| Literature DB >> 35893886 |
Tomoya Hirai1, Kazuhiro Fujiyoshi2, Satoru Yamada3, Takuya Matsumoto1, Junko Kikuchi1, Kohki Ishida4, Miwa Ishida4, Minako Yamaoka-Tojo5, Takayuki Inomata6, Kyo Shigeta1, Taiki Tojo4.
Abstract
Advanced glycated end products (AGEs) accumulate systemically and cause diabetes complications. However, whether noninvasive measurable AGEs are associated with diabetes status and physical functions remains unclear. One hundred and ten patients with cardiovascular disease (CVD) who underwent outpatient cardiac rehabilitation were included. AGEs scores, using AGEs sensors, were evaluated concomitantly with a physical evaluation, including testing the isometric knee extension strength (IKES) and 6 min walking distance (6MWD). Thirty-three (30%) patients had a history of diabetes mellitus (DM). The AGEs score was not different in the presence of DM history (0.52 ± 0.09 vs. 0.51 ± 0.09, p = 0.768) and was not correlated with blood glucose (r = 0.001, p = 0.995). The AGEs score was positively correlated with hemoglobin A1c (HbA1c, r = 0.288, p = 0.004) and negatively correlated with physical functions (IKES, r = -0.243, p = 0.011; 6MWD, r = -0.298, p = 0.002). The multivariate analysis demonstrated that 6MWD was independently associated with a high AGEs score (>0.52). The AGEs score was associated with HbA1c, IKES, and 6MWD in patients with CVD. The AGEs score might be a useful indicator for evaluating not only glycemic control but also physical functions.Entities:
Keywords: exercise capacity; glycemic control; muscle strength; skin autofluorescence
Mesh:
Substances:
Year: 2022 PMID: 35893886 PMCID: PMC9330730 DOI: 10.3390/nu14153032
Source DB: PubMed Journal: Nutrients ISSN: 2072-6643 Impact factor: 6.706
Figure 1Study flowchart.
Figure 2Normality test of AGEs score by Kolmogorov–Smirnov test. The average AGEs score was 0.51, and the median value was 0.52, indicating a normal distribution (p = 0.124). AGEs, advanced glycated end products.
Clinical characteristics of patients with and without DM.
| DM (+) | DM (−) | ||
|---|---|---|---|
| Age, years | 78.6 ± 7.2 | 78.6 ± 8.2 | 0.996 |
| Male sex, | 26 (79) | 45 (58) | 0.041 * |
| BMI, kg/m2 | 23.5 ± 3.7 | 22.4 ± 3.4 | 0.150 |
| CHF | |||
| HFrEF, | 2 (6) | 10 (13) | 0.286 |
| HFmrEF, | 2 (6) | 7 (9) | 0.595 |
| HFpEF, | 12 (36) | 25 (32) | 0.692 |
| PCI, | 12 (36) | 19 (25) | 0.212 |
| Valvular disease, | 2 (6) | 5 (6) | 0.932 |
| Atrial fibrillation, | 6 (18) | 27 (35) | 0.077 |
| Hypertension, | 19 (58) | 43 (56) | 0.867 |
| Hyperlipidemia, | 18 (55) | 19 (25) | 0.002 * |
| Current smoker, | 2 (6) | 2 (3) | 0.374 |
| Medication | |||
| DPP4i, | 14 (42) | 0 (0) | 0.001 * |
| Insulin, | 3 (9) | 0 (0) | 0.002 * |
| Metformin, | 11 (33) | 0 (0) | 0.001 * |
| SGLT2i, | 20 (61) | 9 (12) | 0.001 * |
| LVEF, % | 58 ± 10 | 56 ± 12 | 0.563 |
| LDL-C, mg/dL | 79.8 ± 25.4 | 90.9 ± 31.5 | 0.092 |
| HDL-C, mg/dL | 58.5 ± 16.7 | 62.6 ± 14.6 | 0.262 |
| TG, mg/dL | 121.1 ± 71.4 | 116.9 ± 78.9 | 0.802 |
| Blood glucose, mg/dL | 139.6 ± 46.8 | 109.7 ± 22.4 | 0.001 * |
| HbA1c, % | 7.0 ± 0.7 | 5.9 ± 0.5 | 0.001 * |
| Cr, mg/dL | 1.2 ± 0.7 | 1.1 ± 0.4 | 0.363 |
| eGFR, mL/min/1.73 m2 | 50.7 ± 17.5 | 51.4 ± 18.3 | 0.862 |
| BNP, pg/dL | 155.6 ± 189.1 | 261.3 ± 244.9 | 0.053 |
| Handgrip strength, kg | 24.7 ± 7.4 | 22.4 ± 8.8 | 0.196 |
| IKES, %BW | 42.6 ± 14.6 | 38.9 ± 12.5 | 0.179 |
| 6MWD, m | 400 ± 129 | 374 ± 131 | 0.345 |
| AGEs score | 0.52 ± 0.09 | 0.51 ± 0.09 | 0.768 |
The date are means ± standard error or number (%). DM (+) vs. DM (−); * p < 0.050. AGEs, advanced glycated end products; BMI, Body Mass Index; BNP, brain natriuretic peptide; CHF, chronic heart failure; Cr, creatinine; DPP4i, dipeptidyl peptidase-4 inhibitors; eGFR, estimated glomerular filtration rate; HFmrEF, Heart Failure with mid-range Ejection Fraction; HFpEF, Heart Failure with preserved Ejection Fraction; HFrEF, Heart Failure with reduced Ejection Fraction; HbA1c, hemoglobin-A1c; HDL-C, HDL cholesterol; IKES, isometric knee extension strength; LDL-C, LDL cholesterol; LVEF, left ventricular ejection fraction; PCI, percutaneous coronary intervention; SGLT2i, sodium–glucose cotransporter 2 inhibitors; TG, triglyceride; 6MWD, 6 min walking distance.
Correlation between AGEs score and clinical characteristics.
|
|
| ||||
|---|---|---|---|---|---|
| Age | 0.079 | 0.412 | Current smoker | −0.082 | 0.396 |
| Male | −0.077 | 0.424 | LVEF | −0.019 | 0.413 |
| BMI | 0.110 | 0.275 | LDL-C | −0.038 | 0.708 |
| HFrEF | 0.041 | 0.669 | HDL-C | −0.025 | 0.817 |
| HFmrEF | 0.028 | 0.772 | TG | 0.030 | 0.771 |
| HFpEF | 0.048 | 0.620 | Blood glucose | 0.001 | 0.995 |
| PCI | −0.012 | 0.899 | HbA1c | 0.288 | 0.004 * |
| Valvular disease | 0.066 | 0.496 | Cr | 0.178 | 0.062 |
| Atrial fibrillation | −0.058 | 0.546 | eGFR | −0.184 | 0.054 |
| Hypertension | 0.081 | 0.401 | Diabetic nephropathy | 0.109 | 0.257 |
| Hyperlipidemia | −0.083 | 0.386 | BNP | −0.065 | 0.526 |
| Diabetes mellitus | 0.038 | 0.690 | Hand grip strength | −0.127 | 0.187 |
| Diabetic retinopathy | 0.133 | 0.165 | IKES | −0.243 | 0.011 * |
| Diabetic complications | 0.130 | 0.175 | 6MWD | −0.298 | 0.002 * |
Note: r indicates the correlation coefficient; * p < 0.050. AGEs, advanced glycated end products; BMI, Body Mass Index; BNP, brain natriuretic peptide; Cr, creatinine; eGFR, estimated glomerular filtration rate; HFmrEF, Heart Failure with mid-range Ejection Fraction; HFpEF, Heart Failure with preserved Ejection Fraction; HFrEF, Heart Failure with reduced Ejection Fraction; HbA1c, hemoglobin-A1c; HDL-C, HDL cholesterol; IKES, isometric knee extension strength; LDL-C, LDL cholesterol; LVEF, left ventricular ejection fraction; PCI, percutaneous coronary intervention; TG, triglyceride; 6MWD, 6 min walking distance.
Figure 3Correlation between AGEs score and clinical characteristics. (a) AGEs score was significantly correlated with HbA1c, (b) AGEs score was significantly correlated with Isometric knee extension strength, and (c) AGEs score was significantly correlated with 6MWD. AGEs, advanced glycated end products; HbA1c, hemoglobin-A1c; IKES, isometric knee extension strength; 6MWD, 6 min walking distance.
Comparison of baseline characteristics of patents with high AGEs and low AGEs score.
| High AGEs Score | Low AGEs Score | ||
|---|---|---|---|
| Age, years | 79.6 ± 7.7 | 77.8 ± 8.0 | 0.217 |
| Male sex, | 28 (56) | 43 (72) | 0.087 |
| BMI, kg/m2 | 23.3 ± 3.5 | 22.2 ± 3.5 | 0.113 |
| CHF | |||
| HFrEF, | 5 (10) | 7 (12) | 0.780 |
| HFmrEF, | 6 (12) | 3 (5) | 0.182 |
| HFpEF, | 19 (38) | 18 (30) | 0.377 |
| PCI, | 13 (26) | 18 (30) | 0.642 |
| Valvular disease, | 4 (8) | 3 (5) | 0.521 |
| Atrial fibrillation, | 12 (24) | 21 (35) | 0.210 |
| Hypertension, | 33 (66) | 29 (48) | 0.063 |
| Hyperlipidemia, | 16 (32) | 21 (35) | 0.740 |
| Diabetes mellitus, | 15 (30) | 18 (30) | 1.000 |
| Diabetic retinopathy, | 3 (6) | 2 (4) | 0.588 |
| Diabetic complications, | 4 (8) | 3 (5) | 0.624 |
| Current smoker, | 0 (0) | 4 (7) | 0.063 |
| Medication | |||
| DPP4i, | 9 (17) | 5 (9) | 0.197 |
| Insulin, | 0 (0) | 3 (5) | 0.090 |
| Metformin, | 6 (11) | 5 (9) | 0.656 |
| SGLT2i, | 17 (32) | 12 (21) | 0.190 |
| LVEF, % | 56.4 ± 10.6 | 56.7 ± 12.4 | 0.916 |
| LDL-C, mg/dL | 83.6 ± 30.8 | 90.5 ± 29.5 | 0.259 |
| HDL-C, mg/dL | 61.0 ± 14.0 | 61.9 ± 16.4 | 0.782 |
| TG, mg/dL | 115.1 ± 67.5 | 120.6 ± 83 | 0.725 |
| Blood glucose, mg/dL | 118.7 ± 38.6 | 119.1 ± 31.2 | 0.952 |
| HbA1c, % | 6.4 ± 0.8 | 6.1 ± 0.7 | 0.044 * |
| Cr, mg/dL | 1.2 ± 0.7 | 1.1 ± 0.4 | 0.238 |
| eGFR, mL/min/1.73 m2 | 48.8 ± 20.5 | 53.2 ± 15.5 | 0.195 |
| Diabetic nephropathy, | 2 (4) | 1 (2) | 0.516 |
| BNP, pg/dL | 230 ± 211 | 236 ± 255 | 0.908 |
| Handgrip strength, kg | 21.1 ± 7.6 | 24.8 ± 8.8 | 0.023 * |
| IKES, %BW | 36.5 ± 12.0 | 42.8 ± 13.5 | 0.013 * |
| 6MWD, m | 345 ± 132 | 410 ± 112 | 0.010 * |
| AGEs score | 0.57 ± 0.06 | 0.43 ± 0.06 | <0.001 * |
The date are means ± standard error or number (%). High AGEs score vs. low AGEs score; * p < 0.050. AGEs, advanced glycated end products; BMI, Body Mass Index; BNP, brain natriuretic peptide; CHF, Chronic heart failure; Cr, creatinine; DPP4i, dipeptidyl peptidase-4 inhibitors; eGFR, estimated glomerular filtration rate; HFmrEF, Heart Failure with mid-range Ejection Fraction; HFpEF, Heart Failure with preserved Ejection Fraction; HFrEF, Heart Failure with reduced Ejection Fraction; HbA1c, hemoglobin-A1c; HDL-C, HDL cholesterol; IKES, isometric knee extension strength; LDL-C, LDL cholesterol; LVEF, left ventricular ejection fraction; PCI, percutaneous coronary intervention; SGLT2i, sodium–glucose cotransporter 2 inhibitors; TG, triglyceride; 6MWD, 6 min walking distance.
Univariate analysis for the presence of high AGEs score (>0.52).
| Variable | Univariate Analysis | ||
|---|---|---|---|
| OR | 95% CI | ||
| Age, per year | 1.036 | 0.986–1.087 | 0.160 |
| Male sex | 1.422 | 0.649–3.115 | 0.379 |
| BMI, per kg/m2 | 1.078 | 0.963–1.208 | 0.193 |
| HFrEF | 0.922 | 0.278–3.057 | 0.894 |
| HfmrEF | 0.725 | 0.184–2.856 | 0.645 |
| HfpEF | 0.595 | 0.268–1.321 | 0.202 |
| PCI | 1.420 | 0.614–3.285 | 0.412 |
| Valvular disease | 0.349 | 0.065–1.882 | 0.221 |
| Atrial fibrillation | 0.983 | 0.436–2.223 | 0.967 |
| Hypertension | 0.540 | 0.251–1.159 | 0.114 |
| Hyperlipidemia | 1.349 | 0.609–2.990 | 0.461 |
| Diabetes mellitus | 0.826 | 0.365–1.870 | 0.647 |
| Diabetic retinopathy | 0.606 | 0.097–3.777 | 0.592 |
| Diabetic complications | 0.681 | 0.145–3.194 | 0.626 |
| Current smoker | 2.081 | 0.951–4.557 | 0.067 |
| LVEF, per % | 0.995 | 0.952–1.030 | 0.785 |
| Hb, per g/dL | 0.889 | 0.723–1.095 | 0.268 |
| LDL-C, per mg/dL | 0.999 | 0.985–1.013 | 0.925 |
| HDL-C, per mg/dL | 0.997 | 0.970–1.025 | 0.844 |
| TG, per mg/dL | 1.000 | 0.995–1.005 | 0.906 |
| Blood glucose, per mg/dL | 1.003 | 0.991–1.016 | 0.583 |
| HbA1c, per % | 1.506 | 0.866–2.558 | 0.130 |
| Cr, per mg/dL | 1.371 | 0.667–2.820 | 0.391 |
| eGFR, per mL/min/1.73 m2 | 0.988 | 0.968–1.009 | 0.276 |
| Diabetic nephropathy | 0.455 | 0.040–5.174 | 0.525 |
| BNP, per pg/dL | 0.999 | 0.998–1.001 | 0.518 |
| Handgrip strength, per kg | 0.963 | 0.921–1.007 | 0.101 |
| IKES, per %BW | 0.973 | 0.945–1.001 | 0.059 |
| 6MWD, per m | 0.996 | 0.993–0.999 | 0.015 * |
OR, odds ratio; CI, confidence interval; * p < 0.050. AGEs, advanced glycated end products; BMI, Body Mass Index; BNP, brain natriuretic peptide; Cr, creatinine; eGFR, estimated glomerular filtration rate; HfmrEF, Heart Failure with mid-range Ejection Fraction; HfpEF, Heart Failure with preserved Ejection Fraction; HfrEF, Heart Failure with reduced Ejection Fraction; HbA1c, hemoglobin-A1c; HDL-C, HDL cholesterol; IKES, isometric knee extension strength; LDL-C, LDL cholesterol; LVEF, left ventricular ejection fraction; PCI, percutaneous coronary intervention; TG, triglyceride; 6MWD, 6 min walking distance.
Multivariate analysis for high AGEs score (>0.52).
| Variable | Multivariate Analysis | Multivariate Analysis | ||||
|---|---|---|---|---|---|---|
| OR | 95% CI | OR | 95% CI | |||
| 6MWD, per m | 0.996 | 0.993–0.999 | 0.012 * | 0.997 | 0.994–0.999 | 0.048 * |
| Diabetes mellitus | 0.645 | 0.273–1.524 | 0.317 | |||
| Blood glucose, per mg/dL | 1.005 | 0.992–1.017 | 0.451 | |||
OR, odds ratio; CI, confidence interval; * p < 0.050. AGEs, advanced glycated end products; 6MWD, 6 min walking distance.
Multivariate analysis for high AGEs score (>0.52).
| Variable | Multivariate Analysis | Multivariate Analysis | ||||
|---|---|---|---|---|---|---|
| OR | 95% CI | OR | 95% CI | |||
| 6MWD, per m | 0.996 | 0.993–1.000 | 0.035 * | 0.996 | 0.992–0.999 | 0.023 * |
| HbA1c, per % | 1.646 | 0.946–2.864 | 0.078 | |||
| Age, per year | 0.989 | 0.932–1.050 | 0.720 | |||
OR, odds ratio; CI, confidence interval; * p < 0.050. AGEs, advanced glycated end products; HbA1c, hemoglobin-A1c; 6MWD, 6 min walking distance.
Multivariate analysis for high AGEs score (>0.52).
| Variable | Multivariate Analysis | Multivariate Analysis | Multivariate Analysis | ||||||
|---|---|---|---|---|---|---|---|---|---|
| OR | 95% CI | OR | 95% CI | OR | 95% CI | ||||
| 6MWD, per m | 0.995 | 0.992–0.999 | 0.007 * | 0.996 | 0.993–1.000 | 0.025 * | 0.997 | 0.993–1.000 | 0.045 * |
| BMI, per kg/m2 | 1.102 | 0.975–1.245 | 0.121 | ||||||
| Current smoker | 1.613 | 0.712–3.655 | 0.252 | ||||||
| eGFR, per mL/min/1.73 m2 | 0.990 | 0.966–1.015 | 0.431 | ||||||
OR, odds ratio; CI, confidence interval; * p < 0.050. AGEs, advanced glycated end products; BMI, Body Mass Index; eGFR, estimated glomerular filtration rate; 6MWD, 6 min walking distance.