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Association of Female Reproductive Factors with Incident Cardiometabolic Disease: Finding from a European Population-Based Study Cover

Association of Female Reproductive Factors with Incident Cardiometabolic Disease: Finding from a European Population-Based Study

Open Access
|Dec 2025

Figures & Tables

Table 1

Baseline characteristics and reproductive factors of female by cardiometabolic disease status.

TOTAL (n = 189,411)WITHOUT CMD (n = 172,160)WITH CMD (n = 17,251)PSMD
Age, y55.88 (7.98)55.49 (7.96)59.71 (7.18)<0.0010.557
TDI–1.47 (2.96)–1.51 (2.93)–1.01 (3.18)<0.0010.164
Qualifications
      College32.733.722.5<0.0010.250
Ethnicity
      White91.391.391.30.9220.001
BMI, kg/m226.78 (4.96)26.55 (4.81)29.06 (5.78)<0.0010.472
Waist circumference, cm83.84 (11.99)82.23 (11.67)90.01 (13.39)<0.0010.540
Smoking status<0.0010.181
      Never60.060.653.3
      Previous31.331.133.5
      Current8.78.313.2
Drinking status0.4980.012
      Never19.719.819.5
      1–3 times per month11.111.110.9
      1–4 times per week48.848.749.2
      Daily20.420.420.3
Age at menarche12.97 (1.60)12.98 (1.60)12.92 (1.68)<0.0010.041
Group<0.0010.074
      <1238.745.041.3
      12–1344.638.441.4
      >1316.716.617.3
Age at menopause49.79 (5.00)49.84 (4.92)49.38 (5.66)<0.0010.089
Group<0.0010.119
      <4620.620.124.2
      46–4931.531.730.4
      50–5119.720.017.3
      52–5313.213.312.0
      >5315.114.916.2
Reproductive lifespan36.82 (5.24)36.87 (5.16)36.44 (5.88)<0.0010.078
Group<0.0010.101
      <3321.120.824.4
      33–3519.419.418.8
      36–3828.428.725.7
      39–4015.015.114.3
      >4016.216.116.9
Age at first live birth25.49 (4.61)25.64 (4.62)24.08 (4.28)<0.0010.350
Group<0.0010.347
      <2227.326.138.7
      22–2316.015.818.1
      24–2624.925.722.7
      27–2918.118.712.9
      >2913.614.37.5
Age at last live birth30.36 (4.88)30.46 (4.87)29.46 (4.85)<0.0010.206
Group<0.0010.210
      <2622.321.629.0
      26–2822.922.724.8
      29–3015.715.814.4
      31–3423.523.919.5
      >3415.616.012.3
Number of live births1.80 (1.18)1.79 (1.17)1.99 (1.25)<0.0010.165
Group<0.0010.154
      032.132.528.2
      1–262.061.962.7
      3–45.55.28.3
      >40.40.40.8
Number of stillbirths<0.0010.062
      097.797.896.7
      12.12.02.8
      > = 20.30.20.5
Number of miscarriages or terminations0.0090.025
      068.768.769.0
      120.820.920.0
      > = 210.510.511.0
Oral contraceptive pill<0.0010.185
      No17.717.024.5
      Yes82.383.075.5
HRT<0.0010.311
      No63.665.049.8
      Yes36.435.050.2
hysterectomy<0.0010.250
      No82.883.873.6
      Yes17.216.226.4
oophorectomy<0.0010.147
      No92.292.688.2
      Yes7.87.411.8
SBP, mmHg134.54 (19.73)133.82 (19.47)141.74 (20.81)<0.0010.393
CRP, mg/L2.58 (4.20)2.45 (4.04)3.86 (5.39)<0.0010.296
Triglycerides, mmol/L1.52 (0.83)1.48 (0.80)1.88 (1.01)<0.0010.441
Total cholesterol, mmol/L5.93 (1.10)5.92 (1.09)6.02 (1.17)<0.0010.090
LDL, mmol/L3.67 (0.85)3.65 (0.84)3.78 (0.91)<0.0010.147
HDL, mmol/L1.61 (0.37)1.62 (0.37)1.49 (0.37)<0.0010.341
Lp(a), nmol/L45.30 (49.38)45.02 (49.16)48.16 (51.26)<0.0010.063
Oestradiol, pmol/L541.11 (472.49)543.76 (472.30)492.57 (473.39)<0.0010.108
TYG8.57 (0.51)8.55 (0.50)8.82 (0.53)<0.0010.523
Lipid-lowing drug<0.0010.371
      No91.392.479.9
      Yes8.77.620.1
Antihypertensive drug<0.0010.444
      No85.587.169.2
      Yes14.512.930.8

[i] Values are n (%) or mean (SD).

Abbreviations: SMD, standardized mean difference; TDI, Townsend Deprivation Index; BMI, body mass index; SBP, systolic blood pressure; CRP, C-reactive protein; LDL, low-density lipoprotein; HDL, high-density lipoprotein; Lp(a), lipoprotein(a); TYG, triglyceride-glucose index. HRT, menopausal hormone therapy.

gh-20-1-1509-g1.png
Figure 1

The RCS curve of the association between (a) age at menarche, (b) age at menopause, (c) reproductive lifespan, (d) age at first live birth, (e) age at last live birth, (f) number of live births and cardiometabolic disease in women in the UK Biobank. HR and 95% CI.

Abbreviations: HR, hazard ratio; CI, confidence interval; CMD, cardiometabolic disease; AFB, age at first live birth; ALB, age at last live birth.

Adjusted for age, Townsend deprived index, qualifications, ethnicity, smoking status, drinking status, body mass index, systolic blood pressure, C-reactive protein, cholesterol, high-density lipoprotein, triglyceride-glucose index, hormone replacement therapy and use of oral contraceptives.

Table 2

Association of reproductive factors with incident cardiometabolic disease.

REPRODUCTIVEFACTORSMODEL 1MODEL 2
HR (95%CI)P-VALUEP FOR TRENDHR (95%CI)P-VALUEP FOR TREND
Age at menarche, year<0.001<0.001
<121.16 (1.12–1.20)<0.0011.04 (1.01–1.08)0.011
12–13Ref.Ref.
>131.07 (1.02–1.11)0.0031.08 (1.04–1.13)<0.001
Age at menopausea, year0.0290.020
<461.33 (1.26–1.41)<0.0011.22 (1.15–1.29)<0.001
46–491.10 (1.04–1.16)<0.0011.08 (1.03–1.14)0.004
50–51Ref.Ref.
52–531.02 (0.95–1.09)0.5951.01 (0.94–1.08)0.856
>531.07 (1.00–1.13)0.0441.02 (0.95–1.08)0.627
Reproductive lifespana, year0.3880.036
<331.28 (1.22–1.35)<0.0011.19 (1.13–1.25)<0.001
33–351.08 (1.02–1.14)0.0051.08 (1.03–1.14)0.004
36–38Ref.Ref.
39–401.03 (0.97–1.09)0.3501.01 (0.95–1.07)0.696
>401.05 (0.99–1.11)0.0850.98 (0.93–1.04)0.591
Age at first live birthb, year<0.001<0.001
<221.34 (1.28–1.41)<0.0011.18 (1.12–1.24)<0.001
22–231.11 (1.05–1.17)<0.0011.06 (1.00–1.12)0.041
24–26Ref.Ref.
27–290.90 (0.84–0.95)<0.0010.94 (0.88–1.00)0.053
>290.78 (0.72–0.84)<0.0010.85 (0.79–0.92)<0.001
Age at last live birthb, year<0.0010.269
<261.20 (1.14–1.28)<0.0011.12 (1.06–1.18)<0.001
26–281.07 (1.01–1.13)0.0261.04 (0.98–1.11)0.161
29–30Ref.Ref.
31–340.98 (0.92–1.05)0.5891.01 (0.95–1.07)0.829
>340.99 (0.93–1.06)0.8131.04 (0.97–1.11)0.261
Number of live births<0.001<0.001
01.01 (0.98–1.05)0.5541.01 (0.98–1.05)0.460
1–2Ref.Ref.
3–41.32 (1.25–1.39)<0.0011.21 (1.15–1.28)<0.001
>41.48 (1.24–1.76)<0.0011.27 (1.07–1.52)0.006
Number of stillbirths<0.0010.006
0Ref.Ref.
11.14 (1.04–1.25)0.0051.06 (0.97–1.16)0.203
> = 21.54 (1.24–1.91)<0.0011.39 (1.12–1.73)0.003
Number of miscarriages or terminations<0.001<0.001
0Ref.Ref.
11.03 (0.99–1.07)0.1651.01 (0.98–1.05)0.509
> = 21.18 (1.12–1.24)<0.0011.14 (1.09–1.20)<0.001
hysterectomy
NoRef.Ref.
Yes1.39 (1.34–1.44)<0.0011.20 (1.15–1.24)<0.001
oophorectomy
NoRef.Ref.
Yes1.30 (1.24–1.36)<0.0011.10 (1.05–1.16)<0.001

[i] Abbreviations: HR, hazard ratio; CI, confidence interval.

Model 1 adjusted for age, Townsend deprived index, qualifications and ethnicity.

Model2 adjusted for covariables in model 1 plus smoking status, drinking status, body mass index, systolic blood pressure, C-reactive protein, total cholesterol, high-density lipoprotein, triglyceride-glucose index, menopausal hormone therapy and use of oral contraceptives.

aAmong postmenopausal women with valid menopausal age (n = 112,203).

bAmong parous women (more than 2 children) with live birth age information (n = 128,535).

Ref. = reference.

gh-20-1-1509-g2.png
Figure 2

Forest plot of hazard ratios and 95% CIs for the association of reproductive factors and cardiometabolic disease stratified by age.

Abbreviations: HR, hazard ratio; CI, confidence interval.

Adjusted for Townsend deprived index, qualifications, ethnicity, smoking status, drinking status, body mass index, systolic blood pressure, C-reactive protein, cholesterol, high-density lipoprotein, triglyceride-glucose index, hormone replacement therapy and use of oral contraceptives.

gh-20-1-1509-g3.png
Figure 3

Forest plot of hazard ratios and 95% CIs for the association of reproductive factors and cardiometabolic disease stratified by BMI.

Abbreviations: HR, hazard ratio; CI, confidence interval.

Adjusted for age, Townsend deprived index, qualifications, ethnicity, smoking status, drinking status, systolic blood pressure, C-reactive protein, cholesterol, high-density lipoprotein, triglyceride-glucose index, hormone replacement therapy and use of oral contraceptives.

DOI: https://doi.org/10.5334/gh.1509 | Journal eISSN: 2211-8179
Language: English
Submitted on: Aug 30, 2025
|
Accepted on: Dec 9, 2025
|
Published on: Dec 26, 2025
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2025 Changxi Wang, Zhijie Lin, Fan Chen, Xiaoqian Zhu, Weize Lin, Ziqing Ruan, Jiabin Tu, Kaiyang Lin, Yansong Guo, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.