Table 3 Associations between blood pressure or hypertension and epigenome-wide DNA methylation

From: Accelerated epigenetic age in hypertension: a systematic review and meta-analysis

Author, Year

Quality1

Population

Male (%), Age, sample size, country

Platform

Tissue type

Number of CpGs/DMRs detected

Top gene(s) annotated

Definition of HTN/BP

Associations between epigenome-wide DNA methylation and HTN and/or BP.

Bai et al. 2022 [122]

8/9

HTN/Pre-HTN

Discovery: 1:1 ratio3, 58.2 (5.1), 132, China

Validation: 1:0.8 ratio3, 59.96 (5.5), 203, China

450 K

PBC

Discovery:

25 CpGs

MBLP, PVT1, CCDC85C, COLEC11, MAML2, PYROXD1, OVGP1, ADAMTS19, MCF2L, PSORS1C1

HTN: Double-arm SBP and DBP values ≥ 160 mmHg and ≥110 mmHg respectively, or SBP ≥ 140

mmHg and/or DBP ≥ 90 mmHg after receiving anti-HTN treatment.

Discovery: 25 CpG sites with a selection criterion of a DiffScore >13 and ∆β > 0.1 identified though overlap of differentially methylated CpGs between HTN vs healthy controls and between patients with prehypertension who progressed to hypertension vs those who did not progress to hypertension.

Validation: by pyrosequencing.

Boström et al. 2016 [179]

6/9

Discovery: Bariatric surgery

Validation: ArrayExpress databasesd

Discovery: 63.6, 46.9 (11.9), 11, Switzerland

Validation: 50.9, 64.9 (13.2), 540, N/A4

450 K

WB

Discovery:

22 CpGs

Validation:2 CpGs

MCC1, SKOR2, VGLL3, WSB1, EHMT2, TCF12, MAP2K4, FAM54A, SORBS1, DDX55, ATXN1L, EFEMP1, CRKL, STEAP3, CPEB4, RHOBTB2, ATXN1L, TSSK1B, SPPL2A, BHLHA9, CHCHD5, NRTN

BP: Measured once after overnight fast, in sitting position, after 5 min relaxation, before and six

months after surgery.

HTN: Yes/No to HTN provided by original cohort study author.

Discovery: Methylation changes at 22 CpGs correlated with SBP six months after RYGB surgery.

Validation: 2 CpG sites (SKO2, P = 2.79E-02; EHMT2, P = 2.30E-02) significantly hypomethylated in HTN.

Caspers et al. 2019 [180]

5/9

LLSLFH

100, 49.0 (11.8), 68, Belgium

450 K

WB

5 CpGs

MECOM, CACNB2, CETP, G6PC2, SH2B3

BP: BP was measured three times in the morning seated. Average (ABP) of SBP and DBP was used.

5 CpGs associated with ABP or ΔABP promoter region overlapping with genetic variants linked to 1 or more MetS phenotypes. No associations with ABP or ΔABP at FDR P < 0.05.

Chen et al. 2023 [130]

7/9

TWB

47.9, 49.7 (0.43), 1442, Taiwan

850 K

WB

1 CpG

GPNMB

BP: indication of measurement.

HTN patients had ↑ cg17274742 methylation.

Ciantar et al. 2024 [181]

6/9

Discovery: YFS

Replication: LURIC

Discovery: 50.6, 43.0 (37.0, 46.0), 969, Finland

Replication: 69, 62.8 (10.7), 2371, Germany

850k

PBC

Discovery:

1 DMR

Replication:

1 CpG

Discovery: LDHAL6A

Replication: LINC01237

BP: 3 successive measurements taken on right arm of the participants after 5-min rest while seated.

Discovery: 1 DMR associated with SBP (P = 3.8E-02).

Replication: 1 CpG associated with DBP (P < 1.2E-02).

Cronje et al. 2020 [182]

7/9

PURE-SA-NW

100, 63 (N/A)2, 120, Botswana

850k

WB

1 CpG

MED13L

BP: SBP and DBP measured twice in seated or upright position with 5-minute interval.

2% methylation ↑ in cg03621504 was associated with a 10 mmHg increase in SBP.

da Silva Rodrigues et al. 2024 [183]

7/9

Older women

0, 60.7 (4.1), 40, Brazil

850k

PBC

35 CpGs

Top CpGs: ACE, ABCA7, SORL1, IQCK,

BP: indication of measurement.

35 CpGs were differentially methylated in response to reduced SBP and DBP (P < 0.05).

Das et al. 2016 [184]

7/9

Discovery: GOLDN

Validation:

BHS

Discovery: 51.5, 53.52, 846, USA

Validation:

BHS EU: N/A3, 44.1 (4.1), 603, USA

BHS AfriA: N/A3, 43.5 (4.5), 269, USA

450k

Discovery: CD4 + T cells

Validation: WB

Discovery:

2 CpGs

Validation:

BHS EU:

2 CpGs

BHS AfriA:

2 CpGs

CPT1A

BP: BP measured seated after 5 minutes rest.

Discovery: ↓ methylation at cg00574958 associated with meeting MetS BP criteria (HTN) (P < 0.0001). ↓ methylation cg17058475 associated with HTN (P < 0.05).

Validation: Both CpGs significantly associated with MetS in both BHS EU and BHS AfriA.

Fernández-Sanlés et al. 2018 [27]

7/9

Discovery: REGICOR

Validation:

FHS-OS

Discovery: 48.2, 58.5 (9.3), 465, Spain

Validation: 46.9, 63.5 (7.3), 1823, USA

450k

Discovery: PBC

Validation:

BC

Discovery:

N/A

Validation:

N/A

N/A

BP: SBP and DBP measured twice with lower value recorded.

Discovery, Validation and Meta-analysis: No association with SBP or DBP in either cohort or in the overall meta-analysis at P < 7.81E-04.

Hong et al. 2023 [28]

7/9

CNTR

Cross sectional: 68.7, 49.9 (12.2), 1072, China

Longitudinal

Baseline: 60.7, 50.2 (10.2), 308, China

Follow up: 60.7, 54.9 (10.2), 308,

China

450 K

850 K

PBC

Cross sectional:

33 CpGs

Longitudinal:

9 CpGs

Cross sectional:

GALE, SLC1A5, STAB1, EGFL7, ANKRD34B, LOC100132354, CPT1A, LMNA, SCNN1A, CDC42BPB, DNMT3B, ADAM8, LRRC33, VPS37B, TSPAN2, MKLN1, TXNIP, CDK6, SLC7A11, SLC43A1, SLC9A3R1, RAB7A, FAM117A, B3GALT4, FAM60A, PHGDH, ZDHHC18

Longitudinal:

CPT1A, ANKRD34B, DNMT3B, MKLN1, SLC4341, LMNA

BP: BP measured twice on right arm in sitting position after 5 min of rest with the average calculated. If measurements differed by >10 mmHg another measurement was taken.

HTN: SBP ≥ 140 mmHg and/or DBP ≥ 90 mmHg and/or antihypertensive medication usage.

Cross sectional: 7 previously reported CpGs significantly associated with SBP and 3 CpGs significantly associated with DBP in total cohort. Discordant MZ twin analysis outlined 11 CpGs associated with SBP and 18 CpGs associated with DBP.

Longitudinal: 2 CpGs significant comparing baseline DNA methylation to follow-up SBP. 3 CpGs significant comparing baseline SBP to follow-up DNA methylation. 3 CpGs significant comparing baseline DNA methylation to follow-up DBP. 1 CpG significant comparing baseline DBP to follow-up DNA methylation.

Huan et al. 2019 [185]

7/9

FHS-OS

FHS-TG

FHS-OS: 46, 66.4 (8.9), 2648, USA

FHS-TG: 48, 45.4 (7.8), 1522, USA

450 K

BC

14 CpGs

CNNM2, SIPA1, FAM109A, LASS5, SOX7, OR4B1, HIVEP3, CLN8, SDCCAG8, PHACTR1, PRSS42, TSHZ3, MACROD1, HSPB7, TRAPPC9, SPINK8, SEMA7A, PLAC9, CLN8, IRF1, KCNH2, SCAMP2, FLII, NME6

BP: BP measured twice by a physician; average taken.

Mendelian randomisation analysis identified 37 causal CpGs for BP. 29 CpGs associated with SBP and 22 CpGs associated with DBP.

Kato et al. 2015 [186]

8/9

Discovery: LOLIPOP IA

Validation:

LOLIPOP IA 2

LOLIPOP EU

LifeLines DEEP

RS-BIOS

KORA

Discovery: LOLIPOP1A: 74.2, 51.9 (10.2), 1904, UK (S.Asian)

Validation: LOLIPOP1A 2:

47.0, 51.8 (10.2), 1373, UK (S. Asian)

LOLIPOPEU: 50.6, 55.6 (9.5), 166, UK

LifelinesDeep:

42.3, 45.5 (13.3), 752, Netherlands

RS-BIOS: 42.5, 67.7 (5.9), 762, Netherlands

KORA: 48.9, 61.0 (8.9), 1727, Germany

450 K

LOLIPOP:

WB

LifelinesDeep: WB

RS-BIOS:

WB

KORA:

WB

Discovery:

28 CpGs

CASZ1, MTHFR, OSR1, KCNK3, ULK4, PRDM8, ARHGAP24, NPR3, PRDM6, ABLIM3, EBF1, TTBK1, PLEKHG1, IGFBP3, TBC1D12, TRIM8, ADRB1, SYT7, ARHGAP42, ADAMTS8, GALNT4, FAM109A, RPP25, FES, DCAKD, HOXB3, TBX2, AMH

HTN: SBP ≥ 160 mmHg and/or DBP ≥ 100 mmHg and/or antihypertensive usage.

BP: measured to standardised protocols.

Discovery: 28/35 sentinel blood pressure SNPs associated with one or more CpGs at P < 3.8E-06. 10 CpGs associated with MAP, 6 CpGs associated with PP, 9 CpGs associated with SBP and 3 CpGs associated with DBP.

Validation: All 28 CpGs replicated in further testing with consistent direction of effect.

Kazmi et al. 2020 [187]

7/9

SABRE

Trans-ancestry: 100, 51 (7.1), 712, UK

EU: 100, 52 (7.2), 364, UK

S.Asian: 100, 51 (7.0), 348, UK

450 K

PBC

Trans-ancestry:

9 CpGs

620 DMRs

EU:

3 CpGs

435 DMRs

S.Asian:

1 CpGs

247 DMRs

Trans-ancestry CpGs: FHL2, MYO5C, ELOVL2, KLF14, AHRR, MYO1G, OR8U8;OR5AP2, PPP1R2, LOC100132354

Top 5 DMRs SBP trans-ancestry: CUX1, LOC729156, ARHGAP12, C21orf129, NCRNA00112

Top 5 DMRs DBP trans-ancestry: DDX10, UNKL, CD44, GNG7, DRNA5,

EU CpGs: CEBPD, AHRR, C12orf44, AFAP1-AS1,

Top 5 DMRs SBP EU: CUX1, LOC729156, ARHGAP12, C21orf129, SR140, CAMTA1, NDE1, ATP10D, IRF8, FJ39582

Top DMRs SBP EU: BBS1, BCORL1, NCKAP5, DYNC1I1, MYLK, ACSL4, BANP, PRDM2, DNAJC8, SLC4A11

S.Asian GALR2,

Top DMRs SBP S.Asian: C17orf53, MTCH1, CRTAM, ELL2, BCOR, C3orf21, FAM194A, MSRA, TRPM1, ALDH15A1

Top DMRs DBP S.Asian: ELL2, ALDH16A1, PID1, DDX10, CD44, ZNF77, ADAMTS5, MSRB3, FXN, SNORD113-7

HTN: SBP ≥ 140 mmHg and/or DBP ≥ 90 mmHg and/or antihypertensive medication usage.

BP: BP measured twice in sitting position after participant had urinated and rested for 5 minutes.

Trans-ancestry: 4 CpGs associated with SBP (P < 1.24E-07). After adjustment for cofounders no longer significant. 2 CpGs associated with DBP (P < 1.24E-07). After adjustment 1 additional CpG was identified. 2 CpGs associated with HTN (P < 1.24E-07). After adjustment these associations no longer remains significant.

395 DMRs (mapped to 326 genes) were associated with SBP. 237 DMRs (mapped to 157 genes) were associated with DBP FDR (P < 0.05).

EU: 3 CpGs were associated with DBP (P < 1.24E-07). When adjusted 2 of these CpGs remained significant with consistent direction of effect. 1 additional CpG was identified.

348 DMRs (mapped to 291 genes) associated with SBP. 95 DMRs (mapped to 74 genes) associated with DBP FDR (P < 0.05).

S.Asian: 1 CpGs associated with SBP (P < 1.24E-07). After adjustment not significant.

96 DMRs (mapped to 66 genes) associated with SBP. 186 DMRs (mapped to 135 genes) were associated with DBP FDR (P < 0.05).

Kho et al. 2020 [92]

6/9

GENOA

28.6, 63.6 (9.2), 1218, USA

450 K

850 K

PBC

3 CpGs

LOC100132354, CPT1A, TXNIP

BP: BP was measured twice in sitting position for 5 minutes, average taken.

HTN: SBP ≥ 140 mmHg and/or DBP ≥ 90 and/or antihypertensive medication usage.

3 previously reported CpGs associated with BP (P < 0.0038). 2 CpGs associated with SBP while 1 CpG associated with DBP (P = 0.0006).

Kidambi et al. 2021 [188]

6/9

Post-menopausal women and men with HTN

N/A3, 51 (9), 50, USA

RBBS

T-Cells,

Frozen arterioles

T Cells:

1 DMR

Arterioles:

3 DMRs

T Cells: Chr12:34499685-34499731

Arterioles: MESTIT1, MEST, NXPH4, chr17:26578249-26578315

BP: BP measured three times 1 minute apart with the subject seated with after 5 minutes rest.

HTN: SBP ≥ 130 mmHg and/or DBP ≥ 80 mmHg and/or antihypertensive medication usage.

T Cells: Changes in DBP (due to sodium restriction) were associated with one intergenic DMR (Padj=0.01).

Arterioles: Changes in SBP associated with 1 DMR (MESTIT1:MEST, Padj = 0.0067). Changes in DBP associated with 1 intergenic DMR (Padj=0.044). One DMR associated with change in DBP however did not remain significant after adjustment (Padj=0.075).

Kucher et al. 2017 [189]

4/9

CAH and AHTN

100, 55.5 (6.5), 6, Russia

27 K

WBC,

CAAP

WBC: 3 CpGs

CAAP: 3 CpGs

WBC: MIR615, MIR7-3

CAAP: MIR10B, MIR675

HTN: Medical history

WBC: Duration of HTN associated with 3 CpGs (P < 0.05).

CAAP: Duration of HTN associated with 3 CpGs (P < 0.05).

Lee et al. 2024 [190]

7/9

KARE

HEXA

KARE: 52.9, 58 (47, 78), 1,526, S. Korea

HEXA: 75.5, 52 (40, 60), 808, S. Korea

850 K

WB

KARE: 2 CpGs

HEXA: 2 CpGs

Overall Meta-analysis: 4 DMRs for both SBP and DBP

KARE: CPT1A, SLC13A5

HEXA: CPT1A, SLC13A5

Overall Meta-analysis: SLC25A29, SLC16A11, ZNF835, CAST, CPT1A, ACSF3

BP: indication of measurement

HTN: SBP ≥ 130 mmHg and/or DBP ≥ 80 mmHg and/or antihypertensive medication usage

KARE: 2 CpGs associated with SBP (P < 4.41E-06).

HEXA: 2 CpGs associated with SBP (P < 2.96E-03).

Overall Meta-analysis: 4 DMRs associated with SBP (P < 1.49E-07). 4 DMRs associated with DBP (P < 2.49E-09).

Lim et al. 2017 [191]

7/9

Elderly Gen Pop

Discovery: 6.0, 73.3 (4.1), 50, South Korea

Validation: 9.6, 72.3 (3.8), 52, South Korea

450 K

WB

2 CpGs

ZKSCAN4, ZNF227

BP: measured twice in sedentary position after 10 minutes rest with a 10 minute interval between measurements and average taken.

HTN: self-reported medication information.

Discovery and validation combined:

10% ↑ in mean methylation of 2 CpGs was associated with a 4.0 mmHg increase in DBP. 10% ↑ in methylation of cg21194911 was associated with a 2.7 mmHg increase in DBP. 10% ↑ in methylation of cg21761427 was associated with 5.0 mmHg increase in DBP.

Lin et al. 2016 [192]

6/9

LBC1921

LBC1936

LBC1921: 40, 79.1 (0.6), 446, Scotland

LBC1936: 51, 69.5 (0.8), 920, Scotland

450 K

WB

1 CpGs

CLCN6

BP: indication of measurement

CLCN6 was correlated with SBP

(r = -0.022) and DBP (r = 0.013).

Lu et al. 2020 [193]

7/9

LifelinesDEEP

42, 46 (36-55)2, 622, Netherlands

450 K

WB

4 CpGs

MIR1249, SLC6A19, IL12RB2

BP: 10 measurements over 10 minutes.

1 CpG associated with SBP and 3 CpGs associated with DBP (FDR < 5%).

Mens et al. 2020 [194]

7/9

RS-II-3

RS-III-2

RS-III-1

RS-II-3 + RS-III-2: 42.4, 67.5 (5.9), 717, Netherlands

RS-III-1: 45.8, 59.8 (8.16), 721, Netherlands

450 K

PBC

109 CpGs

MIR196A23B, MIR6773, MIR3941, MIR125B5P, MIR19085P, MIR4729, MIR6766, MIR489, MIR653, MIR4721

BP: measured twice while sitting separated by count of pulse rate with average taken.

50 CpGs associated with SBP. 59 CpGs were associated with DBP in miRNAs identified via GWAS (P < 0.05).

Mo et al. 2020 [161]

8/9

MQTL:

BSGS

LBC

CC:

CATIS

SMSS

MR:

BSGS: 614

LBC: 1,366

IS Cohort: 53.4, 61.0 (11.87), 2476,

China

HTN sub-cohort: 52.0, 66.1 (11.87), 1269, China

450 K

MQTL:

BSGS: WB

LBC: PBC

CC: WBC

510 CpGs

SBP: CNNM2, NT5C2, SLC5A11, FES, TNRC6A, CASZ1, TNXB, FAM109A, ADAMTS8, HOXA13

DBP: FAM109A, NOV, CPEB4, ZSCAN12L1, ZN389, CNNM2, ZSCAN16, SH2B3, CYP21A2, FES

BP: Three consecutive BP measures taken after 30 minutes rest with average taken.

HTN: SBP ≥ 140 mmHg and/or DBP ≥ 90 mmHg and/or antihypertensive usage

MR: 173 CpGs in 90 genes associated with SBP. 337 CpGs in 142 genes associated with DBP (PSMR < 5.67E-07).

IS cohort and HTN sub-cohort: Validated through Next-Gen Seq.

Nuotio et al. 2020 [93]

7/9

Discovery: DILGOM (FINRISK)

Validation:

NFBC1966

Discovery: DILGOM: 46.2, 51.9 (13.8), 517, Finland

Validation: NFBC1966: 45.1, 31.0 (0.3), 670, Finland

450 K

Discovery:

WBC

Validation:

WBC

16 CpGs

Discovery: NUMB, GPS1, MYH14, FNDC3B, DOK2, GLIS3, FNDC2B, NBPF8, NBPF12, TXNIP, KCNK17

Validation: ABCG1

Discovery:

BP: measured 3 times after seated at rest for 5 minutes with average of 2nd and 3rd measurement taken.

Validation:

BP: measured after 15-minute rest period.

Discovery: 7 CpGs associated with SBP. 8 CpG sites associated with DBP (P < 7.33E-06).

Validation: 1 CpG associated with DBP which was not observed in the discovery analysis.

Pan et al. 2024 [195]

6/9

HTN

50.2, 44 (7), 281, USA

RBBS

WB

24 h-SBP: 108 DMR

24 hr DBP: 119 DMR

24 h-MAP: 104 DMR

Top DMR 24 h-SBP: MMP23B:MMP23A, FAAP20, LDLRAD2:HSPG2

Top DMR 24 h-DBP: CASZ1, MMP23B:MMP23A, PLXNA2

Top DMR 24 h-MAP: MMP23B:MMP23A, PLXNA2

Clinical BP: measured 4 times every 2 minutes after 10 minute rest.

24 h-BP: BP was measured over a 24 hr period every 20 minutes (AM) or every 45 minutes (PM).

108 DMR associated with 24 h-SBP, 119 DMR associated with 24 h-DBP and 104 associated with 24 h-MAP (FDR < 0.05).

Portilla-Fernandez et al. 2019 [196]

7/9

RS

24, 60.6 (5.3), 1450, Netherlands

450 K

PBC

3 CpGs

ATG4B, ULK1

BP: measured twice while sitting separated by count of pulse rate with average taken.

3 CpGs associated with SBP and 1 CpG associated with DBP

(P < 5.63E-05).

Ramos-Lopez et al. 2018 [197]

6/9

MENA

36.1, 47.2 (14.1), 474, Spain

450 K

WBC

4 CpGs

PPKAG2, BHLHE40, PER3, RORA

BP: indication of measurement.

Negative correlation between 4 CpG sites and MAP (P < 0.05).

Richard et al. 2017 [84]

8/9

Discovery:

ARIC,

CHS,

FHS,

GENOA,

GOLDN, LBC1936,

NAS,

RS-III,

TwinsUK

Validation:

Amish,

ARIC

MESA

RS-III

SYS adults

WHI-BAA23

WHI-EPMC

Discovery:

ARIC: NA3, 56.6 (5.9), 2743, USA

CHS (AA): NA3, 73.0 (5.4), 196, USA

CHS (EA): NA3, 76.0 (5.1), 189, USA

FHS: NA3, 66.4 (8.9), 2645, USA

GENOA: NA3, 60.1 (8.4), 239, USA

GOLDN: NA3, 48.8 (15.9), 822, USA

LBC1936: NA3, 69.5 (0.8), 903, Scotland

NAS: NA3, 72.5 (6.8), 674, USA

RS-III: NA3, 59.7 (8.2), 727, Netherlands

TwinsUK: NA3, 58.4 (9.3), 690, UK

Validation:

AMISH: NA3, 46.3 (13.6), 192, USA

MESA (AA): NA3, 60.6 (9.2), 236, USA

MESA (EA): NA3, 60.8 (9.6), 566, USA

MESA (HL): NA3, 59.0 (9.5), 381, USA

RS-III: NA3, 67.5 (6.0), 711, Netherlands

SYS adults: NA3, 47.2 (4.9), 111, Canada

WHI-BAA23 (AA): NA3, 62.8 (6.7), 666, USA

WHI-BAA23 (EA): NA3, 68.4 (6.2), 965, USA

WHI-BAA23 (HL): NA3, 62.3 (6.8), 333, USA

WHI-EMPC (AA): NA3, 62.8 (7.0), 556, USA

WHI-EMPC (EA): NA3, 64.7 (7.1), 1092, USA

WHI-EMPC (HL): NA3, 61.6 (6.2), 315, USA

450 K

All (excluding GOLDN): WB

GOLDN:

CD4 + T Cells

Discovery:

31 CpGs

Validation:

13 CpGs

Overall Meta-analysis (Discovery + Validation):

126 CpGs

Discovery: SKI, PHGDH, SLC7A11, TXNIP, SLC1A5, CNP, GALE, ZMIZ1, LOC100132354, CPT1A

Validation: TSPAN2, PHGDH, TXNIP, SLC7A11, LOC132354, ZMIZ1, CPT1A, SLC1A5

Overall Meta-analysis (Discovery + Validation): PHGDH, SLC7A11, TXNIP, SLC1A5, LOC100132354, SLC43A1, SARS, GARS, CPT1A, CSAD

BP: measured in a sitting position after a period of rest and an average of sequential readings was taken.

Discovery: 31 CpG sites associated with both SBP and DBP (P < 1.0E-07).

Validation: 13 of the 31 identified CpG sites associated with SBP and DBP (P < 0.0016).

Overall Meta-analysis (Discovery + Validation): 126 CpG sites associated with SBP and DBP (P < 1.0E-07).

Roberts et al. 2022 [164]

6/9

HTN

Discovery: 50.2, 44 (7), 281, USA

Validation: 53.8, 42 (7), 117, USA

RBBS

WB

24 h-SBP:

72 DMRs

SBP day:

38 DMRs

SBP night:

20 DMRs

24 h-DBP:

12 DMRs

DBP day:

9 DMRs

DBP night:

4 DMRs

24 h-PP:

22 DMRs

PP day:

28 DMRs

PP night:

2 DMRs

24 h-MAP:

34 DMRs

MAP day:

7 DMRs

MAP night:

5 DMRs

Top DMRs 24 hr SBP: PRDM16, COLGALT1, ZC3H4, CFAP100, CASZ1

Top DMRs SBP day: PRDM16, CASZ1, CASKIN1, COLGALT1, ZC3H4

Top DMRs SBP night: OLFM2, ZC3H4, BAIAP3, CASZ1, FAM181B

Top DMRs 24 hr DBP: ZC3H4, COLGALT1, CASZ1, FGF19, PRDM16

DBP day: CASZ1, ZC3H4, COLGALT1, PRDM16, FGF19

Top DMRs DBP night: ZC3H4, FGF19, CASZ1

Top DMRs 24 h PP: ALX4, PRR35, CASKIN1, CFAP100, PMPCA

Top DMRs PP day: CASKIN1, PMPCA, PRDM16, ALX4, CFAP100,

Top DMRs PP night: ALX4

Top DMRs 24 h MAP: PRDMB1491, B152516, PRDM16, COLGALT1, ZC3H4

Top DMRs MAP day: PRDM16, CASZ1, COLGALT1, CFAP100, MPRIP

Top DMRs MAP night: ZC3H4, CASZ1, FGF19

Clinical BP: measured 4 times every 2 minutes after 10 minute rest.

24 h-BP: BP was measured over a 24 hr period every 20 minutes (AM) or every 45 minutes (PM).

HTN: SBP ≥ 140 mmHg and/or DBP ≥ 90 mmHg and/or antihypertensive medication usage.

Discovery: 72 DMRs associated with 24 hr SBP (FDR < 0.05). 38 DMRs associated with SBP day (FDR < 0.05). 20 DMRs were associated with SBP night (FDR < 0.05).

12 DMRs associated with 24 hr DBP (FDR < 0.05). 9 DMRs associated with DBP day (FDR < 0.05). 4 DMRs associated with DBP night (FDR < 0.05).

22 DMRs associated with 24 hr PP (FDR < 0.05). 28 DMR associated with PP day (FDR < 0.05). 2 DMRs associated with PP night (FDR < 0.05).

34 DMRs associated with 24 MAP (FDR < 0.05). 7 DMRs associated with MAP day (FDR < 0.05). 5 DMRs associated with MAP night (FDR < 0.05).

Validation: by BULLET-Seq

Si et al. 2021 [198]

8/9

CKB

56.4, 49.52, 982, China

850k

PBC

2 CpGs

SNX30, IMPDH2, PEMT

BP: measured twice using standardised protocols.

Participants in Q1 of methylation had lower SBP and DBP when compared to those in Q4 (P < 0.05)

Sprague et al. 2022 [199]

6/9

Gen pop

50.0, 67.1 (60.1-72.6)2, 112, Croatia

850k

WB

22 CpGs

C16orf72, BTN3A2, ACIN1, CUL2, MIEF1, TSTD2, NCBP1, CANT1, KRTCAP2, TRIM46

BP: measured 3 times with the second and third measurements averaged.

22 CpGs associated with SBP(q < 0.01).

Wang et al. 2023 [169]

6/9

QTR

N/A3, 52 (40, 66), 60, China

RBBS

WB

SBP: 31 CpGs, 8 DMRs

DBP: 43 CpGs, 12 DMRs

Top SBP CpGs: SRRM1P2, MIR3147

Top SBP DMRs: NFATC1, CADM2, LRAT, TUBA3C, LOC100507377

Top DBP CpGs: WNT3A, PLCH2, SIM1

Top DBP DMRs: WNT3A, NKX2-4, TMEM114, ZBTB25, CNOT10

BP: measured 3 times with 1 minute interval and averaged.

31 CpGs and 8 DMRs associated with SBP (P < 1E-04).

43 CpGs and 12 DMRs associated with DBP (P < 1E-04).

Wu et al. 2022 [200]

6/9

TWB

46.6, 49.0 (40.0–58.0)2, 1636, Taiwan

850k

WB

1 CpG

KLF14

BP: indication of measurement.

HTN: SBP ≥ 140 mmHg and/or DBP ≥ 90 mmHg and/or self-reported history of HTN.

1 CpG associated with HTN (P = 0.0041), SBP (P = 0.0126), and Mean BP (P = 0.0212).

Xiao et al. 2022 [71]

8/9

Gen pop

42.9, 78.5 (16.1), 280, China

850k

WBC

11 DMRs

FMOD, TTC22, CEPZOS, HOPX, CCDC125, MIR886, HLA-DRB1, HOXA5, LINC00857, GLIPR1L2

BP: measured 2-3 times after sat at rest for 5 minutes.

HTN: SBP ≥ 140 mmHg and/or DBP ≥ 90 mmHg and/or antihypertensive medication usage.

11 DMRs associated with HTN (FDR < 0.05).

Yao et al. 2024 [201]

6/9

QTR

53, 52 (40, 66), 60, China

RBBS

WB

SBP: 9 CpGs

DBP: 33 CpGs

C10orf71-AS1, NDUFB5P1, KRT80, BAI2, ABCA2, PEX11G, FGF4, LMNB2, KDM4B, DNASE1/TRAP1, TFCP2L1, SLC25A19, HMCN2, RSPH6A, PTPRN2, PNPLA7, KRI1, ADORA2B, NAA60, STIL, CTNNBIP1, LINC01070, KIF26A, XKR6

BP: measured using standard protocols

9 CpGs associated with SBP (P < 0.05).

33 CpGs associated with DBP (P < 0.05).

Zhang et al. 2022 [176]

8/9

HRS

41.5, 70.5 (9.5), 3070, USA

850k

WB

9 CpGs

PHGDH, SLC7A11, LOC100132354, ZMIZ1, SLC1A5

BP: measured 3 times with 45 s intervals between.

HTN: antihypertensive medication usage.

In a fully adjusted model 5 CpGs (out of 13 previously reported CpG sites) were associated with SBP (P < 0.0038). 7 CpGs associated with DBP (P < 0.0038).

  1. ARIC Atherosclerosis Risk in Communities, Amish Amish Complex Disease Research Studies, BP Blood pressure, BHS Bogalusa Heart Study, BSGS Brisbane Genetics Study, CAAP Coronary artery atherosclerotic plaques, CATIS China Antihypertensive Trial in Acute Ischemic Stroke, CC case-control, CH cohort study, CHS Cardiovascular Health Study, CKB China Kadoorie Biobank, CS cross-sectional, CNTR Chinese National Twin Registry, DBP Diastolic blood pressure, DMR Differentially Methylated Region, FINRISK The National FINRISK study, FHS Framingham Heart Study, GENOA Genetic Epidemiology Network of Arteriopathy, GOLDN Genetics of Lipid-Lowering Drugs and Diet Network Study, HBP High blood pressure, HEXA Health Examinees, HRS Health and Retirement Study, HTN hypertension, KARE Korea Association Resource, KORA Cooperative Health Research in the Region of Augsburg, LifelinesDEEP Lifelines Cohort Study, LLSLFH Leuven Longitudinal Study on Lifestyle, Fitness and Health; LBC, Lothian Birth Cohort, LOLIPOP London Life Sciences Population Study, LURIC The Ludwigshafen Risk and Cardiovascular Health Study, MAP Mean arterial pressure, MEGASTROKE Megastroke consortium; MENA Methyl Epigenome Network Association, MESA Multi-Ethnic Study of Atherosclerosis, MR Methylation Region, NAS Normative Aging Study, NFBC1966 The Northern Finland Birth Cohort, NT Normotensive, PBC peripheral blood cells, PP Pulse pressure, PURE-SA-NW Prospective Urban and Rural Epidemiology study, QTR Qingdao Twin Registry, SABRE Southall and Brend Revisited, SBP Systolic blood pressure, SMSS Suzhou Metabolic Syndrome Study, SYS Saguenay Youth Study, RS The Rotterdam Study, RS-BIOS Biobank-based integrative omics study consortium, TWB Taiwan Biobank, TwinsUK Twins UK Registry, UKB UK Biobank, WB whole blood, WBC white blood cells, WHI Women’s Health Study
  2. 1Quality assessment determined using Newcastle-Ottawa scale. Highest score 9/9
  3. 2Age is either given as median (IQR), SD is unavailable, or age is not described
  4. 3Percentage of men not described
  5. 4Country not specified