Abstract
Background
Methods
Results
Conclusion
Supplementary Materials
Notes
AUTHOR CONTRIBUTIONS
Conception or design: R.R., N.S., C.S.
Acquisition, analysis, or interpretation of data: R.R., N.S., C.S.
Drafting or revising the work: R.R., N.S., N.K., U.K., K.S., P.I., V.S., C.S.
Final approval of the manuscript: R.R., N.S., N.K., U.K., K.S., P.I., V.S., C.S.
FUNDING
The funding for this study was supported by the National Research Council of Thailand (NRCT). Rujikorn Rattanatham received support from the Postgraduate Scholarship, Faculty of Associated Medical Sciences; the Postgraduate Program in Biomedical Sciences, Graduate School; and the Cardiovascular Research Group (CVRG), Khon Kaen University.
ACKNOWLEDGMENTS
REFERENCES
Table 1.
Parameter | Non-T2DM (n=740) | T2DM without complication (n=577) | T2DM with complication (n=383) | P valuea | P valueb | P valuec | P valued |
---|---|---|---|---|---|---|---|
Subjects, men/women | 186/554 | 220/357 | 209/174 | <0.001 | <0.001 | <0.001 | <0.001 |
Hypertension | 447/740 (60.4) | 431/577 (74.7) | 355/383 (92.7) | <0.001 | <0.001 | <0.001 | <0.001 |
Obesity | 325/728 (44.6) | 303/568 (53.3) | 206/366 (56.3) | 0.002 | <0.001 | 0.379 | <0.001 |
Dyslipidemia | 681/740 (92.0) | 489/572 (85.5) | 291/346 (84.1) | <0.001 | <0.001 | 0.569 | <0.001 |
MetS | 143/740 (19.3) | 327/577 (56.7) | 280/383 (73.1) | <0.001 | <0.001 | <0.001 | <0.001 |
Hypertriglyceridemia | 193/740 (26.1) | 250/570 (43.9) | 144/337 (42.7) | <0.001 | <0.001 | 0.740 | <0.001 |
Low HDL-C | 225/740 (30.4) | 286/571 (50.1) | 214/336 (63.7) | <0.001 | <0.001 | 0.040 | <0.001 |
Age, yr | 64.19±9.53 | 63.60±9.31 | 64.38±9.91 | 0.267 | 0.754 | 0.220 | 0.396 |
BMI, kg/m2 | 24.81±3.98 | 26.02±4.87 | 26.01±4.25 | <0.001 | <0.001 | 0.957 | <0.001 |
SBP, mm Hg | 133.63±18.64 | 135.74±18.66 | 138.42±19.81 | 0.042 | <0.001 | 0.035 | <0.001 |
DBP, mm Hg | 77.25±11.88 | 74.89±11.21 | 72.26±10.60 | <0.001 | <0.001 | <0.001 | <0.001 |
HbA1c, % | 5.57±0.39 | 7.52±1.76 | 7.82±1.76 | <0.001 | <0.001 | 0.024 | <0.001 |
FPG, mmol/L | 5.40±0.58 | 8.29±3.10 | 8.55±3.55 | <0.001 | <0.001 | 0.246 | <0.001 |
TC, mmol/L | 5.48±1.10 | 4.90±1.28 | 4.49±1.27 | <0.001 | <0.001 | <0.001 | <0.001 |
TG, mmol/L | 1.43±0.69 | 1.86±1.23 | 1.84±1.07 | <0.001 | <0.001 | 0.831 | <0.001 |
HDL-C, mmol/L | 1.52±0.41 | 1.33±0.38 | 1.20±0.36 | <0.001 | <0.001 | <0.001 | <0.001 |
LDL-C, mmol/L | 3.52±1.01 | 3.00±1.13 | 2.75±1.08 | <0.001 | <0.001 | 0.001 | <0.001 |
Non-HDL-C, mmol/L | 3.96±1.09 | 3.58±1.27 | 3.30±1.26 | <0.001 | <0.001 | 0.002 | <0.001 |
TC/HDL-C | 3.81±1.12 | 3.92±1.37 | 4.02±1.52 | 0.093 | 0.010 | 0.308 | 0.033 |
TG/HDL-C | 1.06±0.71 | 1.62±1.47 | 1.78±1.35 | <0.001 | <0.001 | 0.093 | <0.001 |
LDL-C/HDL-C | 2.47±0.93 | 2.40±1.03 | 2.47±1.14 | 0.202 | 0.914 | 0.299 | 0.390 |
Non-HDL-C/HDL-C | 2.81±1.12 | 2.92±1.37 | 3.02±1.52 | 0.093 | 0.010 | 0.308 | 0.033 |
BUN, mmol/L | 4.90±1.49 | 5.51±2.68 | 7.78±4.62 | <0.001 | <0.001 | <0.001 | <0.001 |
Creatinine, μmol/L | 78.05±38.26 | 86.11±64.2 | 158.11±181.80 | 0.005 | <0.001 | <0.001 | <0.001 |
eGFR, mL/s/m2 | 1.43±0.27 | 1.37±0.32 | 0.89±0.47 | 0.023 | <0.001 | <0.001 | <0.001 |
Uric acid, μmol/L | 315.75±88.64 | 332.73±89.17 | 348.89±99.16 | 0.004 | <0.001 | 0.054 | <0.001 |
Values are presented as number/total number (%) or mean±standard deviation. P<0.05 indicated significant associations.
T2DM, type 2 diabetes mellitus; MetS, metabolic syndrome; HDL-C, high-density lipoprotein cholesterol; BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; HbA1c, glycated hemoglobin; FPG, fasting plasma glucose; TC, total cholesterol; TG, triglyceride; LDL-C, low-density lipoprotein cholesterol; BUN, blood urea nitrogen; eGFR, estimated glomerular filtration rate.
Table 2.
SNP | Non-DM (n=740) | DM (n=960) | P valuea | Crude OR (95% CI) | P value | Adjusted OR (95% CI) | P value |
---|---|---|---|---|---|---|---|
TCF7L2 rs7903146 | |||||||
Additive | |||||||
CC | 676 (91.4) | 885 (92.2) | 0.592 | 1 | 1 | ||
CT | 64 (8.6) | 75 (7.8) | 0.90 (0.63–1.27) | 0.533 | 0.93 (0.64–1.36) | 0.713 | |
Allele | |||||||
C | 1,416 (95.7) | 1,845 (96.1) | 0.600 | 1 | 1 | ||
T | 64 (4.3) | 75 (3.9) | 0.90 (0.64–1.26) | 0.542 | 0.93 (0.64–1.35) | 0.714 | |
TCF7L2 rs290487 | |||||||
Additive | |||||||
CC | 174 (44.8) | 214 (55.2) | 0.035 | 1 | 1 | ||
TC | 379 (45.8) | 449 (54.2) | 0.96 (0.76–1.23) | 0.762 | 0.97 (0.74–1.26) | 0.799 | |
TT | 187 (38.6) | 297 (61.4) | 1.29 (0.99–1.69) | 0.065 | 1.30 (0.97–1.74) | 0.084 | |
Dominant | |||||||
CC | 174 (44.8) | 214 (55.2) | 0.560 | 1 | 1 | ||
TC+TT | 566 (43.1) | 746 (56.9) | 1.07 (0.85–1.35) | 0.552 | 1.07 (0.84–1.38) | 0.571 | |
Recessive | |||||||
CC+TC | 553 (45.5) | 663 (54.5) | 0.011 | 1 | 1 | ||
TT | 187 (38.6) | 297 (61.4) | 1.33 (1.07–1.64) | 0.010 | 1.33 (1.05–1.68) | 0.017 | |
Allele | |||||||
C | 727 (45.3) | 877 (54.7) | 0.048 | 1 | 1 | ||
T | 753 (41.9) | 1,043 (58.1) | 1.15 (1.00–1.32) | 0.046 | 1.07 (0.84–1.38) | 0.571 | |
KCNQ1 rs2237892 | |||||||
Additive | |||||||
TT | 72 (9.7) | 67 (7.0) | 0.062 | 1 | 1 | ||
CT | 308 (41.6) | 386 (40.2) | 1.35 (0.94–1.94) | 0.110 | 1.40 (0.95–2.07) | 0.092 | |
CC | 360 (48.6) | 507 (52.8) | 1.51 (1.06–2.17) | 0.024 | 1.65 (1.13–2.43) | 0.010 | |
Dominant | |||||||
TT | 72 (9.7) | 67 (7.0) | 0.049 | 1 | 1 | ||
CT+CC | 668 (90.3) | 893 (93.0) | 1.44 (1.02–2.03) | 0.041 | 1.54 (1.06–2.23) | 0.024 | |
Recessive | |||||||
TT+CT | 380 (51.4) | 453 (47.2) | 0.096 | 1 | 1 | ||
CC | 360 (48.6) | 507 (52.8) | 1.18 (0.98–1.43) | 0.089 | 1.25 (1.01–1.54) | 0.037 | |
Allele | |||||||
T | 452 (30.5) | 520 (27.1) | 0.029 | 1 | 1 | ||
C | 1,028 (69.5) | 1,400 (72.9) | 1.18 (1.02–1.38) | 0.027 | 1.50 (1.04–2.18) | 0.031 | |
KCNQ1 rs2237897 | |||||||
Additive | |||||||
TT | 58 (7.8) | 48 (5.0) | 0.037 | 1 | 1 | ||
CT | 297 (40.1) | 377 (39.3) | 1.53 (1.02–2.32) | 0.042 | 1.60 (1.03–2.48) | 0.037 | |
CC | 385 (52.0) | 535 (55.7) | 1.68 (1.12–2.52) | 0.012 | 1.88 (1.22–2.90) | 0.004 | |
Dominant | |||||||
TT | 58 (7.8) | 48 (5.0) | 0.020 | 1 | 1 | ||
CC+CT | 682 (92.2) | 912 (95.0) | 1.62 (1.09–2.40) | 0.017 | 1.76 (1.15–2.68) | 0.009 | |
Recessive | |||||||
TT+CT | 355 (48.0) | 425 (44.3) | 0.141 | 1 | 1 | ||
CC | 385 (52.0) | 535 (55.7) | 1.16 (0.96–1.41) | 0.129 | 1.26 (1.02–1.55) | 0.031 | |
Allele | |||||||
T | 413 (27.9) | 473 (24.6) | 0.033 | 1 | 1 | ||
C | 1067 (72.1) | 1,447 (75.4) | 1.18 (1.02–1.38) | 0.031 | 1.76 (1.15–2.68) | 0.009 | |
KCNJ11 rs5219 | |||||||
Additive | |||||||
GG | 329 (45.8) | 390 (54.2) | 0.136 | 1 | 1 | ||
GA | 308 (40.8) | 446 (59.2) | 1.22 (0.99–1.50) | 0.057 | 1.25 (1.00–1.56) | 0.050 | |
AA | 103 (45.4) | 124 (54.6) | 1.02 (0.75–1.37) | 0.919 | 0.99 (0.71–1.36) | 0.931 | |
Dominant | |||||||
GG | 329 (45.8) | 390 (54.2) | 0.113 | 1 | 1 | ||
GA+AA | 411 (41.9) | 570 (58.1) | 1.17 (0.96–1.42) | 0.113 | 1.18 (0.96–1.46) | 0.117 | |
Recessive | |||||||
GG+GA | 637 (43.2) | 836 (56.8) | 0.565 | 1 | 1 | ||
AA | 103 (45.4) | 124 (54.6) | 0.92 (0.69–1.22) | 0.547 | 0.88 (0.65–1.19) | 0.408 | |
Allele | |||||||
G | 966 (44.1) | 1,226 (55.9) | 0.406 | 1 | 1 | ||
A | 514 (42.5) | 694 (57.5) | 1.06 (0.92–1.23) | 0.392 | 0.88 (0.65–1.19) | 0.408 |
Table 3.
SNP | Non-HT (n=325) | HT (n=907) | P valuea | Crude OR (95% CI) | P value | Adjusted OR (95% CI) | P value |
---|---|---|---|---|---|---|---|
TCF7L2 rs7903146 | |||||||
Additive | |||||||
CT | 37 (11.4) | 72 (7.9) | 0.068 | 1 | 1 | ||
CC | 288 (88.6) | 835 (92.1) | 1.49 (0.98–2.26) | 0.062 | 1.54 (0.99–2.39) | 0.057 | |
Allele | |||||||
T | 37 (5.7) | 72 (4.0) | 0.075 | 1 | 1 | ||
C | 613 (94.3) | 1,742 (96.0) | 1.46 (0.97–2.19) | 0.068 | 1.50 (0.98–2.31) | 0.064 | |
TCF7L2 rs290487 | |||||||
Additive | |||||||
TT | 95 (28.9) | 234 (71.1) | 0.492 | 1 | 1 | ||
TC | 155 (25.5) | 453 (74.5) | 1.19 (0.88–1.60) | 0.264 | 1.40 (1.02–1.93) | 0.039 | |
CC | 75 (25.4) | 220 (74.6) | 1.19 (0.84–1.70) | 0.334 | 1.42 (0.98–2.07) | 0.067 | |
Dominant | |||||||
TT | 95 (28.9) | 234 (71.1) | 0.243 | 1 | 1 | ||
TC+CC | 230 (25.5) | 673 (74.5) | 1.19 (0.90–1.57) | 0.231 | 1.41 (1.04–1.90) | 0.026 | |
Recessive | |||||||
TT+TC | 250 (26.7) | 687 (73.3) | 0.705 | 1 | 1 | ||
CC | 75 (25.4) | 220 (74.6) | 1.07 (0.79–1.44) | 0.669 | 1.14 (0.83–1.57) | 0.408 | |
Allele | |||||||
T | 345 (27.3) | 921 (72.7) | 0.315 | 1 | 1 | ||
C | 305 (25.5) | 893 (74.5) | 1.10 (0.92–1.31) | 0.313 | 1.14 (0.83–1.57) | 0.408 | |
KCNQ1 rs2237892 | |||||||
Additive | |||||||
CC | 174 (53.5) | 453 (49.9) | 0.299 | 1 | 1 | ||
CT | 130 (40.0) | 373 (41.1) | 1.10 (0.85–1.44) | 0.473 | 1.15 (0.87–1.53) | 0.319 | |
TT | 21 (6.5) | 81 (8.9) | 1.48 (0.89–2.47) | 0.131 | 1.75 (1.03–2.99) | 0.040 | |
Dominant | |||||||
CC | 174 (53.5) | 453 (49.9) | 0.272 | 1 | 1 | ||
CT+TT | 151 (46.5) | 454 (50.1) | 1.16 (0.90–1.49) | 0.266 | 1.23 (0.94–1.61) | 0.125 | |
Recessive | |||||||
CC+CT | 304 (93.5) | 826 (91.1) | 0.197 | 1 | 1 | ||
TT | 21 (6.5) | 81 (8.9) | 1.42 (0.86–2.34) | 0.168 | 1.64 (0.98–2.76) | 0.061 | |
Allele | |||||||
C | 478 (73.5) | 1,279 (70.5) | 0.143 | 1 | 1 | ||
T | 172 (26.5) | 535 (29.5) | 1.16 (0.95–1.42) | 0.143 | 1.64 (0.98–2.76) | 0.061 | |
KCNQ1 rs2237897 | |||||||
Additive | |||||||
CC | 185 (56.9) | 479 (52.8) | 0.207 | 1 | 1 | ||
CT | 125 (38.5) | 364 (40.1) | 1.13 (0.86–1.47) | 0.384 | 1.15 (0.87–1.52) | 0.328 | |
TT | 15 (4.6) | 64 (7.1) | 1.65 (0.92–2.97) | 0.096 | 1.99 (1.08–3.67) | 0.027 | |
Dominant | |||||||
CC | 185 (56.9) | 479 (52.8) | 0.218 | 1 | 1 | ||
CT+TT | 140 (43.1) | 428 (47.2) | 1.18 (0.92–1.52) | 0.202 | 1.24 (0.94–1.62) | 0.122 | |
Recessive | |||||||
CC+CT | 310 (95.4) | 843 (92.9) | 0.146 | 1 | 1 | ||
TT | 15 (4.6) | 64 (7.1) | 1.57 (0.88–2.79) | 0.126 | 1.88 (1.03–3.41) | 0.039 | |
Allele | |||||||
C | 495 (76.2) | 1,322 (72.9) | 0.107 | 1 | 1 | ||
T | 155 (23.8) | 492 (27.1) | 1.19 (0.97–1.46) | 0.104 | 1.88 (1.03–3.41) | 0.039 | |
KCNJ11 rs5219 | |||||||
Additive | |||||||
GG | 134 (25.5) | 392 (74.5) | 0.785 | 1 | 1 | ||
GA | 145 (26.8) | 397 (73.2) | 0.94 (0.71–1.23) | 0.635 | 0.85 (0.64–1.14) | 0.280 | |
AA | 46 (28.0) | 118 (72.0) | 0.88 (0.59–1.30) | 0.512 | 0.88 (0.59–1.34) | 0.556 | |
Dominant | |||||||
GG | 134 (25.5) | 392 (74.5) | 0.557 | 1 | 1 | ||
AA+GA | 191 (27.1) | 515 (72.9) | 0.92 (0.71–1.19) | 0.534 | 0.86 (0.66–1.13) | 0.276 | |
Recessive | |||||||
GA+GG | 279 (26.1) | 789 (73.9) | 0.634 | 1 | 1 | ||
AA | 46 (28.0) | 118 (72.0) | 0.91 (0.63–1.31) | 0.603 | 0.96 (0.65–1.41) | 0.826 | |
Allele | |||||||
G | 237 (27.2) | 633 (72.8) | 0.503 | 1 | 1 | ||
A | 413 (25.9) | 1,181 (74.1) | 0.93 (0.78–1.13) | 0.473 | 0.96 (0.65–1.41) | 0.826 |