| Literature DB >> 34342284 |
Meng Wang1, Christiana Kartsonaki2, Yu Guo3, Jun Lv4, Wei Gan2,5, Zheng-Ming Chen2, Li-Ming Li4, Chong-Gao Hu1, Ling Yang2, Min Yu1.
Abstract
OBJECTIVES: The aim of this study was to investigate the potentially modifiable factors affecting age at natural menopause (ANM) in Chinese women.Entities:
Mesh:
Year: 2021 PMID: 34342284 PMCID: PMC8462451 DOI: 10.1097/GME.0000000000001829
Source DB: PubMed Journal: Menopause ISSN: 1072-3714 Impact factor: 3.310
Baseline characteristics of China Kadoorie Biobank women according to age at natural menopause
| Age at natural menopause (y) | |||||||
| Characteristics | Overall | <40 | 40-44 | 45-47 | 48-50 | 51-52 | ≥53 |
| No. of women | 87,349 | 2,794 | 9,514 | 16,660 | 30,581 | 13,225 | 14,575 |
| Mean age at baseline (y) | 64.5 | 66.2 | 65.4 | 64.8 | 64.6 | 64.0 | 63.6 |
| Birth cohorts (%) | |||||||
| 1920s-1930s | 34.7 | 48.3 | 41.4 | 37.0 | 35.6 | 30.1 | 27.1 |
| 1940s | 62.6 | 49.8 | 56.6 | 60.3 | 61.8 | 66.9 | 69.6 |
| 1950s | 2.7 | 1.9 | 2.0 | 2.7 | 2.6 | 3.0 | 3.3 |
| Urban resident (%) | 49.8 | 47.5 | 40.8 | 49.2 | 50.4 | 51.2 | 54.0 |
| No formal school (%) | 40.9 | 52.2 | 46.7 | 41.6 | 40.5 | 40.0 | 36.0 |
| Lifestyle factors and physical measurements, % or mean | |||||||
| Current regular smoker | 4.7 | 6.3 | 6.2 | 5.3 | 4.7 | 4.0 | 3.6 |
| Current regular drinker | 3.4 | 3.9 | 3.9 | 3.6 | 3.2 | 3.4 | 3.1 |
| BMI (kg/m2) | 23.9 | 23.5 | 23.5 | 23.8 | 23.8 | 24.2 | 24.5 |
| Overweight (24.0-27.9 kg/m2) | 33.8 | 31.4 | 31.3 | 33.0 | 32.9 | 35.3 | 37.2 |
| Obesity (≥28.0 kg/m2) | 13.9 | 11.5 | 11.9 | 13.4 | 13.2 | 15.1 | 16.6 |
| Waist circumference (cm) | 81.1 | 80.0 | 80.3 | 80.8 | 80.9 | 81.5 | 82.3 |
| Physical activity, MET (h/d) | 14.5 | 13.9 | 14.3 | 14.5 | 14.3 | 15.1 | 14.7 |
| Reproductive factors, % or mean | |||||||
| Age at menarche (y) | 16.1 | 16.1 | 16.0 | 16.1 | 16.2 | 16.1 | 16.2 |
| Nulliparous | 1.2 | 2.9 | 1.7 | 1.5 | 1.2 | 0.9 | 0.8 |
| Oral contraceptive pill used | 8.5 | 5.48 | 6.37 | 8.22 | 8.44 | 9.48 | 9.89 |
| No. of live births | 3.4 | 3.7 | 3.7 | 3.5 | 3.4 | 3.3 | 3.3 |
| Age at first birth (y) | 22.4 | 21.9 | 22.0 | 22.3 | 22.4 | 22.4 | 22.7 |
| Never breastfed | 1.7 | 2.4 | 2.1 | 1.8 | 1.7 | 1.5 | 1.7 |
| Breastfeeding per child (mo) | 14.8 | 15.0 | 15.0 | 14.9 | 14.5 | 14.8 | 14.8 |
BMI, body mass index; MET, metabolic equivalents of task.
Among parous women only.
Adjusted mean age at natural menopause and associations with sociodemographic characteristics of women
| Characteristics | No. of women (%) | Age at menopause, (y), mean (SD) | Mean difference ß (95% CI) | <40 y OR (95% CI) | 40-44 y OR (95% CI) | 45-47 y OR (95% CI) | 51-52 y OR (95% CI) | ≥53 y OR (95% CI) |
| Age (y) | ||||||||
| 57-60 | 28,372 (32.5) | 49.2 (4.1) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| 61-64 | 20,898 (23.9) | 48.8 (4.3) | −0.33 (−0.41 to −0.26) | 1.32 (1.17-1.49) | 1.16 (1.09-1.25) | 1.04 (0.99-1.10) | 0.94 (0.89-0.99) | 0.87 (0.82-0.92) |
| 65-69 | 21,912 (25.1) | 48.3 (4.3) | −0.75 (−0.83 to −0.67) | 1.62 (1.44-1.83) | 1.23 (1.15-1.32) | 1.09 (1.03-1.15) | 0.82 (0.77-0.87) | 0.69 (0.65-0.73) |
| ≥70 | 16,167 (18.5) | 47.9 (4.4) | −1.07 (−1.16 to −0.98) | 1.94 (1.71-2.21) | 1.37 (1.27-1.48) | 1.11 (1.04-1.18) | 0.78 (0.72-0.83) | 0.60 (0.56-0.64) |
| | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
| Area | ||||||||
| Rural | 43,882 (50.2) | 48.3 (4.4) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Urban | 43,467 (49.8) | 49.0 (4.2) | 0.30 (0.23-0.36) | 0.95 (0.87-1.03) | 0.72 (0.68-0.76) | 0.94 (0.90-0.98) | 0.94 (0.89-0.98) | 1.06 (1.01-1.11) |
| | 0.001 | 0.218 | <0.001 | 0.005 | 0.006 | 0.022 | ||
| Marriage status | ||||||||
| Married | 66,011 (75.6) | 48.7 (4.2) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Widowed | 20,797 (23.8) | 48.5 (4.4) | −0.12 (−0.19 to −0.05) | 0.97 (0.88-1.06) | 1.10 (1.04-1.16) | 1.02 (0.97-1.07) | 0.96 (0.91-1.01) | 0.97 (0.93-1.03) |
| Separated/divorced/unmarried | 541 (0.6) | 48.8 (4.5) | 0.11 (−0.26 to 0.49) | 1.40 (0.86-2.30) | 1.21 (0.88-1.67) | 1.00 (0.76-1.31) | 1.07 (0.81-1.42) | 1.34 (1.04-1.73) |
| | 0.002 | 0.483 | <0.001 | 0.242 | 0.122 | 0.703 | ||
| Highest education | ||||||||
| No formal school | 35,706 (40.9) | 48.4 (4.4) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Primary school | 32,298 (37.0) | 48.6 (4.2) | 0.15 (0.08 to 0.21) | 0.74 (0.68-0.82) | 0.90 (0.85-0.95) | 0.96 (0.92-1.01) | 0.88 (0.84-0.93) | 0.98 (0.93-1.02) |
| Middle school | 11,155 (12.7) | 48.9 (4.1) | 0.27 (0.17 to 0.37) | 0.73 (0.63-0.84) | 0.87 (0.79-0.94) | 1.01 (0.94-1.07) | 0.96 (0.89-1.03) | 1.06 (0.99-1.14) |
| High school | 5,766 (6.6) | 49.2 (4.0) | 0.47 (0.34 to 0.60) | 0.61 (0.50-0.76) | 0.91 (0.81-1.02) | 0.97 (0.89-1.06) | 1.04 (0.95-1.14) | 1.23 (1.12-1.34) |
| College/university | 2,424 (2.8) | 49.6 (4.0) | 0.80 (0.61 to 0.99) | 0.64 (0.47-0.88) | 1.02 (0.86-1.22) | 1.03 (0.90-1.18) | 1.22 (1.07-1.39) | 1.74 (1.54-1.97) |
| | <0.001 | <0.001 | 0.003 | 0.314 | 0.112 | <0.001 | ||
| Occupation | ||||||||
| Unemployed/retired/other | 31,899 (36.5) | 49.1 (4.1) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Manager/technologist/business | 1,764 (2.0) | 48.9 (4.2) | 0.01 (−0.19 to 0.22) | 1.32 (0.98-1.79) | 1.13 (0.93-1.36) | 1.05 (0.91-1.21) | 1.17 (1.02-1.36) | 1.10 (0.95-1.26) |
| Housewives | 25,343 (29.0) | 48.5 (4.4) | −0.14 (−0.24 to −0.05) | 1.18 (1.04-1.34) | 1.23 (1.14-1.34) | 0.98 (0.92-1.04) | 0.98 (0.91-1.05) | 1.07 (1.00-1.14) |
| Agriculture related/factory worker | 28,343 (32.5) | 48.3 (4.3) | −0.09 (−0.20 to 0.02) | 1.21 (1.04-1.40) | 1.24 (1.13-1.36) | 1.07 (1.00-1.16) | 1.10 (1.02-1.19) | 1.12 (1.04-1.21) |
| | 0.022 | 0.004 | <0.001 | 0.037 | 0.014 | 0.001 | ||
| Annual household income (yuan) | ||||||||
| <10k | 31,816 (36.5) | 48.3 (4.5) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| 10-20k | 24,572 (28.1) | 48.7 (4.2) | 0.29 (0.21-0.36) | 0.81 (0.74-0.90) | 0.90 (0.85-0.95) | 0.98 (0.94-1.03) | 1.05 (1.00-1.11) | 1.06 (1.00-1.12) |
| 20-35k | 18,361 (21.0) | 49.0 (4.1) | 0.49 (0.41-0.57) | 0.72 (0.64-0.81) | 0.74 (0.69-0.80) | 0.92 (0.87-0.97) | 1.14 (1.08-1.21) | 1.02 (0.97-1.09) |
| ≥35k | 12,600 (14.4) | 49.1 (4.1) | 0.54 (0.45-0.64) | 0.76 (0.66-0.87) | 0.72 (0.67-0.79) | 0.94 (0.88-1.00) | 1.18 (1.10-1.26) | 1.08 (1.01-1.16) |
| | <0.001 | <0.001 | <0.001 | 0.002 | <0.001 | 0.021 | ||
ß and OR were adjusted for age, area, education, annual household income, smoking, body mass index (BMI), age at menarche, and number of live births, except for the same variable. When calculating the OR, menopausal age of 48 to 50 years was used as the reference group. P < 0.001 did not change after Bonferroni corrections.
CI, confidence interval; OR, odds ratio.
Adjusted for age at baseline (continuous), except for the age variable.
Adjusted mean age at natural menopause and associations with dietary characteristics of women
| Characteristics | No. of women (%) | Age at menopause (y), mean (SD) | Mean difference ß (95% CI) | <40 y OR (95% CI) | 40-44 y OR (95% CI) | 45-47 y OR (95% CI) | 51-52 y OR (95%CI) | ≥53 y OR (95%CI) |
| Coarse cereals | ||||||||
| Never | 22,193 (25.4) | 48.5 (4.3) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| <1 d/wk | 39,730 (45.5) | 48.7 (4.3) | −0.02 (−0.10 to 0.05) | 0.96 (0.87-1.06) | 1.01 (0.95-1.07) | 0.95 (0.91-1.00) | 0.97 (0.92-1.03) | 0.97 (0.92-1.02) |
| 1-3 d/wk | 13,868 (15.9) | 49.0 (4.2) | 0.01 (−0.09 to 0.11) | 0.94 (0.82-1.08) | 1.04 (0.96-1.13) | 0.96 (0.90-1.03) | 0.97 (0.90-1.04) | 1.04 (0.98-1.12) |
| ≥4 d/wk | 11,558 (13.2) | 48.5 (4.3) | −0.08 (−0.18 to 0.02) | 1.35 (1.18-1.54) | 1.17 (1.08-1.27) | 1.20 (1.13-1.29) | 1.12 (1.04-1.21) | 1.14 (1.06-1.23) |
| | 0.089 | <0.001 | <0.001 | <0.001 | 0.006 | <0.001 | ||
| Meat | ||||||||
| Never | 5,537 (6.3) | 48.1 (4.6) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| <1 d/wk | 12,602 (14.4) | 48.3 (4.4) | 0.12 (−0.01 to 0.26) | 0.83 (0.70-0.98) | 0.93 (0.84-1.03) | 0.94 (0.86-1.03) | 1.08 (0.97-1.20) | 0.90 (0.81-0.99) |
| 1-3 d/wk | 34,050 (39.0) | 48.6 (4.3) | 0.29 (0.17-0.41) | 0.72 (0.62-0.84) | 0.85 (0.78-0.94) | 0.89 (0.82-0.96) | 1.03 (0.93-1.13) | 0.96 (0.88-1.05) |
| ≥4 d/wk | 35,160 (40.3) | 48.9 (4.2) | 0.37 (0.24-0.49) | 0.63 (0.54-0.74) | 0.81 (0.74-0.90) | 0.80 (0.74-0.87) | 0.95 (0.87-1.05) | 0.94 (0.85-1.03) |
| | <0.001 | <0.001 | <0.001 | <0.001 | 0.001 | 0.307 | ||
| Poultry | ||||||||
| Never | 34,940 (40.0) | 48.3 (4.4) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| <1 d/wk | 31,899 (36.5) | 48.8 (4.2) | 0.23 (0.16-0.30) | 0.87 (0.79-0.95) | 0.88 (0.83-0.93) | 0.92 (0.88-0.97) | 1.07 (1.02-1.13) | 1.00 (0.96-1.05) |
| 1-3 d/wk | 19,821 (22.7) | 49.0 (4.1) | 0.23 (0.14-0.31) | 0.83 (0.73-0.93) | 0.82 (0.76-0.88) | 0.91 (0.86-0.97) | 0.93 (0.88-0.99) | 0.98 (0.93-1.04) |
| ≥4 d/wk | 689 (0.8) | 49.0 (4.0) | 0.27 (−0.05 to 0.60) | 0.57 (0.32-1.00) | 0.71 (0.53-0.95) | 0.87 (0.70-1.08) | 0.81 (0.64-1.02) | 0.86 (0.69-1.07) |
| | <0.001 | <0.001 | <0.001 | <0.001 | 0.010 | 0.145 | ||
| Seafood | ||||||||
| Never | 27,448 (31.4) | 48.2 (4.5) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| <1 d/wk | 20,636 (23.6) | 48.7 (4.2) | 0.33 (0.25-0.42) | 0.80 (0.72-0.90) | 0.78 (0.73-0.84) | 0.88 (0.83-0.93) | 1.07 (1.01-1.14) | 0.94 (0.89-1.00) |
| 1-3 d/wk | 32,321 (37.0) | 48.9 (4.2) | 0.39 (0.30-0.47) | 0.77 (0.68-0.87) | 0.78 (0.73-0.84) | 0.82 (0.77-0.87) | 1.01 (0.94-1.07) | 0.99 (0.93-1.05) |
| ≥4 d/wk | 6,944 (8.0) | 49.0 (4.2) | 0.37 (0.24-0.50) | 0.77 (0.64-0.92) | 0.74 (0.66-0.82) | 0.69 (0.63-0.75) | 0.89 (0.81-0.98) | 0.91 (0.83-1.00) |
| | <0.001 | <0.001 | <0.001 | <0.001 | 0.015 | 0.108 | ||
| Fresh eggs | ||||||||
| Never | 10,488 (12.0) | 48.3 (4.5) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| <1 d/wk | 18,629 (21.3) | 48.5 (4.3) | 0.14 (0.04-0.24) | 0.83 (0.73-0.95) | 0.94 (0.87-1.02) | 0.97 (0.90-1.04) | 1.07 (0.99-1.16) | 0.95 (0.88-1.02) |
| 1-3 d/wk | 37,805 (43.3) | 48.7 (4.2) | 0.17 (0.08-0.26) | 0.88 (0.78-0.99) | 0.90 (0.83-0.97) | 1.02 (0.96-1.08) | 1.09 (1.01-1.17) | 1.00 (0.93-1.07) |
| ≥4 d/wk | 20,427 (23.4) | 48.9 (4.2) | 0.23 (0.13-0.33) | 0.80 (0.70-0.92) | 0.91 (0.84-0.99) | 0.99 (0.93-1.07) | 1.08 (1.00-1.17) | 1.04 (0.97-1.12) |
| | <0.001 | 0.006 | 0.006 | 0.360 | 0.036 | 0.019 | ||
| Fresh vegetables | ||||||||
| ≤3 d/wk | 1,490 (1.7) | 48.3 (4.3) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| 4-6 d/wk | 3,321 (3.8) | 48.5 (4.3) | 0.08 (−0.18 to 0.34) | 0.93 (0.64-1.37) | 1.03 (0.84-1.25) | 1.04 (0.87-1.24) | 1.10 (0.90-1.35) | 1.03 (0.85-1.25) |
| Daily | 82,538 (94.5) | 48.7 (4.3) | 0.01 (−0.21 to 0.23) | 1.49 (1.09-2.04) | 1.06 (0.90-1.25) | 1.15 (1.00-1.34) | 1.24 (1.05-1.47) | 1.14 (0.97-1.35) |
| | 0.384 | <0.001 | 0.248 | 0.004 | 0.001 | 0.009 | ||
| Soybean products | ||||||||
| Never | 10,208 (11.7) | 48.4 (4.4) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| <1 d/wk | 24,742 (28.3) | 48.4 (4.4) | 0.02 (−0.08 to 0.11) | 0.95 (0.83-1.08) | 0.95 (0.88-1.03) | 0.96 (0.90-1.03) | 1.01 (0.94-1.09) | 0.93 (0.87-1.00) |
| 1-3 d/wk | 43,371 (49.7) | 48.8 (4.2) | 0.13 (0.04-0.22) | 0.95 (0.83-1.08) | 0.87 (0.81-0.94) | 0.96 (0.90-1.03) | 1.08 (1.00-1.16) | 0.95 (0.89-1.02) |
| ≥4 d/wk | 9,028 (10.3) | 49.0 (4.1) | 0.28 (0.16-0.41) | 0.97 (0.82-1.16) | 0.80 (0.72-0.89) | 0.93 (0.86-1.02) | 1.11 (1.01-1.21) | 1.02 (0.94-1.11) |
| | <0.001 | 0.327 | <0.001 | 0.061 | 0.001 | 0.238 | ||
| Preserved vegetables | ||||||||
| Never | 17,847 (20.5) | 48.7 (4.4) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| <1 d/wk | 25,885 (29.6) | 48.7 (4.2) | 0.05 (−0.03 to 0.13) | 0.85 (0.75-0.95) | 0.91 (0.85-0.97) | 0.96 (0.91-1.02) | 1.00 (0.94-1.06) | 0.91 (0.86-0.97) |
| 1-3 d/wk | 22,637 (25.9) | 48.6 (4.3) | 0.03 (−0.05 to 0.11) | 0.79 (0.70-0.89) | 0.91 (0.85-0.98) | 0.96 (0.91-1.02) | 0.98 (0.92-1.04) | 0.90 (0.85-0.96) |
| ≥4 d/wk | 20,980 (24.0) | 48.7 (4.3) | −0.06 (−0.15 to 0.02) | 0.98 (0.88-1.11) | 0.98 (0.91-1.06) | 1.07 (1.00-1.13) | 1.11 (1.04-1.19) | 0.93 (0.87-0.98) |
| | 0.034 | 0.258 | 0.352 | 0.012 | 0.001 | 0.005 | ||
| Fresh fruits | ||||||||
| Never | 6,726 (7.7) | 48.2 (4.5) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| <1 d/wk | 30,493 (34.9) | 48.4 (4.4) | 0.11 (0.001-0.23) | 0.95 (0.83-1.10) | 0.95 (0.87-1.04) | 0.99 (0.92-1.07) | 1.07 (0.98-1.17) | 1.02 (0.94-1.11) |
| 1-3 d/wk | 25,009 (28.6) | 48.7 (4.2) | 0.24 (0.13-0.36) | 0.77 (0.66-0.90) | 0.87 (0.80-0.96) | 0.99 (0.91-1.07) | 1.12 (1.02-1.22) | 1.01 (0.93-1.11) |
| ≥4 d/wk | 25,121 (28.8) | 49.0 (4.1) | 0.31 (0.19-0.43) | 0.80 (0.68-0.94) | 0.90 (0.81-0.99) | 1.02 (0.94-1.11) | 1.11 (1.01-1.21) | 1.15 (1.05-1.25) |
| | <0.001 | <0.001 | 0.002 | 0.197 | 0.016 | <0.001 | ||
| Dairy products | ||||||||
| Never | 57,208 (65.5) | 48.5 (4.3) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| <1 d/wk | 9,605 (11.0) | 48.7 (4.2) | 0.03 (−0.07 to 0.12) | 0.89 (0.77-1.01) | 0.98 (0.91-1.06) | 0.99 (0.93-1.05) | 0.92 (0.86-0.98) | 1.00 (0.94-1.07) |
| 1-3 d/wk | 6,996 (8.0) | 49.0 (4.1) | 0.18 (0.06-0.29) | 0.77 (0.65-0.91) | 0.86 (0.78-0.95) | 0.92 (0.85-0.99) | 0.93 (0.86-1.01) | 0.99 (0.91-1.07) |
| ≥4 d/wk | 13,540 (15.5) | 49.2 (4.1) | 0.24 (0.15- 0.33) | 0.79 (0.69-0.91) | 0.90 (0.83-0.97) | 0.97 (0.92-1.03) | 0.98 (0.92-1.05) | 1.10 (1.04-1.17) |
| | <0.001 | <0.001 | <0.001 | 0.058 | 0.120 | 0.003 | ||
| Vitamins intake | ||||||||
| No | 82,774 (94.8) | 48.6 (4.3) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Yes | 4,575 (5.2) | 49.2 (4.1) | 0.32 (0.19- 0.45) | 0.90 (0.73-1.10) | 0.91 (0.81-1.02) | 1.00 (0.92-1.09) | 1.19 (1.08-1.30) | 1.17 (1.07-1.27) |
| | <0.001 | 0.310 | 0.096 | 0.985 | <0.001 | 0.001 | ||
| Minerals intake | ||||||||
| No | 77,155 (88.3) | 48.6 (4.3) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Yes | 10,194 (11.7) | 48.9 (4.2) | −0.01 (−0.10 to 0.08) | 0.97 (0.85-1.11) | 1.05 (0.97-1.13) | 1.05 (0.99-1.12) | 1.03 (0.96-1.10) | 1.04 (0.98-1.11) |
| | 0.781 | 0.644 | 0.215 | 0.109 | 0.420 | 0.213 | ||
| Experienced severe food shortage | ||||||||
| No | 54,471 (62.4) | 48.7 (4.2) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Yes | 32,878 (37.6) | 48.6 (4.3) | 0.07 (0.01−0.13) | 1.04 (0.96-1.14) | 0.99 (0.94-1.04) | 1.04 (0.99-1.08) | 1.18 (1.13-1.24) | 1.03 (0.98-1.07) |
| | 0.029 | 0.328 | 0.550 | 0.105 | <0.001 | 0.235 | ||
| Spicy food | ||||||||
| Never | 39,456 (45.2) | 48.8 (4.2) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| <1 d/wk | 20,095 (23.0) | 48.7 (4.2) | −0.06 (−0.13 to 0.02) | 0.90 (0.81-1.00) | 1.02 (0.96-1.08) | 1.04 (0.99-1.09) | 0.94 (0.89-0.99) | 0.98 (0.93-1.04) |
| 1-2 d/wk | 3,802 (4.3) | 48.7 (4.2) | −0.05 (−0.19 to 0.09) | 0.84 (0.68-1.04) | 1.02 (0.91-1.15) | 0.96 (0.88-1.06) | 0.87 (0.78-0.97) | 0.96 (0.87-1.06) |
| 3-5 d/wk | 3,390 (3.9) | 48.6 (4.3) | −0.16 (−0.31 to -0.01) | 0.98 (0.79-1.21) | 0.99 (0.87-1.13) | 1.05 (0.95-1.16) | 0.87 (0.78-0.97) | 0.93 (0.84-1.04) |
| 6-7 d/wk | 20,606 (23.6) | 48.3 (4.4) | −0.20 (−0.28 to −0.12) | 0.92 (0.82-1.02) | 1.11 (1.05-1.18) | 0.93 (0.88-0.98) | 0.78 (0.74-0.83) | 0.96 (0.90-1.01) |
| | <0.001 | 0.037 | 0.001 | 0.002 | <0.001 | 0.017 | ||
ß and OR were adjusted for age, area, education, annual household income, smoking, body mass index (BMI), age at menarche, and number of live births, except for the same variable. When calculating the OR, menopausal age of 48 to 50 years was used as the reference group. P < 0.001 did not change after Bonferroni corrections.
CI, confidence interval; OR, odds ratio.
Adjusted for age at baseline (continuous), except for the age variable.
FIG. 1Associations of ANM with factors of age, education level, household income, and BMI. Specifically, (A) with age; (B) with education level; (C) with household income; (D) with BMI. Dots represent the ORs compared with the reference group of menopausal age (48-50 years). Vertical lines indicate the corresponding 95% CIs. ANM, age at natural menopause; BMI, body mass index; CI, confidence interval; EM, early menopause (ANM between 40 and 44 years); LM, later age at menopause (ANM ≥53 years); OR, odds ratio; PM, premature menopause (ANM < 40 years).
FIG. 2Associations of ANM with age at menarche, number of live births, age at first birth, and number of induced abortions. Specifically, (A) with age at menarche; (B) with number of live births; (C) with age at first birth; (D) with number of induced abortions. Dots represent the OR compared with the reference group of menopausal age (48-50 years). Vertical lines indicate the corresponding 95% CIs. ANM, age at natural menopause; BMI, body mass index; CI, confidence interval; EM, early menopause (ANM between 40 and 44 years); LM, later age at menopause (ANM ≥53 years); OR, odds ratio; PM, premature menopause (ANM <40 years).
Adjusted mean age at natural menopause and associations with physical measurement characteristics of women
| Characteristics | No. of women (%) | Age at menopause (y), mean (SD) | Mean difference ß (95% CI) | <40 yOR (95% CI) | 40-44 y OR (95% CI) | 45-47 y OR (95% CI) | 51-52 y OR (95%CI) | ≥53 years OR (95%CI) |
| Central adiposity | ||||||||
| No (WC <80 cm) | 39,480 (45.2) | 48.42 (4.30) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Yes (WC ≥80 cm) | 47,869 (54.8) | 48.83 (4.24) | 0.06 (−0.02 to 0.14) | 0.91 (0.82-1.01) | 0.99 (0.93-1.06) | 0.94 (0.90-1.00) | 0.98 (0.93-1.04) | 1.00 (0.95-1.06) |
| | 0.131 | 0.076 | 0.795 | 0.030 | 0.440 | 0.949 | ||
| Body mass index (BMI, kg/m2) | ||||||||
| Underweight (<18.5) | 5,497 (6.3) | 48.0 (4.4) | −0.41 (−0.53 to −0.29) | 1.00 (0.86-1.17) | 1.11 (1.01-1.21) | 0.97 (0.89-1.05) | 0.77 (0.70-0.85) | 0.77 (0.70-0.85) |
| Normal weight (18.5-23.9) | 40,205 (46.0) | 48.5 (4.3) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Overweight (24.0-27.9) | 29,513 (33.8) | 48.8 (4.2) | 0.29 (0.23-0.36) | 0.97 (0.89-1.07) | 0.99 (0.93-1.04) | 1.01 (0.97-1.06) | 1.11 (1.06-1.17) | 1.24 (1.19-1.30) |
| Obesity (≥28.0) | 12,134 (13.9) | 49.1 (4.2) | 0.49 (0.40-0.57) | 0.88 (0.78-1.01) | 0.95 (0.88-1.02) | 1.03 (0.97-1.10) | 1.20 (1.12-1.28) | 1.39 (1.31-1.48) |
| | <0.001 | 0.032 | 0.004 | 0.048 | <0.001 | <0.001 | ||
| BMI change per year from age 25 years (kg/m2) | ||||||||
| Lowest quartile (≤−0.030) | 16,063 (25.0) | 48.6 (4.28) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Lowest quartile to 0 | 6,111 (9.5) | 48.6 (4.19) | 0.01 (−0.11 to 0.13) | 0.94 (0.79-1.11) | 0.93 (0.83-1.03) | 0.92 (0.85-1.00) | 1.00 (0.91-1.10) | 0.92 (0.84-1.01) |
| 0 to second quartile (0.046) | 9,959 (15.5) | 48.9 (4.16) | 0.20 (0.09-0.31) | 0.88 (0.75-1.02) | 0.89 (0.81-0.98) | 0.94 (0.87-1.01) | 1.05 (0.97-1.13) | 1.01 (0.93-1.09) |
| Third quartile (0.046-0.122) | 16,096 (25.1) | 49.0 (4.10) | 0.21 (0.11-0.31) | 0.86 (0.74-1.00) | 0.87 (0.80-0.95) | 0.91 (0.84-0.97) | 1.07 (0.99-1.15) | 0.99 (0.92-1.06) |
| Highest quartile (>0.122) | 16,002 (24.9) | 49.1 (4.17) | 0.20 (0.08-0.32) | 0.98 (0.82-1.17) | 0.94 (0.85-1.05) | 0.95 (0.87-1.03) | 1.08 (0.99-1.18) | 1.06 (0.98-1.15) |
| | <0.001 | 0.011 | 0.017 | 0.014 | 0.059 | 0.084 | ||
| Hypertension | ||||||||
| No (SBP/DBP<140/90 mm Hg) | 40,636 (46.5) | 48.5 (4.2) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Yes (SBP/DBP ≥140/90 mm Hg or prior diagnosis) | 46,713 (53.5) | 48.8 (4.3) | 0.17 (0.11-0.23) | 1.03 (0.95-1.12) | 0.95 (0.91-1.00) | 0.96 (0.92-0.99) | 1.06 (1.01-1.10) | 1.09 (1.04-1.13) |
| | <0.001 | 0.505 | 0.041 | 0.022 | 0.013 | <0.001 | ||
ß and OR were adjusted for age, area, education, annual household income, smoking, BMI, age at menarche, and number of live births, except for the same variable. When calculating the OR, menopausal age of 48 to 50 years was used as the reference group. P < 0.001 did not change after Bonferroni corrections.
BMI, body mass index; CI, confidence interval; DBP, diastolic blood pressure; OR, odds ratio; SBP, systolic blood pressure; WC, waist circumstance.
Adjusted for age at baseline (continuous), except for the age variable.
Adjusted mean age at natural menopause and associations with reproductive characteristics of women
| Characteristics | No. of women (%) | Age at menopause (y), mean (SD) | Mean difference ß (95% CI) | <40 y OR (95% CI) | 40-44 y OR (95% CI) | 45-47 y OR (95% CI) | 51-52 y OR (95% CI) | ≥53 y OR (95% CI) |
| Age at menarche (y) | ||||||||
| ≤12 | 2,563 (2.9) | 47.9 (4.7) | −0.86 (−1.03 to −0.69) | 2.18 (1.79-2.66) | 2.00 (1.76-2.26) | 1.03 (0.91-1.16) | 1.07 (0.94-1.22) | 1.00 (0.88-1.14) |
| 13-14 | 15,607 (17.9) | 48.5 (4.3) | −0.28 (−0.36 to −0.19) | 1.18 (1.05-1.32) | 1.42 (1.33-1.52) | 0.93 (0.88-0.98) | 0.95 (0.89-1.00) | 1.01 (0.95-1.07) |
| 15-16 | 31,506 (36.1) | 48.7 (4.2) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| 17-18 | 28,390 (32.5) | 48.7 (4.2) | 0.09 (0.03-0.16) | 1.07 (0.97-1.18) | 0.97 (0.91-1.03) | 0.93 (0.88-0.97) | 0.94 (0.90-0.99) | 1.05 (1.00-1.11) |
| ≥19 | 9,283 (10.6) | 48.7 (4.4) | 0.10 (0.001-0.20) | 1.18 (1.03-1.35) | 1.03 (0.95-1.12) | 0.77 (0.72-0.83) | 0.84 (0.79-0.91) | 1.08 (1.01-1.16) |
| | <0.001 | 0.002 | <0.001 | <0.001 | <0.001 | 0.004 | ||
| Parous status | ||||||||
| Nulliparous | 1,077 (1.2) | 47.3 (4.8) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Parous | 86,272 (98.8) | 48.7 (4.3) | 1.37 (1.11-1.62) | 0.40 (0.31-0.51) | 0.69 (0.58-0.84) | 0.79 (0.67-0.94) | 1.25 (1.02-1.55) | 1.38 (1.12-1.70) |
| | <0.001 | <0.001 | <0.001 | 0.003 | 0.018 | 0.002 | ||
| Oral contraceptives use | ||||||||
| Never | 79,944 (91.5) | 48.6 (4.3) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Ever | 7,405 (8.5) | 49.1 (4.0) | 0.24 (0.13-0.34) | 0.78 (0.66-0.92) | 0.88 (0.80-0.96) | 0.99 (0.93-1.07) | 1.05 (0.98-1.13) | 1.07 (0.99-1.14) |
| | <0.001 | 0.004 | 0.006 | 0.871 | 0.191 | 0.071 | ||
| Number of pregnancies | ||||||||
| 1 | 1,593 (1.9) | 48.3 (4.5) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| 2 | 8,058 (9.3) | 48.6 (4.2) | 0.23 (−0.05 to 0.52) | 0.94 (0.65-1.36) | 1.13 (0.89-1.44) | 1.04 (0.85-1.26) | 1.25 (1.02-1.54) | 1.24 (1.02-1.52) |
| 3 | 18,377 (21.2) | 48.8 (4.1) | 0.51 (0.22-0.79) | 0.72 (0.49-1.06) | 1.06 (0.83-1.36) | 1.03 (0.84-1.25) | 1.40 (1.14-1.73) | 1.33 (1.09-1.63) |
| ≥4 | 58,497 (67.6) | 48.6 (4.3) | 0.56 (0.27-0.85) | 0.67 (0.45-0.98) | 1.02 (0.79-1.30) | 1.03 (0.84-1.25) | 1.36 (1.11-1.68) | 1.34 (1.10-1.64) |
| | <0.001 | <0.001 | 0.040 | 0.636 | 0.018 | 0.009 | ||
| Number of live births | ||||||||
| 1 | 3,755 (4.4) | 48.7 (4.3) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| 2 | 20,352 (23.6) | 48.9 (4.1) | 0.25 (0.11-0.40) | 0.78 (0.64-0.96) | 0.91 (0.80-1.04) | 1.11 (1.00-1.23) | 1.11 (1.00-1.23) | 1.11 (1.00-1.22) |
| 3 | 26,605 (30.8) | 48.8 (4.1) | 0.30 (0.15−0.44) | 0.65 (0.53-0.80) | 0.88 (0.78-1.00) | 1.05 (0.95-1.16) | 1.02 (0.92-1.14) | 1.07 (0.97-1.19) |
| ≥4 | 35,560 (41.2) | 48.4 (4.4) | 0.17 (0.02-0.32) | 0.70 (0.58-0.86) | 0.97 (0.86-1.11) | 1.05 (0.94-1.16) | 0.95 (0.85-1.06) | 1.10 (0.99-1.22) |
| | 0.438 | 0.002 | 0.063 | 0.132 | <0.001 | 0.218 | ||
| Age at first birth (y) | ||||||||
| <20 | 17,027 (19.8) | 48.4 (4.4) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| 20-24 | 48,518 (56.2) | 48.6 (4.3) | 0.06 (−0.02 to 0.14) | 0.86 (0.77-0.95) | 1.02 (0.96-1.08) | 1.01 (0.96-1.06) | 0.93 (0.87-0.98) | 1.03 (0.97-1.09) |
| 25-29 | 17,725 (20.5) | 49.0 (4.1) | 0.19 (0.08-0.29) | 0.74 (0.64-0.85) | 0.95 (0.87-1.04) | 0.90 (0.84-0.96) | 0.86 (0.79-0.92) | 1.05 (0.97-1.13) |
| ≥30 | 3,002 (3.5) | 49.0 (4.1) | 0.19 (0.01-0.38) | 0.68 (0.52-0.88) | 0.99 (0.84-1.15) | 0.87 (0.77-0.99) | 0.89 (0.78-1.02) | 0.99 (0.87-1.13) |
| | <0.001 | <0.001 | 0.139 | <0.001 | <0.001 | 0.183 | ||
| Number of spontaneous abortions | ||||||||
| 0 | 75,884 (87.7) | 48.7 (4.3) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| 1 | 8,163 (9.4) | 48.8 (4.3) | 0.19 (0.10-0.29) | 0.80 (0.70-0.93) | 0.97 (0.90-1.05) | 0.95 (0.89-1.01) | 0.98 (0.92-1.06) | 1.08 (1.01-1.16) |
| 2 | 1,798 (2.1) | 48.5 (4.4) | 0.04 (−0.16 to 0.24) | 1.02 (0.79-1.33) | 1.08 (0.92-1.26) | 1.00 (0.87-1.14) | 1.04 (0.90-1.21) | 1.12 (0.97-1.29) |
| ≥3 | 680 (0.8) | 48.1 (4.4) | −0.37 (−0.69 to −0.05) | 0.96 (0.62-1.49) | 1.33 (1.05-1.69) | 1.17 (0.95-1.45) | 1.13 (0.88-1.44) | 0.99 (0.77-1.27) |
| | 0.072 | 0.032 | 0.058 | 0.480 | 0.259 | 0.010 | ||
| Number of induced abortions | ||||||||
| 0 | 48,410 (56.0) | 48.5 (4.4) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| 1 | 21,910 (25.3) | 48.9 (4.1) | 0.22 (0.15-0.29) | 0.86 (0.78-0.95) | 0.90 (0.85-0.95) | 1.01 (0.96-1.06) | 1.08 (1.03-1.13) | 1.05 (1.00-1.10) |
| 2 | 10,990 (12.7) | 49.0 (4.1) | 0.22 (0.13-0.31) | 0.77 (0.67-0.89) | 0.88 (0.81-0.95) | 1.05 (0.99-1.12) | 1.08 (1.01-1.15) | 1.02 (0.96-1.09) |
| ≥3 | 5,215 (6.0) | 48.9 (4.1) | 0.17 (0.05-0.29) | 0.83 (0.69-1.01) | 0.94 (0.84-1.05) | 1.10 (1.01-1.19) | 1.04 (0.95-1.14) | 1.11 (1.02-1.20) |
| | <0.001 | <0.001 | <0.001 | 0.007 | 0.009 | 0.010 | ||
| Duration of breastfeeding per child (mo) | ||||||||
| Never breastfed | 1,504 (1.7) | 48.4 (4.5) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| 1-6 | 4,987 (5.8) | 48.5 (4.4) | 0.37 (0.13-0.61) | 0.76 (0.56-1.03) | 0.78 (0.65-0.95) | 0.94 (0.80-1.11) | 1.14 (0.94-1.37) | 1.01 (0.85-1.21) |
| 7-12 | 41,763 (48.4) | 48.8 (4.2) | 0.63 (0.41-0.84) | 0.61 (0.46-0.80) | 0.69 (0.58-0.83) | 0.85 (0.73-0.98) | 1.11 (0.94-1.31) | 1.02 (0.87-1.20) |
| 13-18 | 18,917 (21.9) | 48.7 (4.3) | 0.66 (0.44-0.88) | 0.65 (0.49-0.87) | 0.74 (0.62-0.89) | 0.94 (0.80-1.09) | 1.23 (1.04-1.46) | 1.15 (0.97-1.35) |
| 19-24 | 12,721 (14.8) | 48.5 (4.4) | 0.51 (0.28-0.74) | 0.77 (0.58-1.02) | 0.77 (0.64-0.93) | 0.97 (0.83-1.13) | 1.21 (1.01-1.44) | 1.08 (0.91-1.27) |
| ≥25 | 6,380 (7.4) | 48.3 (4.4) | 0.43 (0.19-0.67) | 0.80 (0.59-1.08) | 0.88 (0.73-1.06) | 1.07 (0.91-1.26) | 1.26 (1.05-1.51) | 1.17 (0.98-1.39) |
| | 0.172 | 0.008 | 0.004 | <0.001 | <0.001 | <0.001 | ||
ß and OR were adjusted for age, area, education, annual household income, smoking, body mass index (BMI), age at menarche, and number of live births, except for the same variable. When calculating the OR, menopausal age of 48 to 50 years was used as the reference group. P < 0.001 did not change after Bonferroni corrections.
CI, confidence interval; OR: odds ratio.
Adjusted for age at baseline (continuous), except for the age variable.
Among ever pregnant women.
Among parous women only.
Adjusted mean age at natural menopause and associations with lifestyle characteristics of women
| Characteristics | No. of women (%) | Age at menopause (y), mean (SD) | Mean difference ß (95% CI) | <40 y OR (95% CI) | 40-44 y OR (95% CI) | 45-47 y OR (95% CI) | 51-52 y OR (95% CI) | ≥53 y OR (95% CI) |
| Tea drinking | ||||||||
| Never | 46,793 (53.6) | 48.6 (4.3) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Occasional | 20,311 (23.2) | 48.7 (4.2) | 0.07 (0.004-0.15) | 0.84 (0.76-0.93) | 0.99 (0.93-1.05) | 0.98 (0.93-1.02) | 0.93 (0.89-0.98) | 1.04 (0.99-1.09) |
| Current regular | 20,245 (23.2) | 48.7 (4.3) | 0.11 (0.04-0.18) | 0.84 (0.76-0.93) | 0.98 (0.92-1.04) | 0.86 (0.82-0.90) | 0.88 (0.84-0.93) | 1.03 (0.98-1.08) |
| | 0.001 | <0.001 | 0.261 | <0.001 | <0.001 | 0.117 | ||
| Alcohol intake | ||||||||
| Never | 62,226 (71.2) | 48.6 (4.3) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Occasional | 22,164 (25.4) | 48.8 (4.2) | 0.10 (0.03-0.16) | 1.04 (0.94-1.14) | 0.99 (0.93-1.04) | 1.08 (1.03-1.13) | 1.04 (0.99-1.09) | 1.11 (1.06-1.16) |
| Current regular | 2,959 (3.4) | 48.4 (4.4) | −0.06 (−0.22 to 0.10) | 1.17 (0.95-1.45) | 1.09 (0.96-1.24) | 1.09 (0.98-1.22) | 1.08 (0.96-1.21) | 1.02 (0.90-1.14) |
| | 0.054 | 0.083 | 0.418 | 0.001 | 0.031 | 0.001 | ||
| Smoking | ||||||||
| Never | 79,275 (90.8) | 48.7 (4.26) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Occasional | 3,956 (4.5) | 48.5 (4.38) | −0.07 (−0.20 to 0.07) | 1.00 (0.83-1.21) | 1.09 (0.98-1.22) | 1.13 (1.04-1.24) | 1.15 (1.04-1.27) | 1.02 (0.92-1.13) |
| Current regular | 4,118 (4.7) | 48.1 (4.39) | −0.40 (−0.53 to −0.26) | 1.19 (1.00-1.40) | 1.19 (1.07-1.31) | 1.13 (1.03-1.23) | 0.95 (0.86-1.05) | 0.88 (0.79-0.97) |
| | <0.001 | 0.034 | <0.001 | 0.001 | 0.542 | 0.019 | ||
| Passive smoking | ||||||||
| Never | 23,854 (27.3) | 48.9 (4.16) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Occasional | 21,626 (24.8) | 48.6 (4.31) | −0.13 (−0.21 to −0.05) | 1.20 (1.08-1.35) | 1.13 (1.06-1.21) | 1.05 (1.00-1.11) | 1.02 (0.96-1.08) | 1.03 (0.98-1.09) |
| Current regular | 41,869 (47.9) | 48.5 (4.31) | −0.20 (−0.27 to −0.13) | 1.16 (1.05-1.28) | 1.16 (1.09-1.23) | 1.05 (1.00-1.10) | 0.94 (0.90-0.99) | 1.00 (0.96-1.06) |
| | <0.001 | 0.006 | <0.001 | 0.047 | 0.007 | 0.786 | ||
| Physical activity | ||||||||
| Low | 26,901 (30.8) | 48.6 (4.3) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Middle | 38,609 (44.2) | 48.7 (4.2) | 0.05 (−0.02 to 0.16) | 0.95 (0.86-1.04) | 1.01 (0.95-1.07) | 1.05 (1.00-1.10) | 1.04 (0.99-1.09) | 1.06 (1.01-1.11) |
| High | 21,839 (25.0) | 48.5 (4.3) | 0.07 (−0.01 to 0.15) | 1.00 (0.89-1.11) | 0.99 (0.93-1.06) | 1.08 (1.02-1.14) | 1.12 (1.06-1.19) | 1.07 (1.01-1.13) |
| | 0.035 | 0.511 | 0.576 | 0.004 | <0.001 | 0.009 | ||
| Duration of pesticide storage at home (mo) | ||||||||
| 0 | 60,241 (69.0) | 48.8 (4.3) | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| 1-6 | 3,127 (3.6) | 48.0 (4.4) | −0.21 (−0.37 to −0.05) | 0.98 (0.79-1.22) | 1.03 (0.91-1.16) | 1.05 (0.95-1.17) | 0.94 (0.83-1.06) | 0.90 (0.80-1.01) |
| 7-12 | 23,981 (27.4) | 48.4 (4.3) | 0.05 (−0.03 to 0.12) | 1.06 (0.96-1.18) | 0.96 (0.90-1.02) | 1.05 (0.99-1.10) | 1.16 (1.09-1.22) | 0.98 (0.92-1.03) |
| | 0.146 | 0.137 | 0.085 | 0.048 | <0.001 | 0.229 | ||
ß and OR were adjusted for age, area, education, annual household income, smoking, body mass index (BMI), age at menarche, and number of live births, except for the same variable. When calculating the OR, menopausal age of 48 to 50 years was used as the reference group. P < 0.001 did not change after Bonferroni corrections.
CI, confidence interval; OR, odds ratio.
Adjusted for age at baseline (continuous), except for the age variable.