| Literature DB >> 35011029 |
Eun Hui Bae1,2, Tae Ryom Oh1,2, Sang Heon Suh1,2, Eun Mi Yang1,2, Hong Sang Choi1,2, Chang Seong Kim1,2, Seong Kwon Ma1,2, Bongseong Kim3, Kyung-Do Han3, Soo Wan Kim1,2.
Abstract
Weight variability has known as a risk factor for cardiovascular events and mortality. However, its effect on end-stage renal disease (ESRD) development remains controversial. We investigated the relationship between weight change and ESRD risk. Overall, 97,029 patients with DM aged >20 years were selected from the Korean National Health Screening Program 2009-2012. Weight change was defined as differences in body weight from the index year to 2 years later. Newly diagnosed ESRD was observed until 2017 end. Over a 5.1-year median follow-up period, ESRD was newly diagnosed in 7932 (4.81%) DM patients. BMI < 18.5 kg/m2 and waist circumferences <85/80 and >100/95 cm were ESRD risk factors. ESRD risk increased with increasing weight change; ≥10% weight loss (hazard ratio [HR], 1.247) followed by ≥10% weight gain (1.247) was associated with a higher HR than ≤5% weight change after adjusting for several confounding factors. The association between weight change and ESRD risk in a subgroup analysis was significantly stronger in patients aged <65 years, without proteinuria, with BMI ≥ 25, with DM duration <5 years, and prescribed less than 3 classes of DM medication. Underweight patients showed higher ESRD risks than overweight patients. Weight loss >10% was associated with the fastest decline in renal function.Entities:
Keywords: body mass index; diabetes; end-stage renal disease; national health programs; waist circumference; weight change
Mesh:
Year: 2021 PMID: 35011029 PMCID: PMC8747041 DOI: 10.3390/nu14010154
Source DB: PubMed Journal: Nutrients ISSN: 2072-6643 Impact factor: 5.717
Figure 1Flowchart of participant enrolment.
Baseline characteristics of patients according to body mass index change.
| Variables | Body Mass Index Change | |||||
|---|---|---|---|---|---|---|
| Total | <25/<25 | <25/≥25 | ≥25/<25 | ≥25/≥25 | ||
| Age, years | 68.86 ± 9.11 | 69.37 ± 9.34 | 69.15 ± 8.86 | 70.1 ± 8.77 | 68.06 ± 8.91 | <0.0001 |
| Sex, male | 45,955 (47.36) | 20,835 (49.72) | 2750 (47) | 3524 (44.62) | 18,846 (45.54) | <0.0001 |
| Smoking | <0.0001 | |||||
| Never | 67,046 (69.1) | 28,144 (67.17) | 4114 (70.31) | 5620 (71.16) | 29,168 (70.49) | |
| Former | 18,625 (19.2) | 8089 (19.31) | 1100 (18.8) | 1410 (17.85) | 8026 (19.4) | |
| Current | 11,358 (11.71) | 5668 (13.53) | 637 (10.89) | 868 (10.99) | 4185 (10.11) | |
| Alcohol consumption | <0.0001 | |||||
| None | 75,960 (78.29) | 32,821 (78.33) | 4542 (77.63) | 6430 (81.41) | 32,167 (77.74) | |
| Moderate | 18,026 (18.58) | 7793 (18.6) | 1109 (18.95) | 1264 (16) | 7860 (19) | |
| Heavy * | 3043 (3.14) | 1287 (3.07) | 200 (3.42) | 204 (2.58) | 1352 (3.27) | |
| Regular exercise | 19,929 (20.54) | 8939 (21.33) | 1173 (20.05) | 1547 (19.59) | 8270 (19.99) | <0.0001 |
| Hypertension | 82,599 (85.13) | 33,830 (80.74) | 5117 (87.46) | 6767 (85.68) | 36,885 (89.14) | <0.0001 |
| Dyslipidemia | 58,855 (60.66) | 23,690 (56.54) | 3713 (63.46) | 4681 (59.27) | 26,771 (64.7) | <0.0001 |
| Income, low 20% | 16,657 (17.17) | 7153 (17.07) | 1047 (17.89) | 1324 (16.76) | 7133 (17.24) | 0.321 |
| eGFR | 46.39 ± 12.72 | 45.67 ± 13.39 | 46 ± 12.31 | 46.52 ± 12.37 | 47.15 ± 12.08 | <0.0001 |
| BMI, kg/m2 | 25.06 ± 3.3 | 22.34 ± 1.75 | 25.94 ± 1.14 | 23.87 ± 1.13 | 27.91 ± 2.43 | <0.0001 |
| WC, cm | 86.33 ± 8.67 | 80.78 ± 6.66 | 88.04 ± 5.98 | 84.7 ± 6.22 | 92.01 ± 7.37 | <0.0001 |
| SBP, mmHg | 130.7 ± 16.4 | 129.4 ± 16.6 | 132.2 ± 16.6 | 129.5 ± 16.4 | 132.0 ± 16.1 | <0.0001 |
| DBP, mmHg | 76.9 ± 10.3 | 75.8 ± 10.3 | 77.4 ± 10.2 | 76.4 ± 10.3 | 77.9 ± 10.2 | <0.0001 |
| Tcholesterol, mg/dL | 181.0 ± 44.9 | 179.7 ± 43.7 | 181.8 ± 44.2 | 180.0 ± 42.6 | 182.2 ± 46.5 | <0.0001 |
| Triglyceride, mg/dL | 142.0 | 132.6 | 147.7 | 137.6 | 152.1 | <0.0001 |
| HDL, mg/dL | 47.5 ± 14.0 | 48.2 ± 14.9 | 47.0 ± 12.6 | 47.6 ± 16.7 | 46.9 ± 12.6 | <0.0001 |
| LDL, mg/dL | 101.6 ± 45.2 | 101.8 ± 45.7 | 101.9 ± 46.2 | 101.8 ± 45.7 | 101.4 ± 44.6 | 0.5314 |
| Glucose, mg/dL | 131.1 ± 47.9 | 130.7 ± 49.7 | 131.8 ± 46.2 | 130.6 ± 52.8 | 131.4 ± 45.3 | 0.1284 |
| Insulin use | 25297 (26.07) | 11,185 (26.69) | 1809 (30.92) | 2059 (26.07) | 10,244 (24.76) | <0.0001 |
| Anti-diabetes medication | ||||||
| Sulfonylurea | 61,710 (63.6) | 26,308 (62.79) | 3829 (65.44) | 5088 (64.42) | 26,485 (64.01) | <0.0001 |
| Metformin | 67,768 (69.84) | 29,142 (69.55) | 4057 (69.34) | 5671 (71.8) | 28,898 (69.84) | 0.0008 |
| Meglitinides | 5133 (5.29) | 2419 (5.77) | 393 (6.72) | 368 (4.66) | 1953 (4.72) | <0.0001 |
| Thiazolidinedione | 9978 (10.28) | 3634 (8.67) | 791 (13.52) | 747 (9.46) | 4806 (11.61) | <0.0001 |
| DPP-4 inhibitor | 24,295 (25.04) | 10,595 (25.29) | 1454 (24.85) | 2067 (26.17) | 10,179 (24.6) | 0.0111 |
| α-glu inhibitor | 22,237 (22.92) | 10,609 (25.32) | 1442 (24.65) | 1872 (23.7) | 8314 (20.09) | <0.0001 |
| OHA ≥ 3 | 33,130 (34.14) | 14,679 (35.03) | 2118 (36.2) | 2801 (35.46) | 13,532 (32.7) | <0.0001 |
Abbreviations: <25/<25, the group with an initial BMI of <25 and <25 after 2 years; <25/≥25, the group with an initial BMI of <25 and ≥25 after 2 years; ≥25/<25, the group with an initial BMI of ≥25 and <25 after 2 years; ≥25/≥25, the group with an initial BMI of ≥25 and ≥25 after 2 years; eGFR; estimated glomerular filtration rate (mL/min/1.73 m2); BMI, body mass index; WC, waist circumference; SBP, systolic blood pressure; DBP, diastolic blood pressure; Tcholesterol, total cholesterol; HDL, high-density lipoprotein; α-glu inhibitor, α-glucosidase inhibitor OHA, oral hypoglycemic agents. * Alcohol consumption of ≥30 g/day.
Baseline characteristics of patients according to body weight change.
| Variables | Body Weight Change | ||||||
|---|---|---|---|---|---|---|---|
| Total | ~−10% | −10%~−5% | −5%~+5% | +5%~+10% | +10%~ | ||
| Age, years | 68.86 ± 9.11 | 72.28 ± 9.01 | 70.16 ± 8.78 | 68.31 ± 9.07 | 68.58 ± 9.17 | 70.04 ± 9.62 | <0.0001 |
| Sex, male | 45,955 (47.36) | 1566 (31.76) | 5740 (41.58) | 33,562 (50.47) | 3855 (45.21) | 1232 (37.61) | <0.0001 |
| Smoking | <0.0001 | ||||||
| Never | 67,046 (69.10) | 3904 (79.19) | 10,062 (72.89) | 44,587 (67.06) | 6028 (70.7) | 2465 (75.24) | |
| Former | 18,625 (19.20) | 577 (11.7) | 2208 (16) | 13,750 (20.68) | 1603 (18.8) | 487 (14.87) | |
| Current | 11,358 (11.71) | 449 (9.11) | 1534 (11.11) | 8156 (12.27) | 895 (10.50) | 324 (9.89) | |
| Alcohol consumption | <0.0001 | ||||||
| none | 75,960 (78.29) | 4388 (89.01) | 11,446 (82.92) | 50,556 (76.03) | 6781 (79.53) | 2789 (85.13) | |
| mild | 18,026 (18.58) | 476 (9.66) | 2045 (14.81) | 13,608 (20.47) | 1486 (17.43) | 411 (12.55) | |
| heavy * | 3043 (3.14) | 66 (1.34) | 313 (2.27) | 2329 (3.05) | 259 (3.04) | 76 (2.32) | |
| Regular exercise | 19,929 (20.54) | 668 (13.55) | 2567 (18.6) | 14,647 (22.03) | 1561 (18.31) | 486 (14.84) | <0.0001 |
| Hypertension | 82,599 (85.13) | 4216 (85.52) | 11,680 (84.61) | 56,461 (84.91) | 7355 (86.27) | 2887 (88.13) | <0.0001 |
| Dyslipidemia | 58,855 (60.66) | 2790 (56.59) | 8203 (59.42) | 40,443 (60.82) | 5382 (63.12) | 2037 (62.18) | <0.0001 |
| Income, <20% | 16,657 (17.17) | 899 (18.24) | 2395 (17.35) | 11,164 (16.79) | 1559 (18.29) | 640 (19.54) | <0.0001 |
| eGFR | 46.39 ± 12.72 | 45.47 ± 12.24 | 46.57 ± 12.11 | 46.59 ± 12.93 | 45.76 ± 12.34 | 44.67 ± 12.31 | <0.0001 |
| BMI, kg/m2 | 25.06 ± 3.30 | 22.45 ± 3.30 | 24.03 ± 3.10 | 25.28 ± 3.14 | 25.96 ± 3.38 | 26.35 ± 3.90 | <0.0001 |
| WC, cm | 86.33 ± 8.67 | 82.16 ± 9.48 | 84.14 ± 8.51 | 86.75 ± 8.39 | 88.09 ± 8.73 | 88.52 ± 9.74 | <0.0001 |
| SBP, mmHg | 130.7 ± 16.4 | 128.3 ± 17.4 | 129.4 ± 16.5 | 130.9 ± 16.2 | 132.2 ± 16.5 | 132.0 ± 17.4 | <0.0001 |
| DBP, mmHg | 76.9 ± 10.3 | 75.8 ± 10.9 | 76.3 ± 10.4 | 77.0 ± 10.2 | 77.4 ± 10.4 | 77.4 ± 10.8 | <0.0001 |
| TC, mg/dL | 180.9 ± 44.9 | 178.9 ± 43.2 | 179.6 ± 42.8 | 181.1 ± 45.2 | 181.6 ± 47.3 | 183.0 ± 43.3 | <0.0001 |
| Triglyceride, mg/dL | 142.0 | 130.5 | 133.2 | 143.8 | 146.8 | 148.1 | <0.0001 |
| HDL, mg/dL | 47.5 ± 14.0 | 48.4 ± 15.5 | 48.3 ± 15.5 | 47.4 ± 13.3 | 47.3 ± 14.9 | 47.1 ± 16.4 | <0.0001 |
| LDL, mg/dL | 101.6 ± 45.2 | 101.7 ± 50.5 | 101.2 ± 38.3 | 101.6 ± 45.3 | 102.0 ± 52.6 | 102.8 ± 42.4 | 0.4008 |
| Glu, mg/dL | 131.1 ± 47.9 | 130.9 ± 60.4 | 129.7 ± 51.7 | 131.3 ± 46.0 | 130.9 ± 47.3 | 131.7 ± 50.4 | 0.0056 |
| Insulin use | 25,297 (26.07) | 1598 (32.41) | 3653 (26.46) | 15,997 (24.06) | 2823 (33.11) | 1226 (37.42) | <0.0001 |
| Anti-diabetes medication | |||||||
| Sulfonylurea | 61,710 (63.6) | 3194 (64.79) | 8772 (63.55) | 42,121 (63.35) | 5456 (63.99) | 2167 (66.15) | 0.0056 |
| Metformin | 67,768 (69.84) | 3629 (73.61) | 10,003 (72.46) | 46,025 (69.22) | 5861 (68.74) | 2250 (68.68) | <0.0001 |
| Meglitinides | 5133 (5.29) | 313 (6.35) | 716 (5.19) | 3261 (4.9) | 577 (6.77) | 266 (8.12) | <0.0001 |
| TZD | 9978 (10.28) | 537 (10.89) | 1361 (9.86) | 6254 (9.41) | 1299 (15.24) | 527 (16.09) | <0.0001 |
| DPP4 inhibitor | 24,295 (25.04) | 1340 (27.18) | 3701 (26.81) | 16,210 (24.38) | 2234 (26.2) | 810 (24.73) | <0.0001 |
| α-glu inhibitor | 22,237 (22.92) | 1243 (25.21) | 3198 (23.17) | 14,775 (22.22) | 2140 (25.1) | 881 (26.89) | <0.0001 |
| OHA ≥ 3 | 33,130 (34.14) | 1903 (38.6) | 4920 (35.64) | 21,844 (32.85) | 3176 (37.25) | 1287 (39.29) | <0.0001 |
Abbreviations: eGFR; estimated glomerular filtration rate (mL/min/1.73 m2); BMI, body mass index; WC, waist circumference; SBP, systolic blood pressure; DBP, diastolic blood pressure; TC, total cholesterol; HDL, high-density lipoprotein; Glu, fasting glucose; TZD, Thiazolidine; α-glu inhibitor, α-glucosidase inhibitor OHA, oral hypoglycemic agents. * Alcohol consumption ≥30 g/day.
Figure 2Hazard ratios of ESRD according to the baseline BMI and waist circumference. Adjusted for age and sex, smoking, alcohol consumption, regular exercise, low-income status, use of insulin, number of oral hypoglycemic agents, diabetes duration, and previous histories of hypertension and dyslipidemia. BMI, body mass index; WC, waist circumference; HR, hazard ratio; CI, confidential interval.
Figure 3Incidence rates and hazard ratios of ESRD according to the BMI and weight changes. Adjusted for age and sex, smoking, alcohol consumption, regular exercise, low-income status, use of insulin, number of oral hypoglycemic agents, diabetes duration, and previous histories of hypertension, dyslipidemia, and baseline body weight. BMI, body mass index; WC, waist circumference; HR, hazard ratio; CI, confidential interval.
Sensitivity analysis of incidence rates and hazard ratios of ESRD according to the weight change status after excluding ESRD with 4 years of follow-up.
| Weight Changes | Number | ESRD | Follow-Up Duration, Person-Years | Incidence Rate, Per 1000 Person-Years | Model 1, | Model 2, | Model 3, |
|---|---|---|---|---|---|---|---|
| During (4 Years) | |||||||
| ≥−10% | 5220 | 330 | 19,324.14 | 17.0771 | 1.69(1.50–1.90) | 1.72(1.53–1.93) | 1.76(1.56–1.98) |
| –10%~−5% | 11,791 | 631 | 45,693.99 | 13.8093 | 1.20(1.10–1.31) | 1.24(1.13–1.36) | 1.26(1.15–1.37) |
| −5%~5% | 40,319 | 2035 | 157,735.42 | 12.9014 | 1 (ref.) | 1 (ref.) | 1 (ref.) |
| 5%~10% | 5958 | 353 | 22,472.13 | 15.7083 | 1.26(1.12–1.41) | 1.03(0.92–1.16) | 1.01(0.91–1.14) |
| ≥10% | 2659 | 221 | 9633.21 | 22.9415 | 1.98(1.72–2.28) | 1.42 (1.24–1.64) | 1.34(1.16–1.54) |
Abbreviations: ESRD, end-stage renal disease; BP, blood pressure; CI, confidential interval; ESRD, end-stage renal disease; HR, hazard ratio. Model 1, adjusted for age and sex; model 2, adjusted for age, sex, smoking, alcohol consumption, regular exercise, low-income status, use of insulin, number of oral hypoglycemic agents, diabetes duration, and previous histories of hypertension and dyslipidemia.; model 3, adjusted for age, sex, smoking, alcohol consumption, regular exercise, low-income status, use of insulin, number of oral hypoglycemic agents, duration of diabetes, previous histories of hypertension and dyslipidemia, and baseline body weight.
Figure 4Subgroup analysis for adjusted hazard ratios (HRs) of ESRD. (a) Age subgroup, (b) sex subgroup, (c) history of proteinuria subgroup, (d) hypertension subgroup, (e) body mass index subgroup, (f) use of insulin subgroup, (g) use of more than three oral hypoglycemic agent subgroups, (h) >5 years DM duration subgroup. Horizontal lines represent the range for 95% confidence intervals (CIs). Models were adjusted for age, sex, smoking, alcohol consumption, regular exercise, income status, insulin use, more than three classes of oral hypoglycemic agents, diabetes duration, previous histories of hypertension and dyslipidemia, and previous body weight. HP, hypertension; BMI, body mass index; DM, diabetes mellitus.