| Literature DB >> 27386849 |
Fang Wei1, Xiaolin Sun2, Yingxin Zhao2, Hua Zhang2, Yutao Diao2, Zhendong Liu3.
Abstract
BACKGROUND: Glycemic variability (GV) creates challenges to glycemic control and may be an independent marker for unfavorable outcome in management of patients with diabetes. This study was designed to investigate the effect of excessive visit-to-visit GV on the progression of endothelial and renal dysfunction in patients with type 2 diabetes mellitus (T2DM).Entities:
Keywords: Endothelial dysfunction; Glycemic variability; Renal dysfunction; Type 2 diabetes mellitus
Mesh:
Substances:
Year: 2016 PMID: 27386849 PMCID: PMC4937553 DOI: 10.1186/s12882-016-0300-0
Source DB: PubMed Journal: BMC Nephrol ISSN: 1471-2369 Impact factor: 2.388
Fig. 1Flow diagram of the study
Baseline demographic and clinical characteristics according to tertiles of SD of HbA1c and SD of FPG
| Classified by tertile of SD of HbA1c | Classified by tertile of SD of FPG | |||||||
|---|---|---|---|---|---|---|---|---|
| First tertile group ( | Second tertile group ( | Third tertile group ( |
| First tertile group ( | Second tertile group ( | Third tertile group ( |
| |
| Age (year)a | 65.97 ± 5.52 | 64.36 ± 7.30 | 64.88 ± 5.74 | 0.253 | 65.27 ± 6.09 | 64.71 ± 6.08 | 65.23 ± 6.62 | 0.825 |
| Sex, female (%)b | 36 (45.57) | 42 (52.50) | 47 (58.75) | 0.252 | 41 (50.00) | 47 (59.49) | 37 (47.44) | 0.279 |
| BMI (kg/m2)a | 24.43 ± 2.94 | 23.58 ± 2.71 | 23.79 ± 2.81 | 0.147 | 23.89 ± 2.89 | 23.44 ± 2.75 | 24.46 ± 2.79 | 0.074 |
| SBP (mm Hg)a | 152.92 ± 11.85 | 153.01 ± 8.71 | 156.02 ± 8.99 | 0.083 | 152.35 ± 8.16 | 153.56 ± 9.70 | 156.03 ± 11.61 | 0.061 |
| DBP (mm Hg)a | 83.68 ± 9.54 | 80.81 ± 7.73 | 82.92 ± 7.08 | 0.073 | 83.06 ± 8.34 | 82.38 ± 7.35 | 81.96 ± 8.99 | 0.701 |
| Heart rate (bpm)a | 74.82 ± 9.65 | 76.01 ± 9.09 | 74.34 ± 8.89 | 0.498 | 74.65 ± 10.78 | 75.30 ± 7.30 | 75.23 ± 9.31 | 0.888 |
| Duration of diabetes (years)c | 3.00 (2.85, 3.25) | 3.00 (2.85, 3.27) | 3.00 (2.82, 3.33) | 0.905 | 3.00 (2.90, 3.35) | 3.00 (2.69, 3.13) | 3.00 (2.93, 3.19) | 0.342 |
| Current smoking, | 8 (10.13) | 9 (11.25) | 7 (8.75) | 0.871 | 8 (9.76) | 8 (10.13) | 8 (10.26) | 0.994 |
| Current drinking, | 5 (6.33) | 6 (7.50) | 5 (6.25) | 0.940 | 7 (8.54) | 3 (3.80) | 6 (7.69) | 0.442 |
| Hypertension history, | 62 (78.48) | 60 (75.00) | 65 (81.25) | 0.631 | 64 (78.05) | 61 (77.22) | 62 (79.49) | 0.941 |
| FPG (mmol/L)a | 9.80 ± 1.50 | 9.80 ± 1.57 | 10.14 ± 1.54 | 0.269 | 9.97 ± 1.43 | 9.99 ± 1.46 | 9.78 ± 1.72 | 0.625 |
| HbA1c (%)a | 10.01 ± 2.00 | 10.17 ± 1.53 | 10.62 ± 1.34 | 0.061 | 10.21 ± 1.44 | 10.19 ± 1.76 | 10.40 ± 1.77 | 0.684 |
| TCHO (mmol/L)a | 5.10 ± 0.99 | 5.36 ± 0.96 | 5.39 ± 1.00 | 0.127 | 5.41 ± 0.91 | 5.27 ± 0.96 | 5.18 ± 1.08 | 0.332 |
| TG (mmol/L)a | 1.89 ± 1.11 | 1.61 ± 0.84 | 1.73 ± 1.01 | 0.200 | 1.65 ± 0.88 | 1.65 ± 0.88 | 1.92 ± 1.18 | 0.139 |
| HDL-c (mmol/L)a | 1.37 ± 0.45 | 1.41 ± 0.48 | 1.38 ± 0.50 | 0.893 | 1.38 ± 0.50 | 1.36 ± 0.41 | 1.42 ± 0.52 | 0.768 |
| LDL-c (mmol/L)a | 3.35 ± 1.15 | 3.63 ± 1.11 | 3.67 ± 1.21 | 0.167 | 3.70 ± 1.08 | 3.58 ± 1.03 | 3.38 ± 1.33 | 0.215 |
| Hypoglycemic agents, | ||||||||
| Metformin | 73 (92.41) | 72 (90.00) | 75 (93.75) | 0.675 | 74 (90.24) | 74 (93.67) | 72 (92.31) | 0.720 |
| Gliclazide | 39 (49.37) | 34 (42.50) | 35 (43.75) | 0.653 | 37 (45.12) | 36 (45.57) | 35 (44.87) | 0.996 |
| Other sulfonylurea | 24 (30.38) | 21 (26.25) | 22 (27.50) | 0.839 | 22 (26.83) | 18 (22.78) | 27 (34.62) | 0.245 |
| Thiazolidinedione | 7 (8.86) | 5 (6.25) | 8 (10.00) | 0.681 | 11 (13.41) | 4 (5.06) | 5 (6.41) | 0.120 |
| Acarbose | 15 (18.99) | 15 (18.75) | 11 (13.75) | 0.613 | 19 (23.17) | 12 (15.19) | 10 (12.82) | 0.189 |
| Glinide | 4 (5.06) | 4 (5.00) | 3 (3.75) | 0.905 | 5 (6.10) | 4 (5.06) | 2 (2.56) | 0.551 |
| Insulin | 9 (11.39) | 7 (8.75) | 7 (8.75) | 0.809 | 8 (9.76) | 8 (10.13) | 7 (8.97) | 0.969 |
| Other drugs, | ||||||||
| Antihypertension drug | 57 (72.15) | 56 (70.00) | 63 (79.63) | 0.425 | 58 (70.73) | 58 (73.42) | 60 (76.92) | 0.673 |
| Aspirin | 56 (70.89) | 49 (61.25) | 43 (53.75) | 0.084 | 51 (62.20) | 47 (59.49) | 50 (64.10) | 0.836 |
| Statins | 11 (13.92) | 13 (16.25) | 11 (13.75) | 0.883 | 12 (14.63) | 12 (15.19) | 11 (14.10) | 0.982 |
Results are means ± SDs or medians (25th, 75th percentiles) for continuous variables and numbers (percentages) for categorical variables
SD standard deviation, HbA1c hemoglobin A1c, BMI body mass index, SBP systolic blood pressure, DBP diastolic blood pressure, FPG fasting plasma glucose, TCHO total cholesterol, TG triglycerides, HDL-c high-density lipoprotein cholesterol, LDL-c low-density lipoprotein cholesterol
acompared using ANOVA with Bonferroni procedure
bcompared using Chi-square test
ccompared using Kruskal-Wallis test
Baseline variables of renal and vascular endothelial function according to tertiles of SD of HbA1c and SD of FPG
| Classified by tertile of SD of HbA1c | Classified by tertile of SD of FPG | |||||||
|---|---|---|---|---|---|---|---|---|
| First tertile group ( | Second tertile group ( | Third tertile group ( |
| First tertile group ( | Second tertile group ( | Third tertile group ( |
| |
| ACR (mg/mmol)a | 1.60 (1.40, 2.25) | 1.57 (1.10, 2.72) | 1.78 (1.20, 2.52) | 0.792 | 1.60 (1.30, 2.14) | 1.58 (1.21, 2.50) | 1.80 (1.30, 2.80) | 0.306 |
| Creatintine (mg/dl)b | 0.73 ± 0.13 | 0.74 ± 0.13 | 0.76 ± 0.13 | 0.429 | 0.72 ± 0.12 | 0.74 ± 0.13 | 0.77 ± 0.14 | 0.097 |
| Cystatin C (mg/L)b | 0.78 ± 0.16 | 0.83 ± 0.16 | 0.82 ± 0.16 | 0.118 | 0.77 ± 0.16 | 0.82 ± 0.15 | 0.83 ± 0.17 | 0.053 |
| eGFR-Cr (ml · min−1 · 1.73 m−2)b | 104.39 ± 26.40 | 99.89 ± 20.56 | 96.33 ± 22.21 | 0.091 | 102.85 ± 21.48 | 98.54 ± 22.95 | 99.19 ± 25.37 | 0.456 |
| eGFR-Cys C (ml · min−1 · 1.73 m−2)b | 102.53 ± 18.30 | 96.57 ± 19.84 | 97.28 ± 19.84 | 0.102 | 103.26 ± 19.23 | 97.17 ± 18.16 | 95.97 ± 19.53* | 0.036 |
| FMD (%)b | 8.27 ± 3.77 | 7.56 ± 3.47 | 8.08 ± 3.83 | 0.455 | 8.07 ± 3.57 | 8.30 ± 3.87 | 7.54 ± 3.62 | 0.413 |
| NO (μmol/L)b | 61.62 ± 8.90 | 59.59 ± 9.61 | 61.47 ± 9.83 | 0.322 | 61.09 ± 9.07 | 62.55 ± 9.60 | 59.04 ± 9.49 | 0.061 |
| ET-1 (pg/ml)b | 40.56 ± 6.63 | 40.44 ± 7.47 | 42.84 ± 6.99*,** | 0.055 | 40.78 ± 6.77 | 41.46 ± 6.89 | 41.60 ± 7.66 | 0.739 |
Results are means ± SDs or medians (25th, 75th percentiles) for continuous variables and numbers (percentages) for categorical variables
SD standard deviation, HbA1c hemoglobin A1c, FPG fasting plasma glucose, ACR albumin/creatinine ratio, eGFR-Cr estimated glomerular filtration rate base on creatinine, eGFR-Cys C estimated glomerular filtration rate base on cystatin C, FMD flow-mediated dilation, NO nitric oxide, ET-1 endothelin-1
acompared using ANOVA with Bonferroni procedure
bcompared using Kruskal-Wallis test
* P < 0.05, as compared to first tertile group in the same classified groups
** P < 0.05, as compared to second tertile group in the same classified groups
HbA1c and FPG profiles and severe hypoglycemic episodes during follow-up period
| Classified by tertile of SD of HbA1c | Classified by tertile of SD of FPG | |||||||
|---|---|---|---|---|---|---|---|---|
| First tertile group ( | Second tertile group ( | Third tertile group ( |
| First tertile group ( | Second tertile group ( | Third tertile group ( |
| |
| Mean HbA1c (%) | 8.22 ± 1.00 | 8.33 ± 0.79 | 8.11 ± 0.56 | 0.213 | 8.07 ± 0.65 | 8.23 ± 0.72 | 8.35 ± 0.99 | 0.093 |
| SD of HbA1c (%) | 1.41 ± 0.50 | 2.68 ± 0.36* | 3.52 ± 0.47*,** | <0.001 | 2.05 ± 0.92 | 2.64 ± 0.81* | 2.93 ± 0.99* | <0.001 |
| CV of HbA1c (%) | 17.66 ± 4.59 | 32.48 ± 3.68* | 43.89 ± 4.49*,** | <0.001 | 26.31 ± 9.60 | 32.21 ± 9.26* | 32.75 ± 10.63* | <0.001 |
| Mean FPG (mmol/L) | 6.98 ± 0.97 | 6.92 ± 0.86 | 6.70 ± 0.55 | 0.075 | 6.76 ± 0.64 | 6.83 ± 0.74 | 7.02 ± 0.98 | 0.106 |
| SD of FPG (mmol/L) | 3.49 ± 1.27 | 3.70 ± 0.91 | 4.26 ± 1.24*,** | <0.001 | 2.69 ± 0.48 | 3.68 ± 0.28* | 5.09 ± 0.95*, ** | <0.001 |
| CV of FPG (%) | 50.10 ± 8.62 | 53.68 ± 7.80* | 63.87 ± 8.27*,** | <0.001 | 39.81 ± 5.34 | 53.87 ± 6.29* | 72.52 ± 8.56*, ** | <0.001 |
| Severe hypoglycemic episodes (times) | 0.70 ± 0.64 | 1.09 ± 0.79* | 1.94 ± 1.63*,** | <0.001 | 1.02 ± 1.08 | 1.32 ± 1.22 | 1.40 ± 1.33 | 0.112 |
Results are means ± SDs
SD standard deviation, CV coefficient of variation, HbA1c hemoglobin A1c, FPG fasting plasma glucose
* P < 0.05, as compared to first tertile group in the same classified groups
** P < 0.05, as compared to second tertile group in the same classified groups
Changes of FMD, NO, ET-1, ACR, eGFR-Cr, and eGFR-Cys C throughout follow-up period
| Total ( | Classified by tertile of SD of HbA1c | Classified by tertile of SD of FPG | |||||||
|---|---|---|---|---|---|---|---|---|---|
| First tertile group ( | Second tertile group ( | Third tertile group ( |
| First tertile group ( | Second tertile group ( | Third tertile group ( |
| ||
| Change percentage of FMD (%)a | 0.93 (−3.10, 4.92) | 4.18 (1.62, 6.14) | −0.20 (−2.94, 4.18)* | −2.34 (−4.96, 1.58)*,** | <0.001 | 2.37 (−1.46, 5.69) | 0.69 (−3.05, 5.50) | −1.43 (−4.26, 3.27)*,** | 0.001 |
| Change percentage of NO (%)a | 1.20 (−6.40, 8.80) | 7.61 (2.60, 12.18) | −0.94 (−6.10, 6.08)* | −5.45 (−10.00, 2.93)*,** | <0.001 | 4.29 (−5.05, 11.58) | 3.00 (−6.85, 8.80)* | −2.01 (−7.45, 5.28)* | 0.002 |
| Change percentage of ET-1 (%)b | −0.85 ± 5.16 | −3.03 ± 4.61 | −0.75 ± 5.17* | 1.23 ± 4.82*,** | <0.001 | −2.06 ± 4.65 | −0.97 ± 5.41 | 0.49 ± 5.16* | 0.006 |
| Change percentage of ACR (%)a | −2.09 (−6.11,2.55) | −6.43 (−8.91, −2.53) | −2.09 (−4.78, 0.24)* | 3.10 (−1.36, 6.28)*,** | <0.001 | −3.48 (−7.52, −0.50) | −2.09 (−6.06, 2.35)* | −0.02 (−3.83, 5.83)*,** | <0.001 |
| Change percentage of eGFR-Cr (%)b | 2.73 ± 6.43 | 7.49 ± 5.94 | 1.94 ± 5.35* | −1.24 ± 4.65*,** | <0.001 | 3.74 ± 5.90 | 2.83 ± 6.24 | 1.61 ± 7.00 | 0.101 |
| Change percentage of eGFR-Cys C (%)b | 2.35 ± 5.84 | 6.64 ± 5.37 | 1.66 ± 4.89* | −1.25 ± 4.24*,** | <0.001 | 3.26 ± 5.34 | 2.47 ± 5.66 | 1.32 ± 6.36 | 0.097 |
Results are means ± SDs or medians (25th, 75th percentiles)
acompared using ANOVA with Bonferroni procedure
bcompared using Kruskal-Wallis test
*P < 0.05, vs. first tertile group
** P < 0.05, vs. second tertile group
Fig. 2Correlations of SD of HbA1c and CV of HbA1c with change percentage of brachial FMD, NO, ET-1, eGFR-Cr, eGFR-Cys C, and ACR throughout follow-up period. SD of HbA1c was positively correlated with change percentage of ET-1 and ACR, and negatively correlated with change percentage of brachial FMD, NO, eGFR-Cr and eGFR-Cys C (a). CV of HbA1c was positively correlated with change percentage of ET-1 and ACR, and negatively correlated with change percentage of brachial FMD, NO, eGFR-Cr and eGFR-Cys C (b)
Fig. 3Correlations of SD of FPG and CV of FPG with change percentage of brachial FMD, NO, ET-1, eGFR-Cr, eGFR-Cys C, and ACR throughout follow-up period. SD of FPG was positively correlated with change percentage of ET-1 and ACR, and negatively correlated with change percentage of brachial FMD, NO, eGFR-Cr and eGFR-Cys C (a). CV of FPG was positively correlated with change percentage of ET-1 and ACR, and negatively correlated with change percentage of brachial FMD, NO, eGFR-Cr and eGFR-Cys C (b)
Factors possibly related to change percentage of variables of endothelial and renal function throughout follow-up period in total participants
| Change percentage of FMD (%) | Change percentage of NO (%) | Change percentage of ET-1 (%) | Change percentage of ACR (%) | Change percentage of eGFR-Cr (%) | Change percentage of eGFR-Cys C (%) | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Weight coefficient (95 % CI) |
| Weight coefficient (95 % CI) |
| Weight coefficient (95 % CI) |
| Weight coefficient (95 % CI) |
| Weight coefficient (95 % CI) |
| Weight coefficient (95 % CI) |
| |
| 5A. SDs of HbA1c and FPG are included in independent variables in models | ||||||||||||
| SD of HbA1c | −0.158 (−0.211, −0.105) | <0.001 | −0.336 (−0.439, −0.234) | <0.001 | 0.125 (0.059, 0.190) | <0.001 | 0.312 (0.242, 0.382) | <0.001 | −0.334 (−0.394, −0.274) | <0.001 | −0.369 (−0.435, −0.303) | <0.001 |
| SD of FPG | −0.137 (−0.201, −0.072) | <0.001 | −0.200 (−0.323, −0.077) | 0.002 | 0.132 (0.053, 0.211) | 0.001 | 0.090 (0.004, 0.176) | 0.039 | −0.356 (−0.658, −0.054) | 0.002 | −0.453 (−0.832, −0.074) | <0.001 |
| Mean HbA1c | −0.298 (−0.580, −0.016) | <0.001 | -- | -- | -- | -- | 0.789 (0.006, 1.572) | 0.002 | -- | -- | −0.925 (−1.672, −0.178) | 0.022 |
| Mean FPG | -- | -- | −2.306 (−4.294, −0.318) | 0.005 | -- | -- | 1.524 (0.497, 2.551) | 0.009 | -- | -- | −1.188 (−2.369, −0.007) | 0.049 |
| Baseline SBP | −0.141 (−0.270, −0.012) | 0.006 | -- | -- | -- | -- | -- | -- | −0.269 (−0.516, −0.022) | 0.013 | -- | -- |
| Smoking | −0.795 (−1.548, −0.042) | 0.025 | -- | -- | 0.636 (−0.422, 1.694) | 0.047 | 0.971 (0.009, 1.933) | 0.031 | −0.466 (−1.755, −0.823) | 0.038 | −1.335 (−2.248, −0.422) | 0.004 |
| Baseline TCHO | -- | -- | -- | -- | 0.591 (−0.074, 1.256) | 0.041 | -- | -- | -- | -- | −1.925 (−3.572, −0.278) | 0.022 |
| Baseline LDL-c | −0.434 (−0.867, −0.001) | 0.049 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- |
| 5B. CVs of HbA1c and FPG are included in independent variables in models | ||||||||||||
| CV of HbA1c | −0.165 (−0.219, −0.111) | <0.001 | −0.363 (−0.470, −0.256) | <0.001 | 0.114 (0.048, 0.179) | 0.001 | 0.306 (0.273, 0.376) | <0.001 | −0.373 (−0.439, −0.306) | <0.001 | −0.339 (−0.400, −0.279) | <0.001 |
| CV of FPG | −0.141 (−0.206, −0.076) | <0.001 | −0.162 (−0.293, −0.030) | 0.016 | 0.140 (0.061, 0.219) | 0.001 | 0.092 (0.007, 0.176) | 0.034 | −0.118 (−0.225, −0.012) | 0.029 | −0.416 (−0.847, 0.015) | 0.041 |
| Mean HbA1c | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | −0.873 (−1.716, −0.030) | 0.034 |
| Mean FPG | -- | -- | −1.045 (−1.902, −0.178) | 0.015 | -- | -- | 1.530 (0.711, 2.348) | <0.001 | −0.530 (−1.012, −0.048) | 0.034 | −0.966 (−1.257, −0.675) | 0.026 |
| Baseline SBP | −0.065 (−0.127, −0.003) | 0.040 | -- | -- | -- | -- | 0.121 (0.022, 0.219) | 0.017 | -- | -- | -- | -- |
| Baseline TCHO | −0.511 (−1.019, −0.002) | 0.049 | -- | -- | 0.676 (0.045, 1.306) | 0.036 | -- | -- | -- | -- | -- | -- |
| Baseline HDL-c | -- | -- | -- | -- | −1.139 (−2.229, −0.049) | 0.043 | -- | -- | -- | -- | -- | -- |
Independent variables include age, sex, current smoking, current drinking, duration of diabetes, body mass index, baseline blood press, baseline blood lipids, baseline fasting plasma glucose, baseline HbA1c, mean fasting plasma glucose and HbA1c during follow-up, standard deviation of fasting plasma glucose and HbA1c during follow-up, coefficient of variation of fasting plasma glucose and HbA1c during follow-up, and episodes of severe hypoglycemia over follow-up period
ACR albumin/creatinine ratio, eGFR-Cr estimated glomerular filtration rate based on creatinine, eGFR-Cys C estimated glomerular filtration rate based on cystatin C, TCHO total cholesterol, DBP diastolic blood pressure, FPG fasting plasma glucose, HbA1c hemoglobin A1c, CV coefficient of variation, SD standard deviation