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1Department of Preventive Medicine, Yonsei University College of Medicine, Seoul, Korea
2Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
© 2021, Korean Society of Epidemiology
This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
CONFLICT OF INTEREST
The authors have no conflicts of interest to declare for this study.
FUNDING
This study was supported by the 2020 Academic Research Fund of Korean Society of Cardiovascular Disease Prevention.
AUTHOR CONTRIBUTIONS
Conceptualization: JSS. Data curation: JSS. Formal analysis: JSS. Funding acquisition: JSS. Methodology: JSS, HCK. Visualization: JSS. Writing—original draft: JSS, HCK. Writing—review and editing: JSS, HCK.
Characteristics | Total (n=13,361) | Early eaters (n=6,680) | Late eaters (n=6,681) | p-value1 |
---|---|---|---|---|
Timing of eating occasions, hh:mm | ||||
First intake | 07:47±01:49 | 06:52±01:32 | 08:41±01:37 | <0.001 |
Breakfast (n=11,947)2 | 07:56±01:15 | 07:29±01:10 | 08:27±01:08 | <0.001 |
Lunch (n=12,382)3 | 12:45±01:07 | 12:34±01:03 | 12:56±01:08 | <0.001 |
Dinner (n=12,661)4 | 18:48±01:31 | 18:21±01:38 | 19:14±01:16 | <0.001 |
Last intake | 19:43±01:44 | 18:40±01:22 | 20:46±01:22 | <0.001 |
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Midpoint of eating duration, hh:mm | 13:45±01:18 | 12:46±00:47 | 14:44±00:55 | <0.001 |
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Gender (women) | 53.3 | 54.4 | 52.1 | 0.008 |
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Age, yr | 61.8±11.5 | 64.5±10.3 | 59.1±12.0 | <0.001 |
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Income (highest quartile) | 20.5 | 16.8 | 24.3 | <0.001 |
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Shift work (yes)5 | 8.4 | 7.7 | 9.1 | 0.003 |
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Body mass index, kg/m2 | 25.1±3.4 | 24.9±3.3 | 25.3±3.5 | <0.001 |
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Current smoking (yes) | 16.7 | 14.7 | 18.7 | <0.001 |
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Current drinking (yes) | 48.6 | 45.4 | 51.7 | <0.001 |
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Physical activity (no. of days of walking) | 3.7±2.7 | 3.8±2.7 | 3.6±2.7 | 0.003 |
|
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Awareness of hypertension (yes)6 | 71.4 | 75.1 | 67.7 | <0.001 |
|
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Adherence to antihypertensive medication (high)7 | 67.7 | 72 | 63.4 | <0.001 |
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Comorbid status (yes)8 | 43.3 | 44.9 | 41.6 | <0.001 |
Values are presented as mean±standard deviation or %.
1 Student t-test and the chi-square test.
2 Only for those who had breakfast.
3 Only for those who had lunch.
4 Only for those who had dinner.
5 Shift work included all types of shift work except day workers and those who were unemployed.
6 Awareness of hypertension was defined as physician-diagnosed hypertension.
7 Adherence to antihypertensive medication was defined as high (taking BP-lowering drugs for 20 days per month) or low (less than 20 days per month).
8 Comorbid status was defined as any presence of diabetes, dyslipidemia, stroke, myocardial infarction, or angina pectoris.
Variables | Total (n=13,361) | Early eaters (n=6,680) | Late eaters (n=6,681) | p-value1 |
---|---|---|---|---|
Dietary intake | ||||
Energy intake, kcal/d | 1,889±840 | 1,826±796 | 1,952±878 | <0.001 |
Carbohydrates (% of TE) | 70.3±11.2 | 71.8±10.8 | 68.9±11.3 | <0.001 |
Protein (% of TE) | 14.1±4.2 | 13.8±4.1 | 14.3±4.3 | <0.001 |
Fat (% of TE) | 15.6±8.7 | 14.4±8.3 | 16.8±8.9 | <0.001 |
Sodium, mg/d | 3,885±2,858 | 3,731±2,733 | 4,039±2,969 | <0.001 |
|
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Frequency of eating occasions (total) | 5.3±1.8 | 5.1±1.7 | 5.4±1.8 | <0.001 |
Meals | 2.8±0.5 | 2.8±0.4 | 2.7±0.5 | <0.001 |
Snacks | 2.5±1.7 | 2.3±1.7 | 2.7±1.7 | <0.001 |
|
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Meal energy density (% of TE) | ||||
Meals | 82.9±15.1 | 84.5±14.8 | 81.2±15.3 | <0.001 |
Snacks | 17.1±15.1 | 15.5±14.8 | 18.8±15.3 | <0.001 |
|
||||
Healthy eating index (score)2 | 65.8±12.4 | 66.4±12.1 | 65.2±12.6 | <0.001 |
|
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Adequacy | ||||
Breakfast (0–10) | 8.7±3.0 | 9.3±2.2 | 8.1±3.4 | <0.001 |
Mixed grains (0–5) | 2.6±2.2 | 2.7±2.2 | 2.4±2.2 | <0.001 |
Total fruits (0–5) | 2.5±2.2 | 2.5±2.3 | 2.5±2.2 | 0.386 |
Fresh fruits (0–5) | 2.7±2.4 | 2.6±2.4 | 2.7±2.4 | 0.622 |
Total vegetables (0–5) | 3.7±1.4 | 3.8±1.4 | 3.7±1.4 | 0.001 |
Fresh vegetables (0–5) | 3.4±1.6 | 3.5±1.7 | 3.4±1.6 | 0.005 |
Meat, fish, egg, and legumes (0–10) | 6.6±3.3 | 6.5±3.3 | 6.7±3.3 | <0.001 |
Milk and its products (0–10) | 2.6±4.1 | 2.5±4.0 | 2.8±4.2 | <0.001 |
|
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Moderation | ||||
Saturated fatty acids (0–10) | 8.8±2.9 | 9.0±2.6 | 8.6±3.1 | <0.001 |
Sodium (0–10) | 6.9±3.3 | 7.1±3.3 | 6.7±3.4 | <0.001 |
Sweets and beverages (0–10) | 9.5±1.8 | 9.5±1.8 | 9.4±1.9 | 0.140 |
|
||||
Balance | ||||
Carbohydrates (0–5) | 1.9±2.1 | 1.8±2.0 | 2.1±2.1 | <0.001 |
Total fat (0–5) | 2.8±2.2 | 2.6±2.2 | 3.0±2.2 | <0.001 |
Energy intake (0–5) | 3.1±2.2 | 3.1±2.2 | 3.1±2.2 | 0.351 |
Variables | Total (n) | BP control (%) | OR for BP control (95% CI)1 | ||
---|---|---|---|---|---|
|
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Model 1 | Model 2 | Model 3 | |||
Meal timing | |||||
Early eaters | 6,680 | 3,561 (53.3) | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) |
Late eaters | 6,681 | 3,228 (48.3) | 0.82 (0.77, 0.88) | 1.03 (0.94, 1.12) | 1.02 (0.90, 1.15) |
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Gender | |||||
Men | 6,244 | 3,052 (48.9) | - | 1.00 (reference) | 1.00 (reference) |
Women | 7,117 | 3,737 (52.5) | - | 0.86 (0.78, 0.95) | 0.83 (0.72, 0.95) |
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Age (yr) | 13,361 | - | 1.00 (0.99, 1.00) | 1.00 (0.99, 1.01) | |
|
|||||
Shift working | |||||
No | 11,993 | 6,124 (51.1) | 1.00 (reference) | 1.00 (reference) | |
Yes | 1,099 | 524 (47.7) | 1.13 (0.96, 1.33) | 1.14 (0.91, 1.44) | |
|
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Current smoking | |||||
No | 11,010 | 5,721 (52.0) | - | 1.00 (reference) | 1.00 (reference) |
Yes | 2,211 | 991 (44.8) | - | 1.12 (0.98, 1.28) | 1.14 (0.94, 1.38) |
|
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Current drinking | |||||
No | 6,802 | 3,665 (53.9) | - | 1.00 (reference) | 1.00 (reference) |
Yes | 6,422 | 3,044 (47.4) | - | 1.05 (0.95, 1.16) | 1.06 (0.93, 1.21) |
|
|||||
Walking, no. of days | 13,087 | - | - | 1.02 (1.00, 1.03) | 1.02 (1.00, 1.04) |
|
|||||
Body mass index (kg/m2) | 13,333 | - | - | 0.99 (0.98, 1.00) | 0.99 (0.97, 1.01) |
|
|||||
Comorbid status | |||||
No | 7,581 | 3,134 (41.3) | - | 1.00 (reference) | 1.00 (reference) |
Yes | 5,780 | 3,655 (63.2) | - | 1.05 (0.96, 1.15) | 1.05 (0.93, 1.18) |
|
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Adherence to antihypertensive medication | |||||
Low | 4,318 | 331 (7.7) | - | 1.00 (reference) | 1.00 (reference) |
High | 9,043 | 6,458 (71.4) | - | 30.94 (27.05, 35.39) | 187.86 (133.32, 264.70) |
|
|||||
Total energy intake (100 kcal) | 13,361 | - | - | - | 1.00 (0.99, 1.00) |
|
|||||
Healthy Eating Index (10 score) | 8,493 | - | - | - | 1.04 (0.99, 1.09) |
Data include number of participants, proportion of controlled blood pressure within each group, and OR (95% CI) of late eating for BP control.
BP, blood pressure; OR, odds ratio; CI, confidence interval.
1 Model 1 shows crude ORs; Model 2 was adjusted for gender, age, shift work, smoking, drinking, walking, body mass index, comorbid status, and adherence to antihypertensive medication; Model 3 was additionally adjusted for total energy intake and healthy eating index plus the variables included in model 2.
Variables | Cardiometabolic risk factors, mean±SD | Parameter estimate for cardiometabolic risk factors (p-value) | ||
---|---|---|---|---|
|
|
|||
Early eaters | Late eaters | Crude model | Adjusted model1 | |
Systolic blood pressure (mmHg) | 134.2±16.8 | 133.6±16.6 | −0.61 (0.035) | −0.38 (0.161) |
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Diastolic blood pressure (mmHg) | 79.0±11.8 | 82.2±12.3 | 3.20 (<0.001) | 0.19 (0.261) |
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BMI (kg/m2) | 24.9±3.3 | 25.3±3.5 | 0.43 (<0.001) | 0.13 (0.029) |
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Waist circumference (cm) | 86.1±9.1 | 86.5±9.5 | 0.43 (0.008) | −0.09 (0.273) |
|
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Fasting glucose (mg/dL) | 107.6±27.1 | 107.7±27.1 | 0.13 (0.790) | 0.20 (0.643) |
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Hemoglobin A1c (%) | 6.1±0.9 | 6.1±1.0 | −0.02 (0.218) | 0.01 (0.547) |
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Triglycerides (mg/dL) | 150.4±100.0 | 165.1±134.8 | 14.70 (<0.001) | 6.47 (0.003) |
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Total cholesterol (mg/dL) | 188.4±38.7 | 191.9±39.1 | 3.50 (<0.001) | 0.77 (0.253) |
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HDL cholesterol (mg/dL) | 48.2±12.0 | 48.1±11.9 | −0.12 (0.569) | −0.23 (0.270) |
SD, standard deviation; BMI, body mass index; HDL, high-density lipoprotein.
1 Adjusted models included gender, age, shift work, smoking, drinking, walking, BMI, comorbid status, and adherence to antihypertensive medication. For BMI, BMI was excluded in the adjusted model; for fasting glucose or hemoglobin A1c, antidiabetic treatment (drug use or insulin injection) was additionally added in the adjusted model; for blood lipid levels, lipid-lowering medication was additionally added in the adjusted model.
Characteristics | Total (n=13,361) | Early eaters (n=6,680) | Late eaters (n=6,681) | p-value |
---|---|---|---|---|
Timing of eating occasions, hh:mm | ||||
First intake | 07:47±01:49 | 06:52±01:32 | 08:41±01:37 | <0.001 |
Breakfast (n=11,947) |
07:56±01:15 | 07:29±01:10 | 08:27±01:08 | <0.001 |
Lunch (n=12,382) |
12:45±01:07 | 12:34±01:03 | 12:56±01:08 | <0.001 |
Dinner (n=12,661) |
18:48±01:31 | 18:21±01:38 | 19:14±01:16 | <0.001 |
Last intake | 19:43±01:44 | 18:40±01:22 | 20:46±01:22 | <0.001 |
| ||||
Midpoint of eating duration, hh:mm | 13:45±01:18 | 12:46±00:47 | 14:44±00:55 | <0.001 |
| ||||
Gender (women) | 53.3 | 54.4 | 52.1 | 0.008 |
| ||||
Age, yr | 61.8±11.5 | 64.5±10.3 | 59.1±12.0 | <0.001 |
| ||||
Income (highest quartile) | 20.5 | 16.8 | 24.3 | <0.001 |
| ||||
Shift work (yes) |
8.4 | 7.7 | 9.1 | 0.003 |
| ||||
Body mass index, kg/m2 | 25.1±3.4 | 24.9±3.3 | 25.3±3.5 | <0.001 |
| ||||
Current smoking (yes) | 16.7 | 14.7 | 18.7 | <0.001 |
| ||||
Current drinking (yes) | 48.6 | 45.4 | 51.7 | <0.001 |
| ||||
Physical activity (no. of days of walking) | 3.7±2.7 | 3.8±2.7 | 3.6±2.7 | 0.003 |
| ||||
Awareness of hypertension (yes) |
71.4 | 75.1 | 67.7 | <0.001 |
| ||||
Adherence to antihypertensive medication (high) |
67.7 | 72 | 63.4 | <0.001 |
| ||||
Comorbid status (yes) |
43.3 | 44.9 | 41.6 | <0.001 |
Variables | Total (n=13,361) | Early eaters (n=6,680) | Late eaters (n=6,681) | p-value |
---|---|---|---|---|
Dietary intake | ||||
Energy intake, kcal/d | 1,889±840 | 1,826±796 | 1,952±878 | <0.001 |
Carbohydrates (% of TE) | 70.3±11.2 | 71.8±10.8 | 68.9±11.3 | <0.001 |
Protein (% of TE) | 14.1±4.2 | 13.8±4.1 | 14.3±4.3 | <0.001 |
Fat (% of TE) | 15.6±8.7 | 14.4±8.3 | 16.8±8.9 | <0.001 |
Sodium, mg/d | 3,885±2,858 | 3,731±2,733 | 4,039±2,969 | <0.001 |
| ||||
Frequency of eating occasions (total) | 5.3±1.8 | 5.1±1.7 | 5.4±1.8 | <0.001 |
Meals | 2.8±0.5 | 2.8±0.4 | 2.7±0.5 | <0.001 |
Snacks | 2.5±1.7 | 2.3±1.7 | 2.7±1.7 | <0.001 |
| ||||
Meal energy density (% of TE) | ||||
Meals | 82.9±15.1 | 84.5±14.8 | 81.2±15.3 | <0.001 |
Snacks | 17.1±15.1 | 15.5±14.8 | 18.8±15.3 | <0.001 |
| ||||
Healthy eating index (score) |
65.8±12.4 | 66.4±12.1 | 65.2±12.6 | <0.001 |
| ||||
Adequacy | ||||
Breakfast (0–10) | 8.7±3.0 | 9.3±2.2 | 8.1±3.4 | <0.001 |
Mixed grains (0–5) | 2.6±2.2 | 2.7±2.2 | 2.4±2.2 | <0.001 |
Total fruits (0–5) | 2.5±2.2 | 2.5±2.3 | 2.5±2.2 | 0.386 |
Fresh fruits (0–5) | 2.7±2.4 | 2.6±2.4 | 2.7±2.4 | 0.622 |
Total vegetables (0–5) | 3.7±1.4 | 3.8±1.4 | 3.7±1.4 | 0.001 |
Fresh vegetables (0–5) | 3.4±1.6 | 3.5±1.7 | 3.4±1.6 | 0.005 |
Meat, fish, egg, and legumes (0–10) | 6.6±3.3 | 6.5±3.3 | 6.7±3.3 | <0.001 |
Milk and its products (0–10) | 2.6±4.1 | 2.5±4.0 | 2.8±4.2 | <0.001 |
| ||||
Moderation | ||||
Saturated fatty acids (0–10) | 8.8±2.9 | 9.0±2.6 | 8.6±3.1 | <0.001 |
Sodium (0–10) | 6.9±3.3 | 7.1±3.3 | 6.7±3.4 | <0.001 |
Sweets and beverages (0–10) | 9.5±1.8 | 9.5±1.8 | 9.4±1.9 | 0.140 |
| ||||
Balance | ||||
Carbohydrates (0–5) | 1.9±2.1 | 1.8±2.0 | 2.1±2.1 | <0.001 |
Total fat (0–5) | 2.8±2.2 | 2.6±2.2 | 3.0±2.2 | <0.001 |
Energy intake (0–5) | 3.1±2.2 | 3.1±2.2 | 3.1±2.2 | 0.351 |
Variables | Total (n) | BP control (%) | OR for BP control (95% CI) | ||
---|---|---|---|---|---|
| |||||
Model 1 | Model 2 | Model 3 | |||
Meal timing | |||||
Early eaters | 6,680 | 3,561 (53.3) | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) |
Late eaters | 6,681 | 3,228 (48.3) | 0.82 (0.77, 0.88) | 1.03 (0.94, 1.12) | 1.02 (0.90, 1.15) |
| |||||
Gender | |||||
Men | 6,244 | 3,052 (48.9) | - | 1.00 (reference) | 1.00 (reference) |
Women | 7,117 | 3,737 (52.5) | - | 0.86 (0.78, 0.95) | 0.83 (0.72, 0.95) |
| |||||
Age (yr) | 13,361 | - | 1.00 (0.99, 1.00) | 1.00 (0.99, 1.01) | |
| |||||
Shift working | |||||
No | 11,993 | 6,124 (51.1) | 1.00 (reference) | 1.00 (reference) | |
Yes | 1,099 | 524 (47.7) | 1.13 (0.96, 1.33) | 1.14 (0.91, 1.44) | |
| |||||
Current smoking | |||||
No | 11,010 | 5,721 (52.0) | - | 1.00 (reference) | 1.00 (reference) |
Yes | 2,211 | 991 (44.8) | - | 1.12 (0.98, 1.28) | 1.14 (0.94, 1.38) |
| |||||
Current drinking | |||||
No | 6,802 | 3,665 (53.9) | - | 1.00 (reference) | 1.00 (reference) |
Yes | 6,422 | 3,044 (47.4) | - | 1.05 (0.95, 1.16) | 1.06 (0.93, 1.21) |
| |||||
Walking, no. of days | 13,087 | - | - | 1.02 (1.00, 1.03) | 1.02 (1.00, 1.04) |
| |||||
Body mass index (kg/m2) | 13,333 | - | - | 0.99 (0.98, 1.00) | 0.99 (0.97, 1.01) |
| |||||
Comorbid status | |||||
No | 7,581 | 3,134 (41.3) | - | 1.00 (reference) | 1.00 (reference) |
Yes | 5,780 | 3,655 (63.2) | - | 1.05 (0.96, 1.15) | 1.05 (0.93, 1.18) |
| |||||
Adherence to antihypertensive medication | |||||
Low | 4,318 | 331 (7.7) | - | 1.00 (reference) | 1.00 (reference) |
High | 9,043 | 6,458 (71.4) | - | 30.94 (27.05, 35.39) | 187.86 (133.32, 264.70) |
| |||||
Total energy intake (100 kcal) | 13,361 | - | - | - | 1.00 (0.99, 1.00) |
| |||||
Healthy Eating Index (10 score) | 8,493 | - | - | - | 1.04 (0.99, 1.09) |
Variables | Cardiometabolic risk factors, mean±SD | Parameter estimate for cardiometabolic risk factors (p-value) | ||
---|---|---|---|---|
|
| |||
Early eaters | Late eaters | Crude model | Adjusted model | |
Systolic blood pressure (mmHg) | 134.2±16.8 | 133.6±16.6 | −0.61 (0.035) | −0.38 (0.161) |
| ||||
Diastolic blood pressure (mmHg) | 79.0±11.8 | 82.2±12.3 | 3.20 (<0.001) | 0.19 (0.261) |
| ||||
BMI (kg/m2) | 24.9±3.3 | 25.3±3.5 | 0.43 (<0.001) | 0.13 (0.029) |
| ||||
Waist circumference (cm) | 86.1±9.1 | 86.5±9.5 | 0.43 (0.008) | −0.09 (0.273) |
| ||||
Fasting glucose (mg/dL) | 107.6±27.1 | 107.7±27.1 | 0.13 (0.790) | 0.20 (0.643) |
| ||||
Hemoglobin A1c (%) | 6.1±0.9 | 6.1±1.0 | −0.02 (0.218) | 0.01 (0.547) |
| ||||
Triglycerides (mg/dL) | 150.4±100.0 | 165.1±134.8 | 14.70 (<0.001) | 6.47 (0.003) |
| ||||
Total cholesterol (mg/dL) | 188.4±38.7 | 191.9±39.1 | 3.50 (<0.001) | 0.77 (0.253) |
| ||||
HDL cholesterol (mg/dL) | 48.2±12.0 | 48.1±11.9 | −0.12 (0.569) | −0.23 (0.270) |
Values are presented as mean±standard deviation or %. Student t-test and the chi-square test. Only for those who had breakfast. Only for those who had lunch. Only for those who had dinner. Shift work included all types of shift work except day workers and those who were unemployed. Awareness of hypertension was defined as physician-diagnosed hypertension. Adherence to antihypertensive medication was defined as high (taking BP-lowering drugs for 20 days per month) or low (less than 20 days per month). Comorbid status was defined as any presence of diabetes, dyslipidemia, stroke, myocardial infarction, or angina pectoris.
Values are presented as mean±standard deviation. TE, total energy intake; KNHANES, Korea National Health and Nutrition Examination Survey. Student t-test. Information on healthy eating index and its components was available only for participants in the KNHANES 2013–2018.
Data include number of participants, proportion of controlled blood pressure within each group, and OR (95% CI) of late eating for BP control. BP, blood pressure; OR, odds ratio; CI, confidence interval. Model 1 shows crude ORs; Model 2 was adjusted for gender, age, shift work, smoking, drinking, walking, body mass index, comorbid status, and adherence to antihypertensive medication; Model 3 was additionally adjusted for total energy intake and healthy eating index plus the variables included in model 2.
SD, standard deviation; BMI, body mass index; HDL, high-density lipoprotein. Adjusted models included gender, age, shift work, smoking, drinking, walking, BMI, comorbid status, and adherence to antihypertensive medication. For BMI, BMI was excluded in the adjusted model; for fasting glucose or hemoglobin A1c, antidiabetic treatment (drug use or insulin injection) was additionally added in the adjusted model; for blood lipid levels, lipid-lowering medication was additionally added in the adjusted model.