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