| Literature DB >> 25474626 |
Venediktos V Kapetanakis1, Alicja R Rudnicka1, Andrea K Wathern1, Lucy Lennon2, Olia Papacosta2, Derek G Cook1, S Goya Wannamethee2, Peter H Whincup1, Christopher G Owen1.
Abstract
OBJECTIVES: This research investigates the associations between body mass index (BMI) at 21, 40-59, 60-79 years of age on cardiometabolic risk markers at 60-79 years.Entities:
Mesh:
Substances:
Year: 2014 PMID: 25474626 PMCID: PMC4256406 DOI: 10.1371/journal.pone.0114289
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Cohort characteristics in early, middle, and late adulthood in all men, and by quintile of BMI in early adulthood.
| Characteristic | Percentile group of BMI at age 21 years | |||||||||||
| All | 0%–20% | 21%–40% | 41%–60% | 61%–80% | 81%–100% | |||||||
| n | Mean ± SD/% | n | Mean ± SD | n | Mean ± SD | n | Mean ± SD | n | Mean ± SD | n | Mean ± SD | |
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| BMI (kg/m2) | 3464 | 22.0±3.0 | 703 | 18.4±1.4 | 671 | 20.5±0.4 | 680 | 21.7±0.3 | 671 | 22.9±0.4 | 739 | 26.1±2.6 |
| normal-weight (BMI<25 kg/m2) | 3043 | 87.9% | ||||||||||
| overweight (25 kg/m2≤BMI<30 kg/m2) | 367 | 10.6% | ||||||||||
| obese (BMI≥30 kg/m2) | 54 | 1.6% | ||||||||||
| Weight (kg) | 3464 | 66.8±10.4 | 703 | 55.8±6.0 | 671 | 62.3±4.2 | 680 | 65.7±4.4 | 671 | 69.6±5.1 | 739 | 79.7±10.1 |
| Height (m) | 3464 | 1.74±0.06 | 703 | 1.74±0.06 | 671 | 1.74±0.06 | 680 | 1.74±0.06 | 671 | 1.74±0.06 | 739 | 1.75±0.06 |
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| Age (years) | 3464 | 48.8±5.5 | 703 | 49.6±5.7 | 671 | 49.0±5.3 | 680 | 48.8±5.4 | 671 | 48.3±5.3 | 739 | 48.2±5.5 |
| BMI (kg/m2) | 3464 | 25.4±3.0 | 703 | 23.7±2.9 | 671 | 24.4±2.5 | 680 | 25.1±2.4 | 671 | 25.9±2.5 | 739 | 27.6±3.0 |
| normal-weight (BMI<25 kg/m2) | 1628 | 47.0% | ||||||||||
| overweight (25 kg/m2≤BMI<30 kg/m2) | 1606 | 46.4% | ||||||||||
| obese (BMI≥30 kg/m2) | 230 | 6.6% | ||||||||||
| Weight (kg) | 3464 | 77.0±10.3 | 703 | 71.8±9.7 | 671 | 73.9±8.7 | 680 | 75.9±8.6 | 671 | 78.5±9.1 | 739 | 84.2±10.4 |
| Height (m) | 3464 | 1.74±0.06 | 703 | 1.74±0.07 | 671 | 1.74±0.06 | 680 | 1.74±0.06 | 671 | 1.74±0.07 | 739 | 1.74±0.07 |
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| Age (years) | 3464 | 68.6±5.5 | 703 | 69.4±5.7 | 671 | 68.7±5.3 | 680 | 68.6±5.4 | 671 | 68.1±5.3 | 739 | 68.0±5.5 |
| BMI (kg/m2) | 3464 | 27.0±3.7 | 703 | 25.3±3.6 | 671 | 26.1±3.3 | 680 | 26.5±3.2 | 671 | 27.4±3.2 | 739 | 29.3±3.9 |
| normal-weight (BMI<25 kg/m2) | 1054 | 30.4% | ||||||||||
| overweight (25 kg/m2≤BMI<30 kg/m2) | 1799 | 51.9% | ||||||||||
| obese (BMI≥30 kg/m2) | 611 | 17.6% | ||||||||||
| Weight (kg) | 3464 | 80.3±12.5 | 703 | 74.9±11.6 | 671 | 77.5±11.0 | 680 | 78.8±10.9 | 671 | 81.8±11.5 | 739 | 87.9±13.1 |
| Height (m) | 3464 | 1.72±0.06 | 703 | 1.72±0.07 | 671 | 1.72±0.06 | 680 | 1.72±0.06 | 671 | 1.73±0.07 | 739 | 1.73±0.06 |
| Total cholesterol (mmol/L) | 3287 | 6.0±1.1 | 663 | 6.0±1.1 | 635 | 6.1±1.1 | 642 | 6.0±1.0 | 642 | 6.0±1.1 | 705 | 6.0±1.1 |
| LDL cholesterol (mmol/L) | 3244 | 3.9±1.0 | 654 | 3.8±1.0 | 627 | 4.0±1.0 | 631 | 3.9±0.9 | 637 | 3.9±1.0 | 695 | 3.9±1.0 |
| SBP (mmHg) | 3450 | 148.8±24.2 | 702 | 148.6±25.1 | 667 | 149.1±24.2 | 679 | 148.4±24.1 | 665 | 148.8±23.6 | 737 | 148.8±24.2 |
| DBP (mmHg) | 3450 | 85.1±11.1 | 702 | 84.6±11.6 | 667 | 84.8±10.8 | 679 | 84.6±11.1 | 665 | 85.9±11.0 | 737 | 85.4±11.1 |
| Insulin (µΙU/mL)a | 3280 | 8.7 (5.7, 12.4) | 666 | 8.6 (5.5, 12.6) | 632 | 8.5 (5.6, 12.3) | 642 | 8.3 (5.5, 11.8) | 641 | 8.3 (5.6, 11.6) | 699 | 9.6 (6.4, 13.7) |
| Glucose (mmol/L)a | 3287 | 5.8 (5.2, 6.1) | 664 | 5.8 (5.3, 6.0) | 636 | 5.8 (5.2, 6.1) | 641 | 5.8 (5.2, 6.1) | 643 | 5.8 (5.2, 6.0) | 703 | 5.9 (5.2, 6.2) |
| HbA1c (%) | 3287 | 5.0±0.9 | 666 | 5.0±0.9 | 635 | 5.0±0.8 | 642 | 5.0±0.8 | 643 | 5.0±0.9 | 701 | 5.1±1.0 |
| HbA1c (mmol/mol) | 3280 | 31.3±9.8 | 665 | 31.4±9.5 | 634 | 30.8±9.0 | 641 | 30.8±9.0 | 641 | 31.3±10.2 | 699 | 32.3±11.0 |
n: Number of participants (subset of individuals with BMI available at all age periods).
SD: Standard deviation.
a: Estimates correspond to geometric mean (Q1, Q3).
Quintiles of BMI at 21 years are calculated using all available data (including individuals with missing BMI at mean age 50 or 70 years).
Figure 1Distribution of BMI at mean age 21 years (early adulthood), 50 years (middle-age), and 70 years (late adulthood).
Figure 2Mean BMI at mean age 21, 50 and 70 years, stratified by quintile of BMI distribution at age 21 (quintiles formed by using all available data at age 21; lines from bottom to top correspond to 1st, 2nd, 3rd, 4th, and 5th quintiles, respectively).
Note: Individuals may be moving across quintiles.
Differences in cardiovascular and diabetes risk markers at mean age 70 years for each 1 kg/m2 increase in BMI separately at mean age 21, 50 and 70 years.
| Outcome (mean age 70 years) | BMI at mean age 21 years | BMI at mean age 50 years | BMI at mean age 70 years | ||||||
| n | Coef (95% CI) | p-value | n | Coef (95% CI) | p-value | n | Coef (95% CI) | p-value | |
| Total cholesterol (mmol/L) | 3287 | –0.009 (–0.022, 0.003) | 0.15 | 3287 | –0.007 (–0.020, 0.005) | 0.260 | 3287 | 0.011 (0.001, 0.021) | 0.03 |
| LDL cholesterol (mmol/L) | 3244 | –0.007 (–0.018, 0.005) | 0.25 | 3244 | –0.009 (–0.020, 0.0022) | 0.115 | 3244 | 0.005 (–0.005, 0.014) | 0.32 |
| SBP (mmHg) | 3450 | 0.123 (–0.149, 0.395) | 0.37 | 3450 | 0.492 (0.223, 0.761) | <0.001 | 3450 | 0.696 (0.481, 0.910) | <0.001 |
| DBP (mmHg) | 3450 | 0.083 (–0.043, 0.210) | 0.20 | 3450 | 0.192 (0.067, 0.318) | 0.003 | 3450 | 0.336 (0.236, 0.436) | <0.001 |
| Insulin (% difference) | 3280 | 1.525 (0.771, 2.285) | <0.001 | 3280 | 7.614 (6.862, 8.371) | <0.001 | 3280 | 8.587 (8.014, 9.164) | <0.001 |
| Glucose (% difference) | 3287 | 0.362 (0.127, 0.598) | 0.003 | 3287 | 1.096 (0.863, 1.330) | <0.001 | 3287 | 0.733 (0.545, 0.922) | <0.001 |
| HbA1c (%) | 3287 | 0.016 (0.006, 0.026) | 0.002 | 3287 | 0.046 (0.036, 0.056) | <0.001 | 3287 | 0.030 (0.022, 0.038) | <0.001 |
| HbA1c (mmol/mol) | 3280 | 0.177 (0.067, 0.288) | 0.002 | 3280 | 0.488 (0.380, 0.597) | <0.001 | 3280 | 0.322 (0.234, 0.410) | <0.001 |
n: Number of participants (subset of individuals with BMI available at all age periods).
Coef: regression coefficient represent difference in cardiovascular risk markers for 1 kg/m2 increase in BMI. Estimates are adjusted for age at the time when the risk markers were measured, and town as a fixed effect.
Differences in cardiovascular and diabetes risk markers at mean age 70 years, associated with having high BMI (≥75th centile) separately at mean ages 21, 50 and 70 years compared to men with normal BMI at all 3 ages (separate analyses based on sensitive period models).
| Sensitive period | ||||||||||||
| Outcome (mean age 70 years) | Never had high BMI | High BMI at mean age 21 years | High BMI at mean age 50 years | High BMI at mean age 70 years | ||||||||
| n | K | Coef (95% CI) | n | K | Coef (95% CI) | n | K | Coef (95% CI) | n | K | Coef (95% CI) | |
| Total cholesterol (mmol/L) | 1898 | 0% | reference | 868 | 44.12% | –0.07 (–0.16, 0.02) | 717 | 70.57% | –0.07 (–0.16, 0.03) | 802 | 100% | –0.01 (–0.10, 0.08) |
| LDL cholesterol (mmol/L) | 1880 | 0% | reference | 858 | 43.94% | –0.08 (–0.15, 0.00) | 698 | 70.2% | –0.10 (–0.18, −0.01) | 783 | 100% | –0.06 (–0.14, 0.02) |
| SBP (mmHg) | 1981 | 0% | reference | 909 | 46.09% | 1.82 (–0.06, 3.70) | 768 | 71.61% | 3.18 (1.17, 5.18) | 871 | 100% | 4.56 (2.64, 6.47) |
| DBP (mmHg) | 1981 | 0% | reference | 909 | 46.09% | 0.99 (0.11, 1.87) | 768 | 71.61% | 1.63 (0.70, 2.57) | 871 | 100% | 2.03 (1.14, 2.92) |
| Insulin (% difference) | 1896 | 0% | reference | 862 | 44.43% | 24.45 (18.42, 30.78) | 712 | 70.93% | 55.04 (47.01, 63.51) | 803 | 100% | 68.66 (60.49, 77.26) |
| Glucose (% difference) | 1898 | 0% | reference | 869 | 44.07% | 3.02 (1.37, 4.69) | 713 | 70.41% | 7.35 (5.52, 9.21) | 801 | 100% | 5.68 (3.94, 7.44) |
| HbA1c (%) | 1901 | 0% | reference | 866 | 44.46% | 0.16 (0.09, 0.23) | 713 | 70.97% | 0.33 (0.26, 0.40) | 804 | 100% | 0.27 (0.20, 0.34) |
| HbA1c (mmol/mol) | 1896 | 100% | reference | 864 | 44.44% | 1.76 (1.00, 2.51) | 712 | 70.93% | 3.58 (2.77, 4.39) | 803 | 100% | 2.92 (2.15, 3.70) |
n: Number of participants (subset of individuals with BMI available at all age periods).
K: percentage of individuals who had high BMI (BMI in the top 25% of the distribution) also at mean age 70 years.
Coef: regression coefficient for the effect of high BMI (BMI in the top 25% of the distribution) at each sensitive period (mean age 21, 50 or 70 years) as compared with never having had high BMI. Estimates are adjusted for age at the time when the risk markers were measured, and town as fixed effect.
For each outcome, results are obtained from 3 models fitted separately (one for each period: mean age 21, 50 and 70 years).
Differences in cardiovascular and diabetes risk markers at mean age 70 years, by trajectory of BMI (having a high BMI at different points of the life course) at different ages (mean age 21, 50 and 70 years).
| BMI at mean age 70 years (kg/m2) | Total cholesterol | LDL cholesterol | SBP | DBP | Insulin | Glucose | HbA1c | HbA1c | ||||||||||
| (mmol/L) | (mmHg) | (mmHg) | (mmHg) | (% difference) | (% difference) | (%) | (mmol/mol) | |||||||||||
| BMI trajectory | n | mean (SD) | n | Coef (95% CI) | n | Coef (95% CI) | n | Coef (95% CI) | n | Coef (95% CI) | n | Coef (95% CI) | n | Coef (95% CI) | n | Coef (95% CI) | n | Coef (95% CI) |
| 0–0-0 | 1988 | 25.0 (2.3) | 1898 | 0 (ref. group) | 1880 | 0 (ref. group) | 1981 | 0 (ref. group) | 1981 | 0 (ref. group) | 1896 | 0 (ref. group) | 1898 | 0 (ref. group) | 1901 | 0 (ref. group) | 1896 | 0 (ref. group) |
| 1–0-0 | 383 | 26.1 (2.0) | 376 | –0.07 (–0.19, 0.05) | 373 | –0.05 (–0.15, 0.06) | 380 | 0.84 (–1.78, 3.45) | 380 | 0.35 (–0.87, 1.57) | 374 | –4.68 (–10.77, 1.83) | 377 | –0.410 (–2.57, 1.79) | 375 | 0.03 (–0.06, 0.13) | 374 | 0.36 (–0.67, 1.39) |
| 0–1-0 | 109 | 27.2 (1.6) | 102 | –0.13 (–0.34, 0.08) | 100 | –0.16 (–0.35, 0.04) | 108 | 0.34 (–4.29, 4.97) | 108 | 1.36 (–0.79, 3.52) | 102 | 21.28 (7.67, 36.60) | 102 | 6.75 (2.61, 11.06) | 101 | 0.35 (0.18, 0.52) | 101 | 3.73 (1.86, 5.59) |
| 1–1-0 | 111 | 27.5 (1.2) | 109 | –0.20 (–0.41, 0.002) | 108 | –0.17 (–0.35, 0.02) | 110 | –0.67 (–5.25, 3.90) | 110 | –0.43 (–2.56, 1.70) | 105 | 18.34 (5.27, 33.02) | 109 | 4.52 (0.60, 8.60) | 106 | 0.21 (0.04, 0.38) | 106 | 2.25 (0.43, 4.06) |
| 0–0-1 | 219 | 30.8 (1.9) | 202 | 0.00 (–0.15, 0.16) | 201 | –0.05 (–0.19, 0.09) | 218 | 5.03 (1.69, 8.37) | 218 | 1.49 (–0.06, 3.05) | 203 | 69.01 (55.04, 84.24) | 202 | 2.27 (–0.63, 5.26) | 201 | 0.16 (0.03, 0.28) | 201 | 1.64 (0.28, 2.99) |
| 1–0-1 | 103 | 30.7 (2.0) | 94 | 0.06 (–0.16, 0.28) | 92 | –0.05 (–0.25, 0.15) | 103 | 3.73 (–1.01, 8.47) | 103 | 2.78 (0.57, 4.99) | 95 | 48.90 (31.63, 68.43) | 97 | 0.60 (–3.40, 4.77) | 97 | 0.09 (–0.09, 0.26) | 97 | 0.85 (–1.05, 2.76) |
| 0–1-1 | 235 | 32.0 (2.8) | 217 | 0.019 (–0.13, 0.17) | 205 | –0.04 (–0.18, 0.10) | 234 | 6.12 (2.89, 9.36) | 234 | 2.63 (1.12, 4.14) | 217 | 74.94 (60.86, 90.24) | 216 | 8.12 (5.14, 11.18) | 218 | 0.37 (0.25, 0.49) | 218 | 3.96 (2.65, 5.26) |
| 1–1-1 | 316 | 32.8 (3.0) | 289 | –0.05 (–0.19, 0.08) | 285 | –0.09 (–0.21, 0.03) | 316 | 3.32 (0.48, 6.16) | 316 | 1.71 (0.38, 3.03) | 288 | 70.58 (58.39, 83.70) | 286 | 8.09 (5.44, 10.79) | 288 | 0.34 (0.23, 0.44) | 287 | 3.73 (2.57, 4.89) |
n: Number of participants (subset of individuals with BMI available at all age periods). For BMI at mean 70 years this includes all available data.
BMI trajectories: Each triplet corresponds to a different trajectory of high BMI at mean age 21, 50 and 70 years; with 0 and 1 denoting BMI below and above the 75th percentile of the BMI distribution, respectively. For example, (0–0-0) denoted low BMI at all age periods, whilst (0–0-1) signified high BMI at mean age 70 years only.
Coef: Estimates are differences in risk marker from BMI trajectory 0–0-0. Estimates are adjusted for age at the time when the risk markers were measured, and town as fixed effect.