| Literature DB >> 29549238 |
Joel Chee Yee Chan1, Miao Li Chee1, Nicholas Yi Qiang Tan1,2,3, Ching-Yu Cheng1,2,3, Tien Yin Wong1,2,3, Charumathi Sabanayagam4,5,6.
Abstract
AIMS: To examine the association of body mass index (BMI) with the incidence of diabetes mellitus (DM) and diabetic retinopathy (DR) in Asians.Entities:
Mesh:
Substances:
Year: 2018 PMID: 29549238 PMCID: PMC5856769 DOI: 10.1038/s41387-018-0018-0
Source DB: PubMed Journal: Nutr Diabetes ISSN: 2044-4052 Impact factor: 5.097
Fig. 1Flowchart for the inclusion and exclusion of participants
Baseline characteristics of participants with and without incident diabetes and with and without incident DR
| Incident DM ( | No incident DM ( | * | Incident DR ( | No incident DR ( | * | |
|---|---|---|---|---|---|---|
| Age (years) | 54.5 (8.9) | 55.1 (9.4) | 0.31 | 57.4 (9.6) | 58.9 (9.2) | 0.07 |
| Gender, men (%) | 145 (47.1) | 1008 (48.1) | 0.73 | 95 (59.4) | 358 (47.9) | 0.008 |
| Ethnicity (%) | ||||||
| Malay | 132 (42.9) | 1077 (51.4) | 0.005 | 67 (41.9) | 319 (42.7) | 0.86 |
| Indian | 176 (57.1) | 1018 (48.6) | 93 (58.1) | 429 (57.4) | ||
| Education level (%) | ||||||
| Primary/below | 178 (57.8) | 1138 (54.5) | 0.27 | 94 (58.8) | 473 (63.4) | 0.27 |
| Secondary/above | 130 (42.2) | 952 (45.6) | 66 (41.3) | 273 (36.6) | ||
| Income (%) | ||||||
| Income < S$2000 | 228 (74.8) | 1549 (75.1) | 0.89 | 134 (84.8) | 570 (77.5) | 0.040 |
| Income ≥ S$2000 | 77 (25.3) | 513 (24.9) | 24 (15.2) | 166 (22.6) | ||
| Current smoking (%) | 40 (13.0) | 381 (18.2) | 0.024 | 30 (18.8) | 97 (13.0) | 0.06 |
| Diabetes duration (years) | 8.26 (6.53) | 7.32 (6.68) | 0.19 | |||
| Family history of diabetes (%) | 167 (54.2) | 876 (41.8) | <0.001 | 105 (66.0) | 463 (62.0) | 0.34 |
| Use of anti-diabetes medication (%) | 98 (61.3) | 394 (52.7) | 0.048 | |||
| Use of anti-hypertensive medication (%) | 96 (31.2) | 447 (21.3) | <0.001 | 63 (39.9) | 362 (48.7) | 0.045 |
| HbA1c (%) | 5.98 (0.33) | 5.65 (0.35) | <0.001 | 8.74 (2.00) | 7.28 (1.34) | <0.001 |
| Total cholesterol (mmol/L) | 5.48 (1.12) | 5.53 (1.02) | 0.46 | 5.27 (1.14) | 5.17 (1.13) | 0.28 |
| HDL cholesterol (mmol/L) | 1.14 (0.31) | 1.25 (0.36) | <0.001 | 1.10 (0.32) | 1.11 (0.30) | 0.62 |
| LDL cholesterol (mmol/L) | 3.54 (0.93) | 3.55 (0.91) | 0.79 | 3.31 (1.00) | 3.24 (0.94) | 0.40 |
| Hypertension (%) | 194 (63.4) | 1064 (50.9) | <0.001 | 113 (70.6) | 543 (72.9) | 0.56 |
| Systolic BP (mm Hg) | 140.0 (20.5) | 135.6 (21.2) | <0.001 | 142.5 (19.1) | 140.9 (19.7) | 0.33 |
| Diastolic BP (mm Hg) | 80.3 (11.7) | 78.3 (10.4) | 0.002 | 80.1 (9.4) | 78.4 (10.1) | 0.06 |
| BMI (kg/m2) | 28.0 (4.8) | 25.6 (4.3) | <0.001 | 26.5 (4.3) | 28.1 (4.9) | <0.001 |
| BMI Categories (kg/m2) (%) | ||||||
| Underweight/normal (BMI < 25) | 73 (23.7) | 1018 (48.6) | <0.001 | 65 (40.6) | 203 (27.1) | 0.001 |
| Overweight (25 ≤ BMI < 30) | 153 (49.7) | 778 (37.1) | 67 (41.9) | 336 (44.9) | ||
| Obese (BMI ≥ 30) | 82 (26.6) | 299 (14.3) | 28 (17.5) | 209 (27.9) | ||
Data presented are mean (standard deviation) or frequency (percentage), where appropriate
BMI body mass index, BP blood pressure, HbA glycated haemoglobin, HDL high density lipoprotein, LDL low density lipoprotein
*P-value was based on chi-square or t-test where appropriate
Fig. 2Incidence of DM and DR in the whole population and within ethnic groups
Association of BMI with incident DM in the whole population and within subgroups of gender and ethnicity
|
| Incident DM | Incident diabetes | ||||
|---|---|---|---|---|---|---|
| Age, gender, ethnicity adjusted RR (95% CI) | Multivariable adjusted RR (95% CI)a | |||||
| Whole population | 2403 | 308 (12.8) | 1.53 (1.41, 1.65) | 1.22 (1.12, 1.33) | ||
| BMI (kg/m2) categories | ||||||
| Underweight/normal (BMI < 25) | 1091 | 73 (6.7) | Reference | Reference | ||
| Overweight (25 ≤ BMI < 30) | 931 | 153 (16.4) | 2.47 (1.90, 3.21) | <0.001 | 1.77 (1.36, 2.29) | <0.001 |
| Obese (BMI ≥ 30) | 381 | 82 (21.5) | 3.43 (2.54, 4.62) | <0.001 | 2.01 (1.50, 2.71) | <0.001 |
| <0.001 | <0.001 | |||||
| BMI per increase in SD (SD = 4.43) | 2403 | 308 (12.8) | 1.53 (1.41, 1.65) | 1.22 (1.12, 1.33) | ||
| Malays | ||||||
| Underweight/normal (BMI < 25) | 531 | 29 (5.5) | Reference | Reference | ||
| Overweight (25 ≤ BMI < 30) | 455 | 55 (12.1) | 2.22 (1.44, 3.43) | <0.001 | 1.53 (1.00, 2.33) | 0.049 |
| Obese (BMI ≥ 30) | 223 | 48 (21.5) | 4.07 (2.56, 6.46) | <0.001 | 2.05 (1.28,3.28) | 0.003 |
| <0.001 | 0.002 | |||||
| BMI per increase in SD (SD = 4.72) | 1209 | 132 (10.9) | 1.52 (1.36, 1.71) | 1.20 (1.05, 1.36) | ||
| Indians | ||||||
| Underweight/normal (BMI < 25) | 560 | 44 (7.9) | Reference | Reference | ||
| Overweight (25 ≤ BMI < 30) | 476 | 98 (20.6) | 2.67 (1.91, 3.72) | <0.001 | 1.97 (1.42, 2.73) | <0.001 |
| Obese (BMI ≥ 30) | 158 | 34 (21.5) | 2.85 (1.90, 4.29) | <0.001 | 1.85 (1.24, 2.75) | 0.002 |
| <0.001 | <0.001 | |||||
| BMI per increase in SD (SD = 4.12) | 1194 | 176 (14.7) | 1.53 (1.37, 1.70) | 1.22 (1.10, 1.37) | ||
| Men | ||||||
| Underweight/normal (BMI < 25) | 599 | 43 (7.2) | Reference | Reference | ||
| Overweight (25 ≤ BMI < 30) | 453 | 77 (17.0) | 2.39 (1.68, 3.39) | <0.001 | 1.86 (1.30, 2.65) | 0.001 |
| Obese (BMI ≥ 30) | 101 | 25 (24.8) | 3.51 (2.24, 5.51) | <0.001 | 2.02 (1.28, 3.20) | 0.003 |
| <0.001 | <0.001 | |||||
| BMI per increase in SD (SD = 3.80) | 1153 | 145 (12.6) | 1.59 (1.40, 1.81) | 1.23 (1.07, 1.41) | ||
| Women | ||||||
| Underweight/normal (BMI < 25) | 492 | 30 (6.1) | Reference | Reference | ||
| Overweight (25 ≤ BMI < 30) | 478 | 76 (15.9) | 2.62 (1.75, 3.92) | <0.001 | 1.74 (1.18, 2.56) | 0.005 |
| Obese (BMI ≥ 30) | 280 | 57 (20.4) | 3.48 (2.28, 5.31) | <0.001 | 1.98 (1.30, 3.00) | 0.001 |
| <0.001 | 0.001 | |||||
| BMI per sd ↑, (SD = 4.81) | 1250 | 163 (13.0) | 1.50 (1.35, 1.65) | 1.21 (1.09, 1.35) | ||
aModel adjusted for age, gender, ethnicity, family history of diabetes, income, education, current smoking status, systolic blood pressure, HbA1c, total cholesterol, HDL cholesterol
P-value for BMI × gender interaction = 0.87
P-value for BMI × ethnicity interaction = 0.15
Associations of BMI with incident DR in the whole population and stratified by gender and ethnicity
|
| Incident DR | Age, gender, ethnicity adjusted RR (95% CI) | Incident DR | |||
|---|---|---|---|---|---|---|
| Multivariable adjusted RR (95% CI)a | ||||||
| Whole population | ||||||
| BMI (kg/m2) categories | ||||||
| Underweight/normal (BMI < 25) | 268 | 65 (24.3) | Reference | Reference | ||
| Overweight (25 ≤ BMI < 30) | 403 | 67 (16.6) | 0.67 (0.50, 0.91) | 0.011 | 0.80 (0.59, 1.09) | 0.16 |
| Obese (BMI ≥ 30) | 237 | 28 (11.8) | 0.49 (0.32, 0.74) | 0.001 | 0.60 (0.39, 0.92) | 0.018 |
| <0.001 | 0.015 | |||||
| BMI per increase in SD (SD = 4.82) | 908 | 160 (17.6) | 0.74 (0.62, 0.87) | 0.78 (0.66, 0.92) | ||
| Malays | ||||||
| Underweight/normal (BMI < 25) | 108 | 28 (25.9) | Reference | Reference | ||
| Overweight (25 ≤ BMI < 30) | 164 | 26 (15.9) | 0.59 (0.36, 0.97) | 0.036 | 0.85 (0.52, 1.39) | 0.52 |
| Obese (BMI ≥ 30) | 114 | 13 (11.4) | 0.42 (0.23, 0.79) | 0.007 | 0.60 (0.30, 1.22) | 0.16 |
| 0.005 | 0.16 | |||||
| BMI per increase in SD (SD = 4.85) | 386 | 67 (17.4) | 0.74 (0.56, 0.97) | 0.82 (0.62, 1.07) | ||
| Indians | ||||||
| Underweight/normal (BMI < 25) | 160 | 37 (23.1) | Reference | Reference | ||
| Overweight (25 ≤ BMI < 30) | 239 | 41 (17.2) | 0.74 (0.50, 1.09) | 0.13 | 0.81 (0.53, 1.22) | 0.31 |
| Obese (BMI ≥ 30) | 123 | 15 (12.2) | 0.55 (0.32, 0.96) | 0.036 | 0.61 (0.35, 1.07) | 0.08 |
| 0.026 | 0.08 | |||||
| BMI per increase in SD (SD = 4.79) | 522 | 93 (17.8) | 0.74 (0.60, 0.91) | 0.77 (0.62, 0.96) | ||
| Men | ||||||
| Underweight/normal (BMI < 25) | 161 | 41 (25.5) | Reference | Reference | ||
| Overweight (25 ≤ BMI < 30) | 212 | 44 (20.8) | 0.79 (0.55, 1.14) | 0.21 | 0.93 (0.65, 1.35) | 0.71 |
| Obese (BMI ≥ 30) | 80 | 10 (12.5) | 0.45 (0.24, 0.86) | 0.016 | 0.60 (0.32, 1.14) | 0.12 |
| 0.009 | 0.13 | |||||
| BMI per increase in SD (SD = 4.21) | 453 | 95 (21.0) | 0.74 (0.59, 0.94) | 0.82 (0.65, 1.04) | ||
| Women | ||||||
| Underweight/normal (BMI < 25) | 107 | 24 (22.4) | Reference | Reference | ||
| Overweight (25 ≤ BMI < 30) | 191 | 23 (12.0) | 0.51 (0.30, 0.86) | 0.012 | 0.62 (0.37, 1.05) | 0.073 |
| Obese (BMI ≥ 30) | 157 | 18 (11.5) | 0.47 (0.27, 0.82) | 0.008 | 0.51 (0.28, 0.92) | 0.025 |
| 0.013 | 0.029 | |||||
| BMI per increase in SD (SD = 5.17) | 455 | 65 (14.3) | 0.73 (0.57, 0.93) | 0.71 (0.56, 0.92) | ||
aModel adjusted for age, gender, ethnicity, family history of diabetes, income, education, current smoking status, systolic blood pressure, HbA1c, total cholesterol, HDL cholesterol, diabetes duration
P-value for BMI × gender interaction = 0.66
P-value for BMI × ethnicity interaction = 0.98
Associations of BMI with Incident VTDR in the whole population
|
| Incident VTDR | Incident VTDR | ||||
|---|---|---|---|---|---|---|
| Age, gender, ethnicity adjusted RR (95% CI) | Multivariable adjusted RR (95% CI)a | |||||
| BMI (kg/m2) categories | ||||||
| Underweight /Normal (BMI < 25) | 389 | 23 (5.9) | Reference | Reference | ||
| Overweight (25 ≤ BMI < 30) | 518 | 16 (3.1) | 0.52 (0.28, 0.98) | 0.04 | 0.77 (0.35, 1.69) | 0.51 |
| Obese (BMI ≥ 30) | 297 | 11 (3.7) | 0.62 (0.28,1.34) | 0.22 | 1.07 (0.38, 2.98) | 0.90 |
| 0.16 | 0.92 | |||||
| BMI per increase in SD (SD = 4.78) | 1204 | 50 (4.2) | 0.68 (0.47, 0.98) | 0.77 (0.45, 1.34) | ||
†Model adjusted for age, gender, ethnicity, family history of diabetes, income, education, current smoking status, systolic blood pressure, HbA1c, total cholesterol, HDL cholesterol and diabetes duration