| Literature DB >> 35271629 |
Sheng-Feng Lin1,2,3, Yen-Chun Fan1, Tzu-Tung Kuo1, Wen-Harn Pan4, Chyi-Huey Bai1,2,5.
Abstract
BACKGROUND: Taiwan has the highest prevalence of chronic kidney disease (CKD). Impaired cognition and quality of life are significant phenomena in the late stages of CKD. We sought to obtain an overview and the attributable effect of impaired glomerular filtration on multiple domains in cognition and dimensions of quality of life for community-based healthy older adults in Taiwan.Entities:
Mesh:
Year: 2022 PMID: 35271629 PMCID: PMC8912208 DOI: 10.1371/journal.pone.0264915
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Renal function and mental function health status (N = 497).
| CKD Staging | CKD stage 1 ( | CKD stage 2 ( | CKD stage 3a, b ( | CKD stage 4–5 ( | ||
|---|---|---|---|---|---|---|
| Demographic characteristics | ||||||
| Age (years) | 68.5 ± 3.8 | 71.1 ± 5.2 | 76.9 ± 6.6 | 74.3 ± 8.2 | <0.0001 | <0.0001 |
| Female Sex (%) | 46/ 66 (69.7%) | 130/ 303 (42.9%) | 33/ 123 (27.6%) | 4/ 9 (44.4%) | <0.0001 | <0.0001 |
| Sociodemographic status | ||||||
| Education years | 10.2 ± 4.6 | 9.1 ± 4.9 | 7.6 ± 4.8 | 8.4 ± 3.1 | 0.0023 | 0.0003 |
| Annual income US$, | 6315.8 ± 4643.4 | 10484.7 ± 10666.9 | 8388.2 ± 8973.6 | 5800.0 ± 4764.5 | 0.1435 | 0.5001 |
| Kidney function measures | ||||||
| Blood urea nitrogen | 13.8 ± 3.3 | 15.6 ± 3.7 | 22.2 ± 6.1 | 39.0 ± 10.3 | <0.0001 | <0.0001 |
| Creatinine | 0.6 ± 0.1 | 0.8 ± 0.2 | 1.3 ± 0.3 | 2.9 ± 1.0 | <0.0001 | <0.0001 |
| eGFR (mL/min/1.73 m2) | 100.3 ± 7.9 | 74.2 ± 8.6 | 47.8 ± 8.1 | 23.9 ± 4.6 | <0.0001 | <0.0001 |
| Urine ACR (mg/g) | 4.5 ± 18.9 | 10.8 ± 54.3 | 34.1 ± 74.2 | 247.4 ± 325.2 | <0.0001 | <0.0001 |
| Comorbidity | ||||||
| Hypertension (%) | 18/ 66 (27.3%) | 84/ 303 (27.7%) | 44/ 119 (37.0%) | 2/ 9 (22.2%) | 0.2611 | 0.1822 |
| Hyperlipidemia (%) | 29/ 66 (43.9%) | 142/ 303 (46.9%) | 45/ 119 (37.8%) | 3/ 9 (33.3%) | 0.3518 | 0.1977 |
| Diabetes mellitus (%) | 14/ 66 (21.2%) | 58/ 303 (19.1%) | 37/ 119 (31.1%) | 3/ 9 (33.3%) | 0.0536 | 0.0326 |
| Blood pressure | ||||||
| Systolic (mmHg) | 135.1 ± 17.9 | 132.6 ± 18.4 | 135.5 ± 19.8 | 133.8 ± 12.8 | 0.5505 | 0.6271 |
| Diastolic (mmHg) | 76.7 ± 10.0 | 76.3 ± 10.4 | 74.8 ± 11.7 | 73.7 ± 16.5 | 0.6127 | 0.2032 |
| MAP (mmHg) | 96.2 ± 11.5 | 95.0 ± 12.0 | 95.1 ± 13.2 | 93.7 ± 14.5 | 0.9296 | 0.6174 |
| Serum laboratory studies | ||||||
| Fasting glucose (mg/dL) | 109.9 ± 34.0 | 108.5 ± 23.9 | 113.5 ± 36.9 | 105.4 ± 19.3 | 0.4485 | 0.4189 |
| HbA1c (%) | 6.1 ± 1.2 | 6.1 ± 0.8 | 6.3 ± 0.9 | 6.5 ± 0.8 | 0.0430 | 0.0224 |
| Total cholesterol (mg/dL) | 186.2 ± 34.3 | 188.2 ± 34.8 | 180.9 ± 38.4 | 175.7 ± 32.7 | 0.2245 | 0.1198 |
| LDL-C (mg/dL) | 116.1 ± 33.3 | 118.7 ± 31.3 | 115.6 ± 32.3 | 117.6 ± 14.5 | 0.8215 | 0.7705 |
| HDL-C (mg/dL) | 57.2 ± 15.4 | 53.8 ± 15.3 | 48.8 ± 14.0 | 43.7 ± 10.9 | 0.0003 | <0.0001 |
| Triglycerides (mg/dL) | 115.9 ± 74.6 | 120.1 ± 71.3 | 121.5 ± 65.0 | 105.9 ± 56.2 | 0.8900 | 0.8316 |
Abbreviations: ACR, albumin-to-creatinine ratio; CKD, chronic kidney disease; eGFR, estimated glomerular filtration rate; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; MAP, mean arterial pressure; US dollars.
*Statistical significance with Bonferroni correction, P < 0.0125.
Mini-Mental State examination and quality of life assessment of all participants (N = 497).
| CKD Staging | Stage 1 ( | Stage 2 ( | Stage 3a, 3b ( | Stage 4–5 ( | ||
|---|---|---|---|---|---|---|
| Global MMSE (30 points) | 27.4 ± 2.4 | 27.4 ± 2.8 | 25.3 ± 4.7 | 24.9 ± 3.4 | <0.0001 | <0.0001 |
| Orientation to time (5 points) | 4.9 ± 0.4 | 4.9 ± 0.5 | 4.6 ± 0.9 | 4.3 ± 0.9 | <0.0001 | <0.0001 |
| Orientation to place (5 points) | 4.9 ± 0.4 | 4.9 ± 0.3 | 4.8 ± 0.7 | 5.0 ± 0.0 | 0.1011 | 0.1627 |
| Registration (3 points) | 2.9 ± 0.4 | 3.0 ± 0.2 | 2.9 ± 0.4 | 2.8 ± 0.4 | 0.1227 | 0.0883 |
| Calculation (5 points) | 4.1 ± 1.3 | 4.0 ± 1.4 | 3.3 ± 1.6 | 2.9 ± 1.7 | <0.0001 | <0.0001 |
| Memory recall (3 points) | 2.5 ± 0.9 | 2.4 ± 0.8 | 2.1 ± 1.0 | 2.2 ± 1.0 | 0.0018 | 0.0012 |
| Language (2 points) | 2.0 ± 0.1 | 2.0 ± 0.1 | 1.9 ± 0.3 | 2.0 ± 0.0 | 0.3403 | 0.2250 |
| Repetition (1 point) | 0.9 ± 0.3 | 0.9 ± 0.3 | 0.8 ± 0.4 | 0.8 ± 0.4 | 0.2929 | 0.0900 |
| Complex commands (6 points) | 5.3 ± 1.0 | 5.3 ± 1.1 | 4.9 ± 1.4 | 4.9 ± 0.9 | 0.0105 | 0.0047 |
| Quality of life assessment | ||||||
| Role-physical (RP) | 51.2 ± 9.9 | 50.5 ± 9.6 | 48.4 ± 10.6 | 43.0 ± 12.0 | 0.0288 | 0.0074 |
| Vitality (VT) | 51.6 ± 9.8 | 50.1 ± 9.6 | 49.1 ± 11.0 | 46.0 ± 11.1 | 0.2707 | 0.0569 |
| Social functioning (SF) | 49.3 ± 11.4 | 50.8 ± 8.7 | 48.8 ± 11.2 | 44.1 ± 19.2 | 0.0664 | 0.1651 |
| Role-emotional (RE) | 49.3 ± 11.0 | 50.3 ± 9.7 | 49.5 ± 10.3 | 48.8 ± 11.4 | 0.7925 | 0.8429 |
| Mental health (MH) | 50.2 ± 9.4 | 50.1 ± 10.3 | 49.5 ± 9.7 | 50.0 ± 10.5 | 0.9579 | 0.6541 |
CKD, chronic kidney disease; MMSE, Mini-Mental State Examination.
*Statistical significance with Bonferroni correction P < 0.0125.
Generalized linear mixed model estimates of Mini-Mental State examination and quality of life (adjusted by age and sex).
| Scores of each items ( | eGFR (per 30 mL/min/1.73 m² lower | Age (per years increase) | Sex (female versus male) | Age × sex | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| β | S.E. | β | S.E. | β | S.E. | β | S.E. | |||||
|
| -0.963 | 0.239 | <0.0001 | -0.067 | 0.030 | 0.0280 | 10.475 | 3.483 | 0.0028 | -0.169 | 0.048 | 0.0005* |
| | -0.161 | 0.456 | 0.0004 | -0.001 | 0.001 | 0.1435 | -0.931 | 0.665 | 0.1619 | -0.015 | 0.001 | 0.1086 |
| | -0.014 | 0.030 | 0.6299 | 0.002 | 0.004 | 0.6125 | 1.582 | 0.437 | 0.0003 | -0.024 | 0.006 | <0.0001 |
| | -0.043 | 0.024 | 0.0685 | 0.000 | 0.002 | 0.9229 | 0.338 | 0.343 | 0.3242 | -0.006 | 0.005 | 0.2383 |
| | -0.397 | 0.109 | 0.0003 | -0.029 | 0.014 | 0.0346 | 2.133 | 1.582 | 0.1781 | -0.036 | 0.022 | 0.0964 |
| | -0.106 | 0.063 | 0.0929 | -0.020 | 0.008 | 0.0133 | 1.949 | 0.918 | 0.0343 | -0.031 | 0.013 | 0.0154 |
| | -0.007 | 0.015 | 0.6566 | -0.001 | 0.002 | 0.6425 | 0.205 | 0.215 | 0.3419 | -0.003 | 0.003 | 0.2882 |
| | -0.030 | 0.025 | 0.2317 | -0.002 | 0.003 | 0.6064 | 0.179 | 0.366 | 0.6252 | -0.002 | 0.005 | 0.6263 |
| | -0.205 | 0.082 | 0.0132 | -0.001 | 0.010 | 0.3897 | 3.158 | 1.202 | 0.0088 | -0.051 | 0.017 | 0.0022 |
|
| ||||||||||||
| | -2.332 | 0.756 | 0.0023 | -0.141 | 0.094 | 0.1333 | -2.976 | 10.993 | 0.7867 | 0.006 | 0.152 | 0.9694 |
| | -1.815 | 0.758 | 0.0170 | 0.012 | 0.095 | 0.9000 | 6.217 | 11.095 | 0.5755 | -0.125 | 0.154 | 0.4177 |
| | -1.438 | 0.764 | 0.0603 | 0.057 | 0.096 | 0.5522 | 2.904 | 11.195 | 0.7954 | -0.036 | 0.155 | 0.8183 |
| | -0.680 | 0.761 | 0.3716 | -0.058 | 0.095 | 0.5433 | 5.376 | 11.151 | 0.0227 | -0.104 | 0.155 | 0.5024 |
| | -0.514 | 0.766 | 0.5028 | 0.012 | 0.096 | 0.8992 | -1.449 | 11.241 | 0.8975 | -0.002 | 0.156 | 0.9877 |
eGFR, estimated glomerular filtration rate; MMSE, Mini-Mental State Examination. S.E., standard error.
*Statistical significance with Bonferroni correction, P < 0.0125.
† A lower eGFR per 30 mL/min/1.73 m2 indicates much worsened renal function in the early and moderate stages of chronic kidney disease.
Fig 1Global Mini-Mental State Examination (MMSE) score by age, sex, and chronic kidney disease (CKD) stages.
Fig 2Each category of Mini-Mental State Examination (MMSE) score by age, sex, and chronic kidney disease (CKD) stages.
Fig 3Quality of life questionnaires by age, sex, and chronic kidney disease (CKD) stages.
Comparison of different models for the relationship among eGFR estimates, MMSE, and quality of life.
| Models ( | Model 1 (unadjusted) | Model 2 (adjusted for age, sex, and age × sex) | Model 3 (adjusted for age, sex, age × sex, education years) | Model 4 (adjusted for age, sex, age × sex, education years, HbA1c, and HDL-C) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| eGFR (per 30 mL/min/1.73 m² lower | β | S.E. | β | S.E. | β | S.E. | β | S.E. | ||||
|
| -1.180 | 0.230 | <0.0001 | -0.963 | 0.239 | <0.0001 | -0.922 | 0.228 | <0.0001 | -0.807 | 0.235 | 0.0007 |
| | -0.192 | 0.042 | <0.0001 | -0.161 | 0.456 | 0.0004 | -0.159 | 0.046 | 0.0005 | -0.155 | 0.047 | 0.0011 |
| | -0.017 | 0.028 | 0.5433 | -0.014 | 0.030 | 0.6299 | -0.013 | 0.030 | 0.6721 | -0.001 | 0.031 | 0.7835 |
| | -0.040 | 0.021 | 0.0645 | -0.043 | 0.024 | 0.0685 | -0.042 | 0.023 | 0.0750 | -0.038 | 0.024 | 0.1152 |
| | -0.475 | 0.101 | <0.0001 | -0.397 | 0.109 | 0.0003* | -0.383 | 0.106 | 0.0003* | -0.338 | 0.109 | 0.0020 |
| | -0.178 | 0.059 | 0.0027 | -0.106 | 0.063 | 0.0929 | -0.101 | 0.062 | 0.1068 | -0.084 | 0.064 | 0.1953 |
| | -0.011 | 0.013 | 0.4297 | -0.007 | 0.015 | 0.6566 | -0.001 | 0.015 | 0.6675 | -0.001 | 0.015 | 0.8341 |
| | -0.040 | 0.023 | 0.0800 | -0.030 | 0.025 | 0.2317 | -0.030 | 0.025 | 0.2387 | -0.024 | 0.026 | 0.3540 |
| | -0.228 | 0.077 | 0.0035 | -0.205 | 0.082 | 0.0132 | -0.188 | 0.077 | 0.0150 | -0.156 | 0.079 | 0.0494 |
|
| ||||||||||||
| | -2.387 | 0.687 | 0.0006 | -2.332 | 0.756 | 0.0023 | -2.301 | 0.757 | 0.0024 | -2.219 | 0.779 | 0.0046 |
| | -1.480 | 0.691 | 0.0327 | -1.815 | 0.758 | 0.0170 | -1.784 | 0.757 | 0.0189 | -1.929 | 0.777 | 0.0134 |
| | -1.339 | 0.690 | 0.0530 | -1.438 | 0.764 | 0.0603 | -1.421 | 0.764 | 0.0635 | -1.403 | 0.781 | 0.0730 |
| | -0.686 | 0.692 | 0.3217 | -0.680 | 0.761 | 0.3716 | -0.654 | 0.760 | 0.3905 | -0.809 | 0.784 | 0.3023 |
| | -0.204 | 0.695 | 0.7693 | -0.514 | 0.766 | 0.5028 | -0.493 | 0.766 | 0.5199 | -0.896 | 0.773 | 0.2472 |
eGFR, estimated glomerular filtration rate; MMSE, Mini-Mental State Examination. S.E., standard error.
*Statistical significance with Bonferroni correction, P < 0.0125.
†A lower eGFR per 30 mL/min/1.73 m2 indicates much worsened renal function in the early and moderate stages of chronic kidney disease.
Validation with partial least squares (PLS) procedures.
| Methods of PLS Procedures | Principle component regression | |
|---|---|---|
| Factor 1 | Factor 2 | |
| Percent Variation Accounted for by Principal Components (%) | ||
| Model effects | 23.475 | 18.171 |
| Dependent variables of eGFR | 2.309 | 0.478 |
| Model effect loadings | ||
| Age | -0.154 | -0.000 |
| Orientation to time | 0.337* | -0.201 |
| Orientation to place | 0.397* | -0.241 |
| Registration | 0.324* | -0.182 |
| Calculation | 0.318* | -0.047 |
| Memory recall | 0.261 | -0.066 |
| Language | 0.296 | -0.282 |
| Repetition | 0.165 | 0.031 |
| Complex commands | 0.354* | -0.136 |
| Role-physical (RP) | 0.207 | 0.397 |
| Vitality (VT) | 0.224 | 0.411 |
| Social functioning (SF) | 0.150 | 0.339 |
| Role-emotional (RE) | 0.188 | 0.394 |
| Mental health (MH) | 0.200 | 0.409 |
*Variables with a factor loading of > |0.3| were considered significant.