Association between Aerobic Exercise and High-Density Lipoprotein Cholesterol Levels across Various Ranges of Body Mass Index and Waist-Hip Ratio and the Modulating Role of the Hepatic Lipase rs1800588 Variant
Abstract
1. Introduction
2. Materials and Methods
2.1. Data Source
2.2. Study Participants
2.3. SNP Selection and Genotyping
2.4. Statistical Analysis
3. Results
4. Discussion
Author Contributions
Funding
Conflicts of Interest
References
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Normal WHR | Abnormal WHR | p-Value | |||
---|---|---|---|---|---|
(n = 5190) | (n = 9347) | ||||
n | Mean ± SE | n | Mean ± SE | ||
Exercise | |||||
No exercise | 3565 | 55.01 ± 0.23 | 6148 | 52.13 ± 0.16 | <0.0001 |
Aerobic | 1625 | 56.43 ± 0.35 | 3199 | 53.89 ± 0.23 | <0.0001 |
BMI | |||||
Underweight | 276 | 66.49 ± 0.87 | 132 | 63.98 ± 1.23 | 0.0993 |
Normal | 3159 | 58.28 ± 0.24 | 3799 | 57.67 ± 0.21 | 0.0587 |
Overweight | 1332 | 49.38 ± 0.30 | 2939 | 50.84 ± 0.22 | <0.0001 |
Obese | 423 | 46.32 ± 0.48 | 2477 | 46.80 ± 0.21 | 0.3770 |
Body fat rate | |||||
Normal | 3941 | 56.50 ± 0.22 | 3600 | 55.00 ± 0.23 | <0.0001 |
Abnormal | 1249 | 52.15 ± 0.36 | 5747 | 51.31 ± 0.16 | 0.0330 |
Sex | |||||
Women | 2096 | 62.74 ± 0.30 | 6257 | 56.46 ± 0.16 | <0.0001 |
Men | 3094 | 50.52 ± 0.21 | 3090 | 45.19 ± 0.18 | <0.0001 |
Age, year | |||||
30–40 | 2066 | 55.56 ± 0.30 | 2046 | 52.06 ± 0.28 | <0.0001 |
40–50 | 1495 | 55.26 ± 0.36 | 2592 | 52.86 ± 0.26 | <0.0001 |
51–60 | 1141 | 55.70 ± 0.42 | 3000 | 53.11 ± 0.24 | <0.0001 |
61–70 | 488 | 55.07 ± 0.63 | 1709 | 52.68 ± 0.31 | 0.0004 |
Smoking | |||||
Never | 3980 | 57.06 ± 0.22 | 7489 | 54.29 ± 0.15 | <0.0001 |
Former | 603 | 51.30 ± 0.48 | 946 | 47.50 ± 0.37 | <0.0001 |
Current | 307 | 49.09 ± 0.50 | 912 | 45.37 ± 0.37 | <0.0001 |
Drinking | |||||
Never | 4720 | 55.72 ± 0.20 | 8464 | 53.15 ± 0.14 | <0.0001 |
Former | 107 | 49.41 ± 1.05 | 261 | 44.30 ± 0.65 | <0.0001 |
Current | 363 | 53.85 ± 0.67 | 622 | 50.64 ± 0.54 | 0.0003 |
Coffee drinking | |||||
No | 3380 | 55.01 ± 0.23 | 6322 | 52.03 ± 0.16 | <0.0001 |
Yes | 1810 | 56.29 ± 0.33 | 3025 | 54.20 ± 0.24 | <0.0001 |
Vegetarian diet | |||||
Non | 4729 | 55.69 ± 0.20 | 8418 | 52.93 ± 0.14 | <0.0001 |
Former | 227 | 55.08 ± 0.96 | 458 | 52.53 ± 0.63 | 0.0234 |
Current | 234 | 51.01 ± 0.74 | 471 | 49.38 ± 0.56 | 0.0841 |
Underweight | Normal Weight | Overweight | Obese | p-Value | |||||
---|---|---|---|---|---|---|---|---|---|
(n = 408) | (n = 6958) | (n = 4271) | (n = 2900) | ||||||
n | Mean ± SE | n | Mean ± SE | n | Mean ± SE | n | Mean ± SE | ||
Exercise | |||||||||
No exercise | 312 | 65.32 ± 0.80 | 4563 | 57.61 ± 0.19 | 2791 | 49.51 ± 0.21 | 2047 | 46.49 ± 0.23 | <0.0001 |
Aerobic | 96 | 66.83 ± 1.55 | 2395 | 58.60 ± 0.28 | 1480 | 52.02 ± 0.32 | 853 | 47.30 ± 0.35 | <0.0001 |
Waist-hip ratio | |||||||||
Normal | 276 | 66.49 ± 0.87 | 3159 | 58.28 ± 0.24 | 1332 | 49.38 ± 0.30 | 423 | 46.32 ± 0.48 | <0.0001 |
Abnormal | 132 | 63.98 ± 1.23 | 3799 | 57.67 ± 0.21 | 2939 | 50.84 ± 0.22 | 2477 | 46.80 ± 0.21 | <0.0001 |
Body fat rate | |||||||||
Normal | 408 | 65.68 ± 0.71 | 5191 | 58.20 ± 0.19 | 1686 | 47.64 ± 0.26 | 256 | 44.66 ± 0.63 | <0.0001 |
Abnormal | 0 | - | 1767 | 57.20 ± 0.30 | 2585 | 52.17 ± 0.23 | 2644 | 46.93 ± 0.20 | <0.0001 |
Sex | |||||||||
Women | 333 | 66.55 ± 0.79 | 4766 | 60.72 ± 0.19 | 1963 | 54.66 ± 0.27 | 1291 | 51.06 ± 0.30 | <0.0001 |
Men | 75 | 61.83 ± 1.52 | 2192 | 51.92 ± 0.25 | 2308 | 46.75 ± 0.21 | 1609 | 43.25 ± 0.21 | <0.0001 |
Age | |||||||||
30–40 | 183 | 64.13 ± 1.01 | 2156 | 57.83 ± 0.27 | 941 | 49.69 ± 0.36 | 832 | 45.82 ± 0.35 | <0.0001 |
40–50 | 99 | 66.72 ± 1.44 | 1966 | 58.60 ± 0.30 | 1209 | 49.75 ± 0.33 | 813 | 46.35 ± 0.35 | <0.0001 |
51–60 | 81 | 67.20 ± 1.66 | 1846 | 58.16 ± 0.32 | 1355 | 51.19 ± 0.31 | 859 | 47.40 ± 0.37 | <0.0001 |
61–70 | 45 | 66.96 ± 2.40 | 990 | 56.55 ± 0.43 | 766 | 50.79 ± 0.45 | 396 | 47.96 ± 0.51 | <0.0001 |
Smoking | |||||||||
Never | 375 | 66.05 ± 0.74 | 5900 | 58.97 ± 0.17 | 3169 | 51.54 ± 0.21 | 2025 | 48.20 ± 0.23 | <0.0001 |
Former | 12 | 59.00 ± 4.60 | 489 | 53.24 ± 0.56 | 604 | 48.66 ± 0.45 | 444 | 44.45 ± 0.44 | <0.0001 |
Current | 21 | 62.86 ± 2.97 | 569 | 51.38 ± 0.53 | 498 | 45.10 ± 0.48 | 431 | 42.13 ± 0.42 | <0.0001 |
Drinking | |||||||||
Never | 392 | 65.64 ± 0.73 | 6512 | 58.10 ± 0.16 | 3778 | 50.56 ± 0.19 | 2502 | 47.04 ± 0.21 | <0.0001 |
Former | 1 | 62.00 | 100 | 51.37 ± 1.16 | 127 | 45.49 ± 0.91 | 140 | 41.94 ± 0.75 | <0.0001 |
Current | 15 | 67.07 ± 3.73 | 346 | 56.97 ± 0.76 | 366 | 50.26 ± 0.66 | 258 | 46.26 ± 0.60 | <0.0001 |
Coffee drinking | |||||||||
No | 301 | 65.30 ± 0.79 | 4648 | 57.21 ± 0.19 | 2834 | 49.60 ± 0.21 | 1919 | 46.24 ± 0.23 | <0.0001 |
Yes | 107 | 66.74 ± 1.56 | 2310 | 59.45 ± 0.28 | 1437 | 51.93 ± 0.33 | 981 | 47.67 ± 0.34 | <0.0001 |
Vegetarian diet | |||||||||
No | 364 | 66.12 ± 0.74 | 6240 | 58.28 ± 0.17 | 3900 | 50.57 ± 0.19 | 2643 | 46.91 ± 0.20 | <0.0001 |
Former | 9 | 69.22 ± 5.18 | 343 | 58.69 ± 0.76 | 183 | 49.02 ± 0.79 | 150 | 45.59 ± 0.85 | <0.0001 |
Current | 35 | 60.20 ± 2.54 | 375 | 51.76 ± 0.60 | 188 | 47.82 ± 0.75 | 107 | 43.79 ± 0.97 | <0.0001 |
β-Coefficient | p-Value | |
---|---|---|
Exercise (ref: No exercise) | ||
Aerobic | 1.18325 | <0.0001 |
Waist-hip ratio (ref: Normal) | ||
Abnormal | −3.06689 | <0.0001 |
BMI (ref: Normal) | ||
Underweight | 5.64809 | <0.0001 |
Overweight | −4.31095 | <0.0001 |
Obese | −6.4423 | <0.0001 |
Body fat rate (ref: Normal) | ||
Abnormal | −2.1956 | <0.0001 |
Sex (ref: Women) | ||
Men | −9.87778 | <0.0001 |
Age (ref: 30–40) | ||
40–50 | 0.75841 | 0.003 |
51–60 | 1.18484 | <0.0001 |
61–70 | 0.87361 | 0.0068 |
Smoking (ref: Never) | ||
Former | −0.16071 | 0.6368 |
Current | −2.92965 | <0.0001 |
Drinking (ref: Never) | ||
Former | −1.35588 | 0.0292 |
Current | 4.0583 | <0.0001 |
Coffee drinking (ref: No) | ||
Yes | 1.29158 | <0.0001 |
Vegetarian diet (ref: No) | ||
Former | −0.88308 | 0.0484 |
Current | −5.69481 | <0.0001 |
Normal WHR | Abnormal WHR | |||
---|---|---|---|---|
β | p-Value | β | p-Value | |
Exercise (ref: No exercise) | ||||
Aerobic | 1.69668 | <0.0001 | 0.97921 | 0.0002 |
BMI (ref: Normal) | ||||
Underweight | 5.59243 | <0.0001 | 5.02426 | <0.0001 |
Overweight | −5.27181 | <0.0001 | −3.73275 | <0.0001 |
Obese | −7.09311 | <0.0001 | −6.20423 | <0.0001 |
Body fat rate (ref: Normal) | ||||
Abnormal | −2.42606 | <0.0001 | −2.10034 | <0.0001 |
Sex (ref: Women) | ||||
Men | −10.28598 | <0.0001 | −9.68871 | <0.0001 |
Age (ref: 30–40) | ||||
40–50 | 0.63513 | 0.1145 | 0.8325 | 0.0128 |
51–60 | 1.43776 | 0.0015 | 1.04859 | 0.0017 |
61–70 | 1.37112 | 0.0267 | 0.71197 | 0.0659 |
Smoking (ref: Never) | ||||
Former | −0.61703 | 0.2593 | 0.10417 | 0.8122 |
Current | −3.36699 | <0.0001 | −2.6385 | <0.0001 |
Drinking (ref: Never) | ||||
Former | −2.05145 | 0.0784 | −1.29173 | 0.0784 |
Current | 3.60076 | <0.0001 | 4.30474 | <0.0001 |
Coffee drinking (ref: No) | ||||
Yes | 0.80019 | 0.0203 | 1.59424 | <0.0001 |
Vegetarian diet (ref: No) | ||||
Former | −1.0724 | 0.178 | −0.79071 | 0.1425 |
Current | −6.41356 | <0.0001 | −5.30493 | <0.0001 |
WHR*exercise | p-value = 0.0421 |
Underweight | Normal Weight | Overweight | Obese | |||||
---|---|---|---|---|---|---|---|---|
β | p-Value | β | p-Value | β | p-Value | β | p-Value | |
Exercise (ref: No exercise) | ||||||||
Aerobic | 0.25906 | 0.8905 | 1.03261 | 0.0019 | 2.01758 | <0.0001 | 0.45652 | 0.2547 |
WHR (ref: Normal) | ||||||||
Abnormal | −4.15959 | 0.0097 | −3.93381 | <0.0001 | −2.04105 | <0.0001 | −1.81686 | 0.0004 |
Body fat rate (ref: Normal) | ||||||||
Abnormal | - | - | −3.48363 | <0.0001 | −0.44724 | 0.3138 | −1.17241 | 0.0718 |
Sex (ref: Women) | ||||||||
Men | −6.10877 | 0.0038 | −10.93384 | <0.0001 | −9.12807 | <0.0001 | −7.89031 | <0.0001 |
Age (ref: 30–40) | ||||||||
40–50 | 4.01615 | 0.0298 | 1.37246 | 0.0004 | −0.10543 | 0.8231 | 0.32885 | 0.4854 |
51–60 | 4.58714 | 0.0229 | 1.63715 | <0.0001 | 0.60932 | 0.2041 | 0.90307 | 0.0615 |
61–70 | 4.24658 | 0.1094 | 1.03037 | 0.0436 | 0.65788 | 0.2371 | 1.17587 | 0.0531 |
Smoking (ref: Never) | ||||||||
Former | −6.12763 | 0.1880 | −1.08682 | 0.0830 | 0.75294 | 0.1476 | −0.1813 | 0.7427 |
Current | −2.77427 | 0.4150 | −3.40832 | <0.0001 | −2.86523 | <0.0001 | −2.51485 | <0.0001 |
Drinking (ref: Never) | ||||||||
Former | −2.20863 | 0.8829 | −1.67239 | 0.1854 | −1.57299 | 0.1130 | −1.55493 | 0.0702 |
Current | 5.43379 | 0.1797 | 4.53503 | <0.0001 | 4.27903 | <0.0001 | 2.86789 | <0.0001 |
Coffee drinking (ref: No) | ||||||||
Yes | 0.77143 | 0.6411 | 1.33778 | <0.0001 | 1.73784 | <0.0001 | 0.74399 | 0.0472 |
Vegetarian diet (ref: No) | ||||||||
Former | 2.80844 | 0.5567 | 0.11192 | 0.8694 | −2.72699 | 0.0008 | −1.35844 | 0.0877 |
Current | −5.40391 | 0.0338 | −7.19076 | <0.0001 | −3.77391 | <0.0001 | −4.27177 | <0.0001 |
rs1800588 | WHR Stratification | BMI Stratification | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Normal WHR | Abnormal WHR | Underweight | Normal | Overweight | Obese | |||||||
β | p-Value | β | p-Value | Β | p-Value | β | p-Value | β | p-Value | β | p-Value | |
CC | 1.36476 | 0.0798 | 0.78743 | 0.1622 | 2.38864 | 0.5136 | 0.63897 | 0.3730 | 1.22861 | 0.1093 | 1.47101 | 0.1052 |
CT | 1.22236 | 0.0870 | 1.48073 | 0.0063 | −1.45958 | 0.7809 | 1.99961 | 0.0027 | 1.59362 | 0.0371 | 0.00127 | 0.9987 |
TT | 4.04073 | 0.0094 | 2.19244 | 0.0445 | 15.7138 | 0.2848 | 1.18290 | 0.3920 | 5.54693 | 0.0003 | 2.02256 | 0.2826 |
P-interaction | 0.5865 | 0.0792 | 0.4733 | 0.9596 | 0.0281 | 0.9294 |
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Nassef, Y.; Nfor, O.N.; Lee, K.-J.; Chou, M.-C.; Liaw, Y.-P. Association between Aerobic Exercise and High-Density Lipoprotein Cholesterol Levels across Various Ranges of Body Mass Index and Waist-Hip Ratio and the Modulating Role of the Hepatic Lipase rs1800588 Variant. Genes 2019, 10, 440. https://doi.org/10.3390/genes10060440
Nassef Y, Nfor ON, Lee K-J, Chou M-C, Liaw Y-P. Association between Aerobic Exercise and High-Density Lipoprotein Cholesterol Levels across Various Ranges of Body Mass Index and Waist-Hip Ratio and the Modulating Role of the Hepatic Lipase rs1800588 Variant. Genes. 2019; 10(6):440. https://doi.org/10.3390/genes10060440
Chicago/Turabian StyleNassef, Yasser, Oswald Ndi Nfor, Kuan-Jung Lee, Ming-Chih Chou, and Yung-Po Liaw. 2019. "Association between Aerobic Exercise and High-Density Lipoprotein Cholesterol Levels across Various Ranges of Body Mass Index and Waist-Hip Ratio and the Modulating Role of the Hepatic Lipase rs1800588 Variant" Genes 10, no. 6: 440. https://doi.org/10.3390/genes10060440
APA StyleNassef, Y., Nfor, O. N., Lee, K.-J., Chou, M.-C., & Liaw, Y.-P. (2019). Association between Aerobic Exercise and High-Density Lipoprotein Cholesterol Levels across Various Ranges of Body Mass Index and Waist-Hip Ratio and the Modulating Role of the Hepatic Lipase rs1800588 Variant. Genes, 10(6), 440. https://doi.org/10.3390/genes10060440