CARDIOVASCULAR JOURNAL OF AFRICA • Volume 32, No 4, July/August 2021
210
AFRICA
almost unchanged (50.7% in the third occasion and 51.4% in
the fourth occasion), even though the percentage of obesity
increased by more than 15.6 points (50.4 to 66.0%) between the
two occasions.
Table 3 shows the mean change in BP and BMI between two
observation periods. Between the first two time points, average
SBP and DBP per individual changed by about 11.3 and 4.1
mmHg, respectively but that change decreased substantially
between the third and fourth time points to about 1.7 and
1.1 mmHg, respectively. The majority remained in their BP
status between observation times but with time (age), the
percentage remaining in the hypertension state increased, while
the percentage remaining in the normotensive state decreased.
Between the first two occasions when the average age at both
times was below 45 years, the percentage of those who were
normotensive who transited to the hypertensive state was 21.5%,
while the percentage for the counter-transition was 33.3%, or a
net recovery of 11.8%. By the fourth occasion when the average
age was about 50 years, those initially in the non-hypertensive
state who transited to hypertensive state were 40.6%, but the
counter-transition (recovery) rate was 15.6%, or a net increase of
25.0% to the hypertensive state.
Fig. 1 and Table 4 show how the progression of BP evolves.
A crest (inverted U-shape) marks a negative change (decrease)
while a trough (U-shape) marks a positive change (increase).
Fig. 1 however shows that the 95% confidence band for ages
above 70 years are quite large and therefore the shape in that
age group could be spurious. The first crest occurs around 25
years of age and is indicated by negative coefficients (–1.8 for
SBP and –1.5 for DBP) for age (Table 4), and the second around
60 years, and is shown by negative coefficients (–0.004 for SBP
and –0.003 for DBP) for age cubed. Similarly, the troughs are
identifiable around ages 30 and 70 years and marked by the
positive coefficients for age squared and age raised to the power
of four (Table 4).
Model 1 describes the BP trajectories without accounting
for the effect of BMI, while models 2 and 3 show the adjusted
Table 3. Average BP changes and shifts between categories
at the four data-collection time points
Time
points
Average
years
apart
BP category
n
BP category
Mean change
(SD)
Non-hyper-
tensive
Hyper-
tensive SBP DBP
2003 &
2005/6
2.4 Non-hypertensive 824 647 (78.5) 177 (21.5) 11.3
(19.3)
4.1
(12.1)
Hypertensive 159 53 (33.3) 106 (66.7)
Total
983 700 (71.2) 283 (28.8)
2005/6
&
2007/9
2.0 Non-hypertensive 512 354 (69.1) 158 (30.9) 4.5
(20.4)
6.4
(11.9)
Hypertensive 237 72 (30.4) 165 (69.6)
Total
749 426 (56.9) 323 (43.1)
2007/9
&
2011/14
5.3 Non-hypertensive 234 162 (69.2) 72 (30.8) 1.7
(19.0)
1.1
(11.2)
Hypertensive 154 39 (25.3) 115 (74.7)
Total
388 201 (51.8) 187 (48.2)
2003 &
2007/9
4.4 Non-hypertensive 493 303 (61.5) 190 (38.5) 16.4
(20.9)
10.9
(12.6)
Hypertensive 99 26 (26.3) 73 (73.7)
Total
592 329 (55.6) 263 (44.4)
2005/6
&
2011/14
7.3 Non-hypertensive 460 291 (63.3) 169 (36.7) 8.1
(22.3)
8.1
(12.6)
Hypertensive 185 49 (26.5) 136 (73.5)
Total
645 340 (52.7) 305 (47.3)
2003 &
2011/14
9.7 Non-hypertensive 549 326 (59.4) 223 (40.6) 19.1
(20.4)
12.6
(12.3)
Hypertensive 96 15 (15.6) 81 (84.4)
Total
645 341 (52.9) 304 (47.1)
Table 4. Coefficients (95% confidence interval) for the three models predicting SBP and DBP
trajectories with standard deviations (SD) for the random effects
BP
Variables
Model 1
Model 2
Model 3
Systolic
Fixed effects
Intercept
116.2 (106.7, 125.7)
105.5 (95.7, 115.3)
105.0 (95.1,114.9)
Age
–1.7 (–3.3, –0.1)
–1.7 (–3.4, –0.1)
–1.8 (–3.4, –0.2)
Age
2
0.18 (0.08, 0.27)
0.17 (0.08, 0.27)
0.17 (0.08 ,0.27)
Age
3
–0.004 (–0.006, –0.002)
–0.004 (–0.006, –0.002)
–0.004 (–0.006, –0.002)
Age
4
0.00003 (0.00001, 0.00005)
0.00003 (0.00001, 0.00005)
0.00003 (0.00001, 0.00005)
BMI
0.39 (0.29, 0.49)
0.41 (0.30, 0.52)
Random effects
SD (intercept)
14.5 (13.7, 15.2)
14.4 (13.7, 15.1)
24.3 (18.4, 32.2)
SD (BMI)
0.65 (0.43, 0.96)
Correlation (BMI, intercept)
–0.82 (–0.91, –0.66)
SD (residual)
15.5 (15.1, 15.9)
15.4 (15.0, 15.8)
15.2 (14.8, 15.7)
ICC
0.47 (0.43, 0.50)
0.47 (0.43, 0.50)
0.72 (0.59, 0.82)
Diastolic
Fixed effects
Intercept
75.7 (69.8, 81.5)
64.5 (58.5, 70.4)
63.3 (57.2, 69.3)
Age
–1.4 (–2.4, –0.4)
–1.4 (–2.4, –0.4)
–1.5 (–2.4, –0.5)
Age
2
0.15 (0.09, 0.21)
0.14 (0.08, 0.20)
0.14 (0.08, 0.20)
Age
3
–0.004 (–0.005, –0.002)
–0.003 (–0.005, –0.002)
–0.003 (–0.005, –0.002)
Age
4
0.00003 (0.00001, 0.00004)
0.00002 (0.00001, 0.00004)
0.00002 (0.00001, 0.00004)
BMI
0.41 (0.35, 0.47)
0.46 (0.39, 0.53)
Random effects
SD (intercept)
9.4 (8.9, 9.9)
9.1 (8.6, 9.5)
17.5 (14.2, 21.7)
SD (BMI)
0.52 (0.41, 0.67)
Correlation (BMI, intercept)
–0.87 (–0.92, –0.79)
SD (residual)
9.4 (9.1, 9.6)
9.3 (9.0, 9.5)
9.0 (8.8, 9.3)
ICC
0.50 (0.47, 0.53)
0.49 (0.46, 0.52)
0.79 (0.71, 0.85)
SBP, systolic blood pressure; DBP, diastolic blood pressure; ICC, intraclass correlation coefficient.