| Literature DB >> 29730628 |
Sujit D Rathod1, Amelia C Crampin2, Crispin Musicha3, Ndoliwe Kayuni3, Louis Banda3, Jacqueline Saul2, Estelle McLean2,3, Keith Branson2, Shabbar Jaffar4, Moffat J Nyirenda2.
Abstract
OBJECTIVES: To examine the accuracy of glycated haemoglobin A1c (HbA1c) in detecting type 2 diabetes and impaired fasting glucose among adults living in Malawi.Entities:
Keywords: Hba1c; Malawi; receiver operating characteristic; type 2 diabetes; validity
Mesh:
Substances:
Year: 2018 PMID: 29730628 PMCID: PMC5942411 DOI: 10.1136/bmjopen-2017-020972
Source DB: PubMed Journal: BMJ Open ISSN: 2044-6055 Impact factor: 2.692
Figure 1Standards for Reporting of Diagnostic Accuracy Studies (STARD) diagram. FPG, fasting plasma glucose; HbA1c, glycated haemoglobin A1c.
Demographic and clinical characteristics of participants in Karonga and Lilongwe, Malawi, 2013–2017
| Total | Karonga | Lilongwe (n=2032) | |
| Age, years | 33 (25–44) | 34 (26–47) | 31 (24–41) |
| Female sex, % | 63.0 | 58.3 | 67.2 |
| Body mass index (BMI), kg/m2 | 22.6 (20.5–26.0) | 21.8 (20.0–23.8) | 23.8 (21.2–28.0) |
| Normal BMI, % | 61.1 | 81.9 | 57.8 |
| Overweight BMI, % | 20.4 | 13.8 | 26.1 |
| Obese BMI, % | 10.5 | 4.3 | 16.0 |
| Systolic blood pressure, mm Hg | 119 (111–129.5) | 117.5 (110–127.5) | 121 (112.5–131) |
| Diastolic blood pressure, mm Hg | 72.5 (66.5–79.5) | 72 (66–78) | 73 (67–80.5) |
| Total cholesterol, mmol/L | 3.8 (3.3–4.6) | 3.8 (3.2–4.5) | 3.9 (3.3–4.6) |
| Triglycerides, mmol/L | 0.80 (0.58–1.14) | 0.81 (0.58–1.12) | 0.80 (0.59–1.18) |
| High-density lipoprotein, mmol/L | 1.12 (0.94–1.31) | 1.09 (0.91–1.28) | 1.15 (0.98–1.34) |
| Low-density lipoprotein, mmol/L | 2.53 (2.06–3.10) | 2.44 (2.00–2.96) | 2.62 (2.14–3.22) |
| Haemoglobin, g/dL | 13.7 (12.6–14.9) | 13.7 (12.6–15.0) | 13.7 (12.6–14.9) |
| Normal haemoglobin, % | 82.0 | 81.1 | 82.7 |
| Anaemia, % | 18.0 | 18.9 | 17.3 |
| HIV positive, % | 8.5 | 7.8 | 9.1 |
| HbA1c % | 5.3 (4.9–5.7) | 5.1 (4.7–5.5) | 5.4 (5.1–5.8) |
| HbA1c ≥ 6.5% (140 mg/dL), % | 7.3 | 5.6 | 8.8 |
| Fasting plasma glucose (FPG), mmol/L | 4.7 (4.3–5.0) | 4.7 (4.3–5.0) | 4.7 (4.4–5.1) |
| FPG 6.1–7.0 mmol/L, % | 1.8 | 1.7 | 1.9 |
| FPG ≥7.0 mmol/L, % | 1.7 | 1.3 | 2.1 |
Aside counts, the figures are reweighted by inverse probability of receiving HbA1c testing.
HbA1c, glycated haemoglobin A1c.
Sensitivity, specificity and positive and negative likelihood ratios for detecting type 2 diabetes at selected glycated haemoglobin A1c (HbA1c) thresholds for participants in Karonga and Lilongwe, Malawi, 2013–2017
| HbA1c threshold | Sensitivity (%) | Specificity (%) | Positive likelihood ratio | Negative likelihood ratio | ||
| % | mg/dL | SD | ||||
| 6.0 | 126 | +1.0 | 84.4 | 86.9 | 6.5 | 0.18 |
| 6.5* | 140 | +1.7 | 78.7 | 94.0 | 13.3 | 0.23 |
| 6.6† | 143 | +1.8 | 78.3 | 94.6 | 14.5 | 0.23 |
| 6.7 | 146 | +2.0 | 76.5 | 96.0 | 19.0 | 0.25 |
| 7.4 | 166 | +3.0 | 66.3 | 98.5 | 43.3 | 0.34 |
| 8.1 | 186 | +4.0 | 54.8 | 99.5 | 117.4 | 0.45 |
Figures are reweighted by the inverse probability of receiving HbA1c testing.
*Diagnostic threshold recommended by American Diabetes Association, European Association for the Study of Diabetes, International Diabetes Federation and WHO.
†Threshold identified by Youden’s J statistic
SD, standard deviations from the mean HbA1c score among diabetes-negative participants.
Overall and stratum-specific area under the receiver operating characteristic (AUROC) curves for detection of type 2 diabetes with glycated haemoglobin A1c (HbA1c) among adults in Malawi, 2013–2017
| AUROC | Sensitivity (%)* | Specificity (%)* | Positive likelihood ratio* | Negative likelihood ratio* | |
| Overall | 0.92 (0.90 to 0.94) | 78.7 | 94.0 | 13.3 | 0.23 |
| Site | |||||
| Karonga | 0.88 (0.94 to 0.92) | 70.2 | 95.4 | 15.2 | 0.31 |
| Lilongwe | 0.94 (0.92 to 0.96) | 83.3 | 92.9 | 11.7 | 0.18 |
| Sex | |||||
| Female | 0.93 (0.91 to 0.95) | 79.1 | 95.2 | 16.5 | 0.22 |
| Male | 0.89 (0.85 to 0.93) | 77.6 | 92.1 | 9.9 | 0.24 |
| Body mass index | |||||
| Normal | 0.87 (0.83 to 0.92) | 70.1 | 95.1 | 14.5 | 0.31 |
| Overweight | 0.93 (0.89 to 0.96) | 84.5 | 91.4 | 9.9 | 0.17 |
| Obese | 0.92 (0.89 to 0.95) | 80.4 | 90.6 | 8.6 | 0.22 |
| Haemoglobin | |||||
| Normal | 0.93 (0.91 to 0.95) | 81.4 | 93.5 | 12.6 | 0.20 |
| Anaemia | 0.86 (0.79 to 0.93) | 61.5 | 96.4 | 17.4 | 0.40 |
Figures are reweighted by the inverse probability of receiving HbA1c testing.
*At HbA1c ≥6.5%.
Clinical characteristics of participants identified as having diabetes by fasting blood glucose and for true/false-positive participants by glycated haemoglobin A1c (HbA1c) ≥6.5% in Karonga and Lilongwe, Malawi, 2013–2017
| Type 2 diabetes positive by FPG ≥7.0 mmol/L (IQR) | Type 2 diabetes true positive by HbA1c ≥6.5%* (IQR) | Type 2 diabetes false positive by HbA1c ≥6.5%*† (IQR) | |
| Age, years | 50 (41–60) | 51 (43–61) | 35 (23–51) |
| Female sex, % | 65.6 | 66.3 | 51.0 |
| Body mass index, kg/m2 | 27.9 (24.2–32.5) | 28.2 (24.8–32.5) | 24.8 (20.9–28.3) |
| Systolic blood pressure, mm Hg | 133.5 (121.5–153) | 135 (123–156) | 125 (115–136) |
| Diastolic blood pressure, mm Hg | 81.5 (74.5–89.5) | 81.5 (75.0–90.5) | 74.5 (68.5–82.5) |
| Total cholesterol, mmol/L | 4.9 (4.1–5.7) | 5.0 (4.3–5.8) | 4.2 (3.5–5.2) |
| Triglycerides, mmol/L | 1.7 (1.2–2.3) | 1.8 (1.2–2.5) | 0.9 (0.6–1.5) |
| High-density lipoprotein, mmol/L | 1.04 (0.89–1.22) | 1.03 (0.88–1.20) | 1.15 (0.97–1.29) |
| Low-density lipoprotein, mmol/L | 3.38 (2.69–4.09) | 3.52 (2.89–4.22) | 2.82 (2.36–3.56) |
| Haemoglobin, g/dL | 13.9 (12.9–14.9) | 13.9 (12.9–15.0) | 14.2 (13.1–15.1) |
| HbA1c, % | 8.4 (6.9–11.3) | 9.6 (7.7–11.8) | 6.9 (6.6–7.4) |
| FPG, mmol/L | 9.5 (7.7–14.2) | 10.7 (8.3–15.4) | 4.8 (4.5–5.1) |
Aside counts, figures are weighted by the inverse probability of receiving HbA1c testing.
*Diagnostic threshold recommended by American Diabetes Association, European Association for the Study of Diabetes, WHO and International Diabetes Federation.
FPG, fasting plasma glucose.