| Literature DB >> 33145975 |
Hanako Nakajima1, Yoshitaka Hashimoto1, Ayumi Kaji1, Ryosuke Sakai1, Fuyuko Takahashi1, Yuta Yoshimura1, Ryo Bamba1, Takuro Okamura1, Noriyuki Kitagawa1,2, Saori Majima1, Takufumi Senmaru1, Hiroshi Okada1,3, Naoko Nakanishi1, Emi Ushigome1, Mai Asano1, Masahide Hamaguchi1, Masahiro Yamazaki1, Michiaki Fukui1.
Abstract
AIMS/Entities:
Keywords: Body fluid volume; Diabetic kidney disease; Fluid overload
Mesh:
Substances:
Year: 2020 PMID: 33145975 PMCID: PMC8264398 DOI: 10.1111/jdi.13459
Source DB: PubMed Journal: J Diabetes Investig ISSN: 2040-1116 Impact factor: 4.232
Figure 1Inclusion and exclusion flow chart of participants. ACR, albumin‐to‐creatinine ratio.
Characteristics of study participants of the cross‐sectional study
| Total | Normo‐albuminuria | Microalbuminuria | Macroalbuminuria |
| |
|---|---|---|---|---|---|
|
| 432 | 263 | 122 | 47 | – |
| Age (years) | 66.7 ± 11.1 | 64.2 ± 0.7 | 67.5 ± 1.0 | 69.0 ± 1.6† | 0.003 |
| Male | 231 (53.5) | 143 (54.4) | 55 (45.1) | 33 (70.2) | 0.022 |
| Height (cm) | 161.2 ± 9.30 | 161.8 ± 0.57 | 159.4 ± 0.84 | 162.2 ± 1.35 | 0.045 |
| Weight (kg) | 63.3 ± 12.6 | 63.0 ± 0.77 | 62.6 ± 1.14 | 66.4 ± 1.83 | 0.188 |
| Body mass index (kg/m2) | 24.3 ± 3.98 | 24.0 ± 0.24 | 24.6 ± 0.36 | 25.1 ± 0.58 | 0.120 |
| Body surface area (m2) | 1.66 ± 0.19 | 1.67 ± 0.01 | 1.64 ± 0.02 | 1.70 ± 0.03 | 0.141 |
| Body composition | |||||
| Body fat mass (kg) | 18.7 ± 7.87 | 18.2 ± 0.48 | 19.2 ± 0.71 | 20.1 ± 1.14 | 0.206 |
| Skeletal muscle mass (kg) | 24.1 ± 5.34 | 24.4 ± 0.33 | 23.0 ± 0.48 | 24.9 ± 0.77 | 0.021 |
| Skeletal muscle index (kg/m2) | 6.93 ± 1.07 | 6.97 ± 0.07 | 6.75 ± 1.00 | 7.22 ± 0.16‡ | 0.024 |
| ICW (kg) | 20.0 ± 4.09 | 20.3 ± 0.25 | 19.1 ± 0.37 | 20.6 ± 0.59 | 0.019 |
| ECW (kg) | 12.7 ± 2.43 | 12.8 ± 0.15 | 12.3 ± 0.22 | 13.5 ± 0.35‡ | 0.013 |
| ECW/ICW ratio | 0.639 ± 0.027 | 0.634 ± 0.002 | 0.645 ± 0.003 | 0.656 ± 0.004†,‡ | <0.001 |
| ECW/TBW ratio | 0.390 ± 0.01 | 0.388 ± 0.001 | 0.392 ± 0.001 | 0.396 ± 0.015†,‡ | <0.001 |
| HbA1c, mmol/mol (%) | 54.7 ± 12.2 (7.16 ± 1.11) | 53.2 ± 0.75 (7.02 ± 0.07) | 57.5 ± 1.09* (7.41 ± 0.10) | 55.8 ± 1.76 (7.26 ± 0.16) | 0.005 |
| Creatinine (μmol/L) | 73.3 ± 40.5 | 66.7 ± 2.28 | 69.4 ± 3.35 | 120.7 ± 5.40†,‡ | <0.001 |
| eGFR (mL/min/1.73 m2) | 70.55 ± 19.9 | 74.2 ± 1.15 | 71.1 ± 1.69 | 51.3 ± 2.73 | <0.001 |
| CKD | 118 (27.3) | 46 (17.5) | 39 (32.0) | 33 (70.2) | <0.001 |
| Urinary ACR (mg/gCr) | 134.5 ± 397.6 | 12.5 ± 17.6 | 95.4 ± 25.9* | 918.7 ± 41.7†,‡ | <0.001 |
| Duration of diabetes (years) | 13.7 ± 10.4 | 12.6 ± 0.64 | 15.0 ± 0.94 | 16.5 ± 1.51† | 0.016 |
| Smoking: never‐/ex‐/current smoker (%) | 260/75/97 (60.2/17.4/22.5) | 159/43/61 (60.4/16.3/23.2) | 81/22/19 (66.4/18.0/15.6) | 20/10/17 (42.6/21.3/36.2) | 0.034 |
| Exercise habit | 208 (48.1) | 135 (51.3) | 51 (41.8) | 22 (46.8) | 0.216 |
| Use of RAS inhibitor | 199 (46.1) | 96 (36.5) | 64 (52.5) | 39 (83.0) | <0.001 |
| Use of Insulin | 84 (19.4) | 46 (17.5) | 24 (19.7) | 14 (29.8) | 0.175 |
| Use of SGLT‐2 inhibitor | 68 (15.7) | 37 (14.1) | 23 (18.9) | 8 (17.0) | 0.472 |
| Use of diuretics | 41 (9.5) | 17 (6.5) | 9 (7.4) | 15 (31.9) | <0.001 |
Data are expressed as the number and mean ± standard deviation, or percentage. Comparisons were carried out using one‐way anova and Tukey’s honestly significant difference test for continuous variables, and the χ2‐test for categorical variables. The urinary albumin‐to‐creatinine ratio (ACR) values were classified into three groups as <30 mg/gCr (normoalbuminuria), 30–300 mg/gCr (microalbuminuria) and ≥300 mg/gCr (macroalbuminuria).
CKD, chronic kidney disease; ECW, extracellular water; HbA1c, glycated hemoglobin; ICW, intracellular water; RAS, renin‐angiotensin‐system; SGLT‐2, sodium–glucose cotransporter 2; TBW, total body water.
P < 0.05 versus normo‐ to microalbuminuria, † P < 0.05 versus normo‐ to macroalbuminuria, ‡ P < 0.05 versus micro‐ to macroalbuminuria.
Univariate analysis: Correlation between the extracellular water‐to‐intracellular water ratio and covariates
| Variables |
|
|
|---|---|---|
| Age (years) | 0.420 (0.339, 0.494) | <0.001 |
| Body mass index (kg/m2) | 0.027 (−0.121, 0.067) | 0.572 |
| Skeletal muscle index (kg/m2) | −0.273 (−0.358, −0.184) | <0.001 |
| HbA1c (mmol/mol) | 0.014 (−0.081, 0.108) | 0.778 |
| Creatinine (μmol/L) | 0.088 (−0.006, 0.181) | 0.067 |
| Logarithm of urinary ACR | 0.313 (0.226, 0.396) | <0.001 |
| Duration of diabetes | 0.208 (0.116, 0.296) | <0.001 |
To investigate the relationships between the extracellular water‐to‐intracellular water (ECW/ICW) ratio and logarithm of albumin‐to‐creatinine ratio (ACR) or other factors, Pearson’s correlation coefficient was carried out.
Univariate analysis: co‐relation between the extracellular water‐to‐intracellular water ratio adjusted by body surface area and covariates
| Variables |
|
|
|---|---|---|
| Age (years) | 0.438 (0.762, 1.130) | <0.001 |
| Body mass index (kg/m2) | −0.495 (−0.447, −0.320) | <0.001 |
| Skeletal muscle index (kg/m2) | −0.795 (−0.177, −0.154) | <0.001 |
| HbA1c (mmol/mol) | 0.006 (−0.211, 0.239) | 0.906 |
| Creatinine (μmol/L) | 0.088 (−0.006, 0.181) | 0.067 |
| Logarithm of urinary ACR | 0.118 (0.007, 0.061) | 0.015 |
| Duration of diabetes | 0.211 (0.241, 0.617) | <0.001 |
Examination with the adjusted extracellular water (ECW), calculated by ECW divided by body surface area of each participant, instead of the measured ECW. To investigate the relationships between the ECW‐to‐intracellular water (ECW/ICW) ratio adjusted by body surface area and logarithm of the albumin‐to‐creatinine ratio (ACR) or other factors, Pearson’s correlation coefficient was carried out.
Multiple regression analysis of logarithms of the albumin‐to‐creatinine ratio
| Variables | β (95% CI) |
|
|---|---|---|
| Age (years) | 0.036 (−0.009, 0.018) | 0.488 |
| Male | 0.028 (−0.094, 0.177) | 0.546 |
| Body mass index (kg/m2) | 0.066 (−0.009, 0.058) | 0.155 |
| ECW/ICW ratio | 0.217 (6.423, 17.207) | <0.001 |
| HbA1c (mmol/mol) | 0.126 (0.005, 0.026) | 0.004 |
| Creatinine (μmol/L) | 0.299 (0.008, 0.014) | <0.001 |
| Duration of diabetes (years) | 0.044 (−0.007, 0.019) | 0.354 |
| Current smoker | 0.059 (−0.054, 0.314) | 0.166 |
| Exercise habit | −0.049 (−0.197, 0.051) | 0.250 |
| Use of RAS inhibitor | 0.188 (0.150, 0.410) | <0.001 |
| Use of insulin | 0.017 (−0.130, 0.195) | 0.695 |
| Use of SGLT‐2 inhibitor | 0.057 (−0.057, 0.290) | 0.187 |
| Use of diuretics | 0.060 (−0.068, 0.372) | 0.176 |
Current smoker was defined as never‐ and ex‐smoker (0), or current smoker (1); exercise habit was defined as non‐regular exerciser (0), regular exerciser (1); use of each medicine was defined as non‐user (0) or user (1). ACR, albumin‐to‐creatinine ratio; ECW, extracellular water; HbA1c, glycated hemoglobin; ICW, intracellular water, RAS, renin–angiotensin–system; SGLT‐2, sodium–glucose cotransporter 2.
Characteristics of study participants of the retrospective study at the baseline examination
| Total | |
|---|---|
|
| 368 |
| Age (years) | 65.5 ± 11.2 |
| Male | 199 (54.1) |
| Height (cm) | 161.1 ± 9.35 |
| Weight (kg) | 63.2 ± 12.7 |
| Body mass index (kg/m2) | 24.3 ± 3.97 |
| Body surface area (m2) | 1.66 ± 0.19 |
| Body composition | |
| Body fat mass (kg) | 18.8 ± 7.81 |
| Skeletal muscle mass (kg) | 24.1 ± 5.34 |
| Skeletal muscle index (kg/m2) | 6.92 ± 1.09 |
| ICW (kg) | 19.9 ± 4.14 |
| ECW (kg) | 12.7 ± 2.45 |
| ECW/ICW ratio | 0.64 ± 0.027 |
| ECW/TBW ratio | 0.392 ± 0.01 |
| HbA1c, mmol/mol (%) | 54.5 ± 11.0 (7.14 ± 1.01) |
| Creatinine (μmol/L) | 69.2 ± 20.0 |
| Urinary ACR (mg/gCr) | 109.0 ± 318.1 |
| Duration of diabetes (years) | 13.4 ± 10.2 |
| Smoking: never‐/ex‐/current smoker | 220/86/62 (59.8/23.3/16.8) |
| Exercise habit | 184 (50.0) |
| Usage of RAS inhibitor | 171 (46.5) |
| Use of insulin | 69 (18.9) |
| Use of SGLT‐2 inhibitor | 63 (17.1) |
| Use of diuretics | 31 (8.4) |
Data are expressed as the number (percentage) and mean ± standard deviation. ACR, albumin‐to‐creatinine ratio; ECW, extracellular water; ICW, intracellular water; RAS, renin–angiotensin–system; SGLT‐2, sodium–glucose cotransporter 2; TBW, total body water.
Multiple regression analysis for the factors affecting change in the urinary albumin‐to‐creatinine ratio
| Variables | β (95% CI) |
|
|---|---|---|
| Age (years) | 0.010 (−0.016, 0.019) | 0.870 |
| Male | 0.131 (0.030, 0.799) | 0.035 |
| BMI (kg/m2) | 0.112 (0.001, 0.088) | 0.046 |
| ECW/ICW ratio | 0.169 (2.84, 16.97) | 0.006 |
| HbA1c (mmol/mol) | 0.142 (0.005, 0.035) | 0.008 |
| Creatinine (μmol/L) | 0.028 (−0.008, 0.012) | 0.661 |
| Logarithm of urinary ACR | −0.197 (−0.344, −0.093) | 0.0007 |
| Duration of diabetes | 0.076 (−0.005, 0.029) | 0.180 |
| Current smoker | −0.047 (−0.342, 0.126) | 0.365 |
| Exercise habit | −0.014 (−0.183, 0.140) | 0.793 |
| Usage of RAS inhibitor | 0.023 (−0.275, 0.419) | 0.683 |
| Use of insulin | 0.495 (−0.226, 0.623) | 0.359 |
| Use of SGLT‐2 inhibitor | −0.053 (−0.662, 0.217) | 0.320 |
| Use of diuretics | 0.082 (−0.137, 1.052) | 0.131 |
Current smoker was defined as never‐ and ex‐smoker (0), or current smoker (1); exercise habit was defined as non‐regular exerciser (0), regular exerciser (1). ACR, albumin‐to‐creatinine ratio; ECW, extracellular water; ICW, intracellular water; RAS, renin–angiotensin–system; SGLT‐2, sodium–glucose cotransporter 2.
Figure 2The receiver operating characteristic (ROC) curve and area under the ROC curve (AUC) for incident macroalbuminuria. The ROC and AUC showing the ability of the extracellular water‐to‐intracellular water (ECW/ICW) ratio or traditional risk factors, such as BMI, HbA1c and sBP, for the incident macroalbuminuria. The red line represents ECW/ICW ratio, black line represents BMI, the blue line represents HbA1c, the green line represents sBP. According to the ROC curves, the optimal cut‐off point of ECW/ICW ratio for incident macroalbuminuria was 0.648 (AUC 0.78, 95% CI 0.58–0.90). The AUC of the ECW/ICW ratio was greater than that of glycated hemoglobin (HbA1c; AUC 0.53, 95% CI 0.38–0.67, P = 0.022), and tended to be greater than that of BMI (AUC 0.60, 95% CI 0.39–0.78, P = 0.066) and systolic blood pressure (sBP; AUC 0.64, 95% CI 0.48–0.78, P = 0.345). BMI, body mass index.