Abstract
Mansonelliasis is a widespread yet neglected tropical infection of humans in Africa and South America caused by the filarial nematodes, Mansonella perstans, M. ozzardi, M. rodhaini and M. streptocerca. Clinical symptoms are non-distinct and diagnosis mainly relies on the detection of microfilariae in skin or blood. Species-specific DNA repeat sequences have been used as highly sensitive biomarkers for filarial nematodes. We have developed a bioinformatic pipeline to mine Illumina reads obtained from sequencing M. perstans and M. ozzardi genomic DNA for new repeat biomarker candidates which were used to develop loop-mediated isothermal amplification (LAMP) diagnostic tests. The M. perstans assay based on the Mp419 repeat has a limit of detection of 0.1 pg, equivalent of 1/1000th of a microfilaria, while the M. ozzardi assay based on the Mo2 repeat can detect as little as 0.01 pg. Both LAMP tests possess remarkable species-specificity as they did not amplify non-target DNAs from closely related filarial species, human or vectors. We show that both assays perform successfully on infected human samples. Additionally, we demonstrate the suitability of Mp419 to detect M. perstans infection in Culicoides midges. These new tools are field deployable and suitable for the surveillance of these understudied filarial infections.
Subject terms: Data mining, Diagnostic markers
Introduction
Mansonelliasis (or mansonellosis) is an infection of humans caused by one of four species of nematodes: Mansonella perstans, M. ozzardi, M. streptocerca and M. rodhaini. M. perstans has the widest distribution and is endemic in 33 countries in sub-Saharan Africa. It is also found in the northern coast of South America including Amazonian Colombia and equatorial Brazil1,2, following introduction into the New World through the slave trade3. Although the global burden of mansonelliasis is not well defined1, it is estimated that in Africa alone, 114 million people are infected with M. perstans with another 580 million individuals at risk of infection2 with prevalence rates in affected communities that range from 3–96%4. M. ozzardi, M. streptocerca and M. rodhaini have a more restricted distribution. M. streptocerca is localized to tropical rainforest areas of central and west Africa1 where the prevalence rates also vary widely, ranging from 0.5–89%4. The distribution of M. ozzardi extends from southern Mexico through parts of the Caribbean as well as Central and South America1,5,6 where prevalence in affected communities ranges from <1–46%5,6. Several dozen human infections with M. rodhaini have been observed in forested regions of Gabon7.
Infective third stage larvae (L3s) of Mansonella are transmitted to humans by biting midges of the genus Culicoides2,6–9. M. ozzardi L3s are also transmitted by biting black flies of the genus Simulium in Central and South America6. Adult male and female worms mate in the human host and females produce viviparous unsheathed microfilariae (mf) that circulate in the blood (M. perstans2 and M. ozzardi6) or skin (M. ozzardi6, M. streptocerca10, M. rodhaini7,11). Following ingestion by an arthropod vector during a blood meal, mf develop into infective L3s that are transmitted to a human host in the course of a subsequent feeding.
Mansonelliasis is the least studied of the filarial diseases as Mansonella spp. parasites generally cause less pathology than other filarial worms. Infected individuals commonly experience an array of non-specific symptoms and signs including fever, headache, joint pain, lymphadenopathy, chronic pruritis, rashes and other dermatological symptoms2,5,6,12. In addition, some patients suffer from ocular lesions due to the presence of adult M. perstans13,14 or M. ozzardi mf5,15 in the eyes. Mansonelliasis, particularly M. perstans infections may also affect people in more subtle ways such as the down regulation of immune responses16 enhancing susceptibility to other infections as well as decreasing the efficacy of vaccine programs1.
Mansonella spp. exhibit significant differences in their susceptibility to the common chemotherapeutics used for treatment of filarial infections. M. perstans infections are considered the most difficult to treat as this parasite is unresponsive to ivermectin17,18; however, a combination of diethylcarbamazine (DEC) and mebendazole has proved effective2,18. In contrast, a single dose of ivermectin will completely clear M. ozzardi mf for at least a year19. Although the use of DEC1,12 or ivermectin12,20 have proved efficacious for M. streptocerca infections, ivermectin is preferred in areas co-endemic with onchocerciasis due to the adverse side effects of DEC20. Doxycycline has been used to treat infections caused by filarial parasites which harbor the bacterial endosymbiont Wolbachia21,22 including M. perstans23. The susceptability of M. rodhaini to these drugs is not known.
Given the largely non-specific clinical symptoms presented in mansonelliasis and the difficulty of detecting adult parasites5,24, definitive diagnosis rests on detection of mf in skin or blood samples25–28. In addition to the commonly used thick blood smear method, concentration techniques including Knott’s method or polycarbonate membrane filtration may be employed for low-density microfilaremias5. Differentiation of mf is based on the absence of a sheath, the staining pattern of terminal nuclei in the tail as well as its shape. M. steptocerca are readily distinguished from other mf by their hooked-shaped tails, whereas M. rodhaini mf are distinguished by their long length24. M. perstans have blunt rounded tails and the tails of M. ozzardi taper to a point1,29. While microscopy is a valuable technique, morphological interpretation can be subjective and requires substantial expertise. Currently, no specific immunodiagnostic tests are available for Mansonella infection1 and molecular diagnosis relies on polymerase chain reaction (PCR) amplification of DNA targets. Most assays target the internal transcribed spacer (ITS) regions between the conserved ribosomal genes 18S, 5.8S and 28S,30–34 or the spacer region between 5S rDNA genes10. The majority of these assays distinguish either M. perstans or M. ozzardi from sympatric filarial parasites of other genera30,31,33,35–37 but do not differentiate M. perstans from M. ozzardi. A PCR assay has been developed to differentiate M. perstans from M. ozzardi, however, this requires sequencing of the amplicon30. In general, these molecular assays are more sensitive than the standard parasitological techniques for the identification of Mansonella spp.1,10,31–34,38–40. Nevertheless, their dependence on trained personnel and relatively expensive equipment restricts their widespread adoption41,42. In addition, PCR reactions require considerable time from DNA extraction to visual read-out by gel electrophoresis or other confirmatory techniques and as such are not appropriate when rapid diagnoses are needed. Therefore, despite their performance, PCR techniques are mostly limited to research facilities and are not ideally suited to field conditions or low-resource settings.
Several isothermal amplification methods targeting DNA have been developed which offer significant improvements over PCR43. Of these methods, loop-mediated isothermal amplification (LAMP) has become the most widely adopted. Its simplicity and visual detection format without the need for expensive equipment offers considerable advantages over PCR41,42,44,45. LAMP assays displaying high levels of specificity and sensitivity have been described for several filarial nematodes including Brugia malayi46, Brugia timori46, Loa loa47–49, Onchocerca volvulus50–52, Wuchereria bancrofti45,53, Dirofilaria immitis54 and Dirofilaria repens55. Genome sequencing has brought with it the ability to devise comparative and subtractive strategies to identify, in silico, new diagnostic candidates from an organism’s genome47. Repeat sequences, some of which occur at high copy number in nematode genomes, are particularly attractive targets as biomarkers45–47,56,57. However, the assembly of repeat regions remains a challenge for shotgun sequencing methods, particularly with short-read technologies like Illumina. To identify repeat-based biomarkers for M. perstans and M. ozzardi, while circumventing the requirement of a high-quality genome assembly, we developed a novel bioinformatic strategy to directly mine for repeat sequences from raw sequencing reads. The candidate biomarkers discovered were validated experimentally and used to develop new rapid colorimetric LAMP assays. These assays were evaluated on patient samples and infected midges and compared with microscopy and PCR-based methods.
Results
Bioinformatic identification of diagnostic candidates
To enable the identification of new species-specific DNA biomarkers for M. perstans and M. ozzardi using a subtractive genomic filtering approach (Fig. 1), Illumina libraries were constructed and sequenced. The total number of reads obtained from the M. perstans and M. ozzardi libraries were ~227 × 106 and ~279 × 106, respectively. Contaminating human reads present in the M. perstans (10%) and M. ozzardi (94%) libraries were removed, and high frequency k-mer reads collected from each library (M. perstans, 2,077,887; M. ozzardi, 138,139) were assembled to generate 61,182 candidate repeat sequences for M. perstans and 47 for M. ozzardi. After removing homologous sequences present in the genomes of human and other filarial parasites, 735 Mansonella spp. specific candidate repeats were identified using data derived from the M. perstans library. Of the 47 candidate repeat sequences from M. ozzardi, 5 were predicted to be species-specific.
Target copy number is an important consideration for biomarker discovery as it may influence assay sensitivity57–59. However, since raw reads were used and accurate copy number data was not available, the number of aligned sequencing reads (9,269–119,769) used to generate each consensus repeat sequence was used as a proxy. The consensus repeats identified were then ranked by size (>300 bps) and % GC (29–42) content to facilitate LAMP primer design. A total of 109 M. perstans and one M. ozzardi repeat families were identified that fulfilled the selection criteria for new candidate DNA biomarkers suitable for LAMP assay development. Of these, 16 M. perstans and one M. ozzardi consensus repeats were chosen for further evaluation. Additional characterization by blastn identified the presence of internal repeats in 7 of 17 Mansonella consensus sequences. When primers were designed to each consensus repeat sequence and assayed by PCR to confirm the presence of these sequences in DNA, those containing internal repeats displayed a ladder-like banding pattern on a gel, with steps ranging from ~50–180 bps in size, indicative of a tandem organization in the genome. Whereas the remaining primer sets amplified single bands of the expected MW, suggestive of dispersed repeats. Additional analysis revealed that the M. perstans candidates collapsed into 10 unique consensus sequences. Of these, 2 dispersed (Mp396, Mp415) and 2 tandem (Mp419, Mp347) repeats (containing a minimum repeat size of 180 bp) as well the M. ozzardi tandemly arranged repeat (Mo2) were selected for LAMP primer design, assay development and optimization.
Evaluation of diagnostic candidates
Multiple primer sets corresponding to the consensus sequence generated for each repeat family were designed and tested empirically in LAMP amplification assays. All repeat families except M. perstans Mp419 (Fig. 2) and M. ozzardi Mo2 (Fig. 3), were eventually eliminated from consideration (data not shown) due to either poor sensitivity or high non-specific background in LAMP reactions. The consensus sequence for Mp419 is 181 bp in length and 33% GC rich. PCR amplification of Mp419 produces a DNA ladder with steps ~200 bps apart, confirming the tandem arrangement of this repeat family in genomic DNA (Fig. 4A). Mo2 is 303 bp in length and 42% GC rich. PCR amplification of Mo2 also revealed a ladder array, with steps ~300 bps apart (Fig. 4B).
Specificity of the Mansonella biomarkers in DNA amplification assays
PCR experiments confirmed the species-specificity of Mp419 (Fig. 4A) and Mo2 (Fig. 4B) where it was observed that primers targeting their respective repeats did not amplify DNA from the other Mansonella species. The non-template controls (NTC) in each experiment were negative. Furthermore, no amplification was observed using L. loa, W. bancrofti, O. volvulus, C. sonorensis, or human DNA (data not shown). The integrity of the Mansonella DNA samples was confirmed in PCR experiments using primers designed to amplify a conserved actin gene46. A single amplification product of 244 bp, the expected fragment size was obtained (Fig. 4C).
The 181 bp Mp419 sequence (Fig. 2A) necessitated that the LAMP primer set be designed manually whereas the longer 303 bp Mo2 sequence (Fig. 3A) was submitted to Primer Explorer for LAMP primer design. The species-specificity of the primer sets were evaluated in colorimetric LAMP reactions containing a fluorescent dye to enable reaction dynamics to be monitored in real time. The M. perstans primer set only amplified M. perstans DNA (Fig. 5A). Amplification was evident at ~25 min and continued until the reactions were terminated at 60 min. Species-specific amplification was also observed with the M. ozzardi primer set at ~8 min and continued until reaction termination at 30 min (Fig. 5B). Neither primer set amplified the non-targeted Mansonella species nor O. volvulus, L. loa or W. bancrofti DNA (Fig. 5A,B). In addition, no amplification was observed in the NTCs by either primer set. The end point color change in these reactions are consistent with the results obtained using the fluorescent dye (Fig. 5C). The integrity of the L. loa, O. volvulus and W. bancrofti DNA samples (Fig. 4C) was confirmed using an actin amplicon as described above.
Analytical sensitivity of the Mansonella LAMP assays
The sensitivity of the Mansonella LAMP assays was evaluated using a 10X dilution series ranging from 10–0.001 pg of genomic DNA. After a 60 min incubation, as little as 0.1 pg of M. perstans DNA was detected, as indicated by the color change from pink to yellow. No color change was observed in either the 0.01 or 0.001 pg samples (Fig. 6A). A similar level of sensitivity was observed (Supplementary Fig. 1) using a previously published, but complicated, nested-PCR assay31. The M. ozzardi assay has a limit of detection of 0.01 pg in 30 min (Fig. 6B). No color change was observed in samples containing only human DNA.
Evaluation of the Mansonella LAMP assays on insect and blood samples
Diagnostic assays based on the amplification of pathogen DNA can be used to detect infection in both vectors and humans, therefore, the performance of the Mansonella LAMP assays was evaluated on experimentally infected midges and clinically defined blood samples. DNA was extracted from 36 Culicoides milnei which had fed on a M. perstans infected volunteer9. As negative controls, DNA was also prepared from 36 unfed C. milnei midges. Each insect sample was evaluated using the colorimetric Mp419 LAMP assay as well as a previously published ITS1-based nested-PCR assay31 (Table 1). Of the 36 fed midges, 10 scored positive by M. perstans LAMP while 14 scored positive in nested-PCR. The flies which were positive in LAMP were also positive in nested-PCR. None of the 36 unfed midges scored positive by LAMP. The nested-PCR product generated in the 4 midge samples which were negative by LAMP were sequenced and found to originate from M. perstans (Supplementary Fig. 2). No amplification was observed in the NTCs in either LAMP or nested-PCR assays. Based on these data (Table 1), the sensitivity of the LAMP assay was determined to be 71.4% while specificity was determined to 100%. The 95% confidence interval (CI) for sensitivity was calculated to range from 43.4% to 99.4%.
Table 1.
Nested PCR Positive | Nested PCR Negative | |
---|---|---|
LAMP Positive | 10 | 0 |
LAMP Negative | 4 | 58 |
To evaluate the performance of the M. perstans LAMP assay, DNA was prepared from human samples collected from a small number of individuals (n = 10) in Cameroon, and non-endemic negative controls from either Brazil (n = 5) or the United States (n = 5). All 20 samples were evaluated by nested-PCR and microscopy. All 10 endemic samples from Cameroon scored positive by LAMP and nested-PCR (Table 2), while nine of these 10 scored positive by microscopy (Supplementary Fig. 3). NTCs in both LAMP and nested-PCR assays were negative. To determine sensitivity and specificity using the CRS test, results from microscopy and nested-PCR were designated as the imperfect gold standard and imperfect resolver respectively (Supplementary Fig. 3). The sensitivity and specificity were both calculated to be 100% (Table 2).
Table 2.
Nested PCR Positive | Nested PCR Negative | |
---|---|---|
LAMP Positive | 10 | 0 |
LAMP Negative | 0 | 10 |
The M. ozzardi LAMP assay was evaluated using 83 samples from Brazilian individuals whose infection status regarding M. ozzardi was previously determined by microscopy or qPCR using an ITS-2 based assay60. All 51 patients that were reported to be M. ozzardi positive60 scored positive in the Mo2 LAMP assay (Table 3). Of the 33 samples that were reported to be negative60, 8 scored positive in the Mo2 LAMP assay as well as in the ITS1-nested PCR assay (Table 3). The remaining 25 samples scored negative in both LAMP and ITS1 nested-PCR assays (Table 3). The sensitivity of the LAMP assay was determined to be 100% while its specificity is 76%. The 95% CI for specificity ranges from 59% to 92.5%.
Table 3.
Discussion
Sensitive and specific tools are key to the success of neglected tropical disease control. Measuring changes in pathogen populations in both human and vector hosts are needed to ensure that interventions are achieving elimination goals, and to direct limited resources to areas of high or persistent prevalence. Monitoring of parasites in the blood/skin or in vectors by conventional techniques such as microscopy can be particularly difficult when prevalence is reduced due to control measures underway. A variety of immunoassays and DNA based methods are available for lymphatic filariasis, onchocerciasis and loiasis. However, for mansonelliasis only PCR assays mainly targeting ITS have been developed. To identify biomarkers with greater specificity and sensitivity, raw reads from sequencing data were analyzed for genomic repeat sequences. Highly repetitive DNA has been used in multiple diagnostic assays45–47,56,57. Using available genome sequence from several filarial parasites, we previously developed a multi-step bioinformatic pipeline which enabled the discovery of novel DNA biomarkers suitable for the development of a new diagnostic LAMP assay for L. loa47. Our goals were to apply this approach to mansonelliasis and identify repeat-based DNA biomarkers which can distinguish Mansonella parasites from other filarial species, as well as discriminate between the closely related M. perstans and M. ozzardi. Two M. ozzardi libraries (SRA run accession numbers: ERR126085 and ERR119619) have been sequenced by the Wellcome Trust Sanger Institute for the 50 Helminth Genomes Initiative (http://www.sanger.ac.uk/science/collaboration/50hgp). However, combined, these libraries totaled ~86 million reads equivalent to less than 1X coverage of the genome. It was estimated that 50X coverage of each genome was required to have sufficient data for repeat identification and assembly. Therefore, Illumina libraries were constructed and sequenced for both M. perstans and M. ozzardi. Our novel bioinformatic pipeline allowed us to identify species-specific repeats in two closely related Mansonella species without requiring the assembly of their genomes. Reads containing k-mers that were observed at a high-frequency and indicative of repeat sequence were assembled. After filtering against other filarial genomes, we identified candidate species-specific biomarkers for M. perstans and M. ozzardi of potential diagnostic value. Consensus repeat sequences with the highest number of aligned reads, which served as a proxy for copy number, were chosen as candidate biomarkers. Following further evaluation of consensus repeats by PCR and LAMP, Mp419 (M. perstans) and Mo2 (M. ozzardi), were selected as the best biomarker for each species. Subsequent analyses revealed that both repeat families are arranged in ladder arrays in their respective genomes. Mp419 is ~200 bp in length, whereas Mo2 is ~300 bp, and similar in size to other filarial repeat families used as biomarkers in various PCR- or LAMP-based diagnostic platforms namely B. malayi HhaI (322 bp), W. bancrofti SspI (195 bp), L. loa RF4 (440 bp), and O. volvulus O-150 (150 bp)43.
Both Mp419 and Mo2 repeats are most likely satellite DNA, characterized by non-protein coding, tandemly repeated sequences arranged head to tail in long arrays of up to 100 Mb. Satellite repeats can range from as little as 2 bps up to 1000 bps in length. Commonly however, as is the case here, the length of satellite monomers range from 150–180 bps or 300–360 bps, the length of DNA required to wrap around one or two nucleosomes61. The majority of satellite DNA is found in constitutive heterochromatin: those regions of the chromosomes that remain condensed throughout the cell cycle. Recent work suggests satellite DNA is actively involved in maintaining centromere structure, as well as in chromosome pairing and segregation62. As many repeats are non-coding and subject to fewer evolutionary constraints, their sequence can diverge even between closely related species57. Further, repeat sequences exist in genomes at high copy numbers and generally give better sensitivity in molecular diagnostic assays than single copy markers.
In addition to increasing specificity and sensitivity through the use of repeat sequences as biomarkers, further enhancements can be obtained in LAMP assays as the amplification reaction includes the use of four sequence-specific primers which anneal to six distinct regions within the target sequence42. A pair of loop primers are often added to accelerate the reaction63. Several parameters including primer design, reaction time and temperature, were optimized to ensure development of a robust assay. The analytical sensitivity of the colorimetric Mp419 LAMP assay was determined to be as little as 0.1 pg of M. perstans DNA within a 60 min reaction time, the equivalent of 1/1000th of an mf. A similar level of sensitivity was observed using a previously published nested-PCR assay31 which requires ~4 hours to perform, 2 rounds of PCR and visualization by gel electrophoresis. The Mo2 LAMP assay has a limit of detection of 0.01 pg of M. ozzardi DNA or 1/10,000th of an mf in 30 min. Both assays far exceed the theoretical limit of detection of one mf per ml obtained using conventional microscopy and concentration techniques64.
To determine if the LAMP assays are suitable for the evaluation of biological samples, a small number of samples from human (M. perstans and M. ozzardi) and insects (M. perstans) were examined. The Mp419 LAMP assay successfully detected M. perstans in human samples which were positive for mf by microscopic examination of blood smears and ITS1 nested-PCR. Although not evaluated in human samples from Latin America, we anticipate that the Mp419 assay would perform equally well in those areas since M. perstans collected from Africa and South America were found to be highly similar in phylogenetic analyses3. In insects, LAMP and nested-PCR showed good concordance except for 4 midge samples that were positive by nested-PCR but not LAMP. One possible explanation for the difference could be the detection of other Mansonella species in these insects by nested-PCR. Multiple species of Mansonella have been identified in Africa including M. streptocerca, M. rodhaini, Mansonella vanhoofi, Mansonella leopoldi and Mansonella lopeenis7,24,65. For such closely related species, nested-PCR can be problematic32–34,38,40 as a slight change in amplification conditions can result in an assay becoming non species-specific10,57. Therefore sequencing of the amplification product is required to discriminate between closely related species30. Upon sequencing the ITS1 products from the LAMP negative midge samples, all four exhibited more than 99% sequence identity with M. perstans ITS1. Another possible explanation for the observed difference could be variation in assay performance around the limit of detection in midge samples, as an individual midge is expected to carry a low amount of parasite DNA, with at most two filarial worms if the parasite is able to establish successfully9,66. Analysis of larger numbers of insect samples will be necessary to explore this further.
The performance of the Mo2 LAMP assay was evaluated on previously characterized human samples collected from villages along the Purus River in northwestern Brazil60. Individuals considered positive based on microscopy or by ITS2-based qPCR, also scored positive in Mo2 LAMP. This LAMP assay identified 8 additional positives among those samples previously scored negative by microscopy and ITS2-based qPCR60. We confirmed these samples were true positives using ITS1 nested-PCR. We also demonstrated the utility of the Mo2 LAMP using a M. ozzardi isolate from Venezuela (data not shown), highlighting its applicability across a wider geographical range. In addition, the Mo2 repeat sequence was found in both M. ozzardi libraries (strain Amazonas) available through NCBI (SRA run accession numbers ERR126085 and ERR119619) by blastn analysis. The exquisite specificity of the Mp419 and Mo2 LAMP assays enable a more accurate determination of transmission of M. perstans and M. ozzardi in Africa and Latin America.
Although molecular based assays such as conventional PCR are capable of detecting low-density infections, they are not suitable for large scale community surveillance due to complex procedures, expensive reagents and the requirement for specialized equipment. The operational simplicity of the LAMP technique makes it particularly appealing for neglected tropical diseases. Since many of these diseases are co-endemic, it is desirable to leverage resources and integrate diagnostic platforms wherever possible. We have previously developed DNA-based LAMP diagnostic assays specific for B. malayi46, B. timori46, W. bancrofti45,53, O. volvulus51,56, and L. loa47. With the addition of simple colorimetric LAMP assays for M. perstans and M. ozzardi, a single diagnostic platform is now available for all major filarial diseases which is suited to both human and insect use. These assays will greatly facilitate surveillance of insect vectors to determine transmission of Mansonella spp. parasites, which is currently performed by dissection and microscopy67.
In summary, mansonelliasis is considered one of the most neglected tropical diseases and is likely underdiagnosed as accurate tools for parasite detection are lacking. This study outlines the use of subtractive genome analyses for in silico identification of new biomarkers with remarkable specificity and development of rapid diagnostic tests for M. perstans and M. ozzardi. The tests offer significant improvement over current methods of Mansonella detection including specificity, sensitivity, speed and ease of use, as well as the option to perform tests on-site on both human and insect samples. While there are currently no filariasis control programs targeting Mansonella infection68, these new tests hold much promise in supporting control efforts in resource-limited settings.
Methods
Ethics statement
All research was approved by the appropriate committee, performed in accordance with all relevant guidelines/regulations and informed consent was obtained from all participants/or their legal guardians.
For M. perstans, An ethical clearance was obtained from the National Institutional Review board, Yaounde (REF: N° 2015/09/639/CE/CNERSH/SP) and administrative clearance from the Delegation of Public Health, South-West region of Cameroon (Re: R11/MINSANTE/SWR/ RDPH/PS/259/382). Approval for the study was granted by the “National Ethics Committee of Research for Human Health” in Cameroon. Special consideration was taken to minimize the health risks to which any participant in this study was exposed. The objectives of the study were explained to the consenting donor after which they signed an informed consent form. The participant’s documents were given a code to protect the privacy of the study subject. At the end of the study, the donor received a cure of mebendazole (100 mg twice a day for 30 days) against the infection of M. perstans2.
For M. ozzardi, study protocols were approved by the Institutional Review Board of the Institute of Biomedical Sciences, University of São Paulo, Brazil (1133/CEP, 2013). Written informed consent was obtained from all patients or their parents or guardians, if participants were minors aged <18 years. Diagnosed infections were treated with a single dose of 0.2 mg/kg of ivermectin after blood sampling19.
Biological materials
Human blood samples with (n = 9) or without (n = 1) M. perstans mf as determined by microscopy were obtained from consenting donors in Cameroon as described previously16. Blood from non-endemic individuals (n = 5) residing in the U.S. was purchased (Quadrant Health Strategies, USA) for use as negative controls in nested PCR and LAMP assays.
Culicoides milnei midges were collected following feeding on a human volunteer positive for M. perstans as previously described9. Briefly, the volunteer sat under a drop trap in the lowered position. The trap was raised for 10–15 min to allow contact with wild midges then lowered to capture any attracted flies. After about 12 min, the expected time for trapped midges to be fully engorged, the flies were gently aspirated into 50 ml tubes. To obtain unfed Culicoides, females seeking a blood meal were aspirated into tubes as soon as they landed on collectors wearing protective clothing9. Species identification of adult wild caught Culicoides was done by microscopic examination of wing pigmentation pattern. Additional morphological characteristics including maxillary palps, interocular space and male genitalia were examined when wing pigmentation patterns proved inconclusive9. Laboratory reared, uninfected Culicoides sonorensis midges were obtained from Lee Cohnstaedt (Agricultural Research Service, USDA).
DNA samples
Genomic DNA samples were generously donated by the following: O. volvulus, A. Alhassan (New England Biolabs) and L. loa, B.L. Makepeace and C. Hartley (University of Liverpool). WGA DNA from W. bancrofti was obtained from the NIH/NIAID Filariasis Research Reagent Resource Center (http://www.filariasiscenter.org). A previously published set of DNA samples from humans positive for M. ozzardi (n = 51) and humans negative for M. ozzardi (n = 31)60 were included in this study.
DNA isolation and preparation
M. perstans genomic DNA from mf was prepared using a Genomic DNA Tissue MicroPrep kit (Zymo Research, USA) and the included protocol for hair and feathers, as directed by the manufacturer. DNA was extracted as above from Culicoides sonorensis midges as well as from individual unfed (n = 36) and fed (n = 36) Culicoides milnei midges. DNA was prepared from non-endemic whole blood samples using the Monarch Genomic DNA Purification Kit (New England Biolabs) as directed by the manufacturer. These genomic DNAs were used in all LAMP and nested PCR assays. Whole genome amplified (WGA) DNA was prepared as previously described47 from 4 individual midge samples for confirmatory experiments. Following purification, DNA quantity was determined using a Qubit dsDNA HS Assay kit in conjunction with a Qubit 2.0 Fluorometer as directed by the manufacturer (Life Technologies, USA).
Illumina library construction and sequencing
The NEBNext Microbiome DNA enrichment kit was used as directed (New England Biolabs Inc., USA) to enrich Mansonella DNA and reduce human DNA contamination prior to library construction. The Illumina libraries were constructed for M. perstans and M. ozzardi using the NEBNext Ultra II FS DNA Library Prep Kit (New England Biolabs Inc., USA) as described by the manufacturer. For M. perstans, 2 ng of DNA was fragmented with the FS enzyme mix for 10, 20 or 30 minutes, and for M. ozzardi, 50 ng of DNA was fragmented for 5, 10 or 20 minutes. A library was prepared from each time point then PCR amplified with a different index primer to enable multiplexing. The quality and concentration of each library was determined using a 2100 Bioanalyzer with a high sensitivity DNA chip (Agilent Technologies, USA). Libraries were diluted to 4 nM with 10 mM Tris, 0.1 mM EDTA pH 8, and equal volumes of the 3 libraries from each species were mixed to create a pooled sample. Phi X DNA was added to balance base pair composition in these A:T rich filarial libraries prior to sequencing on a NextSeq500 platform (paired end, 150 bps).
Bioinformatic analysis
Adapter trimming and removal of low-quality reads (phred score <20) was performed using the skewer program69. Reads originating from the phiX control or human genome (grch38 version GCF_000001405.36) were removed using the BBMap package, version 37.17 (https://sourceforge.net/projects/bbmap). K-mers of 20 nt in length were generated from the remaining Mansonella reads, using the jellyfish software70. Reads containing k-mers observed at high-frequency (frequency range 1,000 to 100,000) were selected using custom Perl scripts and were assembled into candidate repeat sequences using the Trinity assembler71. The candidate repeat sequences which had a blastn hit in any of the following genomes: Homo sapiens, B. malayi, L. loa, O. volvulus, W. bancrofti, (bit-score >=50, e-value <=1e-10), were removed, leaving behind candidate repeats specific to Mansonella. To ensure species-specificity, reads from each of the Mansonella species were mapped to the assembled repeats from its sister species using BBMap (mapping quality >=20). For each species, only the repeats which did not have any mapped reads from its sister species were retained as species-specific repeats. To achieve high sensitivity, only the repeat sequences with at least 50X coverage in the Trinity assembly were selected for further validation. The consensus repeats identified were then ranked by size (>300 bps) and % GC content to facilitate LAMP primer design47 (Fig. 1).
Primer design
PCR primers were manually designed to characterize the genomic organization of the Mansonella repeats targeted by LAMP. The forward and reverse primer sequences for the M. perstans repeat Mp419 are (5′ ACAGTTGATTATTTGAAGGTGCTG 3′) and (5′ ACAATGATTATTTCTAAAGAATC 3′), respectively. The forward and reverse primer sequences for the M. ozzardi consensus repeat Mo2 are (5′ CTTGCGCGTAGSATTAGATCC 3′) and (5′ CGCAAACAGAAGCCYAAAWC 3′), respectively, where S = C or G, Y = C or T and W = A or T. The M. perstans LAMP primer set (Fig. 2) was designed manually using “A guide to LAMP primer design” available from the Eiken Chemical Co. (https://primerexplorer.jp/e/v4_manual/pdf/PrimerExplorerV4_Manual_1.pdf). The M. ozzardi consensus sequence was submitted to PrimerExplorer V5 (http://primerexplorer.jp/e/) generating primer sequences for F3, FIP, BIP, B3 and Loop primers (Fig. 3). Primers were synthesized (PCR and LAMP) and HPLC purified by Integrated DNA Technologies, USA.
PCR assays
Genomic DNA was mixed with 12.5 μl of OneTaq Hot Start Quick-Load 2X Master Mix with standard buffer (New England Biolabs Inc., USA) containing 0.2 μM each of the forward and reverse primers in a final volume of 25 μl. Reactions were denatured once at 94 °C for 30 sec then cycled 36 times at 94 °C for 30 sec, 49 °C (M. ozzardi) or 45 °C (M. perstans) for 30 sec and 68 °C for 1 min followed by a final 5 min extension at 68 °C.
As a positive control for the presence of intact DNA, a 244 bp actin fragment was PCR amplified from 1 ng of various DNAs using OneTaq Hot Start Quick-Load 2X Master Mix with Standard Buffer (New England Biolabs Inc., USA) in 25 μl reactions supplemented with 3.5 mM MgCl2 and 0.2 μM each of the forward and reverse actin primers, and amplified as described previously46.
Amplification of the internal transcribed spacer 1 (ITS1) region was performed by nested PCR essentially as described31. The first PCR was initiated by mixing 2 μl of DNA with 12.5 μl of Quick-Load Taq 2X Master Mix (New England Biolabs Inc., USA) containing 0.2 μM each of ITS1-F and ITS1-R primers in a final volume of 25 μl. Reactions were denatured once at 95 °C for 30 sec then cycled 35 times at 95 °C for 30 sec, 58 °C for 30 sec and 68 °C for 45 sec followed by a final 5 min extension at 68 °C. For the second round of PCR, 2 μl of the initial PCR was diluted 1/250 in H2O. Two μl of each dilution was then added to reactions containing 0.2 μM each of the MpF1 and MpR1 primers and 12.5 μl Quick-Load Taq 2X Master Mix in a final volume of 25 μl. The reactions were amplified as described for the first PCR except the annealing temperature was set to 45 °C.
PCR reaction products were analyzed by electrophoresis on 1.5% agarose gels equilibrated with 1X Tris-borate/EDTA buffer. For 4 midge samples, WGA DNA was PCR amplified as described above for the first step of the nested PCR protocol using the ITS1-F and ITS1-R primers. The resulting 500 bp band was gel purified using the Monarch DNA Gel Extraction Kit (New England Biolabs) as described by the manufacturer then dideoxy sequenced on an Applied Biosystems 3730xl DNA Analyzer in both directions using the ITS1-F and ITS1-R primers.
LAMP assays
LAMP reactions contained 1.6 μM each of primers FIP and BIP, 0.2 μM each of F3 and B3, 0.4 μM each of LF and LB, 12.5 μl of WarmStart Colorimetric LAMP 2X Master Mix (New England Biolabs Inc., USA) with 2 ul of template DNA, or H2O for non-template controls (NTCs) in a total volume of 25 μl. Reactions were incubated at the optimal temperature of 63 °C for 20–30 min (M. ozzardi) or 60 minutes (M. perstans) in a T100 Thermal Cycler (Bio-Rad Laboratories, USA). When a qPCR machine (CFX-96 Touch Thermal Cycler, Bio-Rad Laboratories, USA) was used to enable reaction dynamics to be monitored in real time, colorimetric reactions also contained 1X LAMP Fluorescent Dye (New England Biolabs Inc., USA) and were incubated at 63 °C for ~30 min (M. ozzardi: 36 cycles) or ~1 hr (M. perstans: 72 cycles) with a plate read step every 42 seconds. To record color changes, samples were scanned using an Epson Perfection v700 photo flatbed scanner (Epson America, Inc., USA).
Statistical analysis
For determining the sensitivity and specificity of the LAMP assays on biological samples, the standard methods employing 2 × 2 contingency tables for evaluation of diagnostic tests were used72. When evaluating Mp419 LAMP on insect samples, a single assay namely ITS1 nested-PCR was used as the “gold-standard”. For human blood samples, LAMP was compared against two assays namely microscopy and ITS1 nested-PCR, which necessitated the use of the composite reference standard (CRS) test72 for statistical analysis. In this analysis, microscopy evaluations were used as the “imperfect gold standard” while the ITS1 nested-PCR assay was used as the “imperfect resolver”. In the case of the M. ozzardi Mo2 LAMP assay, previously characterized human blood samples60 were used as the “gold standard”.
The sensitivity of LAMP was calculated as the ratio of true-positives (positive in both the reference test and in LAMP) to the sum of true-positives and false-negatives (positive in the reference test but negative in LAMP). The specificity of the LAMP assay was calculated as the ratio of true-negatives (negative in both the reference test and the LAMP assay) to the sum of true-negatives and false-positives (negative in the reference test but positive in LAMP). The 95% confidence intervals for all sensitivity and specificity values were calculated in R, as previously described72.
Supplementary information
Acknowledgements
We gratefully acknowledge Don Comb and Jim Ellard for their continued support of filarial research at New England Biolabs. We also thank Zhiru Li for helpful discussions and the New England Biolabs sequencing core (Laurie Mazzola, Danielle Fuchs and Joanna Bybee) for Illumina sequencing. We are grateful to Tom Evans, Nathan Tanner and Ted Davis for critical reading of this manuscript. This work was funded by New England Biolabs.
Author Contributions
C.B.P. performed experimental work and C.B.P., A.S., L.E., S.W., M.U.F. and C.K.S.C. performed data analysis; A.S. and L.E. performed bioinformatic analysis; C.B.P., A.S., L.E. and C.K.S.C. conceived and designed the study; L.A., K.McK., V.P., N.F.L., M.U.F. and S.W. contributed materials; C.B.P., A.S., S.W., M.U.F. and C.K.S.C. wrote the manuscript; all authors read and approved the manuscript.
Competing Interests
The authors declare no competing interests.
Footnotes
Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Supplementary information accompanies this paper at 10.1038/s41598-019-46550-9.
References
- 1.Ta-Tang T-H, Crainey J, Post RJ, Luz SLB, Rubio J. Mansonellosis: current perspectives. Research and Reports in Tropical Medicine. 2018;ume 9:9–24. doi: 10.2147/RRTM.S125750. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Simonsen PE, Onapa AW, Asio SM. Mansonella perstans filariasis in Africa. Acta Tropica. 2011;120:S109–S120. doi: 10.1016/j.actatropica.2010.01.014. [DOI] [PubMed] [Google Scholar]
- 3.Tavares da Silva LB, et al. Molecular Verification of New World Mansonella perstans Parasitemias. Emerg Infect Dis. 2017;23:545–547. doi: 10.3201/eid2303.161159. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Downes, B. & Jacobsen, K. A systematic review of the epidemiology of mansonelliasis. African Journal of Infectious Diseases4 (2010). [DOI] [PMC free article] [PubMed]
- 5.Lima NF, Veggiani Aybar CA, Dantur Juri MJ, Ferreira MU. Mansonella ozzardi: a neglected New World filarial nematode. Pathogens and Global Health. 2016;110:97–107. doi: 10.1080/20477724.2016.1190544. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Raccurt CP. Mansonella ozzardi and its vectors in the New World: an update with emphasis on the current situation in Haiti. Journal of Helminthology. 2018;92:655–661. doi: 10.1017/S0022149X17000955. [DOI] [PubMed] [Google Scholar]
- 7.Richard-Lenoble D, Kombila M, Bain O, Chandenier J, Mariotte O. Filariasis in Gabon: human infections with Microfilaria rodhaini. Am. J. Trop. Med. Hyg. 1988;39:91–92. doi: 10.4269/ajtmh.1988.39.91. [DOI] [PubMed] [Google Scholar]
- 8.Linley JR, Hoch AL, Pinheiro FP. Biting Midges (Diptera: Ceratopogonidae) and Human Health1. Journal of Medical Entomology. 1983;20:347–364. doi: 10.1093/jmedent/20.4.347. [DOI] [PubMed] [Google Scholar]
- 9.Wanji, S. et al. Update on the biology and ecology of Culicoides species in the South-West region of Cameroon with implications on the transmission of Mansonella perstans. Parasites & Vectors12 (2019). [DOI] [PMC free article] [PubMed]
- 10.Fischer P, Büttner DW, Bamuhiiga J, Williams SA. Detection of the filarial parasite Mansonella streptocerca in skin biopsies by a nested polymerase chain reaction-based assay. The American Journal of Tropical Medicine and Hygiene. 1998;58:816–820. doi: 10.4269/ajtmh.1998.58.816. [DOI] [PubMed] [Google Scholar]
- 11.Richard-Lenoble D, Kombila M, Bain O. Foyer de filariose humaine au Gabon à microfilaire dermique indifférenciable de Microfilaria rodhaini. Annales de Parasitologie Humaine et Comparée. 1982;57:506–506. doi: 10.1051/parasite/1982575506. [DOI] [PubMed] [Google Scholar]
- 12.Fischer P, Bamuhiiga J, Buttner DW. Treatment of human Mansonella streptocerca infection with ivermectin. Tropical Medicine and International Health. 1997;2:191–199. doi: 10.1046/j.1365-3156.1997.d01-233.x. [DOI] [PubMed] [Google Scholar]
- 13.Baird JK, Neafie RC, Connor DH. Nodules in the Conjunctiva, Bung-Eye, and Bulge-Eye in Africa Caused by Mansonella Perstans. The American Journal of Tropical Medicine and Hygiene. 1988;38:553–557. doi: 10.4269/ajtmh.1988.38.553. [DOI] [PubMed] [Google Scholar]
- 14.Bregani ER, Ceraldi T, Rovellini A, Ghiringhelli C. Case report: intraocular localization of Mansonella perstans in a patient from south Chad. Transactions of the Royal Society of Tropical Medicine and Hygiene. 2002;96:654. doi: 10.1016/S0035-9203(02)90343-3. [DOI] [PubMed] [Google Scholar]
- 15.Vianna LMM, Martins M, Cohen MJ, Cohen JM, Belfort R. Mansonella ozzardi corneal lesions in the Amazon: a cross-sectional study. BMJ Open. 2012;2:e001266. doi: 10.1136/bmjopen-2012-001266. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Ritter M, et al. Mansonella perstans microfilaremic individuals are characterized by enhanced type 2 helper T and regulatory T and B cell subsets and dampened systemic innate and adaptive immune responses. PLOS Neglected Tropical Diseases. 2018;12:e0006184. doi: 10.1371/journal.pntd.0006184. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Asio SM, Simonsen PE, Onapa AW. Mansonella perstans: safety and efficacy of ivermectin alone, albendazole alone and the two drugs in combination. Ann Trop Med Parasitol. 2009;103:31–37. doi: 10.1179/136485909X384929. [DOI] [PubMed] [Google Scholar]
- 18.Bregani ER, Rovellini A, Mbaïdoum N, Magnini MG. Comparison of different anthelminthic drug regimens against Mansonella perstans filariasis. Transactions of the Royal Society of Tropical Medicine and Hygiene. 2006;100:458–463. doi: 10.1016/j.trstmh.2005.07.009. [DOI] [PubMed] [Google Scholar]
- 19.Basano SdeA, et al. Sustained Clearance of Mansonella ozzardi Infection after Treatment with Ivermectin in the Brazilian Amazon. The American Journal of Tropical Medicine and Hygiene. 2014;90:1170–1175. doi: 10.4269/ajtmh.13-0410. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Fischer P, Tukesiga E, Büttner DW. Long-Term Suppression of Mansonella streptocerca Microfilariae after Treatment with Ivermectin. The Journal of Infectious Diseases. 1999;180:1403–1405. doi: 10.1086/315014. [DOI] [PubMed] [Google Scholar]
- 21.Hoerauf A, et al. Wolbachia endobacteria depletion by doxycycline as antifilarial therapy has macrofilaricidal activity in onchocerciasis: a randomized placebo-controlled study. Med Microbiol Immunol. 2008;197:295–311. doi: 10.1007/s00430-007-0062-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Taylor MJ, et al. Macrofilaricidal activity after doxycycline treatment of Wuchereria bancrofti: a double-blind, randomised placebo-controlled trial. Lancet. 2005;365:2116–2121. doi: 10.1016/S0140-6736(05)66591-9. [DOI] [PubMed] [Google Scholar]
- 23.Coulibaly YI, et al. A Randomized Trial of Doxycycline for Mansonella perstans Infection. New England Journal of Medicine. 2009;361:1448–1458. doi: 10.1056/NEJMoa0900863. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Bain O, et al. Filariae from a wild gorilla in Gabon with description of a new species of Mansonella. Parasite. 1995;2:315–322. doi: 10.1051/parasite/1995023315. [DOI] [PubMed] [Google Scholar]
- 25.Aybar CAV, Dantur Juri MJ, Zaidenberg MO. Mansonella ozzardi in Neotropical region of Argentina: Prevalence through time (1986–2010) Acta Tropica. 2016;153:1–6. doi: 10.1016/j.actatropica.2015.09.018. [DOI] [PubMed] [Google Scholar]
- 26.Basano SdeA, et al. Occurrence of Mansonella ozzardi diagnosed using a polycarbonate membrane in a riverside population of Lábrea in the Western Brazilian Amazon. Revista da Sociedade Brasileira de Medicina Tropical. 2016;49:115–118. doi: 10.1590/0037-8682-0142-2015. [DOI] [PubMed] [Google Scholar]
- 27.Wanji, S. et al. Update on the distribution of Mansonella perstans in the southern part of Cameroon: influence of ecological factors and mass drug administration with ivermectin. Parasites & Vectors9 (2016). [DOI] [PMC free article] [PubMed]
- 28.Stensgaard A-S, et al. Ecological Drivers of Mansonella perstans Infection in Uganda and Patterns of Co-endemicity with Lymphatic Filariasis and Malaria. PLOS Neglected Tropical Diseases. 2016;10:e0004319. doi: 10.1371/journal.pntd.0004319. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Organization, W. H. Bench aids for the diagnosis of filarial infections. (Geneva: World Health Organization, 1997).
- 30.Tang T-HT, et al. Nested PCR to detect and distinguish the sympatric filarial species Onchocerca volvulus, Mansonella ozzardi and Mansonella perstans in the Amazon Region. Memórias do Instituto Oswaldo Cruz. 2010;105:823–828. doi: 10.1590/S0074-02762010000600016. [DOI] [PubMed] [Google Scholar]
- 31.Jiménez M, et al. Detection and discrimination of Loa loa, Mansonella perstans and Wuchereria bancrofti by PCR–RFLP and nested-PCR of ribosomal DNA ITS1 region. Experimental Parasitology. 2011;127:282–286. doi: 10.1016/j.exppara.2010.06.019. [DOI] [PubMed] [Google Scholar]
- 32.Bassene H, et al. High Prevalence of Mansonella perstans Filariasis in Rural Senegal. The American Journal of Tropical Medicine and Hygiene. 2015;93:601–606. doi: 10.4269/ajtmh.15-0051. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Morales-Hojas R, et al. Characterisation of nuclear ribosomal DNA sequences from Onchocerca volvulus and Mansonella ozzardi (Nematoda: Filarioidea) and development of a PCR-based method for their detection in skin biopsies. Int. J. Parasitol. 2001;31:169–177. doi: 10.1016/S0020-7519(00)00156-9. [DOI] [PubMed] [Google Scholar]
- 34.Vera LJS, et al. Improvement of a PCR test to diagnose infection by Mansonella ozzardi. Revista da Sociedade Brasileira de Medicina Tropical. 2011;44:380–382. doi: 10.1590/S0037-86822011000300023. [DOI] [PubMed] [Google Scholar]
- 35.Korbmacher F, et al. Mansonella perstans, Onchocerca volvulus and Strongyloides stercoralis infections in rural populations in central and southern Togo. Parasite Epidemiology and Control. 2018;3:77–87. doi: 10.1016/j.parepi.2018.03.001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Mourembou G, et al. Mansonella, including a Potential New Species, as Common Parasites in Children in Gabon. PLOS Neglected Tropical Diseases. 2015;9:e0004155. doi: 10.1371/journal.pntd.0004155. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Thiele EA, et al. Detection of Onchocerca volvulus in Skin Snips by Microscopy and Real-Time Polymerase Chain Reaction: Implications for Monitoring and Evaluation Activities. The American Journal of Tropical Medicine and Hygiene. 2016;94:906–911. doi: 10.4269/ajtmh.15-0695. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Medeiros JF, et al. Sensitivity of diagnostic methods for Mansonella ozzardi microfilariae detection in the Brazilian Amazon Region. Memórias do Instituto Oswaldo Cruz. 2018;113:173–177. doi: 10.1590/0074-02760170321. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Medeiros, J. F. et al. A field trial of a PCR-based Mansonella ozzardi diagnosis assay detects high-levels of submicroscopic M. ozzardi infections in both venous blood samples and FTA® card dried blood spots. Parasites & Vectors8 (2015). [DOI] [PMC free article] [PubMed]
- 40.Degese MF, et al. Contribution of the PCR assay to the diagnosis of Mansonella ozzardi in endemic areas of Argentina. Revista argentina de microbiología. 2012;44:97–100. [PubMed] [Google Scholar]
- 41.Notomi T, Mori Y, Tomita N, Kanda H. Loop-mediated isothermal amplification (LAMP): principle, features, and future prospects. Journal of Microbiology. 2015;53:1–5. doi: 10.1007/s12275-015-4656-9. [DOI] [PubMed] [Google Scholar]
- 42.Notomi T, et al. Loop-mediated isothermal amplification of DNA. Nucleic Acids Res. 2000;28:e63. doi: 10.1093/nar/28.12.e63. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Alhassan A, Li Z, Poole CB, Carlow CKS. Expanding the MDx toolbox for filarial diagnosis and surveillance. Trends in Parasitology. 2015;31:391–400. doi: 10.1016/j.pt.2015.04.006. [DOI] [PubMed] [Google Scholar]
- 44.Tanner, N. A., Zhang, Y. & Evans, T. C. Visual detection of isothermal nucleic acid amplification using pH-sensitive dyes. BioTechniques58 (2015). [DOI] [PubMed]
- 45.Poole CB, et al. Colorimetric tests for diagnosis of filarial infection and vector surveillance using non-instrumented nucleic acid loop-mediated isothermal amplification (NINA-LAMP) Plos One. 2017;12:e0169011. doi: 10.1371/journal.pone.0169011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Poole CB, Tanner NA, Zhang Y, Evans TC, Carlow CKS. Diagnosis of Brugian Filariasis by Loop-Mediated Isothermal Amplification. PLoS Neglected Tropical Diseases. 2012;6:e1948. doi: 10.1371/journal.pntd.0001948. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Poole CB, et al. Genome Filtering for New DNA Biomarkers of Loa loa Infection Suitable for Loop-Mediated Isothermal Amplification. Plos One. 2015;10:e0139286. doi: 10.1371/journal.pone.0139286. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Drame PM, Fink DL, Kamgno J, Herrick JA, Nutman TB. Loop-Mediated Isothermal Amplification for Rapid and Semiquantitative Detection of Loa loa Infection. J Clin Microbiol. 2014;52:2071–2077. doi: 10.1128/JCM.00525-14. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Fernández-Soto P, et al. Development of a Highly Sensitive Loop-Mediated Isothermal Amplification (LAMP) Method for the Detection of Loa loa. PLOS ONE. 2014;9:e94664. doi: 10.1371/journal.pone.0094664. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Alhassan A, et al. Comparison of a new visual isothermal nucleic acid amplification test with PCR and skin snip analysis for diagnosis of onchocerciasis in humans. Molecular and Biochemical Parasitology. 2016;210:10–12. doi: 10.1016/j.molbiopara.2016.07.006. [DOI] [PubMed] [Google Scholar]
- 51.Alhassan A, Makepeace BL, LaCourse EJ, Osei-Atweneboana MY, Carlow CKS. A Simple Isothermal DNA Amplification Method to Screen Black Flies for Onchocerca volvulus Infection. PLoS ONE. 2014;9:e108927. doi: 10.1371/journal.pone.0108927. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Lagatie, O., Merino, M., Batsa Debrah, L., Debrah, A. Y. & Stuyver, L. J. An isothermal DNA amplification method for detection of Onchocerca volvulus infection in skin biopsies. Parasites & Vectors9 (2016). [DOI] [PMC free article] [PubMed]
- 53.Takagi H, et al. Development of loop-mediated isothermal amplification method for detecting Wuchereria bancrofti DNA in human blood and vector mosquitoes. Parasitology International. 2011;60:493–497. doi: 10.1016/j.parint.2011.08.018. [DOI] [PubMed] [Google Scholar]
- 54.Aonuma H, et al. Loop-mediated isothermal amplification applied to filarial parasites detection in the mosquito vectors: Dirofilaria immitis as a study model. Parasit Vectors. 2009;2:15. doi: 10.1186/1756-3305-2-15. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Raele DA, Pugliese N, Galante D, Latorre LM, Cafiero MA. Development and Application of a Loop-Mediated Isothermal Amplification (LAMP) Approach for the Rapid Detection of Dirofilaria repens from Biological Samples. PLOS Neglected Tropical Diseases. 2016;10:e0004789. doi: 10.1371/journal.pntd.0004789. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Alhassan A, et al. Comparison of a new visual isothermal nucleic acid amplification test with PCR and skin snip analysis for diagnosis of onchocerciasis in humans. Molecular and Biochemical Parasitology. 2016;210:10–12. doi: 10.1016/j.molbiopara.2016.07.006. [DOI] [PubMed] [Google Scholar]
- 57.Keroack CD, et al. Int J Parasitol Parasites Wildl. 2018. A novel quantitative real-time PCR diagnostic assay for seal heartworm (Acanthocheilonema spirocauda) provides evidence for possible infection in the grey seal (Halichoerus grypus) pp. 147–154. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58.Gonzalez A, Prediger E, Huecas ME, Nogueira N, Lizardi PM. Minichromosomal repetitive DNA in Trypanosoma cruzi: its use in a high-sensitivity parasite detection assay. Proc Natl Acad Sci USA. 1984;81:3356–3360. doi: 10.1073/pnas.81.11.3356. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.McReynolds LA, DeSimone SM, Williams SA. Cloning and comparison of repeated DNA sequences from the human filarial parasite Brugia malayi and the animal parasite Brugia pahangi. Proc Natl Acad Sci USA. 1986;83:797–801. doi: 10.1073/pnas.83.3.797. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Lima NF, Gonçalves-Lopes RM, Kruize YCM, Yazdanbakhsh M, Ferreira MU. CD39 and immune regulation in a chronic helminth infection: The puzzling case of Mansonella ozzardi. PLOS Neglected Tropical Diseases. 2018;12:e0006327. doi: 10.1371/journal.pntd.0006327. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Plohl M, Luchetti A, Meštrović N, Mantovani B. Satellite DNAs between selfishness and functionality: Structure, genomics and evolution of tandem repeats in centromeric (hetero)chromatin. Gene. 2008;409:72–82. doi: 10.1016/j.gene.2007.11.013. [DOI] [PubMed] [Google Scholar]
- 62.Biscotti MA, Canapa A, Forconi M, Olmo E, Barucca M. Transcription of tandemly repetitive DNA: functional roles. Chromosome Research. 2015;23:463–477. doi: 10.1007/s10577-015-9494-4. [DOI] [PubMed] [Google Scholar]
- 63.Nagamine K, Hase T, Notomi T. Accelerated reaction by loop-mediated isothermal amplification using loop primers. Molecular and Cellular Probes. 2002;16:223–229. doi: 10.1006/mcpr.2002.0415. [DOI] [PubMed] [Google Scholar]
- 64.Melrose WD. Lymphatic filariasis: new insights into an old disease. International Journal for Parasitology. 2002;32:947–960. doi: 10.1016/S0020-7519(02)00062-0. [DOI] [PubMed] [Google Scholar]
- 65.Bain O, et al. Review of the genus Mansonella Faust, 1929 sensu lato (Nematoda: Onchocercidae), with descriptions of a new subgenus and a new subspecies. Zootaxa. 2015;3918:151. doi: 10.11646/zootaxa.3918.2.1. [DOI] [PubMed] [Google Scholar]
- 66.Agbolade O-M, et al. Biting of anthropophilic Culicoides fulvithorax (Diptera: Ceratopogonidae), a vector of Mansonella perstans in Nigeria. The Korean Journal of Parasitology. 2006;44:67. doi: 10.3347/kjp.2006.44.1.67. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 67.Njouendou, A. J. et al. Successful long-term maintenance of Mansonella perstans in an in vitro culture system. Parasites & Vectors10 (2017). [DOI] [PMC free article] [PubMed]
- 68.Mediannikov O, Ranque S. Mansonellosis, the most neglected human filariasis. New Microbes and New Infections. 2018;26:S19–S22. doi: 10.1016/j.nmni.2018.08.016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 69.Jiang H, Lei R, Ding S-W, Zhu S. Skewer: a fast and accurate adapter trimmer for next-generation sequencing paired-end reads. BMC Bioinformatics. 2014;15:182. doi: 10.1186/1471-2105-15-182. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 70.Marçais G, Kingsford C. A fast, lock-free approach for efficient parallel counting of occurrences of k-mers. Bioinformatics. 2011;27:764–770. doi: 10.1093/bioinformatics/btr011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 71.Haas, B. J. et al. De novo transcript sequence reconstruction from RNA-Seq: reference generation and analysis with Trinity. Nat Protoc8 (2013). [DOI] [PMC free article] [PubMed]
- 72.Hess AS, et al. Methods and recommendations for evaluating and reporting a new diagnostic test. European Journal of Clinical Microbiology & Infectious Diseases. 2012;31:2111–2116. doi: 10.1007/s10096-012-1602-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.