The M and S molecular forms of Anopheles gambiae s.s. have been considered incipient species for more than ten years, yet the mechanism underlying assortative mating of these incipient species has remained elusive. The discovery of the importance of harmonic convergence of wing beat frequency in mosquito mating and its relation to wing size have laid the foundation for exploring phenotypic divergence in wing size of wild populations of the two forms. In this study, wings from field collected mosquitoes were measured for wing length and wing width from two parts of the sympatric distribution, which differ with respect to the strength of assortative mating. In Mali, where assortative mating is strong, as evidenced by low rates of hybridization, mean wing lengths and wing widths were significantly larger than those from Guinea-Bissau. In addition, mean wing widths in Mali were significantly different between molecular forms. In Guinea-Bissau, assortative mating appears comparatively reduced and wing lengths and widths did not differ significantly between molecular forms. The data presented in this study support the hypothesis that wing beat frequency may mediate assortative mating in the incipient species of A. gambiae and represent the first documentation of a morphological difference between the M and S molecular forms.
Citation: Sanford MR, Demirci B, Marsden CD, Lee Y, Cornel AJ, Lanzaro GC (2011) Morphological Differentiation May Mediate Mate-Choice between Incipient Species of Anopheles gambiae s.s. PLoS ONE 6(11): e27920. doi:10.1371/journal.pone.0027920
Editor: Bradley S. Schneider, Global Viral Forecasting Initiative, United States of America
Received: June 14, 2011; Accepted: October 27, 2011; Published: November 21, 2011
Copyright: © 2011 Sanford et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: This work was funded by National Institutes of Health grants AI062929, AI078183 and AI074550 awarded to GCL. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
As one of the most important vectors of Plasmodium falciparum in west Africa, Anopheles gambiae s.s. has been the subject of great interest, with respect to speciation, population structure and gene flow. A. gambiae s.s. is one member of the six species A. gambiae complex which are considered morphologically indistinguishable  and is also a developing model of speciation in sympatry , , , . The two molecular forms: M and S, identified by a single nucleotide polymorphism in the ribosomal intergenic spacer , , have been shown to have phenotypic divergence in different locations within their geographic range  that has led to their designation as incipient species. The most notable phenotypic differences documented between the forms, thus far, include differential insecticide resistance , desiccation resistance  and larval habitat segregation , . It has been proposed that the mechanism responsible for promoting divergence is pre-zygotic  and associated with mate selection either during swarm formation  or within a swarm .
One of the most difficult aspects to assess in these incipient species has been the mechanism responsible for assortative mating in wild populations. Specifically, what phenotypic information do potential mates use to discriminate between “incipient conspecifics”. Recently acoustic information through the process of harmonic convergence has been suggested as a widespread mechanism for mate selection in mosquitoes .
The first evidence that harmonic convergence between male and female A. gambiae of the same molecular form came from work by Pennetier et al. . Male and female mosquitoes of the M or S form were statistically more likely to harmonize wing beat frequency with individuals of the same molecular form as themselves. This suggests that, at least for close range interactions wing beat frequency through harmonic convergence  may provide the phenotypic information required for mate selection. Previous attempts to document a difference in wing beat frequency of isolated mosquitoes from the two forms did not yield a significant difference  and this is most likely due to the need of the mosquitoes to be in close proximity and to have the potential to harmonize wing beat frequencies. Further evidence for wing beat frequency convergence has come from the correlation between wing size, wing beat frequency and mate selection . Cator et al.  showed that larger females, which are capable of carrying larger egg complements, have larger wings and higher wing beat frequencies than smaller females. They also demonstrated that wing beat frequencies were assessed by potential mates through harmonic convergence. These data suggest that wing beat frequency convergence confers information about an individual mosquito's fitness and local adaptation to a potential mate. Thus, it follows that wing size may be a measurable phenotypic character which can be used to analyze wild A. gambiae populations.
One other significant aspect of assortative mating in these incipient species is that different populations of A. gambiae s.s. exhibit different levels of reproductive isolation at different geographic locations across their range , . In Mali where genetic divergence between molecular forms has been extensively studied , , , reported hybridization rates between the M and S forms are low  suggesting very strong assortative mating. In other parts of the sympatric distribution, such as in Guinea-Bissau, hybridization rates are much higher , suggesting assortative mating between molecular forms is reduced from the pattern associated with the area where the molecular forms were first described.
In this study, the length and width of female A. gambiae wings of both the M and S molecular forms were measured from two different locations in West Africa to examine phenotypic differences. Two predictions follow from the assumption that wing size, and hence wing beat frequency, confers sufficient phenotypic trait information for the differential assortative mating observed in wild populations. The first of these is that if wing size confers phenotypic information about mate quality and the local adaptation of an individual to a habitat, there may be a difference in wing size between countries attributable to local adaptation. The second prediction we can make is that where assortative mating is occurring, for example in Mali, there should be evidence of wing size differentiation between the molecular forms. The data show evidence of morphological differentiation at both the geographic and molecular form levels and support the hypothesis that wing beat frequency confers information critical to assortative mating in this species.
Mean wing size differed by both country and molecular form. Wing size, as measured by wing width, appears to be a measurable phenotypic trait that may differentiate the molecular forms of A. gambiae s.s. in certain parts of its distribution.
Wing size by country
Analysis of variance (ANOVA) for both mean wing length and mean wing width indicated a significant difference between Mali and Guinea-Bissau (Table 1). We observed that there was a significant difference in length (Figure 1A) and width (Figure 1B) of the wings between Guinea-Bissau and Mali. Guinea-Bissau mosquito wings were significantly smaller than those from Mali, regardless of molecular form. The potential for a site effect within each country was evaluated but failed to reveal significant differences (Supporting Information S1) and was dropped from the overall ANOVA.
Mean wing length (A) and mean wing width (B) (+/− SEM) of right wings from female Anopheles gambiae s.s. collected in Guinea-Bissau (GB) and Mali by molecular form; Red – M molecular form, Blue – S molecular form and Green-hybrid form (a single hybrid collected in Mali is not included in this figure). The hybrid specimens were not included in the ANOVA but are displayed here for illustrative purposes.
Wing size by molecular form
The significant difference observed in wing size between the M and S molecular forms was dependent on the aspect of wing size evaluated. Mean wing lengths were not significantly different between forms (Table 1; Fig. 1A) however; mean wing widths were significantly different in Mali (Table 1; Fig. 1B). This is the first documentation of a morphological difference between the M and S molecular forms.
Hybrid specimens did not present an intermediate phenotype. A single hybrid specimen was collected in Mali and was removed from further analysis (Supporting Information S1). Hybrid specimens from Guinea-Bissau appeared smaller in both wing length and wing width measurements (Fig. 1A–B). Mean wing length of hybrids was more similar to the mean wing length of M form mosquitoes while mean wind widths were more similar to those of the S form consistent with recent genetic analyses , although these trends were not statistically significant (Supporting Information S1).
These data comprise the first documentation of a morphological difference between the M and S molecular forms of A. gambiae s.s. This is an important finding for several reasons. Although the molecular forms have been considered incipient species for some time  the extent to which they are genetically divergent and reproductively isolated has been debated , , , , . The search for phenotypic differences has included a range of different behavioral, phenological and physiological differences (for a review see: ) which has provided many different avenues to pursue and lots of variation. However, few traits allow for easy rapid measurement on a large scale. Although the data presented here are too limited in geographic distribution and sample size to be used as a discriminating factor to replace the use of a PCR diagnostic in these species , , they may provide a useful addition to existing data collection that can be rapidly assessed on a large scale.
The pattern of hybridization between the M and S forms in Guinea-Bissau is not only higher than in other locations but is characterized by backcrossing of individuals , , . The data for both wing length and wing width of hybrids collected in Guinea-Bissau, in this study, did not show an intermediate phenotype as might be expected for F1 hybrid individuals. If the wing sizes are a detailed reflection of an individual's underlying genetics the pattern of backcrossing is also evident in the wing data presented here. Wing lengths of hybrid individuals from Guinea-Bissau were more similar to those of the M form (Fig. 1A) while wing widths of hybrids were more similar to those of the S form (Fig. 1B) although neither comparison was statistically significant (Table 1).
Mosquito wing size is regularly used as a measure of overall body size and hence individual fitness . It is also a phenotype subject to fluctuations dependent upon environmental factors . A recent study in Ghana revealed that wing size, as measured by wing length, fluctuates with season in A. gambiae s.s., with those collected in the wet season being larger than those collected in the dry season . In the study presented here, all mosquitoes were collected in the wet season. However, it is unknown whether the difference in wing size between countries, observed in the present study, can be attributed to a genetic difference, developmental plasticity in response to local environmental conditions or a combination of these components. It is also important to note that the larval habitat of the mosquitoes can have a significant impact on final adult size , . The data presented in this study may also support the hypothesis that larval habitat segregation ,  and ecological factors  are driving divergence between and within the M and S forms.
The data presented here support the hypothesis that wing beat frequency, as measured by wing size, confers information about an individual's underlying genetic make-up. Examples of courtship songs exist in other dipteran insects including the Drosophila spp.  and Phlebotomine sand flies . However, as has been demonstrated in other mosquito species , , harmonic convergence is the key to mosquito courtship “song”. Yet the two types of acoustic behaviors are hypothesized to act in the same manner by conveying fitness information and mate quality, thus allowing for mate selection, assortative mating and divergent evolution.
Harmonic convergence between male and female A. gambiae most likely occurs at very close range in or near the mating swarm. Swarm segregation based on molecular form has been found to be complete  or mixed  depending on geographic location. The use of harmonic convergence might be more useful in a mixed swarm but further studies are needed to determine if harmonic convergence and wing size differ in areas where segregated molecular form mating swarms occurs. Overall, harmonic convergence may convey sufficient information about local adaptation of a potential mate regardless of its molecular form that it may also have a role in segregated mate swarms.
The samples analyzed in this study represent a relatively small geographic portion of the sympatric distribution of A. gambiae s.s. M and S forms in West Africa. Just as the levels of hybridization vary across the distribution , , , , , the pattern of wing size differentiation may differ which could be determined with a more widespread sampling distribution. In this same regard, the patterns of wing size and shape differentiation may similarly vary. Thus future studies that take advantage of a geometrics-morphometrics approach to wing shape as well as wing size  may provide a more detailed examination of patterns of wing differentiation. In addition, analysis of other structures directly related to mating (e.g. male genitalia) combined with homologous genes related to mating behavior from Drosophila spp., as has been done in sand flies , , may provide us with candidate genes under selection and thus potential targets for study and better understanding of reproductive isolation mechanisms and speciation with gene flow.
Overall, the data presented here support the hypothesis that pre-mating reproductive isolation mechanisms mediated by wing beat frequency, as measured by wing size, allow for assortative mating between the M and S molecular forms of A. gambiae. Furthermore, the data suggest that wing morphology may support genetic investigations and patterns of hybridization observed in the field. The wings of A. gambiae may bridge the gap between molecular, ecological and organismal studies of this medically important species.
Materials and Methods
The mosquitoes examined in this study were collected as part of two larger studies examining aspects of population dynamics and malaria infection in Anopheles gambiae in west Africa (NIH grants: AI062929 and AI078183). Wings used in the analyses here were salvaged from these specimens, which had already been dissected into three pieces in the field for other analyses. Collections of mosquitoes did not require any specific permits but were made in collaboration with Sekou Traore (Malaria Research Training Center, University of Bamako, Faculte de Medicine de Pharmacie et D'Odonto-Stomatologie, Bamako, Mali) and Amabelia Rodriguez (National Institute of Public Health (INASA), Bissau, Guinea-Bissau). Individual house collections were made with the permission of village authorities and individual residents. Mosquitoes from Mali were collected from the villages of Kela and Selenkenyi in September 2010 (Table 2). Samples from Guinea-Bissau were from the areas of Antula, Prabis, Abu, Bambadinca, Eticoga, Bruce, and Canjufa collected in October and November 2009 (Table 2). Although at a few sites listed in Table 2 from Guinea-Bissau, there appears to be only one or two of the forms collected this represents only high quality specimens and is not due to a lack of sympatric populations of the molecular forms at those sites.
Molecular form determination
Due to the complexity of hybridization in Guinea-Bissau  molecular form determination was accomplished by a consensus of the commonly used PCR methods , , direct sequencing (UC DNA Sequencing Facility) and Sequenom® iPLEX SNP genotyping (UC Davis Veterinary Genetics Laboratory) following manufacturer protocols. For samples from Mali the PCR techniques commonly used for specimens from this region were used ,  and matched on all samples.
Wing mounting and measurement
Wings were removed from mosquitoes, noting left and/or right side of the insect, prior to crushing of the head and thorax for detection of malaria parasites for other studies and had been stored in 100% ethanol. Wings from each individual were mounted on microscope slides with Entellan® Rapid Embedding Agent for Microscopy (Electron Microscopy Services, Hatfield, PA, USA) without coverslips. Each wing was prepared for mounting by briefly placing it in a series of baths consisting of 10% potassium hydroxide, to remove wing scales and allow for clear evaluation of wing venation, followed by distilled water and finally 80% ethanol.
Wings were mounted using an Olympus SZ10 dissecting microscope (Olympus Imaging America, Inc., Center Valley, PA, USA) and imaged with an Olympus BX50 (Olympus Imaging America, Inc., Center Valley, PA, USA) compound microscope at 4× magnification. Images were captured with an Olympus DP71 camera using the DP Controller software (Olympus Imaging America, Inc., Center Valley, PA, USA). The images were assembled into a thin-plate-spline format file using tpsUtil version 1.46 (1) and measurements were made in tpsDig2 version 2.12 (2) using the reference scale embedded in each captured image file. Wing images have been posted to the Open Projects page for Island Ecology on the PopI database hosted by the University of California, Davis: https://grassi2.ucdavis.edu/PopulationData/OpenProjects/IslandEcology/.
Wing length was measured as the distance from the posterior anal cell margin to the tip of radial vein 3 (R3). Wing width was measured as the distance from the subcostal junction with the costa, at the leading edge of the wing, to half way between the junctions of the anterior branches of the cubitus veins CuA1 and CuA2 on the trailing edge of the wing (after the naming convention of (3)). All measurements were conducted by the same individual to reduce confounding effects. Due to the fact that wings were salvaged from specimens already processed for other studies we selected intact wings with enough structure to take measurements of either wing length, wing width or both measurements. Only wings from one side of the animal are required for analysis and after evaluation of the images, those from the right side of the mosquitoes were selected, as there were more intact, good quality wings from this side.
Analyses of wing length and wing width were conducted separately using the General Linear Model procedure in SPSS 16.0 (4). A two-way analysis of variance model was created for each size measurement consisting of the factors: country of wing origin, molecular form of individual and the interaction between these two factors. The Type III sum of squares procedure was implemented to accommodate for the unbalanced sampling of specimens in the study (4). Due to the fact that only a single hybrid specimen was collected from Mali the number of levels within the factor of molecular form was balanced by removing hybrids from the model (complete model provided in Supporting Information S1). The factor of site within country was evaluated prior to the creation of the two-way ANOVA model and no significant effect was observed (Supporting Information S1). The data met the assumptions of analysis of variance and did not require transformation. Significance was observed at the α = 0.05 level.
The supporting information file contains ANOVA tables for the analysis of hybrid forms and the analysis of potential site effects in Mali and Guinea-Bissau.
The authors wish to thank the following individuals for mosquito collections and collaboration; in Mali: A. Fofana, A. Sacko, R. T. Trout and S. Seifert; in Guinea Bissau: J. Dinis, D. Otiudi and C. Taylor. In addition, the authors wish to acknowledge C. Nieman for laboratory support.
Conceived and designed the experiments: MRS BD YL AJC GCL. Performed the experiments: MRS BD. Analyzed the data: MRS. Contributed reagents/materials/analysis tools: CDM YL AJC GCL. Wrote the paper: MRS.
- 1. Coetzee M, Craig M, le Sueur D (2000) Distribution of African malaria mosquitoes belonging to the Anopheles gambiae complex. Parasitol Today 16: 74–77.
- 2. Lanzaro GC, Toure YT, Carnahan J, Zheng L, Dolo G, et al. (1998) Complexities in the genetic structure of Anopheles gambiae populations in west Africa as revealed by microsatelite DNA analysis. PNAS 95: 14260–14265.
- 3. Taylor C, Toure YT, Carnahan J, Norris DE, Dolo G, et al. (2001) Gene flow among populations of the malaria vector, Anopheles gambiae, in Mali, west Africa. Genetics 157: 743–750.
- 4. Tripet F, Toure YT, Taylor CE, Norris DE, Dolo G, et al. (2001) DNA analysis of transferred sperm reveals significant levels of gene flow between molecular forms of Anopheles gambiae. Mol Ecol 10: 1725–1732.
- 5. White BJ, Cheng C, Simard F, Constantini C, Besansky NJ (2010) Genetic association of physically unlinked islands of genomic divergence in incipient species of Anopheles gambiae. Mol Ecol 19: 925–939.
- 6. Della Torre A, Fanello C, Akogbeto M, Dossou-yovo J, Favia G, et al. (2001) Molecular evidence of incipient speciation within Anopheles gambiae s.s. in west Africa. Insect Mol Biol 10: 9–18.
- 7. Favia G, Della Torre A, Bagayoko M, Lanfrancotti A, Sagnon NF, et al. (1997) Molecular identification of sympatric chromosomal forms of Anopheles gambiae and further evidence of their reproductive isolation. Insect Mol Biol 6: 377–383.
- 8. Lehmann T, Diabate A (2008) The molecular forms of Anopheles gambiae: a phenotypic perspective. Infect Genet Evol 8: 737–746.
- 9. Tripet F, Wright J, Cornel A, Fofana A, McAbee R, et al. (2007) Longitudinal survey of knockdown resistance to pyrethroid (kdr) in Mali, West Africa, and evidence of its emergence in the Bamako form of Anopheles gambiae s.s. Am J Trop Med Hyg 76: 81–87.
- 10. Lee Y, Meneses CR, Fofana A, Lanzaro GC (2009) Desiccation resistance among subpopulations of Anopheles gambiae s.s. from Selinkenyi, Mali. J Med Entomol 46: 316–320.
- 11. Gimonneau G, Pombi M, Choisy M, Morand S, Dabire RK, et al. (2011) Larval habitat segregation between the molecular forms of the mosquito, Anopheles gambiae in a rice field area of Burkina Faso, West Africa. Med Vet Entomol Early Online Access. doi:10.1111/j.1365-2915.2011.00957.x.
- 12. Costantini C, Ayala D, Guelbeogo W, Pombi M, Some C, et al. (2009) Living at the edge: biogeographic patterns of habitat segregation conform to speciation by niche expansion in Anopheles gambiae. BMC Ecology 9: 16.
- 13. Diabate A, Dabire RK, Millogo N, Lehmann T (2007) Evaluating the effect of postmating isolation between molecular forms of Anopheles gambiae (Diptera: Culicidae). J Med Entomol 44: 60–64.
- 14. Diabate A, Dao A, Yaro AS, Adamou A, Gonzalez R, et al. (2009) Spatial swarm segregation and reproductive isolation between the molecular forms of Anopheles gambiae. Proc R Soc B 276: 4215–4222.
- 15. Diabate A, Dabire RK, Kenge P, Brengues C, Baldet T, et al. (2006) Mixed swarms of the molecular M and S forms of Anopheles gambiae (Diptera: Culicidae) in sympatric area from Burkina Faso. J Med Entomol 43: 480–483.
- 16. Gibson G, Warren B, Russell IJ (2010) Humming in tune: Sex and species recognition by mosquitoes on the wing. JARO 11: 527–540.
- 17. Pennetier C, Warren B, Dabire RK, Russell IJ, Gibson G (2010) “Singing on the wing” as a mechanism for species recognition in the malarial mosquito Anopheles gambiae. Curr Biol 20: 131–136.
- 18. Cator LJ, Arthur BJ, Harrington LC, Hoy RR (2009) Harmonic convergence in the love songs of the dengue vector mosquito. Science 323: 1077–1079.
- 19. Tripet F, Dolo G, Traore SF, Lanzaro GC (2004) The “wingbeat hypothesis” of reproductive isolation between members of the Anopheles gambiae complex (Diptera: Culicidae) does not fly. J Med Entomol 41: 375–384.
- 20. Cator LJ, Ng'habi KR, Hoy RR, Harrington LC (2010) Sizing up a mate: variation in production and response to acoustic signals in Anopheles gambiae. Behav Ecol 21: 1033–1039.
- 21. Caputo B, Santolamazza F, Vicente JL, Nwakanma D, Jawara M, et al. (2011) The “far-west” of Anopheles gambiae molecular forms. PLoS One 6: doi:10.1371/journal.pone.0016415.
- 22. Turner TL, Hahn MW, Nuzhdin SV (2005) Genomic islands of speciation in Anopheles gambiae. PloS Biol 3: e285.
- 23. Lawniczak MKN, Emrich SJ, Holloway AK, Regier AP, Olson M, et al. (2010) Widespread divergence between incipient Anopheles gambiae species revealed by whole genome sequences. Science 330: 512–514.
- 24. Oliveira E, Salgueiro P, Palsson K, Vicente JL, Arez AP, et al. (2008) High levels of hybridization between molecular forms of Anopheles gambiae from Guinea Bissau. J Med Entomol 45: 1057–1063.
- 25. Marsden CM, Lee Y, Nieman CC, Sanford MR, Dinis J, et al. (2011) Asymmetric introgression between the M and S forms of the malaria vector, Anopheles gambiae, maintains divergence despite extensive hybridization. Mol Ecol. In Press.
- 26. Slotman MA, Reimer LJ, Thiemann T, Dolo G, Fondjo E, et al. (2006) Reduced recombination rate and genetic differentiation between the M and S forms of Anopheles gambiae s.s. Genetics 174: 2081–2093.
- 27. Favia G, Lanfrancotti A, Spanos L, Siden-Kiamos I, Louis C (2001) Molecular characterization of ribosomal DNA polymorphisms discriminating among chromosomal forms of Anopheles gambiae s.s. Insect Mol Biol 10: 19–23.
- 28. Fanello C, Santolamazza F, Della Torre A (2002) Simultaneous identification of species and molecular forms of the Anopheles gambiae complex by PCR-RFLP. Med Vet Entomol 16: 461–464.
- 29. Nasci RS (1990) Relationship of wing length to adult dry weight in several mosquito species (Diptera: Culicidae). J Med Entomol 27: 716–719.
- 30. Koella JC, Lyimo EO (1996) Variability in the relationship between weight and wing length of Anopheles gambiae (Diptera: Culicidae). J Med Entomol 33: 261–264.
- 31. Tuno N, Kjaerandsen J, Badu K, Kruppa T (2010) Blood-feeding behavior of Anopheles gambiae and Anopheles melas in Ghana, Western Africa. J Med Entomol 47: 28–31.
- 32. Lyimo EO, Takken W, Koella JC (1992) Effect of rearing temperature and larval density on larval survival, age at pupation and adult size of Anopheles gambiae. Entomol exp appl 63: 265–271.
- 33. Lee Y, Cornel AJ, Meneses CR, Fofana A, Andrianarivo AG, et al. (2009) Ecological and genetic relationships of the Forest-M form among chromosomal and molecular forms of the malaria vector Anopheles gambiae sensu stricto. Malaria J 8: doi:10.1186/1475-2875-1188-1175.
- 34. Gleason JM, Ritchie MG (1998) Evolution of courtship songs and reproductive isolation in the Drosophila willistoni species complex: Do sexual signals diverge the most quickly? Evolution 52: 1493–1500.
- 35. Souza NA, Vigoder FM, Araki AS, Ward RD, Kyriacou CP, et al. (2004) Analysis of the copulatory courtship songs of Lutzomyia longipalpis in six populations from Brazil. J Med Entomol 41: 906–913.
- 36. Caputo B, Nwakanma D, Jawara M, Adiamoh M, Dia I, et al. (2008) Anopheles gambiae complex along The Gambia river, with particular reference to the molecular forms of An. gambiae s.s. Malaria J 7: 182.
- 37. Wondji C, Simard F, Petrarca V, Etang J, Santolamazza F, et al. (2005) Species and populations of the Anopheles gambiae complex in Cameroon with special emphasis on chromosomal and molecular forms of Anopheles gambiae s.s. J Med Entomol 42: 998–1005.
- 38. Adams DC, Rohlf FJ, Slice DE (2004) Geometric morphometrics: ten years of progress following the ‘revolution’. Ital J Zool 71: 5–16.
- 39. Peixoto AA, Gomes CA, de Amoretty PR, Lins RMMA, Meireles-Filho ACA, et al. (2001) New molecular markers for phlebotomine sand flies. International Journal for Parasitology 31: 634–638.
- 40. Bottecchia M, Oliveira SG, Brauzer LGSR, Souza NA, Ward RD, et al. (2004) Genetic divergence in the cacophony IVS6 intron among five populations of Lutzomyia longipalpis. J Mol Ecol 58: 754–761.