| Literature DB >> 35422696 |
Young Min Choe1,2, Guk-Hee Suh1,2, Boung Chul Lee2,3, Ihn-Geun Choi2,4, Jun Ho Lee5, Hyun Soo Kim6, Jee Wook Kim1,2.
Abstract
Background: Despite the known association between abnormal serum copper levels and Alzheimer's disease (AD) or cognitive decline, the association between copper, iron, and cognition remains poorly investigated. We examined the association between serum copper levels and global cognition measured using the Mini-Mental State Examination (MMSE) in older adults with normal copper levels. We also explored the moderating effect of iron on this association.Entities:
Keywords: Alzheimer’s disease; MMSE; copper; global cognition; iron
Year: 2022 PMID: 35422696 PMCID: PMC9003994 DOI: 10.3389/fnagi.2022.811117
Source DB: PubMed Journal: Front Aging Neurosci ISSN: 1663-4365 Impact factor: 5.750
Demographic and clinical characteristics of non-demented participants by the categories of serum copper.
| Characteristic | Overall | Categorized copper level |
| ||
| Low | Medium | High | |||
|
| 99 | 32 | 35 | 32 | |
| Age, y | 72.25 (5.35) | 72.44 (4.41) | 72.54 (6.20) | 71.75 (5.33) | 0.812 |
| Female, | 76 (76.77) | 25 (78.13) | 27 (77.14) | 24 (75.00) | 0.955 |
| Education, y | 8.76 (4.62) | 8.50 (4.13) | 9.31 (4.76) | 8.406 (5.01) | 0.677 |
| APOE4-positivity, | 19 (19.19) | 9 (28.13) | 5 (14.29) | 5 (15.63) | 0.293 |
| MCI, | 57 (57.58) | 21 (65.63) | 16 (45.71) | 20 (62.50) | 0.204 |
| VRS, % | 16.67 (17.50) | 18.75 (18.33) | 15.71 (17.59) | 15.62 (16.90) | 0.719 |
| GDS score | 11.00 (7.22) | 9.50 (6.17) | 10.77 (6.98) | 12.75 (8.22) | 0.193 |
|
| 0.172 | ||||
| < MCL, | 18 (18.18) | 8 (25.00) | 2 (5.71) | 8 (25.00) | |
| ≥MCL, < 2 ×MCL, | 30 (30.30) | 11 (34.38) | 11 (31.43) | 8 (25.00) | |
| ≥2 ×MCL, | 50 (50.50) | 13 (40.63) | 21 (60.00) | 16 (50.00) | |
|
| 0.940 | ||||
| Never | 53 (53.53) | 18 (56.25) | 19 (54.29) | 16 (50.00) | |
| Former | 20 (20.20) | 6 (18.75) | 8 (22.86) | 6 (18.75) | |
| Drinker | 26 (26.26) | 8 (25.00) | 8 (22.86) | 10 (31.25) | |
|
| 0.553 | ||||
| Never | 78 (78.78) | 25 (78.13) | 27 (77.14) | 26 (81.25) | |
| Former | 18 (18.18) | 6 (18.75) | 8 (22.86) | 4 (0.125) | |
| Smoker | 3 (3.03) | 1 (3.13) | 0 (0.00) | 2 (6.25) | |
| Copper, μg/dL | 95.39 (14.79) | 80.78 (3.48) | 90.86 (3.57) | 112.78 (11.22) | <0.001 |
| Hemoglobin, g/dL | 13.31 (1.63) | 13.03 (1.71) | 13.33 (1.83) | 13.58 (1.27) | 0.412 |
| Albumin, g/dL | 4.59 (0.25) | 4.62 (0.23) | 4.62 (0.27) | 4.53 (0.26) | 0.247 |
| Glucose, fasting, mg/dL | 112.96 (24.00) | 110.75 (17.64) | 112.51 (25.82) | 115.66 (27.68) | 0.713 |
| HDL-cholesterol, mg/dL | 55.07 (12.88) | 53.97 (12.71) | 57.43 (14.31) | 53.59 (11.33) | 0.405 |
| LDL-cholesterol, mg/dL | 97.58 (33.45) | 89.16 (25.82) | 100.91 (31.88) | 102.34 (40.59) | 0.222 |
| Iron, μg/dL | 100.86 (33.07) | 98.16 (26.02) | 103.51 (33.82) | 100.66 (38.86) | 0.806 |
| Iron | 0.830 | ||||
| High (≥100 μg/dL), | 49 (49.49) | 17 (53.13) | 16 (45.71) | 16 (50.00) | |
| Low (<100 μg/dL), | 50 (50.50) | 15 (46.88) | 19 (54.29) | 16 (50.00) | |
| Decrease in food intake over the past 3 months | 0.820 | ||||
| no, | 14 (14.14) | 4 (12.50) | 6 (17.14) | 4 (12.50) | |
| yes, | 85 (85.85) | 28 (87.5) | 29 (82.86) | 28 (87.50) | |
| Global cognitive performance | |||||
| MMSE raw score | 25.35 (3.78) | 23.63 (4.25) | 26.00 (3.01) | 26.38 (3.55) | 0.006 |
| MMSE z- score | 0.04 (1.15) | −0.54(1.31) | 0.18 (0.99) | 0.46 (0.90) | 0.001 |
APOE4, apolipoprotein E ε4 allele; MCI, mild cognitive impairment; VRS vascular risk score; GDS, geriatric depression scale; MCL minimum cost of living; MMSE, mini-mental state examination.
Data are expressed as mean (standard deviation), unless otherwise indicated.
The results of multiple linear regression analyses assessing the associations between the serum copper level and MMSE in non-demented older adults.
| B (SE) | CI |
| Adjusted | |
| Model 1 | 0.056 (0.022) | 0.012–0.101 | 0.014 | 0.282 |
| Model 2 | 0.061 (0.021) | 0.019–0.103 | 0.005 | 0.449 |
| Model 3 | 0.065 (0.021) | 0.023–0.108 | 0.003 | 0.447 |
MMSE, mini-mental state examination; APOE4 apolipoprotein E ε4 allele; VRS vascular risk score; GDS, geriatric depression scale.
Model 1 included age, sex, APOE4-positivity, and education; model 2 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, and smoking; and model 3 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, smoking, albumin, hemoglobin, glucose, HDL-cholesterol, LDL-cholesterol, and iron.
FIGURE 1Partial regression plots of the serum copper and MMSE score. (A) Overall and (B,C) by subgroup (B, low iron and C, high iron). Multiple linear regression analyses were performed after adjusting for all confounders.
The results of multiple linear regression analyses assessing the associations between the serum copper strata and MMSE in non-demented older adults.
| Low | Medium | High | Adjusted | |||||
| B (SE) | CI |
| B (SE) | CI |
| |||
| Model 1 | −2.804 (0.789) | −4.371 to −1.238 | <0.001 | −0.688 (0.773) | −2.224 to 0.847 | 0.375 | Reference | 0.326 |
| Model 2 | −2.444 (0.755) | −3.945 to −0.943 | 0.002 | −1.064 (0.718) | −2.492 to 0.365 | 0.142 | Reference | 0.456 |
| Model 3 | −2.643 (0.766) | −4.169 to −1.117 | <0.001 | −1.211 (0.766) | −2.689 to 0.268 | 0.107 | Reference | 0.457 |
MMSE, mini-mental state examination; APOE4 apolipoprotein E ε4 allele; VRS vascular risk score; GDS, geriatric depression scale.
Model 1 included age, sex, APOE4-positivity, and education; model 2 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, and smoking; and model 3 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, smoking, albumin, hemoglobin, glucose, HDL-cholesterol, LDL-cholesterol, and iron.
FIGURE 2Box plots of the serum copper categories and MMSE score. (A) Overall and (B,C) by subgroup (B, low iron and C, high iron). Multiple linear regression analyses were performed after adjusting for all confounders. *P < 0.05; **P < 0.01; ***P < 0.001.
The results of multiple linear regression analyses assessing the associations between the serum copper level and MMSE in MCI older adults.
| B (SE) | CI |
| Adjusted | |
| Model 1 | 0.074 (0.026) | 0.020–0.127 | 0.008 | 0.403 |
| Model 2 | 0.081 (0.031) | 0.020–0.143 | 0.011 | 0.397 |
| Model 3 | 0.087 (0.032) | 0.022–0.151) | 0.010 | 0.433 |
MMSE, mini-mental state examination; APOE4 apolipoprotein E ε4 allele; VRS vascular risk score; GDS, geriatric depression scale.
Model 1 included age, sex, APOE4-positivity, and education; model 2 included age, sex, APOE4-positivity, education, VRS, GDS score, annual income status, alcohol, and smoking; and model 3 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, smoking, albumin, hemoglobin, glucose, HDL-cholesterol, LDL-cholesterol, and iron.
The results of multiple linear regression analyses assessing the associations between the serum copper strata and MMSE by iron subgroup.
| Low | Medium | High | Adjusted R2 | |||||
| B (SE) | CI |
| B (SE) | CI |
| |||
|
| ||||||||
| Model 1 | −0.740 (1.013) | −2.786 to 1.306 | 0.469 | −0.104 (1.017) | −2.158 to 1.950 | 0.919 | Reference | 0.350 |
| Model 2 | −0.948 (1.002) | −2.983 to 1.087 | 0.351 | −0.443 (1.091) | −2.657 to 1.772 | 0.687 | Reference | 0.418 |
| Model 3 | −0.721 (1.043) | −2.852 to 1.409 | 0.495 | −0.934 (1.136) | −3.254 to 1.386 | 0.418 | Reference | 0.421 |
|
| ||||||||
| Model 1 | −5.034 (1.210) | −7.474 to −2.595 | < 0.001 | −1.173 (1.112) | −3.417 to 1.070 | 0.297 | Reference | 0.368 |
| Model 2 | −3.977 (1.139) | −6.285 to −1.669 | 0.001 | −1.442 (0.974) | −3.416 to 0.531 | 0.147 | Reference | 0.532 |
| Model 3 | −4.174 (1.194) | −6.607 to −1.741 | 0.001 | −1.236 (1.062) | −3.398 to 0.927 | 0.253 | Reference | 0.540 |
MMSE, mini-mental state examination; APOE4 apolipoprotein E ε4 allele; VRS vascular risk score; GDS, geriatric depression scale.
Model 1 included age, sex, APOE4-positivity, and education; model 2 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, and smoking; and model 3 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, smoking, albumin, hemoglobin, glucose, HDL-cholesterol, and LDL-cholesterol.
The results of multiple linear regression analyses including interaction terms between the serum copper strata and age (or sex, or APOE4-positivity, or VRS, or iron) in terms of predicting MMSE.
| B (SE) | CI |
| |
| Low copper | −18.138 (11.187) | −40.413 to 4.137 | 0.109 |
| Medium copper | −16.714 (9.420) | −35.471 to 2.043 | 0.080 |
| Age | −0.159 (0.102) | −0.362 to 0.043 | 0.122 |
| Low copper ×Age | 0.216 (0.155) | −0.093 to 0.524 | 0.168 |
| Medium copper ×Age | 0.215 (0.130) | −0.044 to 0.473 | 0.102 |
| Low copper | −3.121 (0.905) | −4.923 to −1.320 | < 0.001 |
| Medium copper | −1.344 (0.893) | −3.121 to 0.433 | 0.136 |
| Sex | −2.086 (1.715) | −5.500 to 1.329 | 0.228 |
| Low copper × Sex | 2.015 (1.891) | −1.750 to 5.780 | 0.290 |
| Medium copper × Sex | 0.674 (1.919) | −3.148 to 4.495 | 0.727 |
| Low copper | −2.876 (0.899) | −4.665 to −1.086 | 0.002 |
| Medium copper | −1.254 (0.854) | −2.954 to 0.446 | 0.146 |
| APOE4 positivity | −0.045 (1.680) | −3.391 to 3.301 | 0.979 |
| Low copper ×APOE4-positivity | 0.994 (2.029) | −3.046 to 5.033 | 0.626 |
| Medium copper ×APOE4-positivity | 0.149 (2.298) | −4.427 to 4.724 | 0.949 |
| Low copper | −2.592 (1.510) | −5.599 to 0.415 | 0.090 |
| Medium copper | −1.721 (1.248) | −4.206 to 0.765 | 0.172 |
| VRS | −0.031 (0.037) | −0.105 to 0.043 | 0.402 |
| Low copper ×VRS | 0.002 (0.051) | −0.100 to 0.103 | 0.969 |
| Medium copper × VRS | 0.022 (0.045) | −0.068 to 0.112 | 0.631 |
| Low copper | −9.075 (2.562) | −14.176 to −3.974 | < 0.001 |
| Medium copper | −3.382 (2.148) | −7.659 to 0.895 | 0.119 |
| Iron | −0.019 (0.014) | −0.047 to 0.009 | 0.175 |
| Low copper×Iron | 0.065 (0.025) | 0.016 to 0.114 | 0.010 |
| Medium copper ×Iron | 0.023 (0.020) | 0.018 to 0.063 | 0.268 |
MMSE, mini-mental state examination; APOE4 apolipoprotein ε4; VRS vascular risk score; APOE4 apolipoprotein E ε4 allele.
Multiple linear regression model included copper, age (or sex, or APOE4-positivity, or VRS, or iron) and the interaction between copper and age (or sex, or APOE4-positivity, or VRS, or iron) treated as the independent variables; for all potential confound factors were treated as covariates; and MMSE treated as the dependent variable.
The results of multiple linear regression analyses assessing the associations between the serum copper strata and MMSE in MCI older adults.
| Low | Medium | High | Adjusted | |||||
| B (SE) | CI |
| B (SE) | CI |
| |||
| Model 1 | −3.209 (1.039) | −5.295 to −1.123 | 0.003 | −1.418 (1.101) | −3.630 to 0.794 | 0.204 | Reference | 0.412 |
| Model 2 | −3.461 (1.180) | −5.837 to −1.085 | 0.005 | −1.716 (1.206) | −4.145 to 0.712 | 0.161 | Reference | 0.402 |
| Model 3 | −3.915 (1.313) | −6.571 to −1.258 | 0.005 | −2.785 (1.418) | −5.652 to 0.002 | 0.057 | Reference | 0.440 |
MMSE, mini-mental state examination; APOE4 apolipoprotein E ε4 allele; VRS vascular risk score; GDS, geriatric depression scale.
Model 1 included age, sex, APOE4-positivity, and education; model 2 included age, sex, APOE4-positivity, education, VRS, GDS score, annual income status, alcohol, and smoking; and model 3 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, smoking, albumin, hemoglobin, glucose, HDL-cholesterol, LDL-cholesterol, and iron.
The results of multiple linear regression analyses assessing the associations between the serum copper level and MMSE in non-demented older adults with no decrease in food intake over the past 3 months (n = 85).
| B (SE) | CI |
| Adjusted | |
| Model 1 | 0.060 (0.024) | 0.012–0.107 | 0.014 | 0.323 |
| Model 2 | 0.073 (0.023) | 0.028–0.118 | 0.002 | 0.472 |
| Model 3 | 0.076 (0.023) | 0.029–0.122 | 0.002 | 0.459 |
MMSE, mini-mental state examination; APOE4 apolipoprotein E ε4 allele; VRS vascular risk score; GDS, geriatric depression scale.
Model 1 included age, sex, APOE4-positivity, and education; model 2 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, and smoking; and model 3 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, smoking, albumin, hemoglobin, glucose, HDL-cholesterol, LDL-cholesterol, and iron.
The results of multiple linear regression analyses assessing the associations between the serum copper strata and MMSE in non-demented older adults with no decrease in food intake over the past 3 months (n = 85).
| Low | Medium | High | Adjusted | |||||
| B (SE) | CI |
| B (SE) | CI |
| |||
| Model 1 | −2.775 (0.828) | −4.424 to −1.126 | 0.001 | −0.893 (0.818) | −2.522 to 0.736 | 0.278 | Reference | 0.357 |
| Model 2 | −2.764 (0.799) | −4.356 to −1.171 | <0.001 | −1.394 (0.784) | −2.957 to 0.168 | 0.079 | Reference | 0.477 |
| Model 3 | −3.055 (0.825) | −4.703 to −1.407 | <0.001 | −1.515 (0.802) | −3.118 to 0.087 | 0.063 | Reference | 0.473 |
MMSE, mini-mental state examination; APOE4 apolipoprotein E ε4 allele; VRS vascular risk score; GDS, geriatric depression scale.
Model 1 included age, sex, APOE4-positivity, and education; model 2 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, and smoking; and model 3 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, smoking, albumin, hemoglobin, glucose, HDL-cholesterol, LDL-cholesterol, and iron.
The results of multiple linear regression analyses assessing the associations between the serum copper level and MMSE by iron subgroup.
| B (SE) | CI |
| Adjusted | |
| Model 1 | 0.015 (0.029) | −0.043 to 0.073 | 0.604 | 0.360 |
| Model 2 | 0.029 (0.030) | −0.032 to 0.090 | 0.344 | 0.434 |
| Model 3 | 0.028 (0.031) | −0.035 to 0.092 | 0.371 | 0.440 |
| Model 1 | 0.092 (0.035) | 0.021 to 0.163 | 0.012 | 0.233 |
| Model 2 | 0.082 (0.031) | 0.019 to 0.145 | 0.012 | 0.488 |
| Model 3 | 0.087 (0.033) | 0.019 to 0.155 | 0.014 | 0.479 |
MMSE, mini-mental state examination; APOE4 apolipoprotein E ε4 allele; VRS vascular risk score; GDS, geriatric depression scale.
Model 1 included age, sex, APOE4-positivity, and education; model 2 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, and smoking; and model 3 included age, sex, APOE4-positivity, education, clinical diagnosis, VRS, GDS score, annual income status, alcohol, smoking, albumin, hemoglobin, glucose, HDL-cholesterol, and LDL-cholesterol.