| Literature DB >> 28640854 |
Erin Nishikawa1, Laura Oakley1, Paul T Seed2, Pat Doyle1, Eugene Oteng-Ntim3.
Abstract
OBJECTIVE: To investigate the ethnicity-specific association between body mass index (BMI) and diabetes in pregnancy, with a focus on the appropriateness of using BMI cut-offs to identify pregnant women at risk of diabetes. STUDYEntities:
Mesh:
Year: 2017 PMID: 28640854 PMCID: PMC5480876 DOI: 10.1371/journal.pone.0179332
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Descriptive characteristics and univariate analysis of factors associated with diabetes in pregnancy.
| Variable | Total Births | Diabetes | Crude OR | P-Value | ||
|---|---|---|---|---|---|---|
| n | % | n | % | |||
| Underweight: <18.5 | 1397 | 3.28 | 10 | 0.72 | 0.53 (0.28–0.99) | 0.048 |
| Normal: 18.5–24.9 | 24,417 | 57.33 | 327 | 1.34 | 1.00 | |
| Overweight: 25.0–29.9 | 10,495 | 24.64 | 340 | 3.24 | 2.47 (2.10–2.89) | <0.001 |
| Obese: >30 | 6,282 | 14.75 | 485 | 7.72 | 6.16 (5.30–7.17) | <0.001 |
| 4.85 (4.08–5.78) | <0.001 | |||||
| 8.43 (6.85–10.39) | <0.001 | |||||
| 9.97 (7.56–13.16) | <0.001 | |||||
| 42,591 | 100 | 1162 | 2.73 | |||
| 10,673 | 20.04 | 66 | ||||
| No | 36,309 | 85.25 | 677 | 1.86 | 1.00 | |
| Yes | 6282 | 14.75 | 485 | 7.72 | 4.40 (3.88–5.00) | <0.001 |
| Total | 42,591 | 100 | 1,162 | 2.73 | ||
| Missing Data | 10,673 | 20.04 | 66 | |||
| White | 26,433 | 50.4 | 405 | 1.53 | 1.00 | |
| S Asian | 2957 | 5.64 | 135 | 4.57 | 3.07 (2.47–3.83) | <0.001 |
| E Asian | 1623 | 3.09 | 60 | 3.70 | 2.47 (1.86–3.27) | <0.001 |
| Black | 17,313 | 33.01 | 522 | 3.02 | 2.00 (1.73–2.30) | <0.001 |
| Other | 4119 | 7.86 | 91 | 2.21 | 1.45 (1.14–1.85) | 0.002 |
| 52445 | 100 | 1213 | 2.31 | |||
| 819 | 1.54 | 15 | ||||
| <20 | 2039 | 3.83 | 10 | 0.49 | 0.27 (0.14–0.51) | <0.001 |
| 20–24 | 7215 | 13.55 | 85 | 1.18 | 0.65 (0.50–0.85) | 0.002 |
| 25–29 | 12,121 | 22.75 | 218 | 1.80 | 1.00 | |
| 30–34 | 17,461 | 32.78 | 412 | 2.36 | 1.32 (1.12–1.56) | 0.001 |
| 35–39 | 11,436 | 21.47 | 359 | 3.14 | 1.77 (1.48–2.11) | <0.001 |
| 40+ | 2,992 | 5.62 | 144 | 4.81 | 2.76 (2.22–3.43) | <0.001 |
| 53264 | 100 | 1228 | 2.31 | |||
| 0 | 0 | 0 | ||||
| Nulliparous | 30,843 | 57.98 | 527 | 1.71 | 1.00 | |
| Parity 1 | 13,185 | 24.79 | 355 | 2.69 | 1.59 (1.40–1.81) | <0.001 |
| Parity 2+ | 9165 | 17.23 | 345 | 3.76 | 2.25 (1.95–2.59 | <0.001 |
| 53,193 | 100 | 1227 | 2.31 | |||
| 71 | 0.13 | 1 | ||||
| 1 (least deprived) | 1635 | 3.09 | 38 | 2.32 | 0.82 (0.56–1.19) | 0.3 |
| 2 | 3056 | 5.78 | 53 | 1.73 | 0.61 (0.53–0.82) | 0.002 |
| 3 | 6070 | 11.48 | 114 | 1.88 | 0.66 (0.53–0.82) | <0.001 |
| 4 | 23,983 | 45.35 | 502 | 2.09 | 0.74 (0.64–0.84) | <0.001 |
| 5 (most deprived) | 18,135 | 34.30 | 512 | 2.82 | 1.00 | |
| 52879 | 100 | 1219 | 2.31 | |||
| 385 | 0.71 | 9 | ||||
*Diabetes in pregnancy
†OR calculated using univariate logistic regression
‡P-values calculated using Wald tests
§BMI> 30 kg/m2
Fig 1Prevalence of overweight/obesity by ethnic group, using conventional and Asian-specific thresholds.
Multivariate analysis of factors associated with diabetes in pregnancy.
| Variable | Adjusted OR | P-value |
|---|---|---|
| Underweight: <18.5 | 0.53 (0.28–1.00) | 0.051 |
| Normal: 18.5–24.9 | 1.00 | |
| Overweight: 25.0–29.9 | 2.37 (2.00–2.80) | <0.001 |
| Obese: >30 | 5.88 (4.97–6.96) | <0.001 |
| 4.64 (3.84–5.61) | <0.001 | |
| 8.08 (6.44–10.14) | <0.001 | |
| 9.99 (7.46–13.38) | <0.001 | |
| No | 1.00 | |
| Yes | 3.97 (3.44–4.58) | <0.001 |
| White | 1.00 | |
| S Asian | 3.15 (2.51–3.97) | <0.001 |
| E Asian | 3.10 (2.29–4.19) | <0.001 |
| Black | 1.28 (1.09–1.50) | 0.003 |
| Other | 1.31 (1.02–1.70) | 0.036 |
*AOR calculated using multivariate logistic regression, adjusted for maternal age, parity, deprivation and either BMI or ethnicity.
†P values calculated using Wald tests.
‡BMI ≥ 30 kg/m2
Sensitivity, specific, PPV and NPV for specified BMI cut-offs, by ethnic group.
| BMI cut-off | Ethnic group | sensitivity | specificity | PPV | NPV |
|---|---|---|---|---|---|
| 95.2% | 14.0% | 2.1% | 99.4% | ||
| 95.0% | 15.8% | 5.9% | 98.6% | ||
| 88.9% | 26.5% | 4.8% | 98.3% | ||
| 98.8% | 6.2% | 3.8% | 99.2% | ||
| 87.5% | 33.7% | 2.4% | 99.3% | ||
| 93.6% | 31.7% | 7.0% | 98.9% | ||
| 74.1% | 53.5% | 6.2% | 98.0% | ||
| 96.8% | 14.6% | 4.0% | 99.2% | ||
| 75.8% | 52.6% | 2.9% | 99.1% | ||
| 85.7% | 49.4% | 8.5% | 98.3% | ||
| 61.1% | 72.1% | 8.4% | 97.8% | ||
| 92.7% | 25.5% | 4.4% | 98.9% | ||
| 59.2% | 71.4% | 3.8% | 98.9% | ||
| 67.7% | 67.9% | 10.4% | 97.4% | ||
| 37.0% | 86.9% | 10.6% | 97.1% | ||
| 86.2% | 42.3% | 5.3% | 98.8% | ||
| 43.9% | 84.2% | 5.0% | 98.8% | ||
| 47.6% | 83.6% | 13.8% | 96.7% | ||
| 25.9% | 94.0% | 15.2% | 96.8% | ||
| 72.1% | 61.5% | 6.5% | 98.0% | ||
| 32.1% | 90.0% | 6.3% | 98.6% | ||
| 34.7% | 91.7% | 18.7% | 96.2% | ||
| 13.0% | 97.1% | 15.9% | 96.4% | ||
| 56.3% | 75.9% | 8.0% | 97.9% |
PPV: Positive predictive value, NPV: Negative predictive value
Fig 2Predicted prevalence of diabetes by BMI and ethnic group.
Fig 3ROC curves for diabetes in pregnancy by BMI, by ethnic group.