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Substantial asymptomatic submicroscopic Plasmodium carriage during dry season in low transmission areas in Senegal: Implications for malaria control and elimination

  • Makhtar Niang ,

    Roles Conceptualization, Data curation, Formal analysis, Methodology, Supervision, Validation, Writing – original draft, Writing – review & editing

    mniang@pasteur.sn

    Affiliation Immunology Unit, Institut Pasteur Dakar, Dakar, Sénégal

  • Laty Gaye Thiam ,

    Contributed equally to this work with: Laty Gaye Thiam, Rokhaya Sane

    Roles Methodology, Validation

    Affiliation Immunology Unit, Institut Pasteur Dakar, Dakar, Sénégal

  • Rokhaya Sane ,

    Contributed equally to this work with: Laty Gaye Thiam, Rokhaya Sane

    Roles Methodology, Validation

    Affiliation Immunology Unit, Institut Pasteur Dakar, Dakar, Sénégal

  • Nafissatou Diagne,

    Roles Conceptualization, Investigation, Project administration, Writing – review & editing

    Affiliation French National Research Institute for Sustainable Development, URMITE, URMITE UMR 198, Dakar, Sénégal

  • Cheikh Talla,

    Roles Formal analysis, Software, Writing – review & editing

    Affiliation Epidemiology Unit, Institut Pasteur Dakar, Dakar, Sénégal

  • Souleymane Doucoure,

    Roles Investigation, Methodology, Supervision, Writing – review & editing

    Affiliation French National Research Institute for Sustainable Development, URMITE, URMITE UMR 198, Dakar, Sénégal

  • Joseph Faye,

    Roles Data curation, Investigation, Resources, Writing – review & editing

    Affiliation Epidemiology Unit, Institut Pasteur Dakar, Dakar, Sénégal

  • Fode Diop,

    Roles Investigation, Methodology, Writing – review & editing

    Affiliation Immunology Unit, Institut Pasteur Dakar, Dakar, Sénégal

  • Abdoulaye Badiane,

    Roles Investigation, Resources, Supervision, Writing – review & editing

    Affiliation Epidemiology Unit, Institut Pasteur Dakar, Dakar, Sénégal

  • Babacar Diouf,

    Roles Methodology, Validation

    Affiliation Immunology Unit, Institut Pasteur Dakar, Dakar, Sénégal

  • Diogop Camara,

    Roles Methodology, Validation

    Affiliation Immunology Unit, Institut Pasteur Dakar, Dakar, Sénégal

  • Fatoumata Diene-Sarr,

    Roles Conceptualization, Investigation, Project administration, Supervision, Writing – review & editing

    Affiliation Epidemiology Unit, Institut Pasteur Dakar, Dakar, Sénégal

  • Cheikh Sokhna,

    Roles Conceptualization, Funding acquisition, Project administration, Supervision, Writing – review & editing

    Affiliation French National Research Institute for Sustainable Development, URMITE, URMITE UMR 198, Dakar, Sénégal

  • Vincent Richard,

    Roles Conceptualization, Investigation, Methodology, Project administration, Supervision, Writing – review & editing

    Affiliation Epidemiology Unit, Institut Pasteur Dakar, Dakar, Sénégal

  • Aissatou Toure-Balde

    Roles Conceptualization, Formal analysis, Funding acquisition, Project administration, Supervision, Validation, Writing – original draft, Writing – review & editing

    Affiliation Immunology Unit, Institut Pasteur Dakar, Dakar, Sénégal

Abstract

Background

In the progress towards malaria elimination, the accurate diagnosis of low-density asymptomatic infections is critical. Low-density asymptomatic submicroscopic malaria infections may act as silent reservoirs that maintain low-level residual malaria transmission in the community. Light microscopy, the gold standard in malaria diagnosis lacks the sensitivity to detect low-level parasitaemia. In this study, the presence and prevalence of submicroscopic Plasmodium carriage were investigated to estimate the parasites reservoir among asymptomatic individuals living in low transmission areas in Dielmo and Ndiop, Senegal during the dry season.

Methods

A total of 2,037 blood samples were collected during cross-sectional surveys prior the malaria transmission season in July 2013 (N = 612), June 2014 (N = 723) and June 2015 (N = 702) from asymptomatic individuals living in Dielmo and Ndiop, Senegal. Samples were used to determine the prevalence of submicroscopic Plasmodium carriage by real time PCR (qPCR) in comparison to microscopy considered as gold standard.

Results

The prevalence of submicroscopic Plasmodium carriage was 3.75% (23/612), 12.44% (90/723) and 6.41% (45/702) in 2013, 2014 and 2015, respectively. No Plasmodium carriage was detected by microscopy in 2013 while microscopy-based prevalence of Plasmodium carriage accounted for only 0.27% (2/723) and 0.14% (1/702) in 2014 and 2015, respectively. Plasmodium falciparum accounted for the majority of submicroscopic infections and represented 86.95% (20/23), 81.11% (73/90) and 95.55 (43/45) of infections in 2013, 2014 and 2015 respectively.

Conclusion

Low-density submicroscopic asymptomatic Plasmodium carriage is common in the study areas during the dry season indicating that traditional measures are insufficient to assess the scale of parasite reservoir when transmission reaches very low level. Control and elimination strategies may wish to consider using molecular methods to identify parasites carriers to guide Mass screening and Treatment strategies.

Introduction

Malaria due to Plasmodium falciparum remains a significant public health problem despite largely successful control efforts that have led to a sharp decrease of malaria transmission, morbidity and mortality in recent years [1]. According to World Health Organization (WHO), malaria mortality rates fell by 47% worldwide and by 54% in sub-Saharan Africa between 2000 and 2013 [1]. This success has mostly been attributed to coordinated scale-up of global malaria preventive and control interventions.

Most malaria surveillance systems, including the system in Senegal, are predicated on detection of symptomatic malaria cases at health facilities using either clinical diagnosis alone or with parasitological confirmation by light microscopy (LM) or rapid diagnostic tests (RDT). In most settings, where the goal is to significantly reduce malaria morbidity and mortality, quality assured LM and RDT have been shown to effectively detect parasites in the majority of symptomatic patients and thus guide treatments. In contrast, as malaria transmission declines and countries progress towards elimination, LM and RDT are insufficiently sensitive to detect low-level parasitaemia, thus causing gross underestimation of parasite prevalence in areas where most infections are subpatent [26].

Although LM remains the gold standard for the diagnosis of malaria and quantification of Plasmodium parasites, the rapid advances in molecular biology and nucleic acid testing methods and their routine application in clinical studies and epidemiological surveys have enabled the detection of low-density submicroscopic infections as reported in several studies [710]. Moreover, the development of highly sensitive, specific and quantitative molecular diagnostic tests for malaria are becoming increasingly important as control strategies seek to eliminate asymptomatic infections that serve as reservoirs for transmission [11, 12].

To date, the importance of sub-microscopic infections for malaria transmission is still unclear [13]. However, according to the Malaria Eradication Research Agenda, any parasitaemia regardless of its size might contribute to transmission and threaten malaria elimination efforts [11]. Therefore, more sensitive diagnostics are required to accurately document the extent and distribution of low-density submicroscopic hidden malaria infections in local communities as they may represent reservoirs of parasite capable of effectively sustaining transmission to mosquitoes when conditions become optimal [14, 15].

Cross-sectional surveys that sample from asymptomatic individuals provide an operationally attractive method to estimate the prevalence of Plasmodium parasites carriage in the wider catchment population; therefore mitigating against some of the biases associated with passive case detection [16, 17].

In Dielmo and Ndiop, two Senegalese villages where longitudinal studies on determinants of malaria infections have been conducted since early 1990s [18], the disease epidemiology has since changed greatly [19, 20]. P. falciparum prevalence in asymptomatic individuals estimated by LM has been shown to decline from 85% to 1% in 0–3 years old children and 34% to 2% in adults > 50 years between 1990 and 2010 [21].

The present study sought to determine the prevalence of submicroscopic Plasmodium spp parasites carriage in community-based cross sectional surveys conducted prior the malaria transmission season in two Senegalese villages, Dielmo and Ndiop, where all malaria indicators have declined substantially over the last decade.

Materials and methods

Study sites and samples collection

The study was conducted in Dielmo and Ndiop, two extensively described malaria endemic villages situated in Fatick region, Senegal [18, 22]. In both villages, the malaria disease epidemiology has greatly changed during the last decade with a substantial decrease of all malaria indicators (transmission intensity, parasite prevalence, morbidity and mortality) [20].

Community-based cross sectional surveys were conducted in both villages on July 2013, June 2014 and June 2015 respectively corresponding to periods preceding the malaria transmission season in Senegal. No formal sample size calculation was performed, as the objectives were to sample the largest possible fraction of the population involved in the project. A total of 2,037 blood samples were collected from asymptomatic individuals for determination of Plasmodium carriage by LM and quantitative Real Time PCR (qPCR) (Fig 1).

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Fig 1. Study design for determination of Plasmodium carriage in Dielmo and Ndiop villages.

https://doi.org/10.1371/journal.pone.0182189.g001

The study falls within the ongoing Dielmo/Ndiop project, a longitudinal prospective study of malaria infection and the determinants of the disease in a community that has been conducted since early 1990s. The study objectives, benefits and risks were explained in Serere and wolof (the most commonly spoken languages in the areas) or French (the official Senegalese language) to adults participants and legal guardians of minors before inclusion. Written informed consent was obtained from adults and legal guardians of minors participants. The study was examined and approved by the Senegalese National Health Research Ethics Committee.

Microscopic examination of blood films

For microscopy determination of malaria parasites, thin and thick blood smears were prepared, air-dried, fixed in methanol, stained for 20–30 minutes in Giemsa and microscopically examined for malaria parasites by experienced microscopists at the Institute for Research and Development. At least two hundred oil-immersion fields were examined at 100X magnification before a slide was considered negative.

Molecular detection and characterization of Plasmodium species

The detection of Plasmodium spp was carried out by qPCR following genomic DNA isolation of Plasmodium parasites using QIAamp DNA Blood Mini Kit (Qiagen, Hilden, Germany) according to manufacturer’s instructions. DNA from blood samples of known microscopically-confirmed P. falciparum, P. malariae, P. ovale and P. vivax infected patients served for positive controls in all amplifications; sterile water and uninfected samples served for negative control to ensure lack of contamination [23].

The qPCR-based detection and characterization of Plasmodium spp was based on two steps real time PCR as previously described [24, 25]. In the first step, Plasmodium parasites were detected by a “screening real-time PCR” with genus-specific primers targeting the Plasmodium Cytochrome B gene using the Eva Green dye (Solis Biodyne) followed by melt curve analysis of resulting amplicons. Amplification was conducted in a 20 μl reaction mixture containing 5 μl of genomic DNA, 4 μl of 5X Evagreen qPCR Master Mix (Solis Biodyne) and 10 μM of each primer. Amplification was run in a Bio-Rad CFX96 real time thermal cycler using previously described conditions [24]. In the second step, positive Plasmodium DNA samples were ten-fold diluted and analyzed for malaria species using a nested real-time PCR assays with genus-specific primers (P. falciparum, P. vivax, P. malariae, and P. ovale). Primers sequences and real-time PCR conditions used to characterize Plasmodium species were as described by Canier et al. [24]. The presence of P. knowlesi, the fifth human malaria parasite [26] was not investigated in this study.

Submicroscopic Plasmodium carriage was defined as an infection with Plasmodium detected by qPCR but not by LM.

Statistical analysis

Data were analyzed using R statistical software. Distribution of submicroscopic Plasmodium carriage was analyzed according to three defined age groups (≤5 years, [5–15 years] and >15 years), sampling period (2013 to 2015), and village of origin (Dielmo and Ndiop) taking into account entomological inoculation rate (EIR) determined as detailed elsewhere [18, 27]. Fisher's exact tests were performed for testing the null hypothesis that the frequencies of submicroscopic carriage in the three defined age groups are the same. Chi2 test was used to compare prevalence of submicroscopic Plasmodium carriage between villages and across sampling periods. Statistical significance was considered when P values were less than or equal to 0.05.

Results

Demographic characteristics of the study population

A total of 2,037 blood samples collected from Dielmo and Ndiop in 2013 (N = 612), 2014 (N = 723) and 2015 (N = 702) were investigated in this study for the presence of Plasmodium parasites (Table 1). Female participants were predominant over males for all three sampling years (59.31% vs 40.69% in 2013, 54.08% vs 45.92% in 2014 and 53.70% vs 46.30% in 2015) (Table 1). Participants were in majority older than 15 years (48.52% in 2013, 52.69% in 2014 and 53.41% in 2015). The mean age of participant was 21.24 years (±19.29) in 2013, 14.82 years (±18.53) in 2014 and 22.54 years (±18.98) in 2015 (Table 1).

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Table 1. Demographic characteristics of the study population.

https://doi.org/10.1371/journal.pone.0182189.t001

Validation of the qPCR assay for diagnosis of Plasmodium carriage

To validate the qPCR-based assay for diagnosis and characterization of Plasmodium species, DNA obtained from known microscopy and nested PCR-confirmed P. falciparum, P. vivax, P. malariae and P. ovale infected samples were used as positive controls [23], sterile distilled water served for negative control (Fig 2). In a valid run, a positive amplification of Plasmodium DNA results in a melt curve appearing with a melt peak temperature between 76.20°C and 78.80°C (Fig 2A). The species-specific qPCR assays showed specific amplification with distinguishable melting curves associated with specific melt temperatures characteristics of each Plasmodium species (Fig 2B). Detailed analysis of the amplification and melt curves distinguished positive DNA amplification from P. falciparum (Fig 2C), P. vivax (Fig 2D), P. malariae (Fig 2E) and P. ovale (Fig 2F).

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Fig 2. Melt curves analysis showing the qualitative detection and discrimination of the four malaria species (P. falciparum, P. vivax, P. malariae and P. ovale) using nested real time PCR.

https://doi.org/10.1371/journal.pone.0182189.g002

Microscopy and qPCR-based prevalence of Plasmodium carriage

In 2013, no Plasmodium carriage was detected by microscopy among the 612 blood samples screened in Dielmo and Ndiop (Table 2) while qPCR-based screening detected Plasmodium DNA (submicroscopic Plasmodium carriage) in 4.65% (14/301) and 2.89% (9/311) of samples from Dielmo and Ndiop, respectively (Table 2). In 2014, LM examination of Giemsa-stained smears identified only 2 Plasmodium positive samples (1 in Dielmo and 1 in Ndiop) among the 723 samples screened representing a prevalence of 0.28% (1/355) and 0.27% (1/368) in Dielmo and Ndiop, respectively. The 2-microsocopy positive samples originated from a 9.7 years old male from Dielmo and a 0.6 years old female from Ndiop. The qPCR-based molecular diagnostic successfully amplified Plasmodium DNA in 12.72% (92/723) of samples collected in 2014 of which 6.22% (45/723) originated from Dielmo and 6.50% (47/723) from Ndiop (Table 2). The specific prevalence of Plasmodium carriage in Dielmo and Ndiop were 12.67% (45/355) and 12.77% (47/368) respectively (Table 2). In 2015, 702 giemsa-stained slides were screened for Plasmodium species (Table 2) and microscopic investigation revealed only 1 Plasmodium positive slide in Dielmo originating from a 16.6 years old male. By contrast, qPCR identified substantial Plasmodium carriage in both Dielmo (6.90%, 25/329) and Ndiop (5.44%, 21/373) among the corresponding 702 samples with available LM data. Sub-microscopic Plasmodium carriage represented 6.41% (45/702) of the overall tested samples with available microscopic data in 2015. All microscopy-positive samples from 2014 and 2015 sampling were also positive by qPCR.

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Table 2. Prevalence of Plasmodium carriage based on microscopy and qPCR.

https://doi.org/10.1371/journal.pone.0182189.t002

Details of sub-microscopic Plasmodium species

Single P falciparum infections accounted for the majority of submicroscopic Plasmodium carriage representing 86.95% (20/23), 87.77% (79/90) and 95.55% (43/45) of detected Plasmodium in 2013, 2014 and 2015 respectively (Table 3). Single Plasmodium malariae infections were present in 8.69% (2/23) and 2.22% (2/90) of sub-microscopic Plasmodium spp in 2013 and 2014 respectively while P. malariae was not detected in 2015 (Table 3). Plasmodium ovale was absent as single infection in both 2013 and 2014 sampling while being present as mixed infections with P. falciparum in 4.34% (1/23) and 10% (9/90) of sub-microscopic infections in 2013 and 2014, respectively (Table 3). By contrast, P. ovale was present in 2015 uniquely as single infections in 4.44% (2/45) of sub-microscopic infected samples (Table 3). No P. vivax was found from all three surveys in both villages.

Submicroscopic Plasmodium carriage according to age, village and sampling period

The carriage of submicroscopic Plasmodium spp was compared between age groups (≤ 5, [5–15] and > 15 years), villages (Dielmo and Ndiop) and sampling period (2013 to 2014). Submicroscopic Plasmodium carriage was similarly distributed across the three-years sampling periods (2013, 2014 and 2015) and in both villages (Dielmo and Ndiop) and was characterized by an age-dependent carriage of Plasmodium parasites with frequencies being highest in older individuals (> 15 years) and lowest in younger ones (≤ 5 years) (Fig 3). The unique exception to this overall observed distribution was the significantly higher frequency of submicroscopic carriage in infants (≤ 5 years) over younger adults [5–15 years] observed in Ndiop in 2014 (Fig 3). Statistical comparisons performed using Fisher’s exact tests showed that difference of frequencies between age groups were significant in Dielmo in 2013 (p = 0.02) and 2015 (p = 0.005) and in Ndiop in 2014 (p = 0.001).

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Fig 3. Frequency of submicroscopic Plasmodium parasite carriage according to age groups.

https://doi.org/10.1371/journal.pone.0182189.g003

With respect to village of origin of samples, submicroscopic Plasmodium carriage was not significantly different between Dielmo and Ndiop in 2013 (X2 = 0.86, p = 0.35), 2014 (X2 = 3.6x10-31, p = 1) and 2015 (X2 = 0.55, p = 046) despite variation of transmission as determined by the annual entomological inoculate rate (EIR) (Table 2). By contrast, submicroscopic Plasmodium carriage differs significantly across the three-year sampling periods both in Dielmo (X2 = 13.99, p = 0.001) and Ndiop (X2 = 1.6x10-6, p<0.001), similar to the EIR (Table 2).

Discussion

Given the renewed focus on continuous reduction of malaria transmission, morbidity and mortality in many endemic countries ultimately leading to elimination of the disease, malaria control efforts deserve to focus on Plasmodium infection (rather than morbidity and mortality) to reduce and subsequently suppress the reservoir. The function “reservoir” is multifactorial and involves humans (but also non-human primates), vectors and Plasmodia. From the parasite perspective, the rapid and accurate diagnostic of low-density submicroscopic infections that are usually missed by conventional RDT and LM diagnostic methods remains a challenge. In fact, despite their many advantages, the limitations and shortcomings of both RDT and LM, to detect low-density parasitaemia are well documented elsewhere [5, 9]. The introduction of sensitive molecular detection techniques that amplify parasite DNA, has considerably improved the performance of malaria diagnostic and is increasingly revealing the widespread presence of malaria parasite infections with densities below the detection threshold of RDT and LM [8, 9], thus fundamentally changing the current view of malaria epidemiology and burden of infection.

In the present study, a reliable and cost effective molecular-based malaria diagnostic targeting the Plasmodium cytochrome b gene [24] was used to detect submicroscopic Plasmodium carriage in Dielmo and Ndiop, two malaria endemic villages where all malaria indicators have declined substantially over the last decade. The study revealed substantial submicroscopic Plasmodium carriage among asymptomatic individuals at various proportions in both villages prior the malaria transmission season. These findings are important as they provide a basis for identifying and defining priority areas for control interventions when elimination strategies are being considered.

The report of similar findings from others studies conducted in different malaria transmission contexts [4, 5, 28, 29] highlights the need for massive deployment of molecular diagnostics to target low-density submicroscopic parasites which may represent a significant challenge to malaria elimination efforts. Real time PCR has also a limit of detection as reported in many studies [24, 25] implying that the number of submicroscopic infections is likely higher than reported in this study. It is apparent that LM underestimated the true parasite carriage within the study population as it detected none of the infections identified by qPCR in 2013 while being able to detect only 0.27% and 0.14% of Plasmodium carriage in 2014 and 2015, respectively compared to 12.72% and 6.01% prevalence revealed by qPCR.

In this study, submicroscopic Plasmodium carriage was age-dependent, similar to reports from others studies that have shown that individuals older than 15 years were several times more likely to carry submicroscopic parasites than younger individuals, thus arguing for a link between increasing age and lower parasite densities [6, 30]. The finding may explain the fact that infections will be controlled and remain asymptomatic in older individuals because clinical immunity develops overtime. However, studies of factors such as host and parasite genetics that are potentially involved in the observed epidemiological situation, would tremendously contribute to unravel the determinants of submicroscopic Plasmodium carriage in a community.

The absence of significant difference in the prevalence of submicroscopic Plasmodium carriage observed between the two studied villages despite the difference in malaria transmission intensity, could suggest that submicroscopic Plasmodium carriage is not related to malaria transmission intensity. This is supported by the fact that the significant difference of prevalence observed across sampling period (2013 to 2015) both in Dielmo and Ndiop was unrelated to the malaria transmission intensity.

The higher prevalence of submicroscopic P. falciparum carriage in the study areas may have important implications for malaria control measures in Senegal since such infections may be important contributors to the infectious reservoir as documented elsewhere [15, 31, 32]. In fact, it has been reported that, even at low densities, submicroscopic infections could be a potential source of transmission for vectors and a potential source of malaria attack within the population when adequate transmission conditions are established [33, 34]. The relative contribution of submicroscopic infections for onward malaria transmission in low endemic settings is still under debate despite findings from molecular-based surveys that have shown that submicroscopic carriers are presumed to be the source of 20–50% of all human-to-mosquito transmissions [35, 36].

From a clinical point of view, low-density infection may have significant public health importance, as studies conducted by Bousema and Drakeley have shown that mosquitoes feeding on LM parasite-negative individuals can become infected with malaria [37]. From the perspective of control programme aiming to further reduce malaria transmission and achieve elimination, the important question of the contribution of submicroscopic parasite carriage in sustaining transmission remains to be addressed. As described in detail previously [15, 36], there is a considerable probability of transmission occurring at parasite densities often missed by LM and RDT according to both mathematical theory and data.

Further studies to unveil the magnitude of low-density submicroscopic malaria parasites carriage at the country level both within asymptomatic and symptomatic individuals coupled with entomological investigations addressing their role in sustaining malaria transmission are needed to guide accelerated efforts towards malaria elimination in Senegal.

Conclusion

The community-based surveys conducted prior the malaria transmission season in Ndiop and Dielmo revealed substantial submicroscopic Plasmodium carriage among asymptomatic individuals, thus indicating that estimates based on routinely used diagnostic techniques such as RDT and LM, grossly underestimate true malaria parasite prevalence. The findings reported in this study warn against a relaxation of control efforts once prevalence of infection appears low according to LM. The results have also important practical implication for potential malaria elimination strategies in the areas as they could guide a mass screening and treatment approach to accompany elimination efforts in the areas that can be subsequently extended countrywide.

Acknowledgments

The authors express their gratitude to the population of Dielmo and Ndiop for their participation in the study. The authors acknowledge the kind donation of the P. vivax DNA by Ambroise Ahouidi (Le Dantec Hospital of Dakar). The healthcare workers in Dielmo and Ndiop are dully acknowledged for their cooperation in conducting this study.

References

  1. 1. WHO: World Malaria Report 2014. Geneva, Switzerland, World Health Organization 2015.
  2. 2. Baltzell KA, Shakely D, Hsiang M, Kemere J, Ali AS, Bjorkman A, et al. Prevalence of PCR detectable malaria infection among febrile patients with a negative Plasmodium falciparum specific rapid diagnostic test in Zanzibar. Am J Trop Med Hyg. 2013; 88(2):289–291. pmid:23249688
  3. 3. Baum E, Sattabongkot J, Sirichaisinthop J, Kiattibutr K, Davies DH, Jain A, et al. Submicroscopic and asymptomatic Plasmodium falciparum and Plasmodium vivax infections are common in western Thailand—molecular and serological evidence. Malar J. 2015; 14:95. pmid:25849211
  4. 4. Golassa L, Baliraine FN, Enweji N, Erko B, Swedberg G, Aseffa A. Microscopic and molecular evidence of the presence of asymptomatic Plasmodium falciparum and Plasmodium vivax infections in an area with low, seasonal and unstable malaria transmission in Ethiopia. BMC Infect Dis. 2015; 15(1):310.
  5. 5. Harris I, Sharrock WW, Bain LM, Gray KA, Bobogare A, Boaz L, et al. A large proportion of asymptomatic Plasmodium infections with low and sub-microscopic parasite densities in the low transmission setting of Temotu Province, Solomon Islands: challenges for malaria diagnostics in an elimination setting. Malar J. 2010; 9:254. pmid:20822506
  6. 6. Golassa L, Enweji N, Erko B, Aseffa A, Swedberg G. Detection of a substantial number of sub-microscopic Plasmodium falciparum infections by polymerase chain reaction: a potential threat to malaria control and diagnosis in Ethiopia. Malar J. 2013; 12:352. pmid:24090230
  7. 7. Bousema T, Okell L, Felger I, Drakeley C. Asymptomatic malaria infections: detectability, transmissibility and public health relevance. Nat Rev Microbiol. 2014; 12(12):833–840. pmid:25329408
  8. 8. Murphy SC, Prentice JL, Williamson K, Wallis CK, Fang FC, Fried M, et al. Real-time quantitative reverse transcription PCR for monitoring of blood-stage Plasmodium falciparum infections in malaria human challenge trials. Am J Trop Med Hyg. 2012; 86(3):383–394. pmid:22403305
  9. 9. Okell LC, Ghani AC, Lyons E, Drakeley CJ. Submicroscopic infection in Plasmodium falciparum-endemic populations: a systematic review and meta-analysis. J Infect Dis. 2009; 200(10):1509–1517. pmid:19848588
  10. 10. Stresman GH, Stevenson JC, Ngwu N, Marube E, Owaga C, Drakeley C, et al. High levels of asymptomatic and subpatent Plasmodium falciparum parasite carriage at health facilities in an area of heterogeneous malaria transmission intensity in the Kenyan highlands. Am J Trop Med Hyg. 2014; 91(6):1101–1108. pmid:25331807
  11. 11. A research agenda for malaria eradication: monitoring, evaluation, and surveillance. PLoS Med. 2011; 8(1):e1000400. pmid:21311581
  12. 12. Murphy SC, Hermsen CC, Douglas AD, Edwards NJ, Petersen I, Fahle GA, et al. External quality assurance of malaria nucleic acid testing for clinical trials and eradication surveillance. PLoS One. 2014; 9(5):e97398. pmid:24838112
  13. 13. Lin JT, Saunders DL, Meshnick SR. The role of submicroscopic parasitemia in malaria transmission: what is the evidence? Trends Parasitol. 2014; 30(4):183–190. pmid:24642035
  14. 14. Coleman RE, Kumpitak C, Ponlawat A, Maneechai N, Phunkitchar V, Rachapaew N, et al. Infectivity of asymptomatic Plasmodium-infected human populations to Anopheles dirus mosquitoes in western Thailand. J Med Entomol. 2004; 41(2):201–208. pmid:15061279
  15. 15. Schneider P, Bousema JT, Gouagna LC, Otieno S, van de Vegte-Bolmer M, Omar SA, et al. Submicroscopic Plasmodium falciparum gametocyte densities frequently result in mosquito infection. Am J Trop Med Hyg. 2007; 76(3):470–474. pmid:17360869
  16. 16. Afrane YA, Zhou G, Githeko AK, Yan G. Utility of health facility-based malaria data for malaria surveillance. PLoS One. 2013; 8(2):e54305. pmid:23418427
  17. 17. Lindblade KA, Steinhardt L, Samuels A, Kachur SP, Slutsker L. The silent threat: asymptomatic parasitemia and malaria transmission. Expert Rev Anti Infect Ther. 2013; 11(6):623–639. pmid:23750733
  18. 18. Trape JF, Rogier C, Konate L, Diagne N, Bouganali H, Canque B, et al. The Dielmo project: a longitudinal study of natural malaria infection and the mechanisms of protective immunity in a community living in a holoendemic area of Senegal. Am J Trop Med Hyg. 1994; 51(2):123–137. pmid:8074247
  19. 19. Diop F, Richard V, Diouf B, Sokhna C, Diagne N, Trape JF, et al. Dramatic declines in seropositivity as determined with crude extracts of Plasmodium falciparum schizonts between 2000 and 2010 in Dielmo and Ndiop, Senegal. Malar J. 2014; 13:83. pmid:24602390
  20. 20. Trape JF, Tall A, Sokhna C, Ly AB, Diagne N, Ndiath O, et al. The rise and fall of malaria in a West African rural community, Dielmo, Senegal, from 1990 to 2012: a 22 year longitudinal study. Lancet Infect Dis. 2014; 14(6):476–488.
  21. 21. Roucher C, Rogier C, Dieye-Ba F, Sokhna C, Tall A, Trape JF. Changing malaria epidemiology and diagnostic criteria for Plasmodium falciparum clinical malaria. PLoS One. 2012; 7(9):e46188. pmid:23029433
  22. 22. Rogier C, Tall A, Diagne N, Fontenille D, Spiegel A, Trape JF. Plasmodium falciparum clinical malaria: lessons from longitudinal studies in Senegal. Parassitologia. 1999; 41(1–3):255–259. pmid:10697865
  23. 23. Niang M, Thiam LG, Sow A, Loucoubar C, Bob NS, Diop F, et al. A molecular survey of acute febrile illnesses reveals Plasmodium vivax infections in Kedougou, southeastern Senegal. Malar J. 2015; 14:281. pmid:26186936
  24. 24. Canier L, Khim N, Kim S, Sluydts V, Heng S, Dourng D, et al. An innovative tool for moving malaria PCR detection of parasite reservoir into the field. Malar J. 2013; 12:405. pmid:24206649
  25. 25. Farrugia C, Cabaret O, Botterel F, Bories C, Foulet F, Costa JM, et al. Cytochrome b gene quantitative PCR for diagnosing Plasmodium falciparum infection in travelers. J Clin Microbiol. 2011; 49(6):2191–2195. pmid:21508150
  26. 26. Singh B, Kim Sung L, Matusop A, Radhakrishnan A, Shamsul SS, Cox-Singh J, et al. A large focus of naturally acquired Plasmodium knowlesi infections in human beings. Lancet. 2004; 363(9414):1017–1024. pmid:15051281
  27. 27. Fontenille D, Lochouarn L, Diatta M, Sokhna C, Dia I, Diagne N, et al. Four years' entomological study of the transmission of seasonal malaria in Senegal and the bionomics of Anopheles gambiae and A. arabiensis. Trans R Soc Trop Med Hyg. 1997; 91(6):647–652. pmid:9509170
  28. 28. Lo E, Zhou G, Oo W, Afrane Y, Githeko A, Yan G. Low parasitemia in submicroscopic infections significantly impacts malaria diagnostic sensitivity in the highlands of Western Kenya. PLoS One. 2015; 10(3):e0121763. pmid:25816298
  29. 29. Tadesse FG, Pett H, Baidjoe A, Lanke K, Grignard L, Sutherland C, et al. Submicroscopic carriage of Plasmodium falciparum and Plasmodium vivax in a low endemic area in Ethiopia where no parasitaemia was detected by microscopy or rapid diagnostic test. Malar J. 2015; 14:303. pmid:26242243
  30. 30. Proietti C, Pettinato DD, Kanoi BN, Ntege E, Crisanti A, Riley EM, et al. Continuing intense malaria transmission in northern Uganda. Am J Trop Med Hyg. 2011; 84(5):830–837. pmid:21540398
  31. 31. Diallo A, Ndam NT, Moussiliou A, Dos Santos S, Ndonky A, Borderon M, et al. Asymptomatic carriage of plasmodium in urban Dakar: the risk of malaria should not be underestimated. PLoS One. 2012; 7(2):e31100. pmid:22363558
  32. 32. Manjurano A, Okell L, Lukindo T, Reyburn H, Olomi R, Roper C, et al. Association of sub-microscopic malaria parasite carriage with transmission intensity in north-eastern Tanzania. Malar J. 2011; 10:370. pmid:22177014
  33. 33. Steenkeste N, Rogers WO, Okell L, Jeanne I, Incardona S, Duval L, et al. Sub-microscopic malaria cases and mixed malaria infection in a remote area of high malaria endemicity in Rattanakiri province, Cambodia: implication for malaria elimination. Malar J. 2010; 9:108. pmid:20409349
  34. 34. Sama W, Owusu-Agyei S, Felger I, Dietz K, Smith T. Age and seasonal variation in the transition rates and detectability of Plasmodium falciparum malaria. Parasitology. 2006; 132(Pt 1):13–21. pmid:16393349
  35. 35. Brenner H, Gefeller O. Variation of sensitivity, specificity, likelihood ratios and predictive values with disease prevalence. Stat Med. 1997; 16(9):981–991. pmid:9160493
  36. 36. Okell LC, Bousema T, Griffin JT, Ouedraogo AL, Ghani AC, Drakeley CJ. Factors determining the occurrence of submicroscopic malaria infections and their relevance for control. Nat Commun. 2012; 3:1237. pmid:23212366
  37. 37. Bousema T, Drakeley C. Epidemiology and infectivity of Plasmodium falciparum and Plasmodium vivax gametocytes in relation to malaria control and elimination. Clin Microbiol Rev. 2011; 24(2):377–410. pmid:21482730