| Literature DB >> 33127922 |
Hillary M Topazian1, Austin Gumbo2, Sydney Puerto-Meredith3, Ruth Njiko4, Alexis Mwanza3, Michael Kayange2, David Mwalilino5, Bernard Mvula5, Gerald Tegha4, Tisungane Mvalo4,6, Jessie K Edwards3, Michael Emch3,7, Audrey Pettifor3,8, Jennifer S Smith3, Irving Hoffman4,9, Steven R Meshnick3, Jonathan J Juliano10.
Abstract
Malaria remains a significant cause of morbidity and mortality in Malawi, with an estimated 18-19% prevalence of Plasmodium falciparum in children 2-10 years in 2015-2016. While children report the highest rates of clinical disease, adults are thought to be an important reservoir to sustained transmission due to persistent asymptomatic infection. The 2015-2016 Malawi Demographic and Health Survey was a nationally representative household survey which collected dried blood spots from 15,125 asymptomatic individuals ages 15-54 between October 2015 and February 2016. We performed quantitative polymerase chain reaction on 7,393 samples, detecting an overall P. falciparum prevalence of 31.1% (SE = 1.1). Most infections (55.6%) had parasitemias ≤ 10 parasites/µL. While 66.2% of individuals lived in a household that owned a bed net, only 36.6% reported sleeping under a long-lasting insecticide-treated net (LLIN) the previous night. Protective factors included urbanicity, greater wealth, higher education, and lower environmental temperatures. Living in a household with a bed net (prevalence difference 0.02, 95% CI - 0.02 to 0.05) and sleeping under an LLIN (0.01; - 0.02 to 0.04) were not protective against infection. Our findings demonstrate a higher parasite prevalence in adults than published estimates among children. Understanding the prevalence and distribution of asymptomatic infection is essential for targeted interventions.Entities:
Mesh:
Year: 2020 PMID: 33127922 PMCID: PMC7603306 DOI: 10.1038/s41598-020-75261-9
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Characteristics of the study population, stratified by P. falciparum PCR status, 2015–2016 Malawi Demographic and Health Survey.
| Variable | PCR-negative | PCR-positive | Total | ||||
|---|---|---|---|---|---|---|---|
| n | % | n | % | n | % | ||
| Unweighted total number* | 5268 | 2125 | |||||
| Weighted count proportion** | 4799 | 68.9 | 2170 | 31.1 | 6969 | ||
| Sex | Male | 2191 | 45.7 | 1124 | 51.8 | 3315 | 47.6 |
| Female | 2608 | 54.3 | 1045 | 48.2 | 3654 | 52.4 | |
| Age group (years) | 15–24 | 1936 | 40.3 | 1096 | 50.5 | 3031 | 43.5 |
| 25–34 | 1421 | 29.6 | 583 | 26.9 | 2004 | 28.8 | |
| 35–44 | 1004 | 20.9 | 349 | 16.1 | 1353 | 19.4 | |
| 45–54 | 439 | 9.1 | 142 | 6.5 | 581 | 8.3 | |
| Wealth quintiles | Poorest | 712 | 14.8 | 530 | 24.4 | 1242 | 17.8 |
| Poorer | 849 | 17.7 | 524 | 24.1 | 1372 | 19.7 | |
| Middle | 943 | 19.6 | 490 | 22.6 | 1433 | 20.6 | |
| Richer | 1004 | 20.9 | 366 | 16.9 | 1370 | 19.7 | |
| Richest | 1291 | 26.9 | 260 | 12.0 | 1551 | 22.3 | |
| Education | None/preschool | 373 | 7.8 | 186 | 8.6 | 559 | 8.0 |
| Primary | 2816 | 58.7 | 1525 | 70.3 | 4341 | 62.3 | |
| Secondary | 1381 | 28.8 | 442 | 20.4 | 1823 | 26.2 | |
| Higher | 209 | 4.4 | 12 | 0.5 | 221 | 3.2 | |
| Owns livestock, herds, or farm animals | No | 2207 | 46.0 | 946 | 43.6 | 3153 | 45.2 |
| Yes | 2593 | 54.0 | 1224 | 56.4 | 3816 | 54.8 | |
| Source of drinking water | Piped | 1222 | 25.5 | 250 | 11.5 | 1472 | 21.1 |
| Unpiped | 3577 | 74.5 | 1920 | 88.5 | 5497 | 78.9 | |
| Household has a bed net | No | 1606 | 33.5 | 749 | 34.5 | 2355 | 33.8 |
| Yes | 3193 | 66.5 | 1421 | 65.5 | 4614 | 66.2 | |
| Slept under an LLIN last night | No | 3014 | 62.8 | 1408 | 64.9 | 4422 | 63.4 |
| Yes | 1786 | 37.2 | 762 | 35.1 | 2547 | 36.6 | |
| Insecticide of LLIN individual slept under (out of individuals sleeping under nets) | Permethrin | 1141 | 63.9 | 507 | 66.6 | 1649 | 64.7 |
| Non-permethrin | 642 | 36.0 | 254 | 33.4 | 897 | 35.2 | |
| At least 1 net per 1.8 household members | No | 731 | 15.2 | 243 | 11.2 | 975 | 14.0 |
| Yes | 2462 | 51.3 | 1178 | 54.3 | 3640 | 52.2 | |
| Anemia (women only) | Not anemic | 1821 | 69.8 | 628 | 60.1 | 2449 | 67.0 |
| Mild | 601 | 23.1 | 327 | 31.3 | 929 | 25.4 | |
| Moderate | 173 | 6.6 | 81 | 7.8 | 254 | 7.0 | |
| Severe | 10 | 0.4 | 9 | 0.9 | 19 | 0.5 | |
| Region | Northern | 822 | 17.1 | 254 | 11.7 | 1076 | 15.4 |
| Central | 1653 | 34.4 | 914 | 42.1 | 2567 | 36.8 | |
| Southern | 2325 | 48.4 | 1001 | 46.1 | 3326 | 47.7 | |
| Place of residence | Urban | 941 | 19.6 | 152 | 7.0 | 1093 | 15.7 |
| Rural | 3858 | 80.4 | 2018 | 93.0 | 5876 | 84.3 | |
| Elevation (m) | < 500 | 719 | 15.0 | 287 | 13.2 | 1005 | 14.4 |
| ≥ 500 & < 1000 | 1673 | 34.9 | 1006 | 46.4 | 2678 | 38.4 | |
| ≥ 1000 & < 1500 | 2217 | 46.2 | 849 | 39.2 | 3067 | 44.0 | |
| ≥ 1500 | 191 | 4.0 | 28 | 1.3 | 219 | 3.1 | |
| Month of data collection | October '15 | 867 | 18.1 | 635 | 29.3 | 1503 | 21.6 |
| November '15 | 1580 | 32.9 | 639 | 29.5 | 2219 | 31.8 | |
| December '15 | 730 | 15.2 | 234 | 10.8 | 963 | 13.8 | |
| January '16 | 1462 | 30.5 | 568 | 26.2 | 2029 | 29.1 | |
| February '16 | 161 | 3.4 | 94 | 4.3 | 255 | 3.7 | |
| Landcover | Settlement | 819 | 17.1 | 116 | 5.4 | 935 | 13.4 |
| Forest | 605 | 12.6 | 313 | 14.4 | 917 | 13.2 | |
| Grassland | 333 | 6.9 | 185 | 8.5 | 518 | 7.4 | |
| Cropland | 2743 | 57.1 | 1410 | 65.0 | 4153 | 59.6 | |
| Wetland | 220 | 4.6 | 131 | 6.0 | 350 | 5.0 | |
| Other | 80 | 1.7 | 15 | 0.7 | 96 | 1.4 | |
*Counts do not incorporate sample weights, and are not representative of the weighted populations used in the table.
**Sampling weights applied.
LLIN long-lasting insecticide-treated net.
Figure 1Distribution of PCR P. falciparum positive parasitemia values (n = 2215). Values < 10 parasites/µL are rounded up to 10 parasites/µL. The density plot’s solid line represents a normal distribution using the observed counts.
Figure 2Spatial distribution of 2015–2016 MDHS clusters. (a) P. falciparum prevalence by cluster and cluster size, (b) weighted P. falciparum prevalence by district, (c) smoothed PCR P. falciparum prevalence estimates using simple kriging, (d) smoothed P. falciparum standard error estimates using simple kriging. Clusters with fewer than five observations were removed prior to kriging to reduce the influence of extreme values due to small sample sizes. Smoothed surfaces are meant to demonstrate regional differences and should not be used for interpretation into areas where data do not exist. All maps were run using R 3.5.1 (R Foundation for Statistical Computing, Vienna, Austria) and the sf (v0.9–2; Pebesma, 2020) package.
Bivariate associations between demographic and environmental risk factors and P. falciparum prevalence using weighted survey data.
| Covariates | Variable | Prevalence difference | 95% confidence interval | p-value | ||
|---|---|---|---|---|---|---|
| Sex | Male | 0.339 | – | – | – | – |
| Female | 0.286 | − 0.05 | − 0.08 | − 0.03 | < 0.001 | |
| Age group (years) | 15–24 | 0.361 | – | – | – | – |
| 25–34 | 0.291 | − 0.07 | − 0.11 | − 0.04 | < 0.001 | |
| 35–44 | 0.258 | − 0.10 | − 0.15 | − 0.06 | < 0.001 | |
| 45–54 | 0.245 | − 0.12 | − 0.17 | − 0.06 | < 0.001 | |
| Wealth quintiles | Poorest | 0.427 | – | – | – | – |
| Poorer | 0.382 | − 0.05 | − 0.09 | 0.00 | 0.05 | |
| Middle | 0.342 | − 0.08 | − 0.14 | − 0.03 | 0.001 | |
| Richer | 0.267 | − 0.16 | − 0.20 | − 0.11 | < 0.001 | |
| Richest | 0.167 | − 0.26 | − 0.31 | − 0.21 | < 0.001 | |
| Education | None | 0.332 | – | – | – | – |
| Primary | 0.351 | 0.02 | − 0.03 | 0.07 | 0.4 | |
| Secondary | 0.243 | − 0.09 | − 0.14 | − 0.04 | 0.001 | |
| Higher | 0.053 | − 0.28 | − 0.34 | − 0.22 | < 0.001 | |
| Owns livestock, herds or farm animals | No | 0.300 | – | – | – | – |
| Yes | 0.321 | 0.02 | − 0.01 | 0.05 | 0.2 | |
| Source of drinking water | Piped | 0.170 | – | – | – | – |
| Unpiped | 0.349 | 0.18 | 0.14 | 0.22 | < 0.001 | |
| Household has a bed net | No | 0.318 | – | – | – | – |
| Yes | 0.308 | − 0.01 | − 0.04 | 0.02 | 0.6 | |
| Slept under an LLIN last night | No | 0.318 | – | – | – | – |
| Yes | 0.299 | − 0.02 | − 0.05 | 0.01 | 0.2 | |
| Insecticide of LLIN individual slept under (out of individuals sleeping under nets) | Permethrin | 0.308 | – | – | – | – |
| Non− permethrin | 0.284 | − 0.02 | − 0.08 | 0.03 | 0.4 | |
| At least 1 net per 1.8 household members | No | 0.249 | – | – | – | – |
| Yes | 0.324 | 0.07 | 0.03 | 0.12 | 0.001 | |
| Number of months ago that sleeping net was obtained (treated or untreated) | < 12 | 0.302 | – | – | – | – |
| 12–23 | 0.294 | − 0.01 | − 0.07 | 0.05 | 0.8 | |
| 24–35 | 0.281 | − 0.02 | − 0.10 | 0.06 | 0.6 | |
| ≥ 36 | 0.265 | − 0.04 | − 0.09 | 0.02 | 0.2 | |
| Anemia (women only) | Not anemic | 0.256 | – | – | – | – |
| Mild | 0.352 | 0.10 | 0.05 | 0.14 | < 0.001 | |
| Moderate | 0.319 | 0.06 | − 0.01 | 0.14 | 0.1 | |
| Severe | 0.478 | 0.22 | − 0.05 | 0.49 | 0.1 | |
| Region | Northern | 0.236 | – | – | – | – |
| Central | 0.356 | 0.12 | 0.07 | 0.17 | < 0.001 | |
| Southern | 0.301 | 0.06 | 0.01 | 0.12 | 0.02 | |
| Place of residence | Urban | 0.139 | – | – | – | – |
| Rural | 0.343 | 0.20 | 0.17 | 0.24 | < 0.001 | |
| Elevation (m) | < 500 | 0.285 | – | – | – | – |
| ≥ 500 & < 1000 | 0.376 | 0.09 | 0.03 | 0.16 | 0.007 | |
| ≥ 1000 & < 1500 | 0.277 | − 0.01 | − 0.07 | 0.05 | 0.8 | |
| ≥ 1500 | 0.127 | − 0.16 | − 0.23 | − 0.09 | 0.000 | |
| Month of data collection | October '15 | 0.423 | – | – | – | – |
| November '15 | 0.288 | − 0.13 | − 0.21 | − 0.06 | < 0.001 | |
| December '15 | 0.243 | − 0.18 | − 0.26 | − 0.10 | < 0.001 | |
| January '16 | 0.280 | − 0.14 | − 0.21 | − 0.08 | < 0.001 | |
| February '16 | 0.369 | − 0.05 | − 0.16 | 0.06 | 0.3 | |
| Landcover | Settlement | 0.124 | – | – | – | – |
| Forest | 0.341 | 0.22 | 0.14 | 0.29 | < 0.001 | |
| Grassland | 0.356 | 0.23 | 0.13 | 0.33 | < 0.001 | |
| Cropland | 0.340 | 0.22 | 0.18 | 0.25 | < 0.001 | |
| Wetland | 0.373 | 0.25 | 0.15 | 0.34 | < 0.001 | |
| Other | 0.160 | 0.04 | 0.00 | 0.07 | 0.03 | |
| Proportion of cluster with bed nets (scaled) | Mean | 0.311 | – | – | – | – |
| 10% increase | – | − 0.01 | − 0.02 | 0.01 | 0.4 | |
| Proportion of cluster that slept under an LLIN last night (scaled) | Mean | 0.311 | – | – | – | – |
| 10% increase | – | − 0.01 | − 0.03 | 0.00 | 0.2 | |
| Current month's average daily maximum temperature (°C) (scaled) | Mean | 0.311 | – | – | – | – |
| 1 °C increase | – | 0.02 | 0.01 | 0.03 | < 0.001 | |
| Prior month's precipitation (mm) (scaled) | Mean | 0.311 | – | – | – | – |
| 100 mm increase | – | − 0.02 | − 0.05 | 0.01 | 0.2 | |
LLIN long-lasting insecticide treated net.
Multivariate associations between bed net associated risk factors and P. falciparum prevalence using weighted survey data.
| Exposure | Model | Prevalence difference | 95% confidence interval | p-value | |
|---|---|---|---|---|---|
| Household has a bed net | Unadjusted | − 0.01 | − 0.04 | 0.02 | 0.6 |
| Adjusted* | 0.02 | − 0.02 | 0.05 | 0.3 | |
| Slept under an LLIN last night | Unadjusted | − 0.02 | − 0.05 | 0.01 | 0.2 |
| Adjusted* | 0.01 | − 0.02 | 0.04 | 0.6 | |
| Individual slept under LLIN treated with non-permethrin (vs. permethrin) | Unadjusted | − 0.02 | − 0.08 | 0.03 | 0.4 |
| Adjusted† | − 0.02 | − 0.07 | 0.02 | 0.4 | |
| At least 1 net per 1.8 household members | Unadjusted | 0.07 | 0.03 | 0.12 | < 0.001 |
| Adjusted§ | 0.02 | − 0.01 | 0.06 | 0.2 | |
LLIN long-lasting insecticide treated net.
*Models adjusted for age, sex, wealth, and household size.
†Model adjusted for age, sex, and wealth.
§Model adjusted for wealth and district.
Multivariate associations between bed net associated risk factors and P. falciparum prevalence using weighted survey data among pregnant women in the 2015–2016 MDHS who contributed samples to the analysis (n = 319).
| Exposure | Model | Prevalence difference | 95% confidence interval | p-value | |
|---|---|---|---|---|---|
| Household has a bed net | Unadjusted | − 0.09 | − 0.21 | 0.03 | 0.2 |
| Adjusted* | − 0.09 | − 0.21 | 0.03 | 0.1 | |
| Slept under an LLIN last night | Unadjusted | − 0.06 | − 0.20 | 0.07 | 0.4 |
| Adjusted* | − 0.06 | − 0.19 | 0.08 | 0.4 | |
| Individual slept under LLIN treated with non-permethrin (vs. permethrin) | Unadjusted | − 0.19 | − 0.37 | − 0.02 | 0.04 |
| Adjusted† | − 0.16 | − 0.34 | 0.02 | 0.08 | |
| At least 1 net per 1.8 household members | Unadjusted | 0.02 | − 0.15 | 0.18 | 0.8 |
| Adjusted§ | 0.03 | − 0.09 | 0.15 | 0.6 | |
LLIN long-lasting insecticide treated net.
*Models adjusted for age, wealth, and household size.
†Model adjusted for age and wealth.
§Model adjusted for wealth and region.