| Literature DB >> 32752047 |
Mai Matsumoto1, Naoko Waki1, Hiroyuki Suganuma1, Ippei Takahashi2, Sizuka Kurauchi2, Kahori Sawada2, Itoyo Tokuda2, Mina Misawa2, Masataka Ando2, Ken Itoh2, Kazushige Ihara2, Shigeyuki Nakaji2.
Abstract
Several studies have demonstrated that carotenoid-rich vegetables are useful against cardiovascular diseases (CVDs). However, it is still unclear when a healthy population should start eating these vegetables to prevent CVDs. In this study, we evaluated the role of carotenoids in CVD markers in healthy subjects using age-stratified analysis. We selected 1350 subjects with no history of apparent illness who were undergoing health examinations. We then evaluated the relationship between the serum concentrations of six major carotenoids as well as their total, and nine CVD markers (i.e., body mass index (BMI), pulse wave velocity (PWV), systolic blood pressure (SBP), diastolic blood pressure (DBP), Homeostatic Model Assessment of Insulin Resistance (HOMA-IR), blood insulin, fasting blood glucose (FBG), triglycerides (TGs), and high-density lipoprotein (HDL) cholesterol) using multiple regression analysis. It was found that the total carotenoid level was significantly associated with seven markers other than BMI and FBG in males and with eight markers other than DBP in females. Many of these relationships were independent of lifestyle habits. Many significant relationships were found in young males (aged 20-39) and middle-aged females (aged 40-59). These findings can be used as lifestyle guidance for disease prevention although the causal relationships should be confirmed.Entities:
Keywords: carotenoid; healthy subjects; metabolic syndrome; resident-based cross-sectional study; vegetable intake
Mesh:
Substances:
Year: 2020 PMID: 32752047 PMCID: PMC7469056 DOI: 10.3390/nu12082310
Source DB: PubMed Journal: Nutrients ISSN: 2072-6643 Impact factor: 5.717
Physiological characteristics of study subjects.
| Measurement Item | Male | Female | |||||||
|---|---|---|---|---|---|---|---|---|---|
| All | Young | Middle-aged | Old | All | Young | Middle-aged | Old | ||
| Number of samples | N | 538 | 195 | 192 | 151 | 812 | 254 | 292 | 263 |
| Basic markers | Age, year | 48.2 ± 15.5 | 32 ± 5.1 | 48.8 ± 5.7 a | 68.2 ± 6.2 a, b | 49.8 ± 15.9 | 31.3 ± 5.3 | 49.6 ± 5.9 a | 68.1 ± 6.2 a, b |
| Current smoking, % | 34 | 42.6 | 38 | 17.9 a, b | 11.8 *** | 12.6 *** | 17.8 *** | 4.6 a, b *** | |
| Habitual exercise, % | 11 | 12.8 | 9.9 | 9.9 | 7.02 * | 6.3 * | 6.5 | 8.4 | |
| Alcohol intake, g/day | 23.5 ± 25.9 | 21 ± 25.06 | 26.07 ± 27.36 | 23.41 ± 24.72 | 4.91 ± 11.4 *** | 5.17 ± 12.49 *** | 6.76 ± 12.63 *** | 2.51 ± 7.85 a, b *** | |
| Antihypertensive use, % | 17.1 | 0.5 | 13.0 a | 43.7 a, b | 18.0 | 0 | 9.6 a | 44.9 a, b | |
| Biomarkers | BMI, kg/m2 | 23.6 ± 3.37 | 23.39 ± 4 | 24.01 ± 2.9 a | 23.45 ± 3 | 22.00 ± 3.51 *** | 20.83 ± 3.46 *** | 22.6 ± 3.38 a *** | 22.91 ± 3.39 a, b * |
| baPWV, cm/s | 1460.00 ± 353.00 | 1239.86 ± 167.98 | 1386.56 ± 195.81 a | 1837.81 ± 385.63 a, b | 1350.00 ± 346.00 *** | 1068.73 ± 122.56 *** | 1294.01 ± 248.90 a *** | 1685.72 ± 306.02 a, b *** | |
| SBP, mmHg | 126.00 ± 16.80 | 119.96 ± 13.37 | 124.68 ± 17.2 a | 133.74 ± 16.96 a, b | 118.00 ± 18.50 *** | 107.86 ± 12.66 *** | 117.31 ± 18.49 a *** | 128.57 ± 17.57 a, b ** | |
| DBP, mmHg | 78.3 ± 12.5 | 74.41 ± 11.18 | 80.4 ± 13.22 a | 80.6 ± 11.83 a | 71.6 ± 11.3 *** | 66.61 ± 9.33 *** | 73.34 ± 12.35 a *** | 74.55 ± 10.27 a *** | |
| HOMA-IR | 1.05 ± 1.04 | 1.07 ± 1.03 | 1.13 ± 1.31 | 0.93 ± 0.55 | 0.98 ± 0.63 | 0.93 ± 0.53 | 0.93 ± 0.63 * | 1.08 ± 0.7 a, b * | |
| Blood insulin, µU/mL | 4.79 ± 3.32 | 5.12 ± 4.21 | 4.97 ± 3 | 4.13 ± 2.14 b | 4.73 ± 2.53 | 4.79 ± 2.57 | 4.46 ± 2.41 | 4.93 ± 2.53 b *** | |
| FBG, mg/dL | 85.8 ± 17.4 | 82.53 ± 15.4 | 86.02 ± 20.02 a | 89.86 ± 15.21 a, b | 82.1 ± 11.2 *** | 77.48 ± 8.31 *** | 82.02 ± 11.77 a ** | 86.57 ± 11.25 a, b * | |
| Triglyceride, mg/dL | 121 ± 91.7 | 110.28 ± 93.59 | 135.17 ± 82.58 a | 115.36 ± 98.35 b | 76.5 ± 42.8 *** | 62.93 ± 38.96 *** | 77.46 ± 40.5 a *** | 88.47 ± 45.18 a, b ** | |
| HDL-cholesterol, mg/dL | 59.9 ± 16.5 | 58.3 ± 15.42 | 60.18 ± 17.15 | 61.62 ± 16.87 | 70.3 ± 16.3 *** | 69.7 ± 15.14 *** | 72.61 ± 17.8 *** | 68.46 ± 15.37 b *** | |
| BDHQ | Total vegetable, g/day | 170.00 ± 108.00 | 150.74 ± 97.36 | 169.03 ± 99.15 | 196.3 ± 126.91 a | 180.00 ± 111.00 * | 153.64 ± 94.40 | 178.26 ± 100.42 a | 209.83 ± 129.2 a, b |
| Carotenoids | Total carotenoid, µg/mL | 1.1 ± 0.529 | 1.016 ± 0.448 | 1.131 ± 0.558 | 1.182 ± 0.572 a | 1.57 ± 0.713 *** | 1.363 ± 0.607 *** | 1.573 ± 0.684 a *** | 1.777 ± 0.781 a, b *** |
| Lutein, µg/mL | 0.287 ± 0.136 | 0.236 ± 0.096 | 0.294 ± 0.129 a | 0.345 ± 0.16 a, b | 0.333 ± 0.15 *** | 0.265 ± 0.108 ** | 0.332 ± 0.144 a ** | 0.403 ± 0.16 a, b *** | |
| Zeaxanthin, µg/mL | 0.061 ± 0.022 | 0.059 ± 0.021 | 0.064 ± 0.022 | 0.059 ± 0.023 | 0.0618 ± 0.0239 | 0.06 ± 0.023 | 0.063 ± 0.022 | 0.063 ± 0.026 | |
| β-Cryptoxanthin, µg/mL | 0.104 ± 0.059 | 0.093 ± 0.044 | 0.099 ± 0.056 | 0.123 ± 0.073 a, b | 0.163 ± 0.102 *** | 0.129 ± 0.062 *** | 0.158 ± 0.099 a *** | 0.203 ± 0.121 a, b *** | |
| α-Carotene, µg/mL | 0.127 ± 0.147 | 0.120 ± 0.125 | 0.138 ± 0.178 | 0.122 ± 0.127 | 0.183 ± 0.149 *** | 0.17 ± 0.153 *** | 0.183 ± 0.136 a *** | 0.194 ± 0.157 a *** | |
| β-Carotene, µg/mL | 0.279 ± 0.258 | 0.232 ± 0.207 | 0.278 ± 0.279 | 0.343 ± 0.277 a, b | 0.561 ± 0.404 *** | 0.434 ± 0.317 *** | 0.544 ± 0.362 a *** | 0.705 ± 0.475 a, b *** | |
| Lycopene, µg/mL | 0.247 ± 0.142 | 0.276 ± 0.142 | 0.258 ± 0.137 | 0.194 ± 0.134 a, b | 0.27 ± 0.147 *** | 0.304 ± 0.137 ** | 0.292 ± 0.15 ** | 0.21 ± 0.135 a, b | |
Median values were significantly different from males (Mann–Whitney U test): * p < 0.05, ** p < 0.01, *** p < 0.001. Median values were significantly different from the young group (Kruskal–Willis test; post hoc: Bonferroni): a p < 0.05. Median values were significantly different from the middle-aged group (Kruskal–Willis test; post hoc: Bonferroni): b p < 0.05. BMI, body mass index; baPWV, brachial ankle pulse wave velocity; SBP, systolic blood pressure; DBP, diastolic blood pressure; HOMA-IR, Homeostatic Model Assessment for Insulin Resistance; FBG, fasting blood glucose; TG, triglyceride; HDL, high-density lipoprotein; BDHQ, brief-type self-administered diet history questionnaire.
Multiple linear regression analysis of the three age groups showing association between cardiovascular disease markers and total blood carotenoid concentrations in males.
| Biomarkers | Pattern 1 | Pattern 2 | Pattern 3 | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All | 20–39 | 40–59 | 60– | All | 20–39 | 40–59 | 60– | All | 20–39 | 40–59 | 60– | |
| BMI | −0.060 | −0.037 |
| 0.008 | −0.054 | −0.003 |
| 0.032 | ||||
| baPWV |
|
|
| −0.100 |
| −0.248 ** |
| −0.092 |
|
|
| −0.091 |
| SBP |
| −0.140 |
| −0.167 |
| −0.158 | −0.206 * | −0.155 |
| −0.157 | −0.148 | −0.157 |
| DBP |
| −0.073 | −0.147 |
|
| −0.056 | −0.130 |
|
| −0.055 | −0.077 |
|
| HOMA−IR |
| −0.164 | −0.047 | −0.095 |
| −0.139 | −0.052 | −0.098 |
|
| 0.039 | −0.117 |
| Insulin |
| −0.158 | −0.072 | −0.096 |
| −0.156 | −0.089 | −0.096 |
|
| 0.014 | −0.123 |
| FBG | −0.055 |
| 0.004 | −0.025 | −0.025 |
| 0.006 | −0.006 | −0.007 |
| 0.033 | 0.017 |
| TG |
|
|
|
|
|
|
|
|
|
| −0.158 |
|
| HDL cholesterol |
|
|
| 0.169 |
|
|
|
|
|
|
|
|
Yellow background color: relationship become non-significant by stratifying by age categories. Green background color: relationship become significant by stratifying by age categories. * p < 0.05, ** p < 0.01, *** p < 0.001. Significant values are shown in red. Pattern 1: calculated using multiple linear regression analysis after adjusting for age, antihypertensive drug use, and vitamins A, C, and E in the blood. Pattern 2: calculated using multiple linear regression analysis after adjusting for age, antihypertensive drug use, smoking habits, exercise habits, alcohol intake, and vitamins A, C, and E in the blood. Pattern 3: calculated using multiple linear regression analysis after adjusting for age, antihypertensive drug use, smoking habits, exercise habits, alcohol intake, BMI, and vitamins A, C, and E in the blood. BMI, body mass index; baPWV, brachial ankle pulse wave velocity; SBP, systolic blood pressure; DBP, diastolic blood pressure; HOMA-IR, Homeostatic Model Assessment for Insulin Resistance; FBG, fasting blood glucose; TG, triglyceride; HDL, high-density lipoprotein.
Multiple linear regression analysis of the three age groups showing association between cardiovascular disease markers and total blood carotenoid concentrations in females.
| Biomarkers | Pattern 1 | Pattern 2 | Pattern 3 | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All | 20–39 | 40–59 | 60– | All | 20–39 | 40–59 | 60– | All | 20–39 | 40–59 | 60– | |
| BMI |
|
|
|
|
|
|
|
| ||||
| baPWV |
|
| −0.090 | −0.077 |
|
|
| −0.101 |
| −0.101 | −0.112 |
|
| SBP |
|
|
| −0.047 |
|
|
| −0.075 | −0.071 * | −0.067 |
| −0.048 |
| DBP | −0.069 | −0.124 |
| −0.034 | −0.066 | −0.112 |
| −0.032 |
| −0.038 | −0.102 | 0.017 |
| HOMA−IR |
|
|
|
|
|
|
|
|
|
|
| −0.102 |
| Insulin |
|
|
|
|
|
|
|
|
|
|
| −0.096 |
| FBG |
|
|
| −0.075 |
|
|
| −0.098 |
| −0.102 |
| −0.054 |
| TG |
| −0.033 |
|
|
| −0.028 |
|
|
| 0.016 |
|
|
| HDL cholesterol |
|
|
|
|
|
|
|
|
|
|
|
|
Yellow background color: relationship become non-significant by stratifying by age categories. Green background color: relationship become significant by stratifying by age categories. * p < 0.05, ** p < 0.01, *** p < 0.001. Significant values are shown in red. Pattern 1: calculated using multiple linear regression analysis after adjusting for age, antihypertensive drug use, and vitamins A, C, and E in the blood. Pattern 2: calculated using multiple linear regression analysis after adjusting for age, antihypertensive drug use, smoking habits, exercise habits, alcohol intake, and vitamins A, C, and E in the blood. Pattern 3: calculated using multiple linear regression analysis after adjusting for age, antihypertensive drug use, smoking habits, exercise habits, alcohol intake, BMI, and vitamins A, C, and E in the blood. BMI, body mass index; baPWV, brachial ankle pulse wave velocity; SBP, systolic blood pressure; DBP, diastolic blood pressure; HOMA-IR, Homeostatic Model Assessment for Insulin Resistance; FBG, fasting blood glucose; TG, triglyceride; HDL, high-density lipoprotein.
Multiple linear regression analysis showing association between cardiovascular disease markers and each carotenoid’s concentration in the blood in males.
| Biomarkers | Pattern 1 | Pattern 2 | Pattern 3 | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Total Carotenoid (Repeated) | Lutein | Zeaxanthin | β-Cryptoxanthin | β-Carotene | Lycopene | Total Carotenoid (Repeated) | Lutein | Zeaxanthin | β-Cryptoxanthin | β-Carotene | Lycopene | Total Carotenoid (Repeated) | Lutein | Zeaxanthin | β−Cryptoxanthin | β−Carotene | Lycopene | |
| BMI | −0.06 | −0.087 | 0.012 | −0.044 | −0.05 | 0.026 | −0.054 | −0.083 | 0.014 | −0.046 | −0.037 | 0.042 | ||||||
| baPWV | −0.114 *** | −0.002 | −0.013 | −0.05 | −0.112 *** | −0.079 ** | −0.121 *** | 0.002 | −0.012 | −0.056 | −0.124 *** | −0.081 ** | −0.119 *** | 0.004 | −0.011 | −0.055 | −0.123 *** | −0.081 ** |
| SBP | −0.177 *** | −0.072 | −0.012 | −0.137 *** | −0.204 *** | −0.117 ** | −0.178 *** | −0.075 | −0.011 | −0.159 *** | −0.214 *** | −0.119 ** | −0.163 *** | −0.055 | −0.011 | −0.148 *** | −0.206 *** | −0.128 ** |
| DBP | −0.157 ** | −0.003 | 0.045 | −0.180 *** | −0.224 *** | −0.078 | −0.135 ** | −0.010 | 0.042 | −0.165 *** | −0.185 *** | −0.063 | −0.119 * | 0.014 | 0.044 | −0.153 *** | −0.176 *** | −0.072 |
| HOMA−IR | −0.129 ** | −0.166 *** | −0.043 | −0.094 * | −0.137 ** | 0.001 | −0.135 ** | −0.158 *** | −0.035 | −0.121 * | −0.173 *** | 0.001 | −0.102 * | −0.148 *** | −0.054 | −0.122 ** | −0.142 *** | −0.074 * |
| Insulin | −0.104 * | −0.191 *** | −0.06 | −0.096 * | −0.126 ** | −0.024 | −0.109 * | −0.176 *** | −0.046 | −0.129 ** | −0.171 *** | −0.028 | −0.080 * | −0.129 *** | −0.057 | −0.105 ** | −0.150 *** | −0.054 |
| FBG | −0.055 | −0.047 | 0.028 | −0.041 | −0.062 | −0.01 | −0.025 | −0.054 | 0.021 | −0.027 | −0.042 | 0.002 | −0.007 | −0.033 | 0.021 | −0.014 | −0.032 | −0.006 |
| TG | −0.212 *** | −0.021 | 0.079 | −0.118 ** | −0.219 *** | 0.01 | −0.201 *** | −0.022 | 0.063 | −0.075 | −0.169 *** | 0.019 | −0.187 *** | 0 | 0.062 | −0.063 | −0.160 *** | 0.009 |
| HDL cholesterol | 0.172 *** | 0.319 *** | 0.233 *** | 0.155 *** | 0.041 | 0.161 *** | 0.220 *** | 0.273 *** | 0.191 *** | 0.202 *** | 0.091 * | 0.183 *** | 0.198 *** | 0.248 *** | 0.190 *** | 0.186 *** | 0.078 | 0.194 *** |
Green background color: negatively associated. Yellow background color: positively associated * p < 0.05, ** p < 0.01, *** p < 0.001. (a) Pattern 1: calculated using multiple linear regression analysis after adjusting for age and antihypertensive drug use. Blood concentrations of vitamins A, C and E were also adopted as adjustment factors for the evaluation of total carotenoids. Pattern 2: calculated using multiple linear regression analysis after adjusting for age, antihypertensive drug use, smoking habits, exercise habits, and alcohol intake. Blood concentrations of vitamins A, C and E were also adopted as adjustment factors for the evaluation of total carotenoids. (b) Pattern 3: calculated using multiple linear regression analysis after adjusting for age, antihypertensive drug use, smoking habits, exercise habits, alcohol intake, and BMI. Blood concentrations of vitamins A, C and E were also adopted as adjustment factors for the evaluation of total carotenoids. BMI, body mass index; baPWV, brachial ankle pulse wave velocity; SBP, systolic blood pressure; DBP, diastolic blood pressure; HOMA−IR, Homeostatic Model Assessment for Insulin Resistance; FBG, fasting blood glucose; TG, triglyceride; HDL, high-density lipoprotein.
Multiple linear regression analysis showing association between cardiovascular disease markers and each carotenoid’s concentration in the blood in females.
| Biomarker | Pattern 1 | Pattern 2 | Pattern 3 | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Total Carotenoid (Repeated) | Lutein | Zeaxanthin | β-Cryptoxanthin | β-Carotene | Lycopene | Total Carotenoid (repeated) | Lutein | Zeaxanthin | β-Cryptoxanthin | β-Carotene | Lycopene | Total Carotenoid (Repeated) | Lutein | Zeaxanthin | β-Cryptoxanthin | β-Carotene | Lycopene | |
| BMI | −0.235 *** | −0.250 *** | −0.125 *** | −0.137 *** | −0.229 *** | −0.049 | −0.238 *** | −0.251 *** | −0.121 *** | −0.144 *** | −0.238 *** | −0.053 | ||||||
| baPWV | −0.065 ** | −0.018 | 0.001 | −0.047 * | −0.090 *** | −0.054 * | −0.088 *** | −0.039 | −0.015 | −0.055 * | −0.110 *** | −0.068 ** | −0.091 *** | −0.040 | −0.015 | −0.057 * | −0.115 *** | −0.067 ** |
| SBP | −0.119 *** | −0.090 ** | −0.019 | −0.080 * | −0.152 *** | −0.064 * | −0.134 *** | −0.102 ** | −0.024 | −0.082 * | −0.168 *** | −0.056 | −0.071 * | −0.034 | 0.01 | −0.040 | −0.106 ** | −0.039 |
| DBP | −0.069 | −0.032 | 0.064 | −0.038 | −0.131 *** | 0.031 | −0.066 | −0.044 | 0.045 | −0.029 | −0.119 ** | 0.034 | −0.006 | 0.022 | 0.076 * | 0.01 | −0.063 | 0.05 |
| HOMA−IR | −0.228 *** | −0.243 *** | −0.134 *** | −0.077 * | −0.249 *** | −0.032 | −0.252 *** | −0.246 *** | −0.132 *** | −0.087 * | −0.278 *** | −0.043 | −0.163 *** | −0.141 *** | −0.080 * | −0.024 | −0.183 *** | −0.021 |
| Insulin | −0.228 *** | −0.234 *** | −0.128 *** | −0.080 * | −0.247 *** | −0.029 | −0.259 *** | −0.236 *** | −0.123 *** | −0.092 * | −0.282 *** | −0.041 | −0.158 *** | −0.118 *** | −0.065 * | −0.024 | −0.176 *** | −0.017 |
| FBG | −0.134 *** | −0.192 *** | −0.105 ** | −0.063 | −0.180 *** | −0.017 | −0.132 *** | −0.214 *** | −0.111 *** | −0.047 | −0.164 *** | −0.025 | −0.102 ** | −0.180 *** | −0.095 ** | −0.018 | −0.128 *** | −0.012 |
| TG | −0.162 *** | −0.123 *** | −0.057 | −0.092 * | −0.196 *** | 0.025 | −0.150 *** | −0.103 ** | −0.049 | −0.049 | −0.182 *** | 0.023 | −0.096 * | −0.036 | −0.019 | −0.010 | −0.128 *** | 0.029 |
| HDL cholesterol | 0.303 *** | 0.462 *** | 0.376 *** | 0.159 *** | 0.207 *** | 0.189 *** | 0.319 *** | 0.435 *** | 0.345 *** | 0.170 *** | 0.240 *** | 0.191 *** | 0.247 *** | 0.365 *** | 0.307 *** | 0.119 *** | 0.162 *** | 0.170 *** |
Green background color: negatively associated. Yellow background color: positively associated. * p < 0.05, ** p < 0.01, *** p < 0.001. (a) Pattern 1: calculated using multiple linear regression analysis after adjusting for age and antihypertensive drug use. Blood concentrations of vitamins A, C and E were also adopted as adjustment factors for the evaluation of total carotenoids; Pattern 2: calculated using multiple linear regression analysis after adjusting for age, antihypertensive drug use, smoking habits, exercise habits, and alcohol intake. Blood concentrations of vitamins A, C and E were also adopted as adjustment factors for the evaluation of total carotenoids. (b) Pattern 3: calculated using multiple linear regression analysis after adjusting for age, antihypertensive drug use, smoking habits, exercise habits, alcohol intake, and BMI. Blood concentrations of vitamins A, C and E were also adopted as adjustment factors for the evaluation of total carotenoids. BMI, body mass index; baPWV, brachial ankle pulse wave velocity; SBP, systolic blood pressure; DBP, diastolic blood pressure; HOMA-IR, Homeostatic Model Assessment for Insulin Resistance; FBG, fasting blood glucose; TG, triglyceride; HDL, high-density lipoprotein.
Figure 1Diagram depicting roles played by carotenoids from vegetable intake on the prevention of cardiovascular diseases. BMI, body mass index; baPWV, brachial ankle pulse wave velocity; SBP, systolic blood pressure; DBP, diastolic blood pressure; HOMA-IR, Homeostatic Model Assessment for Insulin Resistance; FBG, fasting blood glucose; TG, triglyceride; HDL, high-density lipoprotein cholesterol; LDL, Low-density lipoprotein cholesterol; HOMA-IR, Homeostatic Model Assessment for Insulin Resistance; GABA, γ-aminobutyric acid; HMG-CoA reductase, 3-hydroxy-3-methylglutaryl-coenzyme A reductase; LCAT, Lecithin–cholesterol acyltransferase; PPARγ, Peroxisome proliferation-activated receptor gamma; ROS, reactive oxygen species.