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Ultrasensitive loop mediated isothermal amplification (US-LAMP) to detect malaria for elimination

Abstract

Background

Malaria elimination requires diagnostic methods able to detect parasite levels well below what is currently possible with microscopy and rapid diagnostic tests. This is particularly true in surveillance of malaria at the population level that includes so-called “asymptomatic” individuals.

Methods

The development of the first ultrasensitive loop mediated amplification method capable of detecting malaria from both whole blood and dried blood spots (DBS) is described. The 18S rRNA and corresponding genes that remain stable on DBS for up to 5 months are targeted.

Results

In the case of Plasmodium falciparum, lower limits of detection of 25 parasite/mL and 50–100 parasite/mL from whole blood and DBS were obtained, respectively. A sensitivity of 97.0% (95% CI 82.5–99.8) and specificity of 99.1% (95% CI 97.6–99.7) was obtained for the detection of all species in asymptomatic individuals from Africa and Asia (n = 494).

Conclusion

This tool is ideally suited for low middle-income countries where malaria is endemic and ultrasensitive surveillance of malaria is highly desirable for elimination.

Background

In 2016, there were approximately 216 million estimated cases of malaria identified globally [1]. However, more cases remained undetected as the diagnosis of low-level infections is challenging at the field level. Approximately, 20–70% of the malaria infections are reported to be undetected by current non-nucleic acid tests such as microscopy and rapid diagnostic tests (RDTs) [2]. RDTs and microscopy can detect Plasmodium infection when the parasite count is higher than 50,000–200,000/mL of whole blood [3,4,5]. Molecular detection tools have provided a window into these undetected cases which comprise the asymptomatic reservoir from which transmission can occur [6]. Questions remain as to whether these individuals are truly asymptomatic, but it is becoming apparent that they contribute to onward transmission [7,8,9]. Low-level infections can be detected by molecular diagnostic tools, such as PCR, real time PCR (qPCR) and reverse transcriptase-qPCR (qRT-PCR); however, these methods are time-consuming, require expensive instruments for initial laboratory set up as well as expert personnel to operate the laboratories [10,11,12].

In contrast to PCR or qPCR, loop-mediated isothermal amplification (LAMP) based methods are quick, simple, and require little capital equipment. Several in-house LAMP assays have efficiently detected Plasmodium infection [13, 14] as well as identified drug resistance associated genetic markers in Plasmodium falciparum [15, 16].

Currently, two commercial kits are available in the market: LoopAmp malaria (Pan/Pf) detection kit (Eiken Chemical Company, Tokyo, Japan) and Illumigene malaria LAMP assay (Meridian Biosciences, Cincinnati, USA), both of them have been reported to detect symptomatic malaria cases with high sensitivity and specificity [10,11,12, 17,18,19]. These kits possess a limit of detection (LOD) of approximately 1000 parasites/mL; however, at the field level, parasite density can be much lower than 1000 parasites/mL. In some instances, almost 50% of the asymptomatic patients harbour a parasite level that beyond the LOD of these two kits (i.e. < 1000 parasite/mL) [6, 20]. For example, the LoopAmp malaria kit was reported to be only 40.8% sensitive in an asymptomatic malaria survey in Zanzibar [20]. Therefore, the efficiency of the commercial LAMP assays are equivalent to the gold standard nested PCR which has a LOD ranging from 1000 to 10,000 parasites/mL [21]. However, 18S rDNA based high volume qPCR [22] and 18S rRNA based qRT-PCR [23] have been reported recently to have a LOD of approximately 20 parasites/mL from whole blood. Additionally, 18S rRNA was found to be stable in filter paper dried blood spots (DBS) for up to 6 months while providing enough template to be detected by qRT-PCR [24]. Previously, a field-tailored reverse transcriptase LAMP assay demonstrated a LOD of 0.8 parasite/mL of whole blood using the transcript of gene exp1 [25]. Similarly, 18S rRNA is known to be a stable target for qRT-PCR and advantageous as a multicopy target because a single P. falciparum parasite contains approximately 10,000 copies of 18S rRNA at the ring stage [23]. Although such quantitative data was not obtained for other species, some copies of the 18S rRNA gene are highly expressed at the asexual blood stages in other species [26,27,28].

Here, a single reaction tube, low-cost ultrasensitive LAMP (US-LAMP) test targeting 18S rRNA for all malaria species was developed. This relatively inexpensive and easy-to-perform test works from whole blood and dried blood spots (DBS) and can be used for ultrasensitive visual detection of malaria for elimination surveillance efforts in low middle-income countries (LMIC).

Methods

Primer design

For Plasmodium genus-level detection, a set of genus-specific (Pan) primers was adopted from a previous study [13]. Modified P. falciparum-specific primers (Pf) were developed for this study (Table 1) [29]. Briefly, P. falciparum-specific primers were modified to amplify a specific region of the 18S rRNA gene located at chromosome 5 and 7, since these two copies are highly expressed at the blood stages of their life cycle [23, 30].

Table 1 List of primers used in this study

Nucleic acid extraction-whole blood

For whole blood specimens, a modification of the traditional Trizol Reagent (Invitrogen, Burlington, ON) based RNA extraction protocol was used. Briefly, 250 µL of whole blood was mixed with 50 µL of 5% saponin (Sigma-Aldrich, Oakville, ON) solution and kept at room temperature for 15 min. In this step, blood was mixed with saponin by shaking the tubes by hand, no vigorous mixing such as vortex mixing was applied. Then, saponin lysate was mixed and homogenized with 1500 µL of Trizol reagent (pH was adjusted to 7.2) and kept at room temperature for 10 min. Afterward, blood lysate was centrifuged at 4 °C and 10,000 rpm for 5 min and the supernatant decanted for downstream purification. The subsequent steps were performed according to the manufacturer’s instructions except for the final washing step (no 70% ethanol required) [31]. Two µL of the extract was used for each US-LAMP reaction. A detailed description of the protocol can be found in Additional file 3.

Nucleic acid extraction–dried blood spots (DBS)

A modified total nucleic acid extraction protocol from DBS was used [24]. Fifty microliter of the whole blood sample was spotted onto Whatman 903 protein saver cards (GE Healthcare, Mississauga, ON) and allowed to air-dry overnight. A standard 6 mm-diameter hole puncher was used to cut spots into individual tubes. Dried blood containing filter paper pieces were mixed with lysis buffer [24] and incubated at 65 °C and 250 rpm shaking speed for 2.5 h in an orbital shaker. The 700 µL supernatant was transferred into HiBind® DNA mini columns (Omega Bio-tek, Norcross, GA) and centrifuged at 2000 rpm for 2 min followed by another spinning step of 8000 rpm for 1 min. Column-bound nucleic acid was washed with 500 µL of the “wash buffer 1” by centrifuging the column at 8000 rpm for 1 min. Columns were washed with 500 µL of the “wash buffer 2” through centrifuging at 13,000 rpm for 3 min. An eluate of total nucleic acid with 50 µL of TE buffer (5 min wait after the addition of TE buffer) was obtained by centrifuging at 8000 rpm for 1 min. Ten microliters of the filter paper extract was used in a single US-LAMP reaction. A detailed description of the protocol can be found in Additional file 4.

Ultrasensitive loop mediated amplification (US-LAMP) assay conditions

Bst 2.0 WarmStart® DNA polymerase was combined with WarmStart® reverse transcriptase in 1X Isothermal Amplification Buffer (New England Biolabs, Whitby, ON) to perform the US-LAMP assay. In a 25-µL LAMP reaction mixture, 1.6 µM F1P and B1P, 0.8 µM LPF and LPB, 0.2 µM F3 and B3 primer concentrations, 8 mM MgSO4, 1.4 mM dNTPs, 0.8 M Betaine (Sigma-Aldrich, Oakville, ON, Canada), 8 unit of Bst 2.0 WarmStart® DNA Polymerase and 7.5 unit of Warm Start® reverse transcriptase were used. The assay was optimized with pre-addition of 0.5 µL of 50X SYBR green (Invitrogen, Burlington, ON) in the reaction mixture. Amplification was measured based on increased relative fluorescence units (RFU) per minute in the CFX-96 Real-Time PCR detection system (Bio-Rad, Mississauga, ON). A threshold RFU value of 200 was chosen based on the background fluorescence levels. Optimization studies were performed to arrive at the ideal incubation of 63 °C for both Pan and Pf-LAMP assays. The final assay duration was fixed at 30 min for the Pan-LAMP assay and 60 min for the Pf-LAMP assay after optimizing the amplification curves using the CFX96 Real Time System. For visual detection of LAMP amplification, 1 µL of 0.35% (v/v) Gel green (Biotium, Freemont, CA), and 3 mM Hydroxynapthol blue (Sigma-aldrich, Oakville, ON), was added to the master mix [32]. Nuclease free water (VWR, Mississauga, ON) was used to constitute the final reaction volume. After amplification, the reaction tubes were exposed to blue LED light using a Blue Light Transilluminator (New England Biogroup, Atkinson, NH) to visualize the fluorescence due to the inter-chelation of gel green with the amplicons.

Limit of detection (LOD) analysis

Uninfected blood, collected from a healthy donor, was spiked with in vitro culture of P. falciparum strain 3D7. A serial dilution of spiked blood with uninfected blood was made resulting in a parasite count range of 1 to 10,000 parasite/mL. Here, the parasite count was established by microscopy. Total nucleic acid was extracted from whole blood as well as from the DBS (50 µL) prepared from each dilution. Subsequently, the nucleic acid was amplified from the extracts by Plasmodium genus (Pan) and P. falciparum (Pf)-specific primers sets in the CFX-96 Real Time system. To detect real-time amplification, fluorescence measurement was taken every minute.

After initial assessment on culture-spiked blood, whole blood from one of each P. falciparum, Plasmodium vivax and Plasmodium ovale spp.-infected patients was diluted with healthy donor blood to obtain a parasite count ranging from 1 to 10,000 parasite/mL. Here, P. falciparum dilutions were tested in triplicate by both Pan and Pf-specific primers set while P. vivax and P. ovale spp. dilutions were tested in triplicate with only genus-specific primers. LODs were determined using the CFX-96 Real Time System subsequently confirmed through observing gel green fluorescence. If at least two out of three replicates of a certain dilution were tested positive by LAMP assays, the result was noted as positive.

Stability studies

The stability of total nucleic acid, including RNA, in the DBS was evaluated. Multiple DBS were made from the serially diluted P. falciparum (3D7) culture spiked whole blood specimens. Total nucleic acid was extracted in duplicate from those spots at 3, 10, 17, 24, 30, 60, 90, 120 and 150 days and tested by genus-specific primers.

Assay validation using clinical samples

A combination of whole blood specimens (symptomatic returning travellers to Calgary, Canada) and DBS (asymptomatic individuals from Ethiopia and Bangladesh) were used for validation of the assay. For symptomatic travellers, 41 malaria positive specimens and 72 negative specimens based on microscopy were obtained between September 2017 to May 2018 were used. Of the 41 positives, 24 were positive for P. falciparum, 12 were P. vivax positive and five were positive for P. ovale spp. Total nucleic acid was extracted from the fresh blood samples within 24 h of collection by the modified Trizol extraction mentioned above. Additionally, to validate the utility of US-LAMP for detection of low-level infections, DBS samples collected previously from asymptomatic individuals were obtained from a relatively high transmission area (Gondar, Ethiopia, n = 308) and a low transmission area (Bandarban, Bangladesh, n = 186). Whole blood samples were collected in EDTA tubes through venipuncture, and subsequently, 50 µL of the EDTA mixed blood specimens were spotted onto Whatman 903 protein saver card immediately after collection. Then, the blood spots were air-dried and stored at the room temperature in Calgary which is around 20–25 °C. Additionally, thick and thin blood smears were prepared for microscopy prior to the mixing with EDTA. Total nucleic acid was extracted from the DBS by the aforementioned protocol, and LAMP assays were conducted on the extracts with the pre-addition of gel green and hydroxynaphthol blue in the reaction mixture. Ethical approval were obtained from the corresponding Ethical Review board of University of Gondar (CMHS08/28/2013), International Center for Diarrheal Disease Research, Bangladesh (icddr,b:PR-15021), and University of Calgary Conjoint Health Research Ethics Board (REB17-2220). For sensitivity and specificity analysis, qRT-PCR [24] targeting 18S rRNA was used as the gold standard.

Results

Limit of detection (LOD)—culture spiked blood

A standard curve was obtained by plotting time to amplification against the logarithms of initial parasite count per mL. The goodness of fit to the straight line (R2) values were 0.813 and 0.641 respectively from whole blood and DBS. The data confirm that the Plasmodium genus-level US-LAMP assay consistently detects the presence of P. falciparum as low as 10 parasite/mL of culture-spiked whole blood, whereas the detection limit was 25 parasite/mL from DBS (Additional file 1: Figure S1).

Limit of detection (LOD)—clinical specimens

Standard curves were plotted using threshold time against the logarithms of initial parasite count per mL for P. falciparum using genus- and species-specific primers to determine the assay dynamic range (Figs. 1 and 2). The LOD of 50 parasite/mL and 50–100 parasite/mL from whole blood and DBS in case of the P. falciparum-specific LAMP assay was achieved, with a goodness of fit to the straight line of 0.884 and 0.927, respectively (Fig. 3). Standard curves were plotted separately for whole blood and DBS using time to amplification (threshold time) against the logarithms of initial parasite count per mL for P. falciparum, P. vivax, and P. ovale spp. serial dilutions prepared from patient specimens. In the case of P. falciparum, LODs of 25 parasite/mL and 50–100 parasite/mL from whole blood and DBS were obtained, respectively (Fig. 1). Corresponding goodness of fit to the straight line values were 0.931 (whole blood) and 0.800 (DBS). LODs of 5–10 parasites/mL and 25–50 parasite/mL for P. vivax were obtained using whole blood and DBS (Fig. 2). LODs for P. ovale spp. were 25 parasites/mL from whole blood and 25–50 parasite/mL from DBS. The goodness of fit to the straight line was 0.896 and 0.827 for corresponding whole blood and DBS extracts of P. ovale. Through pre-addition of gel green, visual detection of amplification was also possible (Fig. 4). Additionally, data demonstrate that a maximum of four spots can be batched together without compromising the limit of detection (Additional file 1: Figure S2).

Fig. 1
figure 1

Amplification curve obtained from CFX96 Real Time system for Pan-LAMP assay. Here, a, b shows the amplification curve of Plasmodium falciparum dilution extracted from whole blood and DBS respectively (one representative experiment). Similarly, cf describe the amplicons obtained for Plasmodium vivax and Plasmodium ovale spp. serial dilutions from whole blood and DBS extracts respectively. The threshold bar was fixed at 200 relative fluorescence units (RFU) to keep all background fluorescence levels under the bar. The numbers indicated next to each curve are parasite count/mL

Fig. 2
figure 2

Validation of Pan US-LAMP assay on serially diluted clinical specimens. US-LAMP assay was carried on whole blood (a, c, e) and dried blood spot (DBS) extracted total nucleic acid (b, d, f). Here, af summarizes the data obtained from P. falciparum, P. vivax and P. ovale spp. serial dilutions prepared from clinical specimens. Data was obtained from triplicate experiments where error bars indicate standard error of mean (SEM). Threshold time (min = minutes) was determined by placing the threshold bar at 200 RFU in the CFX96 Real Time system. R2 indicates goodness of fit to the straight line

Fig. 3
figure 3

Validation of P. falciparum specific US-LAMP assay on diluted clinical specimens. Pf-LAMP was carried out on whole blood (a, b) and dried blood spot (c, d) extracted total nucleic acid. Experiments were performed in triplicate where error bars indicate standard error of mean (SEM). Here again, the threshold time (min = minutes) was determined by placing the threshold bar at 200 RFU in the CFX96 Real Time system. Each number/mL is indicative of parasite count/mL and R2 indicates goodness of fit to the straight line. a and c represents one of the three corresponding experiments

Fig. 4
figure 4

Observation of fluorescence by pre-addition of gel green in the reaction mixture. Here, results were shown for P. vivax dilutions. A representative experiment is shown. DBS stands for dried blood spot

Stability of the genetic material

From P. falciparum strain 3D7 culture-spiked blood, DNA and RNA are stable for at least 5 months on Whatman 903 protein saver card. However, best results were obtained within 1 month. After 1 month, inconsistent amplification from lower dilutions at 25 and 50 parasites/mL occurred (Table 2).

Table 2 Stability assessment of the nucleic acid on Whatmann 903 protein saver card (dried blood spots [DBS])

Validation of US-LAMP

An initial verification study was performed on a set of clinical specimens from symptomatic returning travellers. Pan-LAMP and Pf-LAMP assays were 100% (95% CI 82.8–100) sensitive for the detection of symptomatic malaria, whereas specificity was 98.6% (95% CI 91.5–99.9) and 97.8% (95% CI 91.4–99.6) for pan-LAMP and Pf-LAMP assay, respectively (Table 3). Subsequently, DBS samples from asymptomatic individuals in Gondar (Ethiopia) and Bandarban (Bangladesh) were used to validate the assay on low-level infections. Overall, Pan-LAMP was 97% sensitive (95% CI 82.5–99.8) and 99.1% (95% CI 97.6–99.7) specific for identifying asymptomatic Plasmodium infection while Pf-LAMP was concluded to be 100% sensitive and 99.8% specific for asymptomatic P. falciparum cases (Table 3). QRT-PCR and Pan-LAMP detected 29 and 32 positives, respectively, from the 308 microscopy negative DBS samples obtained from Gondar. The additional infections detected by US-LAMP but not microscopy comprised 10 P. falciparum, 16 P. vivax, and 3 P. falciparum and P. vivax mixed infections. US-LAMP detected one additional P. falciparum asymptomatic carrier not identified by microscopy from the Bandarban region (Additional file 2: Table S1). Detailed sensitivity and specificity calculations can be found in the Additional file 2: Tables S2–S5.

Table 3 Sensitivity and specificity of the US-LAMP assay on symptomatic and asymptomatic specimen compared to RT-PCR

Discussion

Many LMIC do not have the laboratory infrastructure, training, or access to reagents to perform ultrasensitive PCR methods. LAMP with its minimal requirement of a heat block and visual read out provides a useful alternative for active surveillance of malaria in a population where elimination is being considered. This work describes the first easy-to-perform, low cost ultrasensitive LAMP assay (LOD below 100 parasites per mL) for malaria detection from DBS. Samples can be collected in the form of DBS from remote endemic areas, transported to a regional laboratory, preserved at room temperature for several months, and then tested. The assay achieved 100% sensitivity in detecting symptomatic malaria cases while maintaining a very high level of specificity (> 97%). More importantly, US-LAMP demonstrated excellent sensitivity (> 97%) and specificity (> 99%) for detecting very low-level asymptomatic infections present in both high and low transmission settings in Africa and Asia. Here, an additional 32 out of 308 asymptomatic malaria infections (10.4%) were detected by US-LAMP in Gondar (Ethiopia) where moderate to high transmission malaria occurs highlighting the value ultrasensitive detection for elimination, as reviewed recently by Lindblade et al. [9]. In earlier studies, US-LAMP amplified exp1 mRNA concentrated from a large volume (2 mL) of fresh whole blood [25]. However, this is practically difficult to obtain at the field level especially from younger children. This assay is only applicable for detecting P. falciparum cases not for identifying other species. Moreover, the stability of the mRNA transcript from the exp1 gene was not studied.

In low transmission settings, to save reagents, DBS samples can be batched into groups of four for initial screening and subsequently only positive batches selected for individual testing. The batch approach is particularly useful for the detection of asymptomatic malaria in large-scale surveys where the positivity rate is expected to be low. Additionally, samples testing positive can be further assessed for gametocyte carriage by a Pfs25-specific LAMP assay if required [33].

Primers targeting P. falciparum were modified specifically to amplify 18S rRNA located in chromosome 5 and 7. The latter loci are known to be highly expressed in the blood stages of the P. falciparum [23]. By using total nucleic acid (18S RNA and DNA) as the target for amplification instead of DNA only, a LOD of 5–50 parasite/mL in whole blood could be attained [13]. This is a 1000- to 10,000-fold improvement in LOD compared to previous LAMP assays targeting 18S rDNA alone. Data exhibited that genus-level ‘Pan” primers had the best LOD in the case of P. vivax (5–10 parasites/mL) and P. falciparum (10 parasites/mL) using whole blood. LOD analysis is based on a culture-derived sample which may not reflect actual patient samples. This study evaluated the Pan-LAMP assay for three species: P. falciparum, P. vivax and P. ovale. A limitation is that the assay on Plasmodium malariae and Plasmodium knowlesi could not be tested due to lack of sample availability. Qualitative detection of fluorescence created by the gel green was robust and closely mirrored results using a fluorescence detection system. Visual detection again makes the assay more amenable to a resource-limited setting. Another limitation is the reliance on a labour-intensive column-based RNA extraction protocol which prevents the use of this assay at a health centre but is more suitable for a regional laboratory. An additional dimension could be added in the study by comparing the US-LAMP assay with a DNA-based commercial LAMP assay. However, this strategy was omitted due to the shortage of sample volume. However, the LODs achieved through the US-LAMP assay are better than the commercially available DNA-based LAMP assays.

Conclusion

In summary, the US-LAMP assay presented here is robust, cost-effective, and relatively simple for surveillance of asymptomatic malaria cases that are low-level and comprise the infectious reservoir. Further improvements are required to simplify the nucleic acid extraction process, ideally on a microfluidic cartridge.

Data availability

The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.

Abbreviations

DBS:

dried blood spot

EDTA:

ethylene diamine tetra-acetic acid

LOD:

limit of detection

LAMP:

loop-mediated Isothermal amplification

PCR:

polymerase chain reaction

Pf:

P. falciparum

qPCR:

quantitative real time PCR

qRT-PCR:

quantitative real time reverse transcriptase PCR

RDT:

rapid diagnostic test

TE buffer:

tris–EDTA buffer

rRNA:

ribosomal RNA

US-LAMP:

ultrasensitive LAMP

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Acknowledgements

We thank the clinical laboratory staff at Calgary Laboratory Services, Kevin Perera, and Maha Al Harbi for their expert technical assistance. Funding agencies had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

Meetings

This work was presented in part at the American Society for Tropical Medicine and Hygiene, Annual Meeting, 2017.

Funding

The study was combined supported by Calgary Laboratory Services and Alberta Innovates-Health Solutions Graduate Studentship program. Funding agencies had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

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Authors and Affiliations

Authors

Contributions

ANM designed the study, optimized and conducted the laboratory tests, performed the data analysis, and drafted the manuscript. SG co-ordinated the field sample collection in Gondar, Ethiopia. NJ and MSA conducted the sample collection from Banderban, Bangladesh site. DRP, as the supervisor, finalized the study design, advised on the assay design, co-ordinated with collaborators, and edited and proofread the manuscript. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Dylan R. Pillai.

Ethics declarations

Ethics approval and consent to participate

Ethical approval were obtained from the corresponding Ethical Review board of University of Gondar (CMHS08/28/2013), International Center for Diarrheal Disease Research, Bangladesh (icddr,b:PR-15021), and University of Calgary Conjoint Health Research Ethics Board (REB17-2220). Consent form was signed by the all participating asymptomatic individuals during the time of sample collection.

Consent for publication

All authors have reviewed the manuscript and consented for publication.

Competing interests

The authors declare that they have no competing interests. A provisional patent has been filed on the assay described here (ANM, DRP).

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Supplementary information

Additional file 1: Figure S1.

Initial optimization of the genus-specific (pan) US-LAMP assay on 3D7 culture spiked whole blood. Figure S2. Gel green fluorescence observed after Pan-LAMP assay on Plasmodium ovale spp. dilutions from batched total nucleic acid extraction approach.

Additional file 2: Table S1.

Details of the asymptomatic samples tested positive by RT-qPCR, Pan-LAMP and Pf-LAMP. Table S2. 2 × 2 table for sensitivity and specificity calculation from symptomatic samples (returning travellers in Calgary). Table S3. 2 × 2 table for sensitivity and specificity calculation from asymptomatic (Bandarban) samples. Table S4. 2 × 2 table for sensitivity and specificity calculation from asymptomatic (Gondar) samples. Table S5. 2 × 2 table for sensitivity and specificity calculation from all asymptomatic (Gondar + Bandarban)) samples.

Additional file 3.

Total nucleic acid extraction from filter paper dried blood spots.

Additional file 4.

Reverse transcriptase Real Time PCR protocol for dried blood spot extracted samples.

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Mohon, A.N., Getie, S., Jahan, N. et al. Ultrasensitive loop mediated isothermal amplification (US-LAMP) to detect malaria for elimination. Malar J 18, 350 (2019). https://doi.org/10.1186/s12936-019-2979-4

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