| Literature DB >> 28087508 |
Marilia Harumi Higuchi Dos Santos1, Abhinav Sharma2,3, Jie-Lena Sun2, Karen Pieper2, John J V McMurray4, Rury R Holman5, Renato D Lopes6.
Abstract
BACKGROUND: Regional differences in risk of diabetes mellitus and cardiovascular outcomes in people with impaired glucose tolerance are poorly characterized. Our objective was to evaluate regional variation in risk of new-onset diabetes mellitus, cardiovascular outcomes, and treatment effects in participants from the NAVIGATOR (Nateglinide and Valsartan in Impaired Glucose Tolerance Outcomes Research) trial. METHODS ANDEntities:
Keywords: cardiovascular disease; diabetes mellitus; risk factor
Mesh:
Substances:
Year: 2017 PMID: 28087508 PMCID: PMC5523624 DOI: 10.1161/JAHA.116.003892
Source DB: PubMed Journal: J Am Heart Assoc ISSN: 2047-9980 Impact factor: 5.501
Baseline Characteristics by Region From the 9306 Participants in NAVIGATOR
| Characteristic | Total N=9306 (100%) | Asia n=552 (6%) | Europe n=4909 (53%) | Latin America n=1406 (15%) | North America n=2146 (23%) | AU/NZ/SAf n=293 (3%) |
|
|---|---|---|---|---|---|---|---|
| Age at screening, y | 63.0 (58.0–69.0) | 63.0 (58.0–68.0) | 63.0 (58.0–68.0) | 64.0 (58.0–70.0) | 63.0 (58.0–69.0) | 62.0 (58.0–67.0) | 0.0035 |
| Female | 4711/9306 (50.6) | 275/552 (49.8) | 2368/4909 (48.2) | 838/1406 (59.6) | 1090/2146 (50.8) | 140/293 (47.8) | <0.0001 |
| Pooled race group–original | <0.0001 | ||||||
| White | 7734/9306 (83.1) | 1/552 (0.2) | 4872/4909 (99.2) | 860/1406 (61.2) | 1770/2146 (82.5) | 231/293 (78.8) | |
| Black | 236/9306 (2.5) | 0/552 (0.0) | 13/4909 (0.3) | 35/1406 (2.5) | 183/2146 (8.5) | 5/293 (1.7) | |
| Oriental | 613/9306 (6.6) | 547/552 (99.1) | 11/4909 (0.2) | 4/1406 (0.3) | 20/2146 (0.9) | 31/293 (10.6) | |
| Other | 723/9306 (7.8) | 4/552 (0.7) | 13/4909 (0.3) | 507/1406 (36.1) | 173/2146 (8.1) | 26/293 (8.9) | |
| Current smoker | 1025/9306 (11.0) | 40/552 (7.2) | 623/4909 (12.7) | 121/1406 (8.6) | 212/2146 (9.9) | 29/293 (9.9) | <0.0001 |
| BMI, kg/m2 | 29.7 (26.8–33.3) | 25.8 (23.8–27.8) | 29.5 (26.9–32.9) | 29.7 (26.8–33.2) | 31.5 (28.0–35.7) | 29.4 (26.9–33.1) | <0.0001 |
| Height, cm | 165.0 (158.0–173.0) | 161.0 (155.0–166.0) | 166.0 (159.0–173.0) | 160.0 (153.0–167.0) | 168.0 (160.0–175.0) | 168.0 (161.0–174.0) | <0.0001 |
| Weight, kg | 82.0 (71.5–93.5) | 67.0 (60.0–74.2) | 82.3 (73.0–92.8) | 76.8 (67.1–86.7) | 89.5 (78.0–102.7) | 83.4 (73.0–95.0) | <0.0001 |
| Waist circumference, cm | 100.0 (92.0–109.0) | 89.0 (83.0–95.0) | 100.0 (92.0–108.0) | 100.0 (93.0–108.0) | 104.0 (95.0–114.0) | 102.0 (94.0–109.0) | <0.0001 |
| Systolic BP, mm Hg | 140.0 (128.0–150.0) | 131.3 (120.0–142.5) | 141.0 (130.5–152.5) | 140.0 (130.0–150.0) | 134.0 (123.0–145.0) | 136.5 (125.0–147.5) | <0.0001 |
| Diastolic BP, mm Hg | 82.0 (76.0–90.0) | 80.0 (73.0–88.0) | 83.5 (78.0–90.0) | 83.0 (79.0–90.0) | 79.0 (72.0–84.0) | 81.0 (75.0–88.5) | <0.0001 |
| Pulse, bpm | 70.0 (63.0–77.0) | 72.0 (66.0–79.5) | 70.0 (62.0–76.0) | 70.0 (64.0–78.0) | 68.0 (63.0–76.0) | 68.0 (62.0–76.0) | <0.0001 |
| Family history of diabetes | 3547/9306 (38.1) | 130/552 (23.6) | 1594/4909 (32.5) | 569/1406 (40.5) | 1113/2146 (51.9) | 141/293 (48.1) | <0.0001 |
| Family history of premature CHD | 1544/9306 (16.6) | 35/552 (6.3) | 794/4909 (16.2) | 208/1406 (14.8) | 434/2146 (20.2) | 73/293 (24.9) | <0.0001 |
| History of cardiovascular disease | 2933/9306 (31.5) | 146/552 (26.4) | 1684/4909 (34.3) | 355/1406 (25.2) | 647/2146 (30.1) | 101/293 (34.5) | <0.0001 |
| Renal dysfunction | 90/9306 (1.0) | 7/552 (1.3) | 31/4909 (0.6) | 5/1406 (0.4) | 46/2146 (2.1) | 1/293 (0.3) | <0.0001 |
| Atrial fibrillation/flutter | 356/9306 (3.8) | 16/552 (2.9) | 212/4909 (4.3) | 46/1406 (3.3) | 75/2146 (3.5) | 7/293 (2.4) | 0.0921 |
| Pulmonary embolism/deep vein thrombosis | 129/9306 (1.4) | 1/552 (0.2) | 77/4909 (1.6) | 5/1406 (0.4) | 41/2146 (1.9) | 5/293 (1.7) | 0.0002 |
| COPD/emphysema/chronic bronchitis | 451/9306 (4.8) | 22/552 (4.0) | 229/4909 (4.7) | 37/1406 (2.6) | 149/2146 (6.9) | 14/293 (4.8) | <0.0001 |
| ECG interpretation | <0.0001 | ||||||
| Normal | 4525/9306 (48.6) | 325/552 (58.9) | 2491/4909 (50.7) | 611/1406 (43.5) | 934/2146 (43.5) | 164/293 (56.0) | |
| Clinically insignificant abnormality | 3326/9306 (35.7) | 120/552 (21.7) | 1650/4909 (33.6) | 446/1406 (31.7) | 1020/2146 (47.5) | 90/293 (30.7) | |
| Clinically significant abnormality | 1455/9306 (15.6) | 107/552 (19.4) | 768/4909 (15.6) | 349/1406 (24.8) | 192/2146 (8.9) | 39/293 (13.3) | |
| Laboratory | |||||||
| Hemoglobin, g/L | 147.0 (138.0–155.0) | 142.0 (135.0–152.0) | 147.0 (139.0–155.0) | 147.0 (138.0–156.0) | 145.0 (137.0–154.0) | 150.0 (140.0–158.0) | <0.0001 |
| 2‐Hour glucose, mmol/L | 9.00 (8.40–9.90) | 9.20 (8.40–10.10) | 9.00 (8.30–9.90) | 9.10 (8.40–9.90) | 9.10 (8.40–10.00) | 9.10 (8.40–9.90) | <0.0001 |
| Fasting glucose, mmol/L | 6.10 (5.70–6.40) | 5.90 (5.60–6.30) | 6.10 (5.80–6.50) | 6.10 (5.70–6.40) | 6.00 (5.70–6.40) | 6.00 (5.60–6.30) | <0.0001 |
| Hemoglobin A1c, % | 5.8 (5.5–6.1) | 5.8 (5.4–6.2) | 5.8 (5.5–6.1) | 5.8 (5.6–6.1) | 5.8 (5.6–6.1) | 6.0 (5.7–6.3) | <0.0001 |
| HDL, mmol/L | 1.24 (1.03–1.47) | 1.11 (0.93–1.35) | 1.28 (1.07–1.52) | 1.19 (1.01–1.42) | 1.22 (1.03–1.45) | 1.23 (1.07–1.44) | <0.0001 |
| LDL, mmol/L | 3.22 (2.59–3.90) | 3.30 (2.77–3.94) | 3.37 (2.76–4.06) | 3.21 (2.64–3.83) | 2.82 (2.30–3.49) | 2.99 (2.43–3.66) | <0.0001 |
| Total cholesterol, mmol/L | 5.36 (4.67–6.10) | 5.26 (4.66–5.91) | 5.51 (4.82–6.27) | 5.38 (4.71–6.10) | 5.04 (4.40–5.79) | 5.13 (4.44–5.80) | <0.0001 |
| Triglycerides, mmol/L | 1.69 (1.22–2.36) | 1.61 (1.14–2.08) | 1.60 (1.16–2.22) | 1.86 (1.35–2.55) | 1.84 (1.33–2.60) | 1.62 (1.24–2.19) | <0.0001 |
| eGFR, mL/min/1.73 m2 | 79.8 (68.7–91.2) | 84.0 (70.6–96.8) | 78.6 (68.6–90.0) | 82.1 (68.9–96.1) | 81.7 (68.3–95.1) | 79.2 (67.9–90.5) | <0.0001 |
| Log of albumin;creatinine ratio, mg/mmoL | −0.20 (0.67–0.56) | 0.14 (0.45–0.88) | −0.20 (0.67–0.54) | −0.14 (0.65–0.63) | −0.29 (0.71–0.43) | −0.20 (0.63–0.49) | <0.0001 |
| Sodium, mmol/L | 142.0 (141.0–144.0) | 144.0 (142.0–146.0) | 142.0 (140.0–143.0) | 143.0 (142.0–145.0) | 143.0 (141.0–144.0) | 142.0 (141.0–143.0) | <0.0001 |
| Potassium, mmol/L | 4.3 (4.1–4.6) | 4.2 (4.0–4.5) | 4.3 (4.1–4.6) | 4.4 (4.1–4.7) | 4.3 (4.1–4.6) | 4.3 (4.1–4.6) | <0.0001 |
| WBCs, 109/L | 6.7 (5.7–7.9) | 5.9 (5.1–6.9) | 6.8 (5.8–8.0) | 6.7 (5.7–7.8) | 6.7 (5.7–8.0) | 6.6 (5.5–7.6) | <0.0001 |
| Platelets, 109/L | 252.0 (212.0–295.0) | 217.0 (181.0–259.0) | 254.0 (214.0–296.0) | 257.0 (217.0–304.0) | 251.0 (212.0–295.0) | 253.0 (225.0–297.0) | <0.0001 |
| Baseline medication use | |||||||
| Alpha blocker | 577/9306 (6.2) | 29/552 (5.3) | 349/4909 (7.1) | 33/1406 (2.3) | 152/2146 (7.1) | 14/293 (4.8) | <0.0001 |
| ACEI | 676/9306 (7.3) | 3/552 (0.5) | 384/4909 (7.8) | 61/1406 (4.3) | 199/2146 (9.3) | 29/293 (9.9) | <0.0001 |
| Antihypertensives | 6816/9306 (73.2) | 402/552 (72.8) | 3566/4909 (72.6) | 1168/1406 (83.1) | 1488/2146 (69.3) | 192/293 (65.5) | <0.0001 |
| Angiotensin II receptor blocker | 30/9306 (0.3) | 1/552 (0.2) | 15/4909 (0.3) | 2/1406 (0.1) | 11/2146 (0.5) | 1/293 (0.3) | 0.3733 |
| Aspirin | 3425/9306 (36.8) | 143/552 (25.9) | 1702/4909 (34.7) | 451/1406 (32.1) | 1004/2146 (46.8) | 125/293 (42.7) | <0.0001 |
| Beta blocker | 3666/9306 (39.4) | 200/552 (36.2) | 2030/4909 (41.4) | 600/1406 (42.7) | 744/2146 (34.7) | 92/293 (31.4) | <0.0001 |
| Calcium channel blocker | 3012/9306 (32.4) | 259/552 (46.9) | 1519/4909 (30.9) | 556/1406 (39.5) | 611/2146 (28.5) | 67/293 (22.9) | <0.0001 |
| Diuretic | 2960/9306 (31.8) | 114/552 (20.7) | 1518/4909 (30.9) | 506/1406 (36.0) | 731/2146 (34.1) | 91/293 (31.1) | <0.0001 |
| Lipid‐lowering agent | 3577/9306 (38.4) | 135/552 (24.5) | 1723/4909 (35.1) | 400/1406 (28.4) | 1170/2146 (54.5) | 149/293 (50.9) | <0.0001 |
Data presented as n/N (%) or median (25th–75th percentiles). P value compares across all categories. ACEI indicates angiotensin‐converting enzyme inhibitor; AU/NZ/SAf, Australia, New Zealand, and South Africa; BMI, body mass index; BP, blood pressure; bpm, beats per minute; CHD, coronary heart disease; COPD, chronic obstructive pulmonary disease; eGFR, estimated glomerular filtration rate; HDL, high‐density lipoprotein; LDL, low‐density lipoprotein; NAVIGATOR, Nateglinide and Valsartan in Impaired Glucose Tolerance Outcomes Research; WBC, white blood cell.
Cardiovascular disease composite refers to a composite of myocardial infarction, unstable angina, coronary revascularization, history of stroke, and history of heart failure.
Enrollment by Country
| Characteristic | Total=9306 |
|---|---|
| Asia | 552 (5.93%) |
| China (mainland) | 301 (3.23%) |
| Hong Kong | 65 (0.70%) |
| Malaysia | 51 (0.55%) |
| Singapore | 9 (0.10%) |
| Taiwan | 126 (1.35%) |
| Europe | 4909 (52.75%) |
| Austria | 71 (0.76%) |
| Belgium | 45 (0.48%) |
| Czech Republic | 60 (0.64%) |
| Denmark | 239 (2.57%) |
| Finland | 247 (2.65%) |
| France | 114 (1.23%) |
| Germany | 137 (1.47%) |
| Greece | 22 (0.24%) |
| Hungary | 215 (2.31%) |
| Italy | 668 (7.18%) |
| Netherlands | 205 (2.20%) |
| Norway | 37 (0.40%) |
| Poland | 339 (3.64%) |
| Russia | 634 (6.81%) |
| Slovakia | 66 (0.71%) |
| Spain | 124 (1.33%) |
| Sweden | 94 (1.01%) |
| Switzerland | 30 (0.32%) |
| Turkey | 76 (0.82%) |
| United Kingdom | 1486 (15.97%) |
| Latin America | 1406 (15.11%) |
| Argentina | 720 (7.74%) |
| Brazil | 328 (3.52%) |
| Chile | 30 (0.32%) |
| Colombia | 85 (0.91%) |
| Ecuador | 24 (0.26%) |
| Guatemala | 52 (0.56%) |
| Mexico | 100 (1.07%) |
| Peru | 52 (0.56%) |
| Uruguay | 15 (0.16%) |
| North America | 2146 (23.06%) |
| Canada | 340 (3.65%) |
| United States (including Puerto Rico) | 1806 (19.41%) |
| Other | 293 (3.15%) |
| Australia | 107 (1.15%) |
| New Zealand | 33 (0.35%) |
| South Africa | 153 (1.64%) |
Unadjusted 5‐Year Event Rate Based on Outcome and Region
| Region | Development of Diabetes Mellitus, % | Cardiovascular Death | Composite of Cardiovascular Death, MI, and Stroke |
|---|---|---|---|
| % (95% CI) | |||
| Asia (n=552) | 33 (29–38) | 0.36 (0.09–1.44) | 4.04 (2.68–6.07) |
| Europe (n=4909) | 34 (32–35) | 1.67 (1.34–2.08) | 5.53 (4.91–6.23) |
| Latin America (n=1406) | 37 (35–40) | 3.63 (2.75–4.77) | 7.61 (6.32–9.16) |
| North America (n=2146) | 38 (36–40) | 1.93 (1.42–2.64) | 5.90 (4.93–7.05) |
| Australia, New Zealand, and South Africa (n=293) | 32 (26–38) | 3.58 (1.94–6.54) | 7.94 (5.3–11.81) |
| Log‐rank | <0.001 | <0.001 | 0.02 |
MI indicates myocardial infarction.
Log‐rank compares incidence among the regions.
Unadjusted HRs for the Development of Outcomes Based on Regions
| Country | Development of Diabetes Mellitus | Cardiovascular Death | Composite of Cardiovascular Death, MI, and Stroke |
|---|---|---|---|
| HR (95% CI); | |||
| Asia vs North America | 0.76 (0.65–0.89); <0.001 | 0.47 (0.21–1.04); 0.06 | 0.71 (0.48–1.06); 0.09 |
| Europe vs North America | 0.84 (0.78–0.92); <0.001 | 0.90 (0.64–1.25); 0.52 | 0.94 (0.77–1.15); 0.56 |
| Latin America vs North America | 0.93 (0.84–1.04); 0.21 | 1.89 (1.31–2.72); <0.001 | 1.24 (0.97–1.57); 0.08 |
| Australia, New Zealand, South Africa vs North America | 0.80 (0.64–0.98); 0.03 | 1.73 (0.92–3.24); 0.09 | 1.27 (0.83–1.94); 0.28 |
HR indicates hazard ratio; MI, myocardial infarction.
Figure 1Adjusted event curves for incidence of diabetes mellitus by region. Other indicates Australia, New Zealand, and South Africa.
Adjusted HRs for the Development of Outcomes Based on Regions
| Country | Development of Diabetes Mellitus | Cardiovascular Death | Composite of Cardiovascular Death, MI, and Stroke |
|---|---|---|---|
| HR (95% CI); | |||
| Asia vs North America | 0.93 (0.79–1.10); 0.41 | 0.66 (0.30–1.47); 0.31 | 0.90 (0.59–1.37); 0.63 |
| Europe vs North America | 0.86 (0.78–0.94); 0.001 | 1.05 (0.74–1.48); 0.80 | 0.92 (0.74–1.14); 0.44 |
| Latin America vs North America | 0.95 (0.85–1.06); 0.37 | 2.68 (1.82–3.96); <0.0001 | 1.48 (1.15–1.92); 0.003 |
| Australia, New Zealand, South Africa vs North America | 0.75 (0.61–0.93); 0.009 | 2.32 (1.22–4.40); 0.01 | 1.40 (0.91–2.15); 0.13 |
HR indicates hazard ratio; MI, myocardial infarction.
Adjusted for age sex; body mass index; systolic blood pressure; family history of diabetes mellitus; the composite of history of MI, unstable angina, coronary revascularization, stroke, or heart failure; fasting glucose; 2‐hour glucose on oral glucose tolerance test; hemoglobin A1c; low‐density lipoprotein cholesterol; high‐density lipoprotein cholesterol; platelet count; and hemoglobin concentration.
Adjusted for age; sex; renal dysfunction; the composite of history of MI, unstable angina, or coronary revascularization; current smoking; ECG interpretation; the composite of stroke, transient ischemic attack, or history of cardiovascular disease; log urinary albumin:creatinine ratio; peripheral arterial disease; history of heart failure; hemoglobin concentration; chronic obstructive pulmonary disease; atrial fibrillation; and estimated glomerular filtration rate.
Adjusted for age; sex; race; the composite of history of MI, unstable angina, or coronary revascularization; current smoking; ECG interpretation; the composite of stroke, transient ischemic attack, or history of cardiovascular disease; log urinary albumin:creatinine ratio; history of pulmonary embolism or deep vein thrombosis; low‐density lipoprotein cholesterol; peripheral arterial disease; history of heart failure; hemoglobin concentration; chronic obstructive pulmonary disease; pulse pressure; waist circumference; atrial fibrillation; serum sodium; and estimated glomerular filtration rate.
Sensitivity Analysis With Multivariable Adjustment Including Gross Domestic Product for the Development of Outcomes Based on Regions
| Country | Development of Diabetes Mellitus | Cardiovascular Death | Composite of Cardiovascular Death, MI, and Stroke |
|---|---|---|---|
| HR (95% CI); | |||
| Asia vs North America | 0.85 (0.69–1.06); 0.15 | 0.70 (0.24–2.04); 0.51 | 0.92 (0.52–1.61); 0.76 |
| Europe vs North America | 0.79 (0.67–0.92); 0.003 | 1.11 (0.51–2.41); 0.80 | 0.93 (0.61–1.44); 0.75 |
| Latin America vs North America | 0.86 (0.72–1.04); 0.11 | 2.84 (1.21–6.67); 0.02 | 1.51 (0.93–2.45); 0.09 |
| Australia, New Zealand, South Africa vs North America | 0.68 (0.53–0.88); 0.004 | 2.46 (0.92–6.62); 0.07 | 1.42 (0.79–2.58); 0.24 |
HR indicates hazard ratio; MI, myocardial infarction.
Adjusted for age sex; body mass index; systolic blood pressure; family history of diabetes mellitus; the composite of history of MI, unstable angina, coronary revascularization, stroke, or heart failure; fasting glucose; 2‐hour glucose on oral glucose tolerance test; hemoglobin A1c; low‐density lipoprotein cholesterol; high‐density lipoprotein cholesterol; platelet count; and hemoglobin concentration.
Adjusted for age; sex; renal dysfunction; the composite of history of MI, unstable angina, or coronary revascularization; current smoking; ECG interpretation; the composite of stroke, transient ischemic attack, or history of CV disease; log urinary albumin:creatinine ratio; peripheral arterial disease; history of heart failure; hemoglobin concentration; chronic obstructive pulmonary disease; atrial fibrillation; and estimated glomerular filtration rate.
Adjusted for age; sex; race; the composite of history of MI, unstable angina, or coronary revascularization; current smoking; ECG interpretation; the composite of stroke, transient ischemic attack, or history of CV disease; log urinary albumin:creatinine ratio; history of pulmonary embolism or deep vein thrombosis; low‐density lipoprotein cholesterol; peripheral arterial disease; history of heart failure; hemoglobin concentration; chronic obstructive pulmonary disease; pulse pressure; waist circumference; atrial fibrillation; serum sodium; and estimated glomerular filtration rate.
Sensitivity Analysis After Removing Patients With Baseline Angiotensin‐Converting Enzyme Inhibitor for the Development of Outcomes Based on Regions
| Country | Development of Diabetes Mellitus | Cardiovascular Death | Composite of Cardiovascular Death, MI, and Stroke |
|---|---|---|---|
| HR (95% CI); | |||
| Asia vs North America | 0.93 (0.78–1.11); 0.42 | 0.52 (0.22–1.24); 0.14 | 0.85 (0.55–1.31); 0.46 |
| Europe vs North America | 0.88 (0.79–0.97); 0.009 | 0.97 (0.66–1.42); 0.86 | 0.88 (0.69–1.11); 0.28 |
| Latin America vs North America | 0.95 (0.84–1.06); 0.35 | 2.27 (1.48–3.49); 0.0002 | 1.36 (1.03–1.80); 0.03 |
| Australia, New Zealand, South Africa vs North America | 0.73 (0.58–0.92); 0.007 | 2.01 (0.97–4.17); 0.06 | 1.16 (0.70–1.91); 0.56 |
HR indicates hazard ratio; MI, myocardial infarction.
Adjusted for age sex; body mass index; systolic blood pressure; family history of diabetes mellitus; the composite of history of MI, unstable angina, coronary revascularization, stroke, or heart failure; fasting glucose; 2‐hour glucose on oral glucose tolerance test; hemoglobin A1c; low‐density lipoprotein cholesterol; high‐density lipoprotein cholesterol; platelet count; and hemoglobin concentration.
Adjusted for age; sex; renal dysfunction; the composite of history of MI, unstable angina, or coronary revascularization; current smoking; ECG interpretation; the composite of stroke, transient ischemic attack, or history of CV disease; log urinary albumin:creatinine ratio; peripheral arterial disease; history of heart failure; hemoglobin concentration; chronic obstructive pulmonary disease; atrial fibrillation; and estimated glomerular filtration rate.
Adjusted for age; sex; race; the composite of history of MI, unstable angina, or coronary revascularization; current smoking; ECG interpretation; the composite of stroke, transient ischemic attack, or history of CV disease; log urinary albumin:creatinine ratio; history of pulmonary embolism or deep vein thrombosis; low‐density lipoprotein cholesterol; peripheral arterial disease; history of heart failure; hemoglobin concentration; chronic obstructive pulmonary disease; pulse pressure; waist circumference; atrial fibrillation; serum sodium; and estimated glomerular filtration rate.
Figure 2Adjusted event curves for cardiovascular death by region. Other indicates Australia, New Zealand, and South Africa.
Figure 3Adjusted event curve for cardiovascular death, myocardial infarction (MI), and stroke by region. Other indicates Australia, New Zealand, and South Africa.