| Literature DB >> 34665936 |
Tsutomu Hirano1, Noriyuki Satoh2, Rieko Kodera1, Takeshi Hirashima1, Natsuko Suzuki1, Ema Aoki1, Taito Oshima1, Mitsuru Hosoya1, Masahiro Fujita1, Toshiyuki Hayashi3, Yasuki Ito2.
Abstract
AIMS/Entities:
Keywords: Diabetic kidney disease; Low-density lipoprotein triglycerides; Small dense low-density lipoprotein cholesterol
Mesh:
Substances:
Year: 2021 PMID: 34665936 PMCID: PMC9017612 DOI: 10.1111/jdi.13697
Source DB: PubMed Journal: J Diabetes Investig ISSN: 2040-1116 Impact factor: 3.681
Characteristics and measurements of the subjects stratified by chronic kidney disease grade
| Total subjects | CKD grade | ||||
|---|---|---|---|---|---|
| G1–2 (eGFR ≥60) | G3 (30 ≤ eGFR < 60) | G4–5 (eGFR <30) |
| ||
|
| 1073 (672/401) | 776 (470/306) | 272 (187/85) | 25 (15/10) | |
| Male | 672 (62.6%) | 470 (60.6%) | 187 (68.8%) | 15 (60.0%) | NS |
| Age (years) | 67.1 (11.0) | 65.0 (11.1) | 72.7 (8.1) | 70.7 (10.2) | <0.0001 |
| Duration of diabetes (years) | 14.0 (8.0) | 14.0 (8.0) | 16.0 (9.0) | 14.0 (8.0) | <0.0001 |
| Coronary heart disease, | 117 (10.9%) | 62 (8.0%) | 45 (16.5%) | 10 (40.0%) | <0.0001 |
| Cerebrovascular disease, | 90 (8.4%) | 50 (6.4%) | 36 (13.2%) | 4 (16.0%) | 0.0002 |
| Type 1 diabetes, | 27 (2.5%) | 22 (2.8%) | 5 (1.8%) | 0 (0.0%) | ns |
| Insulin, | 228 (21.2%) | 150 (19.3%) | 69 (25.4%) | 9 (36.0%) | 0.0062 |
| No. OADs | 2 (0–6) | 2 (0–6) | 2 (0–4) | 1 (0–3) | – |
| BMI | 25.2 (4.1) | 25.2 (4.3) | 25.0 (3.7) | 25.4 (3.6) | NS |
| SBP (mmHg) | 132 (14) | 132 (14) | 132 (15) | 134 (13) | NS |
| DBP (mmHg) | 77 (12) | 79 (12) | 75 (11) | 73 (11) | <0.0001 |
| UACR (mg/creatine g) | 16.2 [6.8–51.7] | 12.8 [5.8–37.2] | 28.2 [10.0–123.8] | 397.8 [161.1–1204.0] | <0.0001 |
| Serum albumin (g/dL) | 4.4 (0.3) | 4.4 (0.3) | 4.3 (0.3) | 4.1 (0.4) | 0.0002 |
| HbA1c (%) | 7.4 (0.9) | 7.4 (0.9) | 7.4 (0.8) | 7.3 (1.2) | NS |
| FPG (mg/dL) | 149 (39) | 148 (37) | 150 (43) | 152 (53) | NS |
| Statins ( | 590 (55.0%) | 416 (53.6%) | 156 (57.4%) | 18 (72.0%) | NS |
| Other hypolipidemic agents ( | 154 (14.4%) | 103 (13.3%) | 44 (16.2%) | 7 (28.0%) | 0.0428 |
| Lipid‐lowering agents ( | 674 (62.8%) | 475 (61.2%) | 180 (66.2%) | 19 (76.0%) | 0.0497 |
| TC (mg/dL) | 182 (31) | 182 (29) | 181 (34) | 174 (45) | ns |
| HDL‐C (mg/dL) | 54 (14) | 55 (14) | 53 (14) | 46 (10) | 0.0141 |
| nonHDL‐C (mg/dL) | 127 (28) | 127 (26) | 127 (32) | 128 (38) | NS |
| LDL‐C (mg/dL) | 102 (24) | 103 (23) | 101 (27) | 96 (30) | NS |
| LDL‐TG (mg/dL) | 14.5 [11.9–17.4] | 14.5 [11.7–17.3] | 14.8 [12.2–17.9] | 13.6 [11.7–18.9] | NS |
| LDL‐TG/LDL‐C | 0.14 [0.12–0.18] | 0.14 [0.12–0.18] | 0.15 [0.12–0.19] | 0.16 [0.12–0.19] | 0.0098 |
| sdLDL‐C (mg/dL) | 28.0 [21.3–38.1] | 28.2 [21.6–38.0] | 28.1 [20.6–38.9] | 23.9 [17.0–32.7] | NS |
| sdLDL‐C/LDL‐C | 0.28 [0.22–0.36] | 0.27 [0.22–0.36] | 0.29 [0.22–0.37] | 0.25 [0.21–0.32] | NS |
| lbLDL‐C (mg/dL) | 71 (21) | 71 (20) | 70 (22) | 68 (24) | NS |
| TG (mg/dL) | 104 [76–149] | 101 [72–146] | 112 [85–157] | 126 [105–154] | 0.0003 |
| TRL‐C (mg/dL) | 23 [18–29] | 22 [18–28] | 24 [19–32] | 29 [21–37] | 0.0050 |
| ApoB (mg/dL) | 87 (18) | 87 (17) | 88 (20) | 90 (23) | NS |
| ApoCIII (mg/dL) | 10.4 [8.3–12.9] | 10.0 [8.1–12.6] | 11.2 [8.7–14.0] | 12.0 [10.1–14.3] | <0.0001 |
| ApoE (mg/dL) | 4.1 (1.3) | 4.1 (1.3) | 4.2 (1.3) | 4.0 (1.3) | NS |
| Lipoprotein(a) (mg/dL) | 13.0 [6.2–24.8] | 12.0 [5.8–22.3] | 15.6 [7.0–31.0] | 26.1 [6.7–44.8] | 0.0002 |
Data are presented as number and percentage, mode and range, mean ± standard deviation, or median with interquartile range. The P trend was estimated by the Cochran–Armitage trend test for categorical variables or Jonckheere–Terpstra trend test for continuous variables. Apo, apolipoprotein; BMI, body mass index; CCB, calcium channel blocker; CKD, chronic kidney disease; DBP, diastolic blood pressure; eGFR, estimated glomerular filtration rate; FPG, fasting plasma glucose; GLP‐1RA, glucagon‐like peptide 1 receptor agonists; HbA1c, glycated hemoglobin; HDL, high‐density lipoprotein cholesterol; lbLDL, large buoyant low‐density lipoprotein cholesterol; LDL, low‐density lipoprotein; NS, not significant; OADs, oral antidiabetes drugs; sdLDL, small dense low‐density lipoprotein; SBP, systolic blood pressure; TC, total cholesterol; TG, triglycerides; TRL, triglyceride‐rich lipoprotein; UACR, urinary albumin‐to‐creatinine ratio.
Characteristics and laboratory measurements of subjects stratified by albuminuric stage
| Normoalbuminuria | Microalbminuria | Macroalbuminuria |
| |
|---|---|---|---|---|
| A1 (<30 mg/g Cr) | A2 (30–300 mg/g Cr) | A3 (≥300 mg/hg Cr) | ||
|
| 696 (444/252) | 284 (171/113) | 93 (57/36) | |
| Male | 444 (63.8%) | 171 (60.2%) | 57 (61.3%) | NS |
| Age (years) | 65.6 (11.4) | 69.9 (9.7) | 69.9 (9.3) | <0.0001 |
| Coronary heart disease, | 59 (8.5%) | 41 (14.4%) | 17 (18.3%) | 0.0003 |
| Cerebrovascular disease, | 44 (6.3%) | 33 (11.6%) | 13 (14.0%) | 0.0009 |
| Type 1 diabetes, | 18 (2.6%) | 8 (2.8%) | 1 (1.1%) | NS |
| Insulin, | 135 (19.4%) | 63 (22.2%) | 30 (32.3%) | 0.0077 |
| No. OADs | 2 (0–6) | 2 (0–5) | 2 (0–5) | – |
| BMI | 25.1 (4.1) | 25.2 (4.3) | 25.7 (3.8) | NS |
| SBP (mmHg) | 130 (14) | 135 (14) | 139 (14) | <0.0001 |
| DBP (mmHg) | 78 (11) | 77 (11) | 78 (14) | NS |
| eGFR | 73.5 (17.3) | 68.6 (22.4) | 57.1 (24.0) | <0.0001 |
| Serum albumin (g/dL) | 4.4 (0.3) | 4.4 (0.3) | 4.2 (0.4) | NS |
| HbA1c (%) | 7.3 (0.8) | 7.5 (0.9) | 7.5 (1.1) | NS |
| FPG (mg/dL) | 147 (39) | 151 (38) | 155 (44) | NS |
| Statins, | 379 (54.5%) | 149 (52.5%) | 62 (66.7%) | NS |
| Other hypolipidemic agents, | 96 (13.8%) | 42 (14.8%) | 16 (17.2%) | NS |
| Lipid‐lowering agents, | 434 (62.4%) | 174 (61.3%) | 66 (71.0%) | NS |
| TC (mg/dL) | 182 (29) | 179 (33) | 185 (35) | NS |
| HDL‐C (mg/dL) | 55 (14) | 54 (14) | 51 (15) | NS |
| nonHDL‐C (mg/dL) | 127 (26) | 125 (30) | 133 (34) | NS |
| LDL‐C (mg/dL) | 103 (23) | 100 (26) | 102 (24) | NS |
| LDL‐TG (mg/dL) | 14.5 [11.9–17.1] | 14.4 [11.8–17.8] | 15.7 [11.9–20.7] | NS |
| LDL‐TG/LDL‐C | 0.14 [0.12–0.18] | 0.15 [0.12–0.19] | 0.15 [0.12–0.20] | 0.0038 |
| sdLDL‐C (mg/dL) | 27.7 [21.3–37.1] | 28.2 [19.9–38.2] | 31.2 [22.3–43.9] | NS |
| sdLDL‐C/LDL‐C | 0.27 [0.22–0.35] | 0.28 [0.22–0.37] | 0.30 [0.25–0.43] | 0.0085 |
| lbLDL‐C (mg/dL) | 72 (20) | 68 (22) | 66 (22) | 0.0003 |
| TG (mg/dL) | 103 [73–145] | 106 [76–150] | 123 [89–196] | 0.0039 |
| TRL‐C (mg/dL) | 23 [18–29] | 23 [18–29] | 27 [21–37] | 0.0157 |
| ApoB (mg/dL) | 87 (17) | 87 (20) | 93 (22) | NS |
| ApoCIII (mg/dL) | 10.1 [8.2–12.3] | 10.8 [8.4–13.7] | 12.0 [9.9–15.1] | <0.0001 |
| ApoE (mg/dL) | 4.1 (1.2) | 4.2 (1.3) | 4.5 (1.7) | NS |
| Lipoprotein(a) (mg/dL) | 12.6 [5.9–24.5] | 14.7 [7.0–24.8] | 12.6 [3.8–30.2] | NS |
Data are presented as number and percentage, mode and range, mean ± standard deviation or median with interquartile range. The P trend was estimated by the Cochran–Armitage trend test for categorical variables or Jonckheere–Terpstra trend test for continuous variables. Apo, apolipoprotein; BMI, body mass index; C, cholesterol; DBP, diastolic blood pressure; eGFR, estimated glomerular filtration rate; FPG, fasting plasma glucose; GLP‐1RA, glucagon‐like peptide 1 receptor agonists; HbA1c, glycated hemoglobin; HDL, high‐density lipoprotein cholesterol; lbLDL, large buoyant low‐density lipoprotein cholesterol; LDL, low‐density lipoprotein; NS, not significant; OADs, oral antidiabetes drugs; sdLDL, small dense low‐density lipoprotein; SBP, systolic blood pressure; TC, total cholesterol; TG, triglycerides; TRL, triglyceride‐rich lipoprotein; UACR, urinary albumin‐to‐creatinine ratio.
Characteristics and laboratory measurements of subjects stratified by proteinuria and chronic kidney disease
| Proteinuria | Non‐proteinuria | Proteinuria | Non‐proteinuria | Proteinuria |
|
|---|---|---|---|---|---|
| CKD | Non‐CKD | Non‐CKD | CKD | CKD | |
| DKD phenotype | Non‐DKD | Proteinuria alone | Nonproteinuric DKD | Proteinuric DKD | |
|
| 734 (445/289) | 42 (25/17) | 236 (163/73) | 61 (39/22) | |
| Male | 445 (60.6%) | 25 (59.5%) | 163 (69.1%) | 39 (63.9%) | NS |
| Age (years) | 64.8 (11.2) | 68.4 (8.9) | 72.8 (8.0) | 71.6 (9.4) | <0.0001 |
| Coronary heart disease, | 57 (7.8%) | 5 (11.9%) | 39 (16.5%) | 16 (26.2%) | <0.0001 |
| Cerebrovascular disease, | 45 (6.1%) | 5 (11.9%) | 30 (12.7%) | 10 (16.4%) | 0.0018 |
| Type 1 diabetes, | 22 (3.0%) | 0 (0.0%) | 4 (1.7%) | 1 (1.6%) | NS |
| Insulin, | 140 (19.1%) | 10 (23.8%) | 55 (23.3%) | 23 (37.7%) | 0.0096 |
| No. OADs | 2 (0–6) | 2 (0–5) | 2 (0–4) | 2 (0–4) | NS |
| BMI | 25.2 (4.3) | 25.9 (4.5) | 24.9 (3.7) | 25.4 (3.4) | NS |
| SBP (mmHg) | 131 (14) | 140 (16) | 131 (14) | 137 (14) | <0.0001 |
| DBP (mmHg) | 78 (11) | 81 (15) | 74 (11) | 75 (12) | <0.0001 |
| UACR | 11.7 [5.5–29.3] | 657.7 [346.8–905.7] | 21.9 [8.2–53.3] | 697.0 [371.8–1956.5] | <0.0001 |
| eGFR | 79.7 (15.1) | 79.4 (12.5) | 50.4 (7.4) | 36.5 (13.1) | <0.0001 |
| Serum albumin (g/dL) | 4.4 (0.3) | 4.4 (0.4) | 4.3 (0.3) | 4.1 (0.5) | <0.0001 |
| HbA1c (%) | 7.4 (0.9) | 7.7 (1.2) | 7.4 (0.9) | 7.4 (0.9) | NS |
| FPG (mg/dL) | 148 (37) | 164 (44) | 151 (44) | 148 (43) | 0.0435 |
| C‐peptide (ng/mL) | 1.2 [0.8–1.7] | 1.4 [1.0–1.8] | 1.4 [1.0–2.2] | 1.8 [1.0–2.7] | <0.0001 |
| Statins, | 393 (53.5%) | 23 (54.8%) | 127 (53.8%) | 47 (77.0%) | 0.0035 |
| Other hypolipidemic agents, | 99 (13.5%) | 4 (9.5%) | 37 (15.7%) | 14 (23.0%) | ns |
| Lipid‐lowering agents, | 449 (61.2%) | 26 (61.9%) | 150 (63.6%) | 49 (80.3%) | 0.0210 |
| TC (mg/dL) | 182 (29) | 189 (33) | 179 (34) | 182 (39) | NS |
| HDL‐C (mg/dL) | 55 (14) | 54 (15) | 53 (14) | 49 (14) | 0.0029 |
| nonHDL‐C (mg/dL) | 127 (26) | 135 (33) | 126 (32) | 132 (36) | NS |
| LDL‐C (mg/dL) | 103 (23) | 105 (23) | 101 (28) | 100 (26) | NS |
| LDL‐TG (mg/dL) | 14.5 [11.7–17.1] | 15.7 [11.8–21.0] | 14.7 [12.2–17.8] | 14.3 [11.9–19.5] | NS |
| LDL‐TG/LDL‐C | 0.14 [0.12–0.18] | 0.14 [0.12–0.19] | 0.15 [0.12–0.19] | 0.16 [0.12–0.20] | 0.0092 |
| sdLDL‐C (mg/dL) | 28.0 [21.5–37.8] | 31.4 [22.8–45.1] | 27.7 [20.0–37.2] | 29.2 [21.8–42.4] | NS |
| sdLDL‐C/LDL‐C | 0.27 [0.22–0.36] | 0.28 [0.25–0.44] | 0.28 [0.22–0.36] | 0.29 [0.23–0.43] | NS |
| lbLDL‐C (mg/dL) | 71 (20) | 67 (23) | 70 (22) | 66 (22) | NS |
| TG (mg/dL) | 100 [71–145] | 114 [81–193] | 110 [82–149] | 133 [97–196] | <0.0001 |
| TRL‐C (mg/dL) | 22 [17–28] | 24 [19–29] | 24 [18–30] | 30 [23–38] | <0.0001 |
| ApoB (mg/dL) | 87 (17) | 93 (21) | 87 (20) | 92 (23) | 0.0306 |
| ApoCIII (mg/dL) | 10.0 [8.1–12.5] | 10.9 [9.7–13.8] | 10.8 [8.6–13.5] | 13.2 [10.3–16.3] | <0.0001 |
| ApoE (mg/dL) | 4.1 (1.2) | 4.7 (2.0) | 4.1 (1.3) | 4.3 (1.4) | 0.0213 |
| Lipoprotein(a) (mg/dL) | 12.2 [5.9–22.7] | 8.8 [2.7–18.5] | 15.4 [7.3–30.6] | 18.1 [6.5–41.5] | 0.0006 |
Data are presented as number and percentage, mode and range, mean ± standard deviation or median with interquartile range.
Apo, apolipoprotein; BMI, body mass index; C, cholesterol; DBP, diastolic blood pressure; eGFR, estimated glomerular filtration rate; FPG, fasting plasma glucose; GLP‐1RA, glucagon‐like peptide 1 receptor agonists; HbA1c, glycated hemoglobin; HDL, high‐density lipoprotein cholesterol; lbLDL, large buoyant low‐density lipoprotein cholesterol; LDL, low‐density lipoprotein; NS, not significant; OADs, oral antidiabetes drugs; sdLDL, small dense low‐density lipoprotein; SBP, systolic blood pressure; TC, total cholesterol; TG, triglycerides; TRL, triglyceride‐rich lipoprotein; UACR, urinary albumin‐to‐creatinine ratio.
Significance between groups was evaluated by χ2‐test or anova and post‐hoc Tukey–Kramer's honestly significant difference test. For non‐normally distributed variables, logarithmic transformation was performed before anova and post‐hoc test.
P < 0.05 versus non‐diabetic kidney disease (DKD) group,
P < 0.05 versus proteinuria alone group,
P < 0.05 versus nonproteinuric DKD group,
P < 0.05 versus proteinuric DKD group by Tukey–Kramer's HSD test.
Figure 1Plasma lipid levels in the groups classified by chronic kidney disease and proteinuria. Significances between groups were evaluated by Tukey–Kramer's honestly significant difference test. Proteinuria was defined as macroalbuminuria (urinary albumin‐to‐creatinine ratio [UACR] >300 mg/g), and chronic kidney disease was defined as reduced estimated glomerular filtration rate (eGFR; <60 mL/min/1.73 m2). Non‐diabetic kidney disease (DKD): UACR <300 mg/g and eGFR >60 mL/min/1.73 m2, proteinuria alone: UACR >300 mg/g and eGFR >60 mL/min/1.73 m2, non‐proteinuric DKD: UACR <300 mg/g and eGFR <60 mL/min/1.73 m2, proteinuric DKD: UACR >300 mg/g and eGFR <60 mL/min/1.73 m2. a P < 0.05 versus non‐DKD group, b P < 0.05 versus proteinuria alone group, c P < 0.05 versus non‐proteinuric DKD group and d P < 0.05 versus proteinuric DKD group. ApoCIII, apolipoprotein CIII; Lp(a), lipoprotein(a); sdLDL‐C, small dense low‐density lipoprotein cholesterol; TG, triglycerides; TRL‐C, triglyceride‐rich lipoprotein cholesterol.
Relationship between estimated glomerular filtration rate or log transformed urinary albumin‐creatinine ratio and various parameters
| Univariate (crude) | log_UACR | eGFR | Multivariate (adjusted) | log_UACR | eGFR | ||||
|---|---|---|---|---|---|---|---|---|---|
|
|
|
|
| β |
| β |
| ||
| Age | 0.2400 | <0.0001 | −0.4677 | <0.0001 | Model 1 | ||||
| BMI | 0.0647 | 0.0341 | 0.0872 | 0.0042 | TC | −0.0133 | NS | 0.0018 | NS |
| SBP | 0.2494 | <0.0001 | −0.0126 | NS | HDL−C | −0.0753 | 0.0171 | 0.0807 | 0.0051 |
| DBP | −0.0151 | NS | 0.1901 | <0.0001 | nonHDL−C | 0.0105 | NS | −0.0306 | NS |
| log‐UACR | – | – | −0.2578 | <0.0001 | LDL−C | −0.0661 | 0.0238 | 0.0199 | NS |
| eGFR | −0.2578 | <0.0001 | – | – | log_LDL−TG | 0.0802 | 0.0068 | −0.0273 | NS |
| Serum albumin | −0.1102 | 0.0003 | 0.1842 | <0.0001 | log_LDL−TG/LDL−C | 0.1285 | <0.0001 | −0.0504 | NS |
| HbA1c | 0.1039 | 0.0007 | 0.1019 | 0.0008 | log_sdLDL−C | 0.0531 | NS | 0.0222 | NS |
| FPG | 0.0766 | 0.0120 | 0.0375 | NS | log_sdLDL−C/LDL−C | 0.1171 | <0.0001 | 0.0031 | NS |
| log_C‐peptide | 0.1095 | 0.0003 | −0.1602 | <0.0001 | lbLDL−C | −0.1364 | <0.0001 | 0.0113 | NS |
| TC | −0.0073 | NS | 0.0146 | NS | log_TG | 0.1463 | <0.0001 | −0.1207 | <0.0001 |
| HDL‐C | −0.0815 | 0.0076 | 0.0653 | 0.0325 | log_TRL−C | 0.1563 | <0.0001 | −0.1230 | <0.0001 |
| nonHDL‐C | 0.0244 | NS | −0.0136 | NS | ApoB | 0.0471 | NS | −0.0306 | NS |
| LDL‐C | −0.0589 | NS | 0.0405 | NS | log_ApoCIII | 0.1732 | <0.0001 | −0.1825 | <0.0001 |
| log_LDL‐TG | 0.1011 | 0.0009 | −0.0027 | NS | ApoE | 0.1068 | 0.0003 | 0.0099 | NS |
| log_LDL‐TG/LDL‐C | 0.1449 | <0.0001 | −0.0451 | NS | log_Lipoprotein(a) | 0.0037 | NS | −0.0782 | 0.0039 |
| log_sdLDL‐C | 0.0460 | NS | 0.0693 | 0.0233 |
| ||||
| log_sdLDL‐C/LDL‐C | 0.1018 | 0.0008 | 0.0463 | NS | TC | 0.0319 | NS | −0.0744 | 0.0067 |
| lbLDL‐C | −0.1189 | <0.0001 | −0.0019 | NS | HDL−C | −0.0299 | NS | 0.0156 | NS |
| log_TG | 0.1570 | <0.0001 | −0.0850 | 0.0054 | nonHDL−C | 0.0383 | NS | −0.0819 | 0.0021 |
| log_TRL‐C | 0.1783 | <0.0001 | −0.1383 | <0.0001 | LDL−C | −0.0300 | NS | −0.0393 | NS |
| ApoB | 0.0647 | 0.0345 | −0.0084 | NS | log_LDL−TG | 0.0609 | 0.0350 | −0.0335 | NS |
| log_ApoCIII | 0.1830 | <0.0001 | −0.1488 | <0.0001 | log_LDL−TG/LDL−C | 0.0840 | 0.0045 | −0.0125 | NS |
| ApoE | 0.1379 | <0.0001 | 0.0098 | NS | log_sdLDL−C | 0.0571 | NS | 0.0121 | NS |
| log_Lipoprotein(a) | 0.0208 | NS | −0.1132 | 0.0002 | log_sdLDL−C/LDL−C | 0.0958 | 0.0017 | 0.0338 | NS |
| lbLDL−C | −0.0996 | 0.0011 | −0.0565 | 0.0404 | |||||
| log_TG | 0.1136 | 0.0004 | −0.0745 | 0.0094 | |||||
| log_TRL−C | 0.1343 | <0.0001 | −0.1179 | <0.0001 | |||||
| ApoB | 0.0712 | 0.0156 | −0.0676 | 0.0108 | |||||
| log_ApoCIII | 0.1632 | <0.0001 | −0.1697 | <0.0001 | |||||
| ApoE | 0.1054 | 0.0003 | −0.0120 | NS | |||||
| log_Lipoprotein(a) | 0.0115 | NS | −0.0682 | 0.0101 | |||||
The Pearson correlation analysis and multivariate linear regression was used to analyze the effects of log‐urinary albumin‐to‐creatinine ratio (UACR) or estimated glomerular filtration rate (eGFR) on other related factors. For non‐normally distributed variables, logarithmic transformation was carried out before analysis.
Apo, apolipoprotein; C, cholesterol; DBP, diastolic blood pressure; FPG, fasting plasma glucose; GLP‐1RA, glucagon‐like peptide 1 receptor agonists; HDL, high‐density lipoprotein cholesterol; lbLDL, large buoyant low‐density lipoprotein cholesterol; LDL, low‐density lipoprotein; NS, not significant; OADs, oral antidiabetes drugs; sdLDL, small dense low‐density lipoprotein; TC, total cholesterol; TG, triglycerides; TRL, triglyceride‐rich lipoprotein.
Model 1: adjusted for age, sex, body mass index (BMI) and glycated hemoglobin (HbA1c).
Model 2 added the following parameters to model 1: systolic blood pressure (SBP), fasting plasma glucose (FPG), type of diabetes, past history of coronary heart disease and cardiovascular disease, and use of lipid‐lowering drugs.
Characteristics and laboratory measurements of subjects excluding users of lipid‐lowering drugs stratified by proteinuria and chronic kidney disease
| Total participants | Non‐proteinuria | Proteinuria | Non‐proteinuria | Proteinuria |
| |
|---|---|---|---|---|---|---|
| Non‐CKD | Non‐CKD | CKD | CKD | |||
| Non‐DKD | Proteinuria alone | Non‐proteinuric DKD | Proteinuric DKD | |||
|
| 399 (279/120) | 285 (192/93) | 16 (10/6) | 86 (68/18) | 12 (9/3) | |
| Male | 279 (69.9%) | 192 (67.4%) | 10 (62.5%) | 68 (79.1%) | 9 (75.0%) | NS |
| Age (years) | 67.5 (12.0) | 65.3 (12.5) | 69.7 (9.1) | 73.1 (8.5) | 75.6 (10.6) | <0.0001 |
| Coronary heart disease, | 15 (3.8%) | 4 (1.4%) | 1 (6.3%) | 7 (8.1%) | 3 (25.0%) | 0.0010 |
| Cerebrovascular disease, | 27 (6.8%) | 16 (5.6%) | 0 (0.0%) | 10 (11.6%) | 1 (8.3%) | NS |
| Type 1 diabetes, | 17 (4.3%) | 15 (5.3%) | 0 (0.0%) | 2 (2.3%) | 0 (0.0%) | NS |
| Insulin, | 92 (23.1%) | 63 (22.1%) | 2 (12.5%) | 22 (25.6%) | 5 (41.7%) | NS |
| No. OADs | 2 (0–5) | 2 (0–5) | 2 (0–3) | 2 (0–4) | 1 (0–4) | NS |
| BMI | 24.4 (4.1) | 24.3 (4.1) | 25.3 (2.9) | 24.6 (4.2) | 24.9 (4.2) | NS |
| SBP (mmHg) | 132 (14) | 131 (15) | 140 (19) | 130 (12) | 136 (11) | NS |
| DBP (mmHg) | 78 (12) | 79 (12) | 85 (17) | 75 (10) | 70 (12) | 0.0007 |
| UACR | 13.7 [6.2–49.7] | 10.8 [5.4–30.4] | 662.5 [440.1–851.2] | 22.6 [9.6–60.5] | 786.3 [359.6–2169.9] | <0.0001 |
| eGFR | 72.9 (20.4) | 80.5 (16.7) | 83.8 (12.8) | 51.5 (6.7) | 30.8 (13.1) | <0.0001 |
| Serum albumin (g/dL) | 4.3 (0.3) | 4.3 (0.3) | 4.2 (0.3) | 4.2 (0.3) | 4.2 (0.3) | 0.0053 |
| HbA1c (%) | 7.3 (0.9) | 7.3 (0.9) | 8 (1.6) | 7.3 (0.8) | 7.2 (0.7) | 0.0244 |
| FPG (mg/dL) | 149 (42) | 147 (41) | 180 (53) | 152 (43) | 137 (35) | 0.0154 |
| C‐peptide (ng/mL) | 1.1 [0.7–1.6] | 1.1 [0.7–1.5] | 1.8 [1.1–2.2] | 1.3 [0.9–2.0] | 1.2 [1.0–2.4] | 0.0011 |
| TC (mg/dL) | 191 (30) | 190 (28) | 203 (33) | 190 (34) | 198 (31) | NS |
| HDL‐C (mg/dL) | 56 (16) | 57 (16) | 54 (15) | 55 (15) | 51 (10) | NS |
| nonHDL‐C (mg/dL) | 135 (28) | 133 (25) | 149 (34) | 135 (34) | 147 (29) | NS |
| LDL‐C (mg/dL) | 110 (25) | 109 (23) | 118 (25) | 110 (30) | 117 (28) | NS |
| LDL‐TG (mg/dL) | 14.8 [11.7–17.3] | 14.4 [11.4–16.6] | 16.9 [14.0–21.6] | 15.6 [12.9–18.7] | 16.5 [11.6–20.2] | 0.0065 |
| LDL‐TG/LDL‐C | 0.13 [0.11–0.17] | 0.13 [0.11–0.17] | 0.15 [0.12–0.20] | 0.14 [0.11–0.17] | 0.14 [0.12–0.16] | NS |
| sdLDL‐C (mg/dL) | 28.7 [21.6–39.3] | 27.7 [21.3–38.6] | 38.9 [30.4–49.1] | 28.8 [21.2–40.2] | 30.5 [24.6–39.7] | 0.0295 |
| sdLDL‐C/LDL‐C | 0.26 [0.21–0.34] | 0.25 [0.20–0.34] | 0.32 [0.26–0.46] | 0.26 [0.21–0.35] | 0.27 [0.21–0.30] | NS |
| lbLDL‐C (mg/dL) | 78 (22) | 78 (21) | 73 (27) | 78 (23) | 85 (23) | NS |
| TG (mg/dL) | 100 [67–141] | 92 [63–132] | 134 [114–249] | 110 [77–149] | 125 [106–147] | 0.0009 |
| TRL‐C (mg/dL) | 23 [17–30] | 22 [17–29] | 27 [19–32] | 23 [18–31] | 33 [23–36] | 0.0132 |
| ApoB (mg/dL) | 90 (18) | 89 (17) | 100 (22) | 91 (21) | 100 (18) | 0.0175 |
| ApoCIII (mg/dL) | 10.0 [8.0–12.3] | 9.4 [7.8–11.8] | 11.4 [9.9–13.7] | 10.8 [8.6–13.0] | 12.6 [10.7–14.5] | 0.0004 |
| ApoE (mg/dL) | 4.2 (1.2) | 4.3 (1.2) | 5.0 (1.6)c | 4.0 (1.3) | 4.2 (1.0) | 0.0236 |
| Lipoprotein (a) (mg/dL) | 12.5 [6.1–20.5] | 11.6 [5.8–19.5] | 7.0 [2.8–17.5] | 14.2 [6.8–25.2] | 18.0 [9.8–40.2] | 0.0144 |
Data are presented as number and percentage, mode and range, mean ± standard deviation or median with interquartile range.
Apo, apolipoprotein; BMI, body mass index; C, cholesterol; DBP, diastolic blood pressure; eGFR, estimated glomerular filtration rate; FPG, fasting plasma glucose; GLP‐1RA, glucagon‐like peptide 1 receptor agonists; HbA1c, glycated hemoglobin; HDL, high‐density lipoprotein cholesterol; lbLDL, large buoyant low‐density lipoprotein cholesterol; LDL, low‐density lipoprotein; NS, not significant; OADs, oral antidiabetes drugs; sdLDL, small dense low‐density lipoprotein; SBP, systolic blood pressure; TC, total cholesterol; TG, triglycerides; TRL, triglyceride‐rich lipoprotein; UACR, urinary albumin‐to‐creatinine ratio.
Significance between groups was evaluated by chi‐square test or anova and post‐hoc Tukey‐Kramer's honestly significant difference test. For non‐normally distributed variables, logarithmic transformation was performed before anova and post‐hoc test.
P < 0.05 versus non‐diabetic kidney disease (DKD) group,
P < 0.05 versus proteinuria alone group,
P < 0.05 versus non proteinuric DKD group,
P < 0.05 versus proteinuric DKD group by Tukey‐Kramer's honestly significant difference test.