| Literature DB >> 26283750 |
Don P Mathanga, Katherine E Halliday, Mpumulo Jawati, Allison Verney, Andrew Bauleni, John Sande, Doreen Ali, Rebecca Jones, Stefan Witek-McManus, Natalie Roschnik, Simon J Brooker.
Abstract
Malaria among school children has received increased attention recently, yet there remain few detailed data on the health and educational burden of malaria, especially in southern Africa. This paper reports a survey among school children in 50 schools in Zomba District, Malawi. Children were assessed for Plasmodium infection, anemia, and nutritional status and took a battery of age-appropriate tests of attention, literacy, and numeracy. Overall, 60.0% of children were infected with Plasmodium falciparum, 32.4% were anemic and 32.4% reported sleeping under a mosquito net the previous night. Patterns of P. falciparum infection and anemia varied markedly by school. In multivariable analysis, higher odds of P. falciparum infection were associated with younger age and being stunted, whereas lower odds were associated with reported net use, higher parental education, and socioeconomic status. The odds of anemia were significantly associated with P. falciparum infection, with a dose-response relationship between density of infection and odds of anemia. No clear relationship was observed between health status and cognitive and educational outcomes. The high burden of malaria highlights the need to tackle malaria among school children. © The American Society of Tropical Medicine and Hygiene.Entities:
Mesh:
Year: 2015 PMID: 26283750 PMCID: PMC4596600 DOI: 10.4269/ajtmh.14-0618
Source DB: PubMed Journal: Am J Trop Med Hyg ISSN: 0002-9637 Impact factor: 2.345
Figure 1.The location of TA Chikowi, Zomba District, in Malawi (A) and the geographical distribution of (B) Plasmodium falciparum infection, (C) anemia, and (D) reported mosquito net use (adjusted for age and sex) in 50 schools in TA Chikowi, Zomba District, southern Malawi, 2011.
Figure 2.Data flow diagram for the education and health surveys conducted in 50 schools in TA Chikowi, Zomba District, southern Malawi, 2011.
Predictors of Plasmodium falciparum infection among school children in Zomba District, Malawi in 2011
| Variable | No. (%) of children | No. (%) children with | Univariable analysis | Multivariable analysis | ||
|---|---|---|---|---|---|---|
| OR (95% CI) | Adjusted OR (95% CI) ( | |||||
| Sex | ||||||
| Male | 1,271 (47.7) | 780 (61.4) | Reference | |||
| Female | 1,396 (52.3) | 821 (58.8) | 0.90 (0.76, 1.05) | 0.179 | ||
| Age (per additional year) | 11.81 (3.15) | − | 0.93 (0.91, 0.96) | < 0.001 | ||
| Age (years) | ||||||
| 5–9 | 660 (24.7) | 420 (63.6) | Reference | Reference | ||
| 10–12 | 1,125 (42.2) | 724 (64.4) | 1.02 (0.83, 1.26) | 0.98 (0.79, 1.23) | ||
| 13–18 | 882 (33.1) | 457 (51.8) | 0.60 (0.48, 0.74) | < 0.001 | 0.55 (0.43, 0.69) | < 0.001 |
| WAZ | ||||||
| Not underweight | 681 (82.4) | 436 (64.0) | Reference | |||
| Underweight | 146 (17.6) | 96 (65.8) | 1.09 (0.73, 1.63) | 0.661 | ||
| HAZ | ||||||
| Not stunted | 1,881 (71.0) | 1,093 (58.1) | Reference | Reference | ||
| Stunted | 768 (29.0) | 449 (65.0) | 1.33 (1.11, 1.60) | 0.002 | 1.33 (1.09, 1.62) | 0.004 |
| BMIZ | ||||||
| Not thin | 2,480 (93.6) | 1,488 (60.0) | Reference | |||
| Thin | 169 (6.4) | 104 (61.5) | 1.08 (0.78, 1.51) | 0.633 | ||
| De-wormed | ||||||
| No | 526 (21.2) | 310 (58.9) | Reference | |||
| Yes | 1,958 (78.8) | 1,187(60.6) | 1.09 (0.89, 1.34) | 0.420 | ||
| Net use last night (child reported) | ||||||
| No | 1,798 (67.6) | 1,107 (61.6) | Reference | Reference | ||
| Yes | 860 (32.4) | 487 (56.6) | 0.83 (0.70, 0.99) | 0.034 | 0.79 (0.66, 0.96) | 0.017 |
| Reported fever in last 2 weeks | ||||||
| No | 1,678 (63.4) | 1,046 (62.3) | Reference | Reference | ||
| Yes | 967 (36.6) | 541 (56.0) | 0.81 (0.68, 0.96) | 0.016 | 0.79 (0.66, 0.95) | 0.011 |
| Reported fever now | ||||||
| No | 1,905 (72.1) | 1,134 (59.5) | Reference | |||
| Yes | 736 (27.9) | 449 (61.0) | 1.08 (0.90, 1.30) | 0.390 | ||
| Household level | ||||||
| Education of household head | ||||||
| No education | 440 (17.5) | 273 (62.1) | Reference | Reference | ||
| Some/completed primary | 1,755 (69.6) | 1,064 (60.6) | 0.91 (0.73, 1.13) | 0.89 (0.70, 1.14) | ||
| Some/completed secondary | 326 (12.9) | 173 (53.1) | 0.63 (0.47, 0.86) | 0.007 | 0.65 (0.46, 0.92) | 0.036 |
| Socioeconomic status | ||||||
| Poorest | 494 (20.2) | 293 (59.3) | Reference | Reference | ||
| Poor | 501 (20.4) | 302 (60.3) | 1.10 (0.85, 1.43) | 1.08 (0.82, 1.42) | ||
| Medium | 527 (21.5) | 349 (66.2) | 1.31 (1.00, 1.71) | < 0.001 | 1.30 (0.98, 1.72) | < 0.001 |
| Less poor | 445 (18.2) | 279 (62.7) | 1.15 (0.88, 1.51) | 1.26 (0.94, 1.70) | ||
| Least poor | 484 (19.7) | 239 (49.4) | 0.67 (0.52, 0.88) | 0.74 (0.55, 1.00) | ||
| Number of people in house | 5.28 (2.27) | − | 1.02 (0.98–1.06) | 0.360 | ||
| Number of nets in house | ||||||
| No nets | 747 (30.4) | 456 (61.0) | Reference | Reference | ||
| 1–2 nets | 1,161 (47.3) | 729 (62.8) | 1.14 (0.93–1.39) | 1.12 (0.91, 1.39) | ||
| ≥ 3 nets | 546 (22.3) | 283 (51.8) | 0.74 (0.58–0.93) | < 0.001 | 0.83 (0.64, 1.08) | 0.036 |
| School level | ||||||
| School feeding | ||||||
| No | 2,283 (85.6) | 1,385 (60.7) | Reference | |||
| Yes | 384 (14.4) | 216 (56.3) | 0.85 (0.55, 1.31) | 0.449 | ||
BMI = body mass index for age; CI = confidence interval; HAZ = height for age; OR = odds ratio; SES = socioeconomic status; WAZ = weight for age.
Displayed as number and percentage except for continuous variables, displayed as mean and standard deviation (SD).
All characteristics have less than 2% missing data with the exception of following indicators: WAZ, deworming (7.0% missing), education level of household head (4.5% missing) SES, and reported net use (8.0% missing).
P value is from likelihood ratio test comparing multilevel logistic regression models (accounting for school level clustering), with and without the factor of interest.
Underweight, stunted and thin defined as WAZ, HAZ, and BMIZ z-scores < 2 SD.
WAZ only calculated for children aged 5–10 years (thus only presented for 827 children).
Predictors of anemia among school children in Zomba District, Malawi in 2011
| Variable | No. (%) Children with Anemia ( | Univariable analysis | Multivariable analysis | ||
|---|---|---|---|---|---|
| OR (95% CI) | Adjusted OR (95% CI) ( | ||||
| Sex | |||||
| Male | 411 (32.3) | Reference | |||
| Female | 453 (32.4) | 1.00 (0.84, 1.18) | 0.975 | ||
| Age (per additional year) | 0.92 (0.90, 0.94) | < 0.001 | 0.92 (0.89, 0.95) | < 0.001 | |
| Age (years) | |||||
| 5–9 | 278 (41.2) | Reference | |||
| 10–12 | 337 (30.0) | 0.59 (0.48, 0.72) | |||
| 13–18 | 249 (28.2) | 0.54 (0.43, 0.67) | < 0.001 | ||
| No | 276 (25.9) | Reference | Reference | ||
| Yes | 588 (36.7) | 1.68 (1.41, 2.01) | < 0.001 | 1.58 (1.31, 1.91) | < 0.001 |
| Parasite density (p/μL) | |||||
| No infection (0) | 276 (25.9) | Reference | |||
| Low (1–999) | 353 (35.1) | 1.59 (1.31, 1.94) | |||
| Medium (> 1,000) | 169 (47.2) | 2.57 (1.98, 3.33) | < 0.001 | ||
| WAZ | |||||
| Not underweight | 253 (37.2) | Reference | |||
| Underweight | 67 (45.9) | 1.43 (0.98, 2.09) | 0.062 | ||
| HAZ | |||||
| Not stunted | 566 (30.1) | Reference | Reference | ||
| Stunted | 294 (38.3) | 1.46 (1.22, 1.75) | < 0.001 | 1.48 (1.22, 1.80) | < 0.001 |
| BMIZ | |||||
| Not thin | 792 (31.9) | Reference | Reference | ||
| Thin | 68 (40.2) | 1.45 (1.04, 2.02) | 0.029 | 1.42 (1.01, 2.02) | 0.046 |
| De-wormed | |||||
| No | 178 (33.8) | Reference | |||
| Yes | 645 (32.9) | 0.95 (0.77, 1.17) | 0.631 | ||
| Fever in last 2 weeks | |||||
| No | 539 (32.1) | Reference | |||
| Yes | 316 (32.7) | 1.05 (0.87, 1.27) | 0.529 | ||
| Household level | |||||
| Education of household head | |||||
| No education | 131 (29.8) | Reference | |||
| Some/completed primary | 607 (34.6) | 1.22 (0.97, 1.54) | |||
| Some/completed secondary | 96 (29.4) | 0.91 (0.66, 1.26) | 0.037 | ||
| Socioeconomic status | |||||
| Poorest | 172 (34.8) | Reference | |||
| Poor | 176 (35.1) | 1.02 (0.78, 1.33) | |||
| Medium | 183 (34.7) | 1.00 (0.77, 1.31) | 0.056 | ||
| Less poor | 144 (32.4) | 0.88 (0.67, 1.16) | |||
| Least poor | 136 (28.1) | 0.71 (0.54, 0.94) | |||
| Number of people in house | − | 1.03 (0.99–1.08) | 0.094 | ||
| School level | |||||
| School feeding program | |||||
| No | 766 (33.6) | Reference | |||
| Yes | 98 (25.5) | 0.72 (0.47, 1.08) | 0.121 | ||
OR = odds ratio; BMIZ = body mass index for age; CI = confidence interval; HAZ = height for age; OR = odds ratio; WAZ = weight for age.
P value is from likelihood ratio test comparing multilevel logistic regression models (accounting for school level clustering), with and without the factor of interest.
Binary Plasmodium infection variable and categorical infection density variable collinear so only infection status variable included in the multivariable model.
Underweight, stunted and thin defined as WAZ, HAZ, and BMIZ z-scores < 2 SD.
WAZ only calculated for children aged 5–10 years. Therefore, not included in multivariable model.
Univariable associations between individual, household and school-level risk factors, and standardized scores of sustained attention, numeracy and literacy in children from classes 1 to 4, in Zomba District, Malawi in 2011
| Variable | Sustained attention | Numeracy | Literacy | |||
|---|---|---|---|---|---|---|
| Mean difference in standardized scores | Mean difference in standardized scores | Mean difference in standardized scores | ||||
| Child level | ||||||
| Sex | ||||||
| Male | Reference | Reference | Reference | |||
| Female | −0.13 (−0.27, −0.00) | 0.062 | −0.05 (−0.14, 0.05) | 0.271 | −0.01 (−0.15, 0.11) | 0.926 |
| Age (per additional year) | 0.03 (−0.00, 0.06) | 0.078 | 0.03 (0.00, 0.06) | 0.040 | 0.01 (−0.01, 0.03) | 0.395 |
| | ||||||
| No | Reference | Reference | Reference | |||
| Yes | 0.04 (−0.11, 0.19) | 0.605 | 0.03 (−0.10, 0.15) | 0.697 | −0.00 (−0.12, 0.10) | 0.960 |
| Parasite density (p/μL) | ||||||
| No infection (0) | Reference | Reference | Reference | |||
| Low (1–999) | 0.04 (−0.11, 0.19) | 0.820 | 0.07 (−0.07, 0.22) | 0.174 | 0.03 (−0.09, 0.16) | 0.505 |
| Medium/high (> 1,000) | 0.04 (−0.10, 0.20) | −0.03 (−0.18, 0.11) | −0.07 (−0.21, 0.08) | |||
| Anemia status | ||||||
| Not anemic | Reference | Reference | Reference | |||
| Anemic | −0.04 (−0.14, 0.07) | 0.492 | −0.03 (−0.17, 0.12) | 0.694 | −0.03 (−0.13, 0.07) | 0.599 |
| HAZ | ||||||
| Not stunted | Reference | Reference | Reference | |||
| Stunted | 0.01 (−0.09, 0.12) | 0.814 | −0.11 (−0.22, 0.01) | 0.065 | −0.03 (−0.13, 0.09) | 0.626 |
| BMIZ | ||||||
| Not thin | Reference | Reference | Reference | |||
| Thin | −0.12 (−0.36, 0.11) | 0.313 | −0.19 (−0.40, −0.00) | 0.056 | −0.04 (−0.27, 0.17) | 0.709 |
| De-wormed | ||||||
| No | Reference | Reference | Reference | |||
| Yes | −0.05 (−0.19, 0.08) | 0.442 | 0.03 (−0.08, 0.16) | 0.603 | 0.03 (−0.13, 0.16) | 0.619 |
| Household level | ||||||
| Education of household head | ||||||
| No education | Reference | Reference | Reference | |||
| Some/completed primary | −0.10 (−0.25, 0.06) | 0.381 | 0.01 (−0.15, 0.10) | 0.923 | −0.05 (−0.16, 0.05) | 0.098 |
| Some/completed secondary | −0.04 (−0.21, 0.13) | 0.04 (−0.15, 0.21) | 0.10 (−0.06, 0.27) | |||
| Socioeconomic status | ||||||
| Poorest | Reference | Reference | Reference | |||
| Poor | 0.01 (−0.15, 0.18) | 0.03 (0.16, 0.23) | 0.642 | 0.24 (0.06, 0.43) | ||
| Median | 0.02 (−0.14, 0.19) | 0.722 | 0.12 (−0.05, 0.32) | 0.191 | 0.21 (0.03, 0.40) | 0.075 |
| Less poor | −0.07 (−0.23, 0.09) | 0.04 (−0.17, 0.23) | 0.12 (−0.06, 0.28) | |||
| Least poor | −0.04 (−0.21, 0.16) | 0.02 (−0.15, 0.21) | 0.06 (−0.09, 0.23) | |||
| Number people in house | ||||||
| 0.01 (−0.01, 0.02) | 0.233 | 0.00 (−0.01, 0.04) | 0.790 | 0.01 (−0.01, 0.04) | 0.460 | |
| Number children in house | ||||||
| 0.01 (−0.02, 0.05) | 0.366 | 0.02 (−0.02, 0.05) | 0.250 | 0.02 (−0.01, 0.05) | 0.213 | |
| School level | ||||||
| School feeding program | ||||||
| No | Reference | Reference | Reference | |||
| Yes | 0.17 (−0.09, 0.39) | 0.190 | −0.11 (−0.32, 0.11) | 0.337 | 0.02 (−0.23, 0.27) | 0.847 |
| Pupil:teacher | ||||||
| < 50.0 | Reference | Reference | Reference | |||
| 50.0–99.9 | 0.16 (−0.05, 0.36) | 0.213 | −0.24 (−0.54, 0.03) | 0.109 | 0.01 (−0.28, 0.33) | 0.289 |
| ≥ 100.0 | 0.03 (−0.19, 0.25) | −0.27 (−0.57, −0.04) | −0.15 (−0.43, 0.14) | |||
BMIZ = body mass index for age; CI = confidence interval; HA = height for age; SD = standard deviation.
95% CI are obtained from bias-corrected bootstrap analyses using 2,000 bootstrap samples.
Scores standardized separately by class for each of the three domains (attention, numeracy and literacy), so as to control for the effect of class and test. Differences are presented as z-scores from the class mean.
P value is from the Wald test using multilevel linear regression models (accounting for school level clustering).
Modeled as a continuous variable.
Stunted and thin defined as HAZ and BMIZ z-scores < 2 SD.
Univariable associations between individual, household and school-level risk factors, and standardized scores of sustained attention, numeracy and literacy in children from classes 5 to 8, in Zomba District, Malawi in 2011
| Variable | Sustained attention | Numeracy | Literacy | |||
|---|---|---|---|---|---|---|
| Mean difference in standardized scores | Mean difference in standardized scores | Mean difference in standardized scores | ||||
| Child level | ||||||
| Sex | ||||||
| Male | Reference | Reference | Reference | |||
| Female | −0.10 (−0.22, 0.02) | 0.094 | −0.09 (−0.20, 0.02) | 0.126 | −0.14 (−0.25, −0.04) | 0.007 |
| Age (per additional year) | ||||||
| −0.02 (−0.05, 0.00) | 0.078 | −0.00 (−0.03, 0.02) | 0.712 | −0.06 (−0.09, −0.03) | < 0.001 | |
| | ||||||
| No | Reference | Reference | Reference | |||
| Yes | 0.03 (−0.07, 0.13) | 0.543 | −0.03 (−0.15, 0.08) | 0.572 | 0.00 (−0.07, 0.07) | 0.669 |
| Parasite density (p/μL) | ||||||
| No infection (0) | Reference | Reference | Reference | |||
| Low (1–999) | 0.08 (−0.04, 0.21) | 0.264 | 0.02 (−0.10, 0.14) | 0.276 | 0.07 (−0.03, 0.17) | 0.279 |
| Medium/high (> 1,000) | −0.06 (−0.23, 0.11) | −0.18 (−0.43, 0.05) | 0.10 (−0.09, 0.30) | |||
| Anemia status | ||||||
| Not anemic | Reference | Reference | Reference | |||
| Anemic | −0.01 (−0.14, 0.13) | 0.826 | −0.04 (−0.14, 0.08) | 0.548 | 0.12 (0.01, 0.22) | 0.024 |
| HAZ | ||||||
| Not stunted | Reference | Reference | Reference | |||
| Stunted | 0.06 (−0.07, 0.20) | 0.412 | 0.02 (−0.09, 0.13) | 0.714 | 0.01 (−0.09, 0.12) | 0.790 |
| BMIZ | ||||||
| Not thin | Reference | Reference | Reference | |||
| Thin | 0.11 (−0.07, 0.29) | 0.245 | −0.04 (−0.26, 0.21) | 0.730 | 0.10 (−0.08, 0.31) | 0.296 |
| De-wormed | ||||||
| No | Reference | Reference | Reference | |||
| Yes | −0.09 (−0.22, 0.05) | 0.181 | −0.09 (−0.23, 0.05) | 0.239 | 0.03 (−0.13, 0.20) | 0.674 |
| Household level | ||||||
| Education of household head | ||||||
| No education | Reference | Reference | Reference | |||
| Some/completed primary | −0.08 (−0.24, 0.09) | 0.601 | −0.02 (−0.15, 0.10) | 0.650 | 0.03 (−0.11, 0.16) | 0.849 |
| Some/completed secondary | −0.11 (−0.35, 0.11) | −0.08 (−0.27, 0.12) | 0.06 (−0.16, 0.29) | |||
| Socioeconomic status | ||||||
| Poorest | Reference | Reference | Reference | |||
| Poor | −0.10 (−0.27, 0.07) | −0.10 (−0.29, 0.08) | −0.07 (−0.25, 0.11) | |||
| Median | 0.08 (−0.07, 0.23) | 0.241 | −0.18 (−0.33, −0.03) | 0.191 | 0.07 (−0.08, 0.24) | 0.572 |
| Less poor | 0.05 (−0.13, 0.24) | −0.11 (−0.31, 0.08) | 0.05 (−0.16, 0.25) | |||
| Least poor | −0.00 (−0.20, 0.19) | −0.09 (−0.26, 0.07) | 0.04 (−0.14, 0.21) | |||
| Number of people in house | −0.02 (−0.05, 0.00) | 0.058 | −0.03 (−0.05, −0.00) | 0.030 | −0.02 (−0.05, 0.00) | 0.070 |
| Number of children in house | −0.04 (−0.06, −0.01) | 0.006 | −0.02 (−0.05, 0.00) | 0.244 | −0.01 (−0.04, 0.01) | 0.560 |
| School level | ||||||
| School feeding program | ||||||
| No | Reference | Reference | Reference | |||
| Yes | 0.12 (−0.03, 0.29) | 0.152 | 0.20 (−0.21, 0.62) | 0.351 | 0.23 (−0.09, 0.55) | 0.151 |
| Pupil:teacher | ||||||
| < 50.0 | Reference | Reference | Reference | |||
| 50.0–99.9 | −0.20 (−0.50, 0.04) | 0.098 | −0.41 (−1.43, 0.12) | 0.581 | −0.30 (−0.74, −0.00) | 0.088 |
| ≥ 100.0 | −0.36 (−0.74, −0.06) | −0.40 (−1.39, 0.16) | −0.42 (−0.84, −0.10) | |||
CI = confidence interval; BMIZ = body mass index for age; HA = height for age; SD = standard deviation.
95% CI are obtained from bias-corrected bootstrap analyses using 2,000 bootstrap samples.
Scores standardized separately by class for each of the three domains (attention, numeracy, and literacy), so as to control for the effect of class and test. Differences are presented as z-scores from the class mean.
P value is from the Wald test using multilevel linear regression models (accounting for school-level clustering).
Modeled as a continuous variable.
Stunted and thin defined as HAZ and BMIZ z-scores < 2 SD.
Multivariable associations between individual and household risk factors and standardized scores of numeracy in children from classes 1 to 4, and in sustained attention, numeracy and literacy in children from classes 5 to 8, in Zomba, Malawi in 2011
| Variable | Numeracy (classes 1–4) | Sustained attention (classes 5–8) | Numeracy (classes 5–8) | Literacy (classes 5–8) | ||||
|---|---|---|---|---|---|---|---|---|
| Mean difference in standardized scores | Mean difference in standardized scores | Mean difference in standardized scores | Mean difference in standardized scores | |||||
| Child level | ||||||||
| Sex | ||||||||
| Male | Reference | Reference | ||||||
| Female | −0.14 (−0.26, −0.01) | 0.025 | −0.18 (−0.29, −0.07) | 0.001 | ||||
| Age (per year) | 0.04 (0.01, 0.08) | 0.011 | −0.03 (−0.05, −0.01) | 0.019 | −0.07 (−0.10, −0.04) | < 0.001 | ||
| HAZ | ||||||||
| Not stunted | Reference | |||||||
| Stunted | −0.14 (−0.26, −0.02) | 0.021 | ||||||
| BMIZ | ||||||||
| Not thin | Reference | |||||||
| Thin | −0.22 (−0.43, −0.04) | 0.027 | ||||||
| Anemia status | ||||||||
| Not anemic | Reference | |||||||
| Anemic | 0.12 (0.01, 0.21) | 0.024 | ||||||
| Household level | ||||||||
| Number of people in house | −0.03 (−0.05, −0.00) | 0.030 | ||||||
| Number of children in house | −0.04 (−0.06, −0.01) | 0.003 | ||||||
CI = confidence interval; BMIZ = body mass index for age; HA = height for age; SD = standard deviation.
95% CI are obtained from bias-corrected bootstrap analyses using 2,000 bootstrap samples.
Scores standardized separately by class for each of the three domains (attention, numeracy, and literacy), so as to control for the effect of class and test. Differences are presented as z-scores from the class mean.
P value is from the Wald test using multilevel linear regression models (accounting for school-level clustering).
Modeled as a continuous variable.
Stunted and thin defined as HAZ and BMIZ z-scores < 2 SD.