 1 and 2 are also presented. Genome-wide significant P values (P<5x10-8) are in bold. Abbreviations: CAF: coded allele frequency se: standard error, Neff: effective sample size. #Novel signal at previously reported locus. 1For intragenic variants the nearest genes are listed, all other variants are intronic unless indicated otherwise; ns= non-synonymous, s=synonymous, UTR= Untranslated Region. Results from proxy SNPs are indicated by (proxy); rs848309 was a proxy SNP for rs1048238 and rs10926988 was a proxy SNP for chr1:243458005:I.









Results for most significant trait

Stage 1 + stage 2 meta-analysis P values for all traits







Stage 1

Stage 2

Stage 1+ stage 2

Variant ID (noncoded/coded allele)

chr:position, Nearest gene(s)(type1)

CAF

Beta (se)

P value

Neff

Beta

(se)

P value

Neff

Beta (se)

P value

Neff

SBP

DBP

PP

SBP

rs1048238 (C/T)

1:16341649, HSPB7 (3’UTR)



0.571

0.366

(0.074)


8.09E-07

140299

NA

NA

NA

NA

NA

NA

NA

NA

NA

rs848309(proxy) (T/C)

1:16308447



0.567

0.347

(0.072)


1.70E-06

146755

0.347

(0.071)


9.10E-07

140462

0.347

(0.051)


7.07E-12

287217

7.07E-12

1.07E-10

5.48E-06

#rs185819 (T/C)

6:32,050,067, TNXB (ns)



0.513

0.534

(0.073)


1.93E-13

142397

0.277

(0.053)


1.49E-07

221748

0.365

(0.043)


1.04E-17

364144

1.04E-17

2.24E-11

8.50E-15

rs6557876 (C/T)

8:25,900,675, EBF2



0.252

-0.411

(0.084)


8.50E-07

143653

-0.350

(0.060)


5.66E-09

225803

-0.371

(0.049)


2.85E-14

369457

2.85E-14

2.50E-10

1.51E-08

rs35783704 (G/A)

8:105,966,258, LRP12/ZFPM2



0.109

-0.609

(0.121)


4.96E-07

133924

-0.310

(0.089)


4.78E-04

215528

-0.414

(0.072)


7.08E-09

349452

7.08E-09

1.60E-06

2.92E-07

rs73099903 (C/T)

12:53,440,779, LOC283335



0.074

0.768

(0.143)


8.05E-08

136064

0.396

(0.098)


5.32E-05

207253

0.515

(0.081)


1.95E-10

343318

1.95E-10

4.53E-06

5.46E-08

rs8904 (G/A)

14:35,871,217, NFKBIA (3’ UTR)



0.375

0.377

(0.076)


6.76E-07

140424

0.278

(0.054)


2.31E-07

224771

0.311

(0.044)


1.31E-12

365195

1.31E-12

1.13E-04

3.44E-12

rs57927100 (C/G)

17:75,317,300, SEPT9



0.258

-0.489

(0.086)


1.10E-08

136624

-0.220

(0.061)


3.12E-04

210563

-0.310

(0.050)


4.04E-10

347188

4.04E-10

1.16E-10

1.81E-05

DBP








































rs9710247 (A/G)

19:40,760,449, AKT2



0.447

0.252

(0.051)


8.11E-07

109695

0.129

(0.032)


5.76E-05

198332

0.164

(0.027)


1.61E-09

308028

3.82E-02

1.61E-09

5.03E-01



Table 2: BP associated SNPs associated with expression of the same gene across 4 or 3 independent whole-blood eQTL resources and the kidney resource. Signals of association of SNP genotype and gene expression in other non-blood tissues in GTEx and in kidney are also indicated. Blood dataset order: (i) SABRe, (ii) NESDA-NTR, (iii) BIOS, (iv) GTEx (whole-blood). Top eQTL: Top GWAS SNP is top eQTL SNP (or in high LD, r2>0.9, with top eQTL SNP) in at least one data set. eQTL signal previously reported: Genes for which eQTL signals have been previously reported for that sentinel SNP15-17. For full list, see Supplementary Table 12.

Sentinel SNP

Chr

Position

Gene

Blood data sets

Top eQTL

Signal in other tissue(s) in GTEx

Signal in kidney

eQTL signal previously reported

Signal in 4 whole-blood eQTL resources

rs17367504

1

11862778

CLCN6

YYYY




Y




Y

rs2169137

1

204497913

MDM4

YYYY

Y

Y




Y

rs10926988

1

243483279

SDCCAG8

YYYY




Y







rs319690

3

47927484

MAP4

YYYY

Y

Y




Y

rs12521868

5

131784393

SLC22A5

YYYY




Y







rs900145

11

13293905

ARNTL

YYYY




Y




Y

rs1060105

12

123806219

CDK2AP1

YYYY

Y

Y

Y




rs1378942

15

75077367

SCAMP2

YYYY













rs1126464

16

89704365

CHMP1A

YYYY




Y




Y

rs1126464

16

89704365

FANCA

YYYY










Y

rs12946454

17

43208121

DCAKD

YYYY




Y

Y

Y

Signal in 3 (out of 4) whole-blood eQTL resources

rs17367504

1

11862778

MTHFR

YYYN




Y




Y

rs871524

1

38411445

FHL3

NYYY




Y







rs871524

1

38411445

SF3A3

NYYY




Y







rs4660293

1

40028180

PABPC4

YYYN

Y

Y




Y

rs6749447

2

169041386

STK39

YYYN

Y










rs347591

3

11290122

ATG7

YYYN




Y







rs319690

3

47927484

ZNF589

YYNY




Y







rs12521868

5

131784393

SLC22A4

YYYN




Y







rs1563788

6

43308363

CRIP3

YYYN

Y







Y

rs10943605

6

79655477

PHIP

YYYN

Y

Y




Y

rs4728142

7

128573967

IRF5

NYYY




Y

Y

Y

rs4728142

7

128573967

TNPO3

YYYN







Y




rs2898290

8

11433909

BLK

YYYN




Y







rs2898290

8

11433909

FAM167A

NYYY




Y







rs2898290

8

11433909

FDFT1

YYYN




Y







rs2071518

8

120435812

NOV

YYYN




Y







rs76452347

9

35906471

TPM2

YYYN













rs10760117

9

123586737

MEGF9

YYYN




Y




Y

rs4494250

10

96563757

HELLS

YYYN










Y

rs11191548

10

104846178

NT5C2

YYYN

Y










rs661348

11

1905292

TNNT3

NYYY




Y







rs2649044

11

9763969

SBF2

YYYN













rs2649044

11

9763969

SWAP70

YYYN

Y

Y




?

rs7129220

11

10350538

ADM

YYYN










Y

rs7103648

11

47461783

MYBPC3

YYYN













rs3741378

11

65408937

CTSW

YYYN













rs7302981

12

50537815

LIMA1

YYYN










Y

rs7302981

12

50537815

ATF1

YYNY




Y







rs1036477

15

48914926

FBN1

YNYY













rs1378942

15

75077367

CSK

YYYN

Y

Y




Y

rs1378942

15

75077367

MPI

NYYY




Y







rs1378942

15

75077367

ULK3

YNYY




Y




Y

rs12946454

17

43208121

NMT1

YYYN










Y

rs2304130

19

19789528

GATAD2A

YYYN













rs867186

20

33764554

EIF6

NYYY




Y







rs6095241

20

47308798

PREX1

YYYN













rs9306160

21

45107562

RRP1B

YNYY

Y

Y









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