| Literature DB >> 32245825 |
Wei Li1, Anping Wang2, Jiajia Jiang1, Guangxu Liu1, Meiping Wang1, Dongxue Li1, Jing Wen1, Yiming Mu2, Xiaoyan Du3, Herbert Gaisano4, Jingtao Dou5, Yan He6.
Abstract
OBJECTIVE: We aimed to investigate the effects of prediabetes and its phenotypes of impaired fasting glucose (IFG), impaired glucose tolerance (IGT) and elevated glycated hemoglobin A1c (EHbA1c) on chronic kidney disease (CKD) occurrence, and define the cut-off point of each glycemic index that significantly increases the risk of CKD. RESEARCH DESIGN AND METHODS: In this prospective cohort study, 6446 non-diabetic subjects aged 40 years and over were followed over a period of 3 years to track the new onset of CKD. Cox regression was used to assess the association of prediabetes and its phenotypes with CKD. Receiver operating characteristic curves were used to define the cut-off point of each glycemic index that significantly increases the occurrence of CKD. Population attributable risk percent was calculated to estimate the contribution of prediabetes to CKD.Entities:
Keywords: HbA1c; chronic kidney disease; population-based studies; prediabetes
Mesh:
Substances:
Year: 2020 PMID: 32245825 PMCID: PMC7254103 DOI: 10.1136/bmjdrc-2019-000955
Source DB: PubMed Journal: BMJ Open Diabetes Res Care ISSN: 2052-4897
Figure 1Study flow diagram. CKD, chronic kidney disease; NGT, normal glucose tolerance.
Baseline characteristics of non-diabetic study participants
| NGT | Prediabetes | P value | ||||
| Total | IFG | IGT | EHbA1c | |||
| N | 1836 | 4610 | 1954 | 1696 | 3848 | |
| Age (years) | 55.5±6.9 | 57.8±7.4 | 58.2±7.6 | 58.9±7.7 | 58.0±7.4 | <0.001 |
| Female, n (%) | 1235 (67.3) | 3116 (67.6) | 1240 (63.5) | 1150 (67.8) | 2661 (69.2) | 0.4 |
| Smoking, n (%) | 286 (15.6) | 747 (16.2) | 340 (17.4) | 230 (13.6) | 618 (16.1) | 0.3 |
| Drinking, n (%) | 485 (26.4) | 1211 (26.3) | 563 (28.8) | 414 (24.4) | 965 (25.1) | 0.5 |
| BMI (kg/m2) | 24.8±3.2 | 25.7±3.4 | 26.1±3.4 | 26.2±3.4 | 25.8±3.4 | <0.001 |
| FPG (mmol/L) | 5.0 (4.8–5.3) | 5.5 (5.2–5.8) | 5.9 (5.7–6.2) | 5.6 (5.2–6.0) | 5.5 (5.2–5.8) | <0.001 |
| 2hPG (mmol/L) | 6.0 (5.2–6.7) | 7.1 (6.0–8.4) | 7.5 (6.3–8.7) | 8.8 (8.2–9.6) | 6.9 (5.9–8.2) | <0.001 |
| HbA1c (%) | 5.4 (5.2–5.5) | 5.9 (5.7–6.1) | 5.9 (5.7–6.1) | 5.9 (5.6–6.1) | 5.9 (5.8–6.1) | <0.001 |
| SBP (mm Hg) | 126.8±16.7 | 131.6±16.5 | 133.9±16.2 | 133.7±16.6 | 131.6±16.6 | <0.001 |
| DBP (mm Hg) | 75.4±13.9 | 75.7±11.5 | 76.5±9.7 | 76.6±12.3 | 75.3±10.7 | 0.3 |
| TC (mmol/L) | 5.0 (4.5–5.6) | 5.2 (4.7–5.9) | 5.3 (4.7–5.9) | 5.2 (4.7–5.9) | 5.3 (4.7–5.9) | <0.001 |
| TG (mmol/L) | 1.2 (0.8–1.6) | 1.3 (1.0–1.9) | 1.4 (1.0–2.0) | 1.5 (1.1–2.1) | 1.3 (1.0–1.9) | <0.001 |
| HDL-C (mmol/L) | 1.5 (1.2–1.7) | 1.4 (1.2–1.7) | 1.4 (1.2–1.6) | 1.4 (1.2–1.6) | 1.4 (1.2–1.7) | <0.001 |
| LDL-C (mmol/L) | 3.0 (2.6–3.5) | 3.2 (2.7–3.8) | 3.2 (2.7–3.8) | 3.2 (2.7–3.8) | 3.3 (2.8–3.8) | <0.001 |
| eGFR (mL/min per 1.73 m2) | 96.5 (87.9–102.7) | 95.4 (86.2–101.6) | 94.7 (85.8–101.4) | 94.2 (84.7–101.0) | 95.4 (86.4–101.6) | <0.001 |
Data were expressed as mean±SD or median (IQR 25%±75%) for continuous variables and as number (percentage) for categorical variables. P from t test, Kruskal-Wallis test or chi-square test, total prediabetes compared with NGT.
BMI, body mass index; DBP, diastolic blood pressure; eGFR, estimated glomerular filtration rate; EHbA1c, elevated glycated hemoglobin A1c; FPG, fasting plasma glucose; HDL-C, high-density lipoprotein cholesterol; 2hPG, 2-hour plasma glucose; IFG, impaired fasting glucose; IGT, impairedglucose tolerance; LDL-C, low-density lipoprotein cholesterol; NGT, normal glucose tolerance; SBP, systolic blood pressure; TC, total cholesterol; TG, triglyceride.
Risk of occurrence of CKD for prediabetes at baseline defined by ADA criteria
| N | Event, n (%) | Model1 | Model2 | Model3 | ||||
| HR (95% CI) | P value | HR (95% CI) | P value | HR (95% CI) | P value | |||
| NGT | 1836 | 10 (0.54) | Ref. | Ref. | Ref. | |||
| Prediabetes | 4610 | 78 (1.69) | 3.10 (1.61 to 5.99) | 0.001 | 2.63 (1.36 to 5.09) | 0.004 | 2.45 (1.26 to 4.81) | 0.009 |
| IFG | 1954 | 38 (1.94) | 3.55 (1.77 to 7.13) | <0.001 | 2.79 (1.38 to 5.63) | 0.004 | 2.51 (1.21 to 5.20) | 0.01 |
| IGT | 1696 | 36 (2.12) | 3.91 (1.94 to 7.88) | <0.001 | 3.18 (1.56 to 6.48) | 0.001 | 2.39 (1.14 to 5.03) | 0.02 |
| EHbA1c | 3848 | 65 (1.69) | 3.09 (1.59 to 6.02) | 0.001 | 2.62 (1.34 to 5.13) | 0.005 | 2.60 (1.31 to 5.16) | 0.006 |
P value, HR from Cox regression. Model1, unadjusted model; Model2, adjusted for age and sex; Model3, Model2 +additional adjusted for BMI, TC, TG, HDL-C, LDL-C, SBP, DBP, baseline eGFR, smoking and drinking status
ADA, American Diabetes Association; BMI, body mass index; CKD, chronic kidney disease; DBP, diastolic blood pressure; eGFR, estimated glomerular filtration rate; EHbA1c, elevated glycated hemoglobin A1c; HDL-C, high-density lipoprotein cholesterol; IFG, impaired fasting glucose; IGT, impaired glucose tolerance; LDL-C, low-density lipoprotein cholesterol; NGT, normal glucose tolerance; SBP, systolic blood pressure; TC, total cholesterol; TG, triglyceride.
ROC curves of FPG, 2hPG and HbA1c for the prediction of occurrence of CKD
| AUC | Cut-off point | Sensitivity (%) | Specificity (%) | |
| ROC | ||||
| FPG | 0.57 (0.55–0.58) | >5.63 mmol/L | 43.2 (32.7–54.2) | 72.4 (71.3–73.5) |
| 2hPG | 0.60 (0.59–0.61) | >6.80 mmol/L | 67.1 (56.2–76.7) | 53.3 (52.0–54.5) |
| HbA1c | 0.58 (0.57–0.59) | >5.6% | 73.9 (63.4–82.7) | 40.5 (39.3–41.7) |
| ADA criteria | ||||
| FPG | ≥5.6 mmol/L | 43.2 (32.7–54.2) | 69.9 (68.7–71.0) | |
| 2hPG | ≥7.8 mmol/L | 40.9 (30.5–51.9) | 73.9 (72.8–75.0) | |
| HbA1c | ≥5.7% | 73.9 (63.4–82.7) | 40.5 (39.3–41.7) | |
| WHO criteria | ||||
| FPG | ≥6.1 mmol/L | 17.0 (9.9–26.6) | 90.8 (90.0–91.5) | |
| 2hPG | ≥7.8 mmol/L | 40.9 (30.5–51.9) | 73.9 (72.8–75.0) |
ADA, American Diabetes Association; AUC, area under the curve; CKD, chronic kidney disease; FPG, fasting plasma glucose; HbA1c, glycated hemoglobin A1c; 2hPG, 2-hour plasma glucose; ROC, receiver operating characteristic curve.
NRI for 2hPG and HbA1c relative to FPG to predict occurrence of CKD
| Comparator | Addition | NRI (%) | P value | |
| ROC curves | FPG>5.63 mmol/L | +2hPG >6.8 mmol/L | 4.69 | 0.462 |
| + HbA1c>5.6% | −1.25 | 0.868 | ||
| ADA criteria | FPG≥5.6 mmol/L | +2hPG ≥7.8 mmol/L | 1.75 | 0.744 |
| + HbA1c≥5.7% | 1.32 | 0.861 | ||
| WHO criteria | FPG≥6.1 mmol/L | +2hPG ≥7.8 mmol/L | 6.99 | 0.256 |
ADA, American Diabetes Association; CKD, chronic kidney disease; FPG, fasting plasma glucose; HbA1c, glycated hemoglobin A1c; 2hPG, 2-hour plasma glucose; NRI, net reclassification improvement; ROC, receiver operating characteristic curve.
Contribution of prediabetes to the occurrence of CKD
| Phenotypes | Range | N | CKD, n (%) | ARP (%) | PARP (%) | |
| ADA | NGT | 1836 | 10 (0.54) | |||
| Criteria | Prediabetes | 4610 | 78 (1.69) | 68.0 | 60.6 | |
| IFG | 5.6–6.9 mmol/L | 1954 | 38 (1.94) | 72.2 | ||
| 5.6–6.0 mmol/L | 1352 | 23 (1.70) | 68.2 | |||
| 6.1–6.9 mmol/L | 602 | 15 (2.49) | 78.3 | |||
| IGT | 7.8–11.0 mmol/L | 1696 | 36 (2.12) | 74.5 | ||
| EHbA1c | 5.7%–6.4% | 3848 | 65 (1.69) | 68.0 | ||
| 5.7%–5.9% | 2074 | 29 (1.40) | 61.4 | |||
| 6.0%–6.4% | 1774 | 36 (2.03) | 73.4 | |||
| WHO | NGT | 3507 | 34 (0.97) | |||
| Criteria | Prediabetes | 2939 | 54 (1.84) | 47.3 | 29.2 | |
| IFG | 6.1–6.9 mmol/L | 602 | 15 (2.49) | 61.0 | ||
| IGT | 7.8–11.0 mmol/L | 1696 | 36 (2.12) | 54.2 |
ADA, American Diabetes Association; ARP, attributable risk per cent; CKD, chronic kidney disease; EHbA1c, elevated glycated hemoglobin A1c; IFG, impaired fasting glucose; IGT, impaired glucose tolerance; NGT, normal glucose tolerance; PARP, population attributable risk per cent.
Figure 2Sensitivity analysis of the risk of CKD occurrence in prediabetes at baseline. (A) Stratified the participants into isolated glycemic phenotype of isolated IFG, isolated IGT, isolated EHbA1c, respectively; (B) using the WHO/IEC criteria to define prediabetes and its phenotypes; (C) using modified MDRD equation to calculate eGFR and define CKD. CKD, chronic kidney disease; eGFR, estimated glomerular filtration rate; EHbA1c, elevated glycated hemoglobin A1c; IEC, International Expert Committee; IFG, impaired fasting glucose; IGT: impaired glucose tolerance; MDRD, Modification of Diet in Renal study; NGT, normal glucose tolerance.