Distribution of physical activity of participants
We had 2006 participants (1,011 men and 995 women) aged 15–104 years (mean 45.2 years; standard deviation 19.4) for the subsequent analysis. The prevalence of hypertension (SBP ≥ 140 or DBP ≥ 90) was 17.6%. There was a significant difference in the distribution of physical activity of participants with different characteristics (Table 1). In particular, participants aged 15–54 years, males, no family history of hypertension, BMI health, non-drinking, and non-smoking generally account for a high percentage of physical activity related to work, agriculture, housework, transportation, and leisure. Moreover, men's physical activity duration was generally higher than women's.
Table 1
Distribution of physical activity of participants from Chengdu, China, 2012–2015 (n = 2006).
| Work, agriculture, and housework | Transportation | Leisure | Static behavior | Sleep behavior |
| Vigorous | Moderate | Walking or cycling | Vigorous | Moderate | working day | non-working day | working day | non-working day |
| n = 189a | Durationb, h/week | n = 1624a | Durationb, h/week | n = 1506a | Durationb, h/week | n = 85a | Durationb, h/week | n = 768a | Durationb, h/week | Durationb, h/ day | Durationb, h/day | Durationb, h/day | Durationb, h/ day |
Ages (years) | | | | | | | | | | | | | | |
15–34 | 34.6 | 1.4 ± 7.5 | 36.9 | 13.7 ± 17.0 | 35.3 | 7.0 ± 9.3 | 84.7 | 0.4 ± 2.0 | 42.1 | 3.8 ± 6.4 | 6.2 ± 2.5 | 6.7 ± 2.3 | 8.0 ± 0.8 | 8.9 ± 1.1 |
35–54 | 38.4 | 2.0 ± 8.2 | 32.4 | 17.2 ± 17.6 | 30 | 7.5 ± 9.5 | 12.9 | 0.1 ± 1.1 | 28.5 | 3.7 ± 7.0 | 6.0 ± 2.6 | 6.7 ± 2.5 | 7.8 ± 1.0 | 8.3 ± 1.1 |
55–74 | 25.1 | 2.1 ± 8.9 | 22.3 | 14.1 ± 15.5 | 23.5 | 8.5 ± 8.8 | 2.4 | 0 | 22.8 | 4.3 ± 7.4 | 5.8 ± 2.5 | 7.0 ± 2.1 | 7.8 ± 0.9 | 8.2 ± 1.2 |
≥75 | 1.9 | 0.1 ± 1.0 | 8.4 | 8.0 ± 11.3 | 11.2 | 11.4 ± 11.0 | 0 | 0 | 6.6 | 2.5 ± 5.1 | 6.4 ± 2.2 | 7.7 ± 2.0 | 7.8 ± 1.1 | 8.3 ± 1.3 |
Sex | | | | | | | | | | | | | | |
Women | 23.9 | 0.6 ± 4.2 | 55.9 | 15.9 ± 16.1 | 50.8 | 7.8 ± 9.0 | 18.8 | 0.1 ± 1.0 | 46.6 | 3.4 ± 5.8 | 6.0 ± 2.4 | 6.8 ± 2.2 | 7.8 ± 0.9 | 8.5 ± 1.2 |
Man | 76.1 | 2.6 ± 9.9 | 44.1 | 12.8 ± 16.9 | 49.2 | 8.0 ± 10.0 | 81.2 | 0.3 ± 1.6 | 53.4 | 4.1 ± 7.5 | 6.1 ± 2.6 | 6.9 ± 2.4 | 7.9 ± 0.9 | 8.5 ± 1.2 |
Marriage | | | | | | | | | | | | | | |
Single | 16.4 | 1.1 ± 6.5 | 21.4 | 9.2 ± 13.1 | 25.1 | 8.7 ± 9.5 | 74.1 | 0.6 ± 2.2 | 24.6 | 3.7 ± 6.7 | 6.7 ± 2.5 | 7.1 ± 2.4 | 7.8 ± 1.0 | 8.7 ± 1.3 |
Married | 83.6 | 1.8 ± 8.0 | 78.6 | 15.8 ± 17.2 | 74.9 | 7.7 ± 9.5 | 25.9 | 0.1 ± 0.9 | 75.4 | 3.8 ± 6.7 | 5.9 ± 2.5 | 6.8 ± 2.3 | 7.9 ± 0.9 | 8.4 ± 1.1 |
Education | | | | | | | | | | | | | | |
Not educated | 6.3 | 1.4 ± 6.5 | 6.1 | 9.2 ± 11.5 | 7.6 | 10.4 ± 10.2 | 1.2 | 0 ± 0.1 | 4.9 | 2.7 ± 5.3 | 6.0 ± 2.3 | 7.4 ± 2.3 | 8.0 ± 0.9 | 8.3 ± 1.3 |
Primary school | 34 | 2.1 ± 8.4 | 30 | 14.7 ± 16.7 | 31.5 | 8.6 ± 9.5 | 3.5 | 0 ± 0.3 | 27.4 | 3.7 ± 6.9 | 5.9 ± 2.5 | 6.9 ± 2.1 | 7.8 ± 1.0 | 8.3 ± 1.1 |
Junior high school | 45.3 | 2.0 ± 8.9 | 39.8 | 16.6 ± 17.6 | 35.9 | 6.9 ± 8.7 | 27.1 | 0.2 ± 1.5 | 38.8 | 3.9 ± 7.1 | 5.9 ± 2.6 | 6.8 ± 2.4 | 7.8 ± 0.9 | 8.4 ± 1.2 |
High school or higher | 14.4 | 0.5 ± 4.0 | 24.1 | 11.8 ± 15.3 | 25 | 8.0 ± 10.2 | 68.2 | 0.4 ± 1.9 | 28.9 | 3.8 ± 6.1 | 6.5 ± 2.5 | 6.8 ± 2.4 | 8.0 ± 0.8 | 8.9 ± 1.2 |
Family history of hypertension | | | | | | | | | | | | | | |
No | 86.2 | 1.6 ± 7.6 | 83.6 | 13.5 ± 16.0 | 86 | 8.3 ± 9.6 | 95.3 | 0.2 ± 1.2 | 85.5 | 3.9 ± 6.9 | 6.1 ± 2.5 | 6.9 ± 2.3 | 7.9 ± 0.9 | 8.5 ± 1.2 |
Yes | 13.8 | 1.6 ± 8.1 | 16.4 | 18.8 ± 18.9 | 14 | 6.2 ± 8.5 | 4.7 | 0.2 ± 1.7 | 14.5 | 3.0 ± 5.3 | 6.0 ± 2.6 | 6.6 ± 2.6 | 7.7 ± 1.0 | 8.2 ± 1.0 |
Body mass index(kg/m2) | | | | | | | | | | | | | | |
<18.5 | 5.7 | 0.9 ± 5.6 | 9.7 | 12.0 ± 15.4 | 10.1 | 6.9 ± 8.5 | 14.1 | 0.3 ± 2.1 | 11.5 | 3.7 ± 6.6 | 6.3 ± 2.6 | 6.9 ± 2.2 | 8.0 ± 0.9 | 8.9 ± 1.2 |
18.5–24.0 | 71 | 1.9 ± 8.5 | 64.1 | 14.3 ± 16.7 | 64.5 | 8.2 ± 9.9 | 68.2 | 0.2 ± 1.1 | 62.6 | 3.6 ± 6.4 | 6.1 ± 2.5 | 6.8 ± 2.4 | 7.9 ± 0.9 | 8.5 ± 1.2 |
24.0-27.9 | 19.5 | 1.2 ± 6.1 | 22.7 | 15.0 ± 16.6 | 22.1 | 8.1 ± 9.2 | 13 | 0.2 ± 1.5 | 22.6 | 4.2 ± 7.1 | 5.8 ± 2.3 | 6.9 ± 2.3 | 7.8 ± 0.9 | 8.3 ± 1.2 |
≥28 | 3.8 | 1.5 ± 7.1 | 3.5 | 17.2 ± 17.4 | 3.3 | 5.6 ± 6.7 | 4.7 | 0.3 ± 1.5 | 3.3 | 4.2 ± 9.7 | 5.9 ± 2.7 | 7.0 ± 2.4 | 7.7 ± 1.1 | 8.5 ± 1.1 |
Drinking frequency | | | | | | | | | | | | | |
Never | 62.2 | 1.2 ± 6.4 | 78.7 | 14.9 ± 16.2 | 75.6 | 7.9 ± 9.3 | 71.8 | 0.2 ± 1.2 | 77.4 | 3.8 ± 6.4 | 6.0 ± 2.4 | 6.7 ± 2.3 | 7.9 ± 0.9 | 8.5 ± 1.2 |
≤ 1/month | 10.1 | 2.1 ± 9.2 | 5.7 | 13.5 ± 17.5 | 5.1 | 8.6 ± 11.3 | 15.3 | 0.6 ± 2.4 | 5.3 | 3.5 ± 8.1 | 6.0 ± 2.7 | 6.9 ± 2.4 | 8.0 ± 1.0 | 8.6 ± 1.2 |
> 1/month | 27.7 | 3.1 ± 11.2 | 15.6 | 12.5 ± 17.7 | 19.3 | 7.9 ± 9.6 | 12.9 | 0.2 ± 1.4 | 17.3 | 3.6 ± 7.6 | 6.1 ± 2.8 | 7.3 ± 2.5 | 7.9 ± 1.0 | 8.3 ± 1.2 |
Smoking status | | | | | | | | | | | | | | |
Never | 49.1 | 1.0 ± 6.1 | 75.8 | 14.7 ± 16.2 | 72.7 | 7.9 ± 9.5 | 84.7 | 0.2 ± 1.3 | 71.4 | 3.5 ± 6.1 | 6.1 ± 2.5 | 6.8 ± 2.3 | 7.9 ± 0.9 | 8.5 ± 1.2 |
Ever or current | 50.9 | 3.1 ± 10.7 | 24.2 | 13.4 ± 17.6 | 27.3 | 7.9 ± 9.5 | 15.3 | 0.1 ± 1.4 | 28.6 | 4.3 ± 8.1 | 5.9 ± 2.6 | 6.9 ± 2.4 | 7.9 ± 1.0 | 8.5 ± 1.2 |
All the above physical activities are last at least 10 minutes. |
a Values are number (%) of participants |
b Values are mean ± SD, SD = standard deviation |
The participants' characteristics stratified by hypertensive status.
Table 2 shows the hypertension distribution of participants in demographics. It indicates that there were significant differences between blood pressure categories in age(p-value < 0.0001), education(p-value < 0.0001), BMI(p-value < 0.0001), drinking frequency (p-value < 0.0001), and family history of hypertension(p-value < 0.0001). Specifically, participants with lower compared to those with higher blood pressure were older, less educated, had higher BMI levels, drinking more than once a month, and had a family history of hypertension. We found no significant differences in gender (p-value = 0.7175), marital status (p-value = 0.6648), and smoking habits (p-value = 0.1133).
Table 2
Characteristics stratified by hypertensive status of participants from Chengdu, China, 2012–2015 (n = 2006).
| All(n = 2006) | No hypertension (n = 1652) | Hypertension (n = 354) | p-value |
Covariates | | | | |
Ages a, years | | | | < 0.0001 |
15–34 | 736(36.7) | 725(43.8) | 11(3.1) | |
35–54 | 631(31.5) | 558(33.8) | 73(20.6) | |
55–74 | 440(21.9) | 257(15.6) | 183(51.7) | |
≥75 | 199(9.9) | 112(6.8) | 87(24.6) | |
Sex a | | | | 0.7175 |
Women | 995(49.6) | 823(49.8) | 172(48.6) | |
Man | 1011(50.4) | 829(50.2) | 182(51.4) | |
Marriage a | | | | 0.6648 |
Single | 451(22.5) | 375(22.7) | 76(21.5) | |
Married | 1555(77.5) | 1277(77.3) | 278(78.5) | |
Education a | | | | < 0.0001 |
Not educated | 140(7.0) | 77(4.7) | 63(17.8) | |
Primary school | 607(30.3) | 416(25.2) | 191(54.0) | |
Junior high school | 776(38.7) | 695(42.0) | 81(22.9) | |
High school or higher | 483(24.0) | 464(28.1) | 19(5.3) | |
Family history of hypertension a | | | | < 0.0001 |
No | 1695(84.5) | 1422(86.1) | 273(77.1) | |
Yes | 311(15.5) | 230(13.9) | 81(22.9) | |
Body mass index a, kg/m2 | | | | < 0.0001 |
<18.5 | 203(10.1) | 187(11.3) | 16(4.5) | |
18.5–24.0 | 1288(64.2) | 1100(66.6) | 188(53.1) | |
24.0-27.9 | 443(22.1) | 316(19.1) | 127(35.9) | |
≥28 | 72(3.6) | 49(3.0) | 23(6.5) | |
Drinking frequency a | | | | < 0.0001 |
Never | 1521(75.8) | 1254(75.9) | 267(75.4) | |
≤ 1/month | 110(5.5) | 108(6.5) | 2(0.6) | |
> 1/month | 375(18.7) | 290(17.6) | 85(24.0) | |
Smoking status a | | | | 0.1133 |
Never | 1443(71.9) | 1201(72.7) | 242(68.4) | |
Ever or current | 563(28.1) | 451(27.3) | 112(31.6) | |
a Values are number (%) of participants. |
b Values are mean ± SD, SD = standard deviation. |
Distribution of hypertension according to physical activity patterns.
There were differences in the distribution of hypertension for moderate activity related to work, agriculture, and housework (p-value = 0.0164) and vigorous activity related to leisure(p-value = 0.0003). Participants in hypertension and non-hypertension have significant differences in the duration of vigorous activity related to leisure (p-value = 0.0002) and the sleeping duration per non-working day (p-value < 0.0001). There was no significant difference between blood pressure categories in the remaining physical activity patterns (Table 3).
Table 3
Distribution of hypertension with different physical activity patterns of participants from Chengdu, China, 2012–2015 (n = 2006).
Physical activity pattern | All (n = 2006) | No hypertension (n = 1652) | Hypertension (n = 354) | p-value |
Work, agriculture, and housework | | | | |
Vigorous a | | | | 0.9036 |
No | 1847(92.1) | 1530(92.0) | 327(92.4) | |
Yes | 159(7.9) | 132(8.0) | 27(7.6) | |
Duration of vigorous activity b, h/week | 1.6 ± 7.7 | 1.6 ± 7.7 | 1.6 ± 7.5 | 0.8377 |
Moderate a | | | | 0.0164 |
No | 382(19.0) | 298(18.0) | 84(23.7) | |
Yes | 1624(81.0) | 1354(82.0) | 270(76.3) | |
Duration of moderate activity b, h/week | 14.3 ± 16.6 | 14.5 ± 16.7 | 13.8 ± 16.0 | 0.4213 |
Transportation | | | | |
Walking or cycling a | | | | 0.4374 |
No | 500(24.9) | 418(25.3) | 82(23.2) | |
Yes | 1506(75.1) | 1234(74.7) | 272(76.8) | |
Duration of walking or cycling b, h/week | 7.9 ± 9.5 | 7.9 ± 9.6 | 8.0 ± 9.0 | 0.3141 |
Leisure-related physical activity | | | | |
Vigorous a | | | | 0.0003 |
No | 1921(95.8) | 1569(95.0) | 352(99.4) | |
Yes | 85(4.2) | 83(5.0) | 2(0.6) | |
Duration of vigorous activity b, h/week | 0.2 ± 1.3 | 0.2 ± 1.5 | 0 ± 0.1 | 0.0002 |
Moderate a | | | | 0.2269 |
No | 1238(61.7) | 1009(61.1) | 229(64.7) | |
Yes | 768(38.3) | 643(38.9) | 125(35.3) | |
Duration of moderate activity b, h/week | 3.8 ± 6.7 | 3.7 ± 6.6 | 4.1 ± 7.2 | 0.8318 |
Static behavior | | | | |
Duration of static behavior b, h/working day | 6.1 ± 2.5 | 6.1 ± 2.5 | 6.0 ± 2.5 | 0.9286 |
Duration of static behavior b, h/non-working day | 6.9 ± 2.3 | 6.8 ± 2.3 | 7.0 ± 2.3 | 0.1049 |
Sleep behavior | | | | |
Duration of sleeping b, h/working day | 7.9 ± 0.9 | 7.9 ± 0.9 | 7.8 ± 1.0 | 0.2861 |
Duration of sleeping b, h/non-working day | 8.5 ± 1.2 | 8.6 ± 1.2 | 8.1 ± 1.2 | < 0.0001 |
All the above physical activities are last at least 10 minutes. |
a Values are number (%) of participants. |
b Values are mean ± SD, SD = standard deviation. |
Results of logistic regression models demonstrating the association between physical activity and hypertension.
By drawing the ROC, the AUC of model 1 is 0.837, while model 2 is 0.870. These show that the fitting effect of the models is good. According to the Hosmer-Lemeshow test, model 2 (p-value = 0.944) is better than model 1 (p-value = 0.850), which is the same as the result of Likelihood Ratio test (p-value < 0.0001). Besides, in model 1, Cox and Snell Pseudo-R2 is 0.2093, Nagelkerke PseudoR2 is 0.3453, and AIC is 1464.43; the corresponding values in model 2 are 0.2516, 0.4150, and 1376.22, respectively. All the above indicate that the adjusted model 2 has better goodness of fit than model 1.
The associations of physical activity with hypertension, stratified by physical activity categories are illustrated in Fig. 4. In model 1, we adjusted for age and sex. For activity related to work, agriculture, and housework and static behavior, time spent doing physical activity and hypertension were not associated. For activity related to transportation, the duration of walking or cycling ≥ 15 hours/week was associated with the low prevalence of hypertension (OR = 0.56; 95% CI = 0.35–0.89). About moderate activity related to leisure, there was a significant association between the duration of ≥ 15 hours/week and hypertension (OR = 2.03; 95% CI = 1.20–3.39). As for sleep behavior, participants whose duration of sleeping ≥ ten h/non-working day were less likely to have hypertension (OR = 0.37; 95% CI = 0.19–0.73).
The model was further adjusted for marriage, education, family history of hypertension, BMI, drinking frequency, and smoking status in model 2. Walking or cycling ≥ 15 hours/week (OR = 0.58; 95% CI = 0.36–0.95) and the sleeping duration ≥ 10 hours/non-working day (OR = 0.40; 95% CI = 0.19–0.81) both are protective factors for hypertension. The risk factor associated with hypertension is the moderate activity related to leisure ≥ 15 hours/week (OR = 1.98; 95% CI = 1.14–3.40).