| Literature DB >> 34106995 |
Hannah M Edwards1, Ruth Dixon2, Celine Zegers de Beyl3, Olivier Celhay1, Mousumi Rahman2, Moe Myint Oo2, Thandar Lwin4, Zaw Lin4, Thiri San4, Kay Thwe Han5, Myaing Myaing Nyunt6, Christopher Plowe6, Gillian Stresman7, Tom Hall7, Chris Drakeley7, Prudence Hamade3, Siddhi Aryal1, Arantxa Roca-Feltrer3, Thaung Hlaing4, Aung Thi4.
Abstract
Malaria incidence in Myanmar has significantly reduced over recent years, however, completeness and timeliness of incidence data remain a challenge. The first ever nationwide malaria infection and seroprevalence survey was conducted in Myanmar in 2015 to better understand malaria epidemiology and highlight gaps in Annual Parasite Index (API) data. The survey was a cross-sectional two-stage stratified cluster-randomised household survey conducted from July-October 2015. Blood samples were collected from household members for ultra-sensitive PCR and serology testing for P. falciparum and P. vivax. Data was gathered on demography and a priori risk factors of participants. Data was analysed nationally and within each of four domains defined by API data. Prevalence and seroprevalence of malaria were 0.74% and 16.01% nationwide, respectively. Prevalent infection was primarily asymptomatic P. vivax, while P. falciparum was predominant in serology. There was large heterogeneity between villages and by domain. At the township level, API showed moderate correlation with P. falciparum seroprevalence. Risk factors for infection included socioeconomic status, domain, and household ownership of nets. Three K13 P. falciparum mutants were found in highly prevalent villages. There results highlight high heterogeneity of both P. falciparum and P. vivax transmission between villages, accentuated by a large hidden reservoir of asymptomatic P. vivax infection not captured by incidence data, and representing challenges for malaria elimination. Village-level surveillance and stratification to guide interventions to suit local context and targeting of transmission foci with evidence of drug resistance would aid elimination efforts.Entities:
Year: 2021 PMID: 34106995 PMCID: PMC8189444 DOI: 10.1371/journal.pone.0252957
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Map of Myanmar showing location of the four sampling domains.
Domain 1: API>5; Domain 2: API 1–5; Domain 3: API<1; Domain 4: non-state areas.
Sample size achieved across domains.
| Domain 1 | Domain 2 | Domain 3 | Domain 4 | Total | |
|---|---|---|---|---|---|
| No. of households | 1,734 | 986 | 757 | 894 | 4,371 |
| No. of people in households | 8,545 | 4,544 | 3,251 | 4,298 | 20,638 |
| No. (%) of household members with PCR sample | 5,687 (66.6) | 3,121 (68.7) | 2,254 (69.3) | 2,664 (62.0) | 13,726 (66.5) |
| No. (%) of household members with serology sample | 4,685 (54.8) | 2,724 (60.0) | 2020 (62.1) | 2,224 (51.8) | 11,653 (56.5) |
*10 samples could be matched to cluster but not to individual questionnaire data, so for individual analysis n = 13,716
Fig 2usPCR prevalence (top) and seroprevalence (bottom) of Mixed infection not included in separate P. falciparum/P. vivax prevalence figures.
Fig 3Normalised age-stratified antibody responses to P. falciparum antigens A] PfAMA, B] PfMSP-1, and P. vivax antigens C] PvAMA, D] PvMSP-1.
Horizontal red lines represent antigen-specific cut-off valus.
Fig 4Maps showing prevalence (left column) and seroprevalence (right column) of Each dot represents one cluster (one village) coloured according to level of prevalence or seroprevalence. Black dots indicate clusters where no positive PCR or serology cases were identified.
Fig 5Forest plots showing Adjusted Odds Ratios (AOR) for risk factors related to being positive by usPCR or by serology across the whole study sample (n = 13,716 for PCR and 11,653 for serology).
A] Prevalence of P. falciparum, B] PCR prevalence of P. vivax, C] Seroprevalence of P. falciparum, D] Seroprevalence of P. vivax. Factors shown are those that remained significant in multivariate logistic regression analyses (plus sex and age group).
Domain specific adjusted ORs for P. falciparum infection.
| Crude OR | Adjusted OR | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Prevalence, % (95% CI) | OR | 95% CI | p-value | OR | 95% CI | p-value | |||
| 0.80 (0.27–2.37) | 1 | 1 | |||||||
| 1.04 (0.44–2.46) | 1.31 | 0.82–2.11 | 0.3 | 1.44 | 0.88–2.36 | 0.1 | |||
| 0.27 (0.04–2.00) | 1 | 1 | |||||||
| 0.75 (17–3.28) | 2.80 | 0.42–18.60 | 0.3 | 2.95 | 0.45–19.48 | 0.3 | |||
| 1.00 (0.40–2.46) | 3.7 | 1.03–13.31 | 0.05 | 3.59 | 1.00–12.87 | 0.05 | |||
| 2.31 (0.60–8.41) | 2.66 | 1.40–5.06 | 0.004 | 3.09 | 1.61–5.95 | 0.001 | |||
| 1.31 (0.41–4.05) | 5.18 | 1.23–21.80 | 0.03 | 4.75 | 1.13–20.01 | 0.03 | |||
| 0.58 (0.25–1.32) | 0.33 | 0.18–0.61 | 0.001 | 0.36 | 0.19–0.66 | 0.001 | |||
| 0.33 (0.12–0.87) | 1 | 1 | |||||||
| 0.48 (0.12–1.88) | 1.49 | 0.60–3.65 | 0.4 | 1.06 | 0.52–2.15 | 0.9 | |||
| n/a | 1.13 | 1.04–1.23 | 0.005 | 1.07 | 0.94–1.21 | 0.3 | |||
| 5.71 (1.91–15.86) | 20.85 | 2.98–145.70 | 0.003 | 35.42 | 6.03–207.86 | < .001 | |||
| 5.81 (1.08–25.95) | 33.05 | 5.02–217.48 | 0.001 | 42.15 | 4.37–406.20 | 0.002 | |||
| 0.10 (0.02–0.40) | 0.07 | 0.03–0.19 | < .001 | 0.08 | 0.03–0.22 | < .001 | |||
| 0.17 (0.06–0.51) | 1 | 1 | |||||||
| 0.64 (0.27–1.52) | 3.72 | 1.00–13.88 | 0.05 | 3.13 | 0.92–10.59 | 0.07 | |||
| 0.30 (0.04–2.52) | 1 | 1 | |||||||
| 0.40 (0.12–1.31) | 1.32 | 0.11–15.41 | 0.8 | 1.34 | 0.12–15.17 | 0.8 | |||
| 0.39 (0.17–0.86) | 1.27 | 0.12–12.93 | 0.8 | 1.00 | 0.09–10.55 | 1 | |||
| 3.00 (0.77–11.00) | 10.47 | 2.39–45.88 | 0.003 | 8.21 | 1.90–35.36 | 0.006 | |||
| 1.57 (0.35–6.73) | 5.01 | 1.03–24.37 | 0.05 | 4.38 | 1.07–17.92 | 0.04 | |||
1Models for domain 3 were not able to be completed due to lack of sufficient infections
Crude and adjusted odds ratios for P. vivax seropositivity per domain.
| Crude OR | Adjusted OR | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Prevalence % (95% CI) | OR | 95% CI | p-value | OR | 95% CI | p-value | |||
| 14.03 (10.32–18.78) | 1 | 1 | |||||||
| 14.88 (11.77–18.65) | 1.07 | 0.91–1.26 | 0.4 | 1.13 | 0.95–1.34 | 0.2 | |||
| 3.07 (1.06–8.56) | 1 | 1 | |||||||
| 4.33 (2.00–9.12) | 1.43 | 0.37–5.53 | 0.6 | 2.13 | 0.61–7.45 | 0.2 | |||
| 17.67 (13.18–23.26) | 6.76 | 2.20–20.81 | 0.001 | 9.89 | 3.27–29.94 | < .001 | |||
| 17.17 (11.81–2429) | 1 | 1 | |||||||
| 15.30 (10.77–21.28) | 0.87 | 0.61–1.25 | 0.4 | 0.88 | 0.60–1.31 | 0.5 | |||
| 15.81 (11.24–21.76) | 0.91 | 0.56–1.46 | 0.7 | 0.9 | 0.51–1.59 | 0.7 | |||
| 12.23 (8.42–17.43) | 0.67 | 0.39–1.16 | 0.1 | 0.64 | 0.34–1.22 | 0.2 | |||
| 9.96 (7.08–13.84) | 0.53 | 0.31–0.92 | 0.02 | 0.51 | 0.27–0.97 | 0.04 | |||
| 37.23 (27.25–48.44) | 3.73 | 2.18–6.39 | < .001 | 3.11 | 1.86–5.20 | < .001 | |||
| 12.96 (9.77–17.00) | 0.61 | 0.40–0.93 | 0.02 | 0.60 | 0.38–0.94 | 0.03 | |||
| 7.68 (5.56–10.52) | 1 | 1 | |||||||
| 9.85 (6.58–14.50) | 1.31 | 1.00–1.72 | 0.05 | 1.44 | 1.09–1.92 | 0.01 | |||
| 3.65 (1.36–9.41) | 1 | 1 | |||||||
| 4.33 (2.35–7.84) | 1.19 | 0.53–2.67 | 0.7 | 2.09 | 0.94–4.64 | 0.07 | |||
| 9.88 (6.89–13.96) | 2.89 | 0.99–8.45 | 0.05 | 5.22 | 1.59–17.15 | 0.008 | |||
| 48.67 (37.06–60.43) | 10.95 | 5.90–20.31 | < .001 | 9.43 | 4.37–20.33 | < .001 | |||
| 7.59 (5.29–10.78) | 0.53 | 0.36–0.80 | 0.003 | 0.59 | 0.38–0.92 | 0.02 | |||
| 13.08 (9.56–17.64) | 1.88 | 1.23–2.88 | 0.005 | 1.94 | 1.24–3.06 | 0.005 | |||
| 6.59 (4.70–9.15) | 0.58 | 0.45–0.76 | < .001 | 0.64 | 0.47–0.86 | 0.004 | |||
| 2.72 (1.22–5.95) | 1 | 1 | |||||||
| 3.79 (1.57–8.85) | 1.41 | 0.99–2.02 | 0.06 | 1.45 | 1.02–2.05 | 0.04 | |||
| n/a | 1.02 | 1.01–1.03 | 0.004 | 1.02 | 1.01–1.03 | 0.002 | |||
| 11.24 (2.62–37.36) | 4.06 | 1.36–12.17 | 0.01 | 4.11 | 1.50–11.26 | 0.008 | |||
| 2.88 (1.21–6.71) | 0.55 | 0.35–0.87 | 0.01 | 0.62 | 0.40–0.96 | 0.03 | |||
| 18.15 (14.17–22.94) | 1 | 1 | |||||||
| 20.55 (15.62–26.55) | 1.17 | 1.01–1.35 | 0.04 | 1.14 | 0.97–1.36 | 0.1 | |||
| 2.24 (0.47–9.96) | 1 | 1 | |||||||
| 7.15 (3.92–12.69) | 3.36 | 0.74–15.26 | 0.1 | 2.19 | 0.60–9.18 | 0.3 | |||
| 25.06 (18.79–32.58) | 14.56 | 2.74–77.41 | 0.003 | 9.82 | 1.79–54.00 | 0.01 | |||
| 20.04 (15.64–25.30) | 3.28 | 1.89–5.70 | < .001 | 2.51 | 1.56–4.05 | 0.001 | |||
| 44.22 (34.09–54.85) | 3.89 | 2.49–6.09 | < .001 | 3.65 | 2.30–5.78 | < .001 | |||
| 21.53 (16.69–27.32) | 1.97 | 1.29–3.01 | 0.003 | 1.72 | 1.04–2.83 | 0.04 | |||
| 24.68 (17.91–32.98) | 1.57 | 1.16–2.11 | 0.004 | 1.42 | 1.15–1.74 | 0.002 | |||
Domain specific adjusted ORs for P. vivax infection.
| Prevalence % (95%CI) | Crude OR | Adjusted OR | |||||||
|---|---|---|---|---|---|---|---|---|---|
| OR | 95% CI | p-value | OR | 95% CI | p-value | ||||
| 1.25 (0.78–2.00) | 1 | 1 | |||||||
| 3.65 (2.44–5.43) | 2.98 | 2.19–4.06 | < .001 | 3.04 | 2.18–4.24 | < .001 | |||
| 0.81 (0.18–3.55) | 1 | 1 | |||||||
| 1.54 (0.68–3.43) | 1.90 | 0.33–11.10 | 0.5 | 2.02 | 0.35–11.61 | 0.4 | |||
| 2.59 (1.79–3.75) | 3.24 | 0.70–15.03 | 0.1 | 3.41 | 0.76–15.34 | 0.1 | |||
| 7.83 (3.50–16.57) | 4.01 | 1.78–9.01 | 0.001 | 2.42 | 1.07–5.46 | 0.04 | |||
| 5.02 (2.98–8.34) | 3.95 | 2.14–7.31 | < .001 | 3.90 | 2.12–7.16 | < .001 | |||
| 1.68 (1.06–2.63) | 0.58 | 0.38–0.87 | 0.01 | 0.58 | 0.39–0.88 | 0.01 | |||
| 0.53 (0.24–1.19) | 1 | 1 | |||||||
| 0.99 (0.49–1.99) | 1.87 | 1.09–3.22 | 0.02 | 1.96 | 1.13–3.40 | 0.02 | |||
| n/a | 1.01 | 0.98–1.03 | 0.6 | 1.09 | 0.98–1.20 | 0.1 | |||
| 1.65 (0.66–4.06) | 2.86 | 1.11–7.35 | 0.03 | 2.97 | 1.13–7.83 | 0.03 | |||
| 10.56 (4.50–22.82) | 1 | 1 | |||||||
| 10.06 (6.09–16.17) | 0.95 | 0.57–1.57 | 0.8 | 0.89 | 0.51–1.56 | 0.7 | |||
| 4.94 (1.27–17.30) | 1 | 1 | |||||||
| 12.48 (4.73–29.07) | 2.74 | 1.58–4.76 | 0.001 | 1.75 | 0.81–3.77 | 0.1 | |||
| 10.09 (5.86–16.82) | 2.16 | 0.83–5.60 | 0.1 | 1.28 | 0.41–3.93 | 0.7 | |||
| 12.13 (6.03–22.90) | 10.87 | 2.46–48.05 | 0.003 | 9.23 | 1.99–42.78 | 0.006 | |||
| 12.28 (5.69–24.51) | 1 | 1 | |||||||
| 12.04 (6.72–20.62) | 0.98 | 0.63–1.52 | 0.9 | 0.85 | 0.55–1.33 | 0.5 | |||
| 8.06 (3.66–16.81) | 0.63 | 0.35–1.12 | 0.1 | 0.62 | 0.36–1.06 | 0.08 | |||
| 8.44 (3.63–18.42) | 0.66 | 0.35–1.25 | 0.2 | 0.70 | 0.37–1.34 | 0.3 | |||
| 0.93 (0.10–7.94) | 0.07 | 0.01–0.58 | 0.02 | 0.06 | 0.01–0.51 | 0.01 | |||
| 18.06 (10.13–30.12) | 2.02 | 1.22–3.35 | 0.008 | 2.10 | 1.37–3.20 | 0.001 | |||
| 12.64 (6.25–23.91) | 2.00 | 1.31–3.05 | 0.002 | 1.90 | 1.20–3.01 | 0.008 | |||
| 13.59 (7.33–23.83) | 2.12 | 1.19–3.79 | 0.01 | 1.69 | 1.02–2.80 | 0.04 | |||
1Models for domain 3 were not able to be completed due to lack of sufficient infections
Fig 6Association of prevalence and seroprevalence with incidence data, aggregated by township and split by P. falciparum (top) and P. vivax (bottom).
Crude and adjusted odds ratios for P. falciparum seropositivity per domain.
| Crude OR | Adjusted OR | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Prevalence % (95% CI) | OR | 95% CI | p-value | OR | 95% CI | p-value | |||
| 27.57 (22.12–33.77) | 1 | 1 | |||||||
| 33.43 (28.26–39.03) | 1.32 | 1.15–1.51 | < .001 | 1.47 | 1.25–1.72 | < .001 | |||
| 3.01 (0.73–11.57) | 1 | 1 | |||||||
| 10.48 (6.83–15.75) | 3.77 | 0.80–17.79 | 0.09 | 5.06 | 1.25–20.47 | 0.02 | |||
| 36.61 (29.68–44.15) | 18.6 | 4.44–77.93 | < .001 | 29.66 | 8.04–109.41 | < .001 | |||
| 31.92 (26.28–38.13) | 1 | 1 | |||||||
| 35.47 (27.73–44.04) | 1.17 | 0.88–1.57 | 0.3 | 1.05 | 0.73–1.53 | 0.8 | |||
| 30.59 (22.46–40.12) | 0.94 | 0.68–1.29 | 0.7 | 0.79 | 0.53–1.16 | 0.2 | |||
| 27.94 (21.01–36.12) | 0.83 | 0.57–1.21 | 0.3 | 0.66 | 0.42–1.05 | 0.08 | |||
| 23.73 (19.51–28.55) | 0.66 | 0.48–0.92 | 0.02 | 0.57 | 0.37–0.88 | 0.01 | |||
| 71.54 (58.95–81.49) | 6.23 | 3.73–10.41 | < .001 | 4.76 | 2.61–8.69 | < .001 | |||
| 46.13 (33.37–59.42) | 2.02 | 1.21–3.36 | 0.008 | 2.43 | 1.49–3.98 | 0.001 | |||
| 39.39 (30.44–49.10) | 1.78 | 1.23–2.57 | 0.003 | 1.72 | 1.14–2.61 | 0.01 | |||
| 19.21 (13.23–27.06) | 1 | 1 | |||||||
| 20.50 (14.58–28.05) | 1.08 | 0.90–1.30 | 0.4 | 1.17 | 0.96–1.42 | 0.1 | |||
| 3.08 (1.00–9.10) | 1 | 1 | |||||||
| 5.48 (2.97–9.88) | 1.83 | 0.71–4.73 | 0.2 | 3.6 | 0.74–17.47 | 0.1 | |||
| 23.90 (16.39–33.48) | 9.89 | 3.05–32.11 | < .001 | 24.34 | 3.85–153.92 | 0.001 | |||
| 26.67 (17.47–38.46) | 1 | 1 | |||||||
| 25.22 (14.84–39.48) | 0.93 | 0.66–1.30 | 0.7 | 0.86 | 0.62–1.19 | 0.3 | |||
| 24.23 (16.32–34.40) | 0.88 | 0.62–1.25 | 0.5 | 0.9 | 0.61–1.32 | 0.6 | |||
| 19.40 (13.56–26.99) | 0.66 | 0.41–1.06 | 0.08 | 0.61 | 0.38–0.98 | 0.04 | |||
| 12.55 (9.35–16.65) | 0.39 | 0.23–0.67 | 0.001 | 0.41 | 0.24–0.69 | 0.002 | |||
| 78.65 (60.30–89.94) | 15.79 | 6.99–35.65 | < .001 | 11.79 | 4.72–29.44 | < .001 | |||
| 17.58 (12.65–23.89) | 0.65 | 0.47–0.91 | 0.01 | 0.69 | 0.50–0.96 | 0.02 | |||
| 32.35 (19.40–48.72) | 2.28 | 1.21–4.31 | 0.01 | 2.28 | 1.16–4.48 | 0.02 | |||
| 9.15 (5.39–15.11) | 1 | 1 | |||||||
| 7.10 (4.60–10.81) | 0.76 | 0.48–1.20 | 0.2 | 0.72 | 0.44–1.20 | 0.2 | |||
| 1.88 (0.25–12.83) | 1 | 1 | |||||||
| 3.74 (1.87–7.34) | 2.03 | 0.39–10.54 | 0.4 | 2.24 | 0.38–13.22 | 0.4 | |||
| 9.55 (6.02–14.81) | 5.52 | 0.72–42.16 | 0.1 | 6.15 | 0.69–54.93 | 0.1 | |||
| 10.09 (5.08–19.05) | 1 | 1 | |||||||
| 8.17 (4.65–13.96) | 0.79 | 0.40–1.58 | 0.5 | 0.78 | 0.39–1.54 | 0.5 | |||
| 10.90 (7.24–16.10) | 1.09 | 0.58–2.05 | 0.8 | 0.98 | 0.51–1.88 | 1 | |||
| 7.28 (4.18–12.37) | 0.7 | 0.36–1.37 | 0.3 | 0.61 | 0.30–1.25 | 0.2 | |||
| 3.68 (1.39–9.36) | 0.34 | 0.13–0.87 | 0.03 | 0.27 | 0.12–0.63 | 0.004 | |||
| 21.47 (11.67–36.14) | 3.17 | 1.67–5.99 | 0.001 | 2.49 | 1.39–4.48 | 0.004 | |||
| 20.92 (12.09–33.73) | 3.25 | 1.63–6.49 | 0.002 | 3.5 | 1.94–6.33 | < .001 | |||
| 13.33 (7.27–23.18) | 1.83 | 1.00–3.36 | 0.05 | 1.91 | 1.14–3.22 | 0.02 | |||
| 28.48 (23.48–34.09) | 1 | 1 | |||||||
| 32.63 (26.39–39.56) | 1.22 | 0.99–1.50 | 0.07 | 1.53 | 1.24–1.90 | < .001 | |||
| 1.20 (0.26–5.26) | 1 | 1 | |||||||
| 6.70 (5.17–8.65) | 5.93 | 1.23–28.65 | 0.03 | 4.5 | 0.86–23.47 | 0.07 | |||
| 41.34 (33.86–49.24) | 58.17 | 11.35–298.10 | < .001 | 45.76 | 8.28–252.77 | < .001 | |||
| 31.06 (25.37–37.38) | 2.04 | 1.48–2.80 | < .001 | 1.91 | 1.18–3.09 | 0.01 | |||
| 29.90 (22.79–38.13) | 1 | 1 | |||||||
| 30.62 (23.97–38.18) | 1.03 | 0.64–1.67 | 0.9 | 0.9 | 0.54–1.53 | 0.7 | |||
| 34.03 (23.43–46.52) | 1.21 | 0.67–2.18 | 0.5 | 1.02 | 0.55–1.86 | 1 | |||
| 27.98 (20.82–36.47) | 0.91 | 0.53–1.55 | 0.7 | 0.54 | 0.30–0.99 | 0.05 | |||
| 18.36 (11.83–27.38) | 0.53 | 0.28–1.01 | 0.05 | 0.44 | 0.21–0.94 | 0.03 | |||
| 34.21 (28.34–40.61) | 1.43 | 1.06–1.92 | 0.02 | 1.63 | 1.17–2.27 | 0.005 | |||