Abstract
Avian malaria is expanding upslope with warmer temperatures and driving multiple species of Hawaiian birds towards extinction. Methods to reduce malaria transmission are urgently needed to prevent further declines. Releasing Wolbachia-infected incompatible male mosquitoes could suppress mosquito populations and releasing Wolbachia-infected female mosquitoes (or both sexes) could reduce pathogen transmission if the Wolbachia strain reduced vector competence. We cleared Culex quinquefasciatus of their natural Wolbachia pipientis wPip infection and transinfected them with Wolbachia wAlbB isolated from Aedes albopictus. We show that wAlbB infection was transmitted transovarially, and demonstrate cytoplasmic incompatibility with wild-type mosquitoes infected with wPip from Oahu and Maui, Hawaii. We measured vector competence for avian malaria, Plasmodium relictum, lineage GRW4, of seven mosquito lines (two with wAlbB; three with natural wPip infection, and two cleared of Wolbachia infection) by allowing them to feed on canaries infected with recently collected field isolates of Hawaiian P. relictum. We tested 73 groups (Ntotal = 1176) of mosquitoes for P. relictum infection in abdomens and thoraxes 6–14 days after feeding on a range of parasitemias from 0.028% to 2.49%, as well as a smaller subset of salivary glands. We found no measurable effect of Wolbachia on any endpoint, but strong effects of parasitemia, days post feeding, and mosquito strain on both abdomen and thorax infection prevalence. These results suggest that releasing male wAlbB-infected C. quinquefasciatus mosquitoes could suppress wPip-infected mosquito populations, but would have little positive or negative impact on mosquito vector competence for P. relictum if wAlbB became established in local mosquito populations. More broadly, the lack of Wolbachia effects on vector competence we observed highlights the variable impacts of both native and transinfected Wolbachia infections in mosquitoes.
Author summary
Avian malaria is expanding upslope in Hawaii with warmer temperatures and driving multiple species of birds towards extinction. Methods to reduce malaria transmission are urgently needed to prevent further declines. Releasing male mosquitoes infected with a type of bacteria (Wolbachia) could suppress mosquito populations by reducing offspring viability and releasing Wolbachia-infected female mosquitoes (or both sexes) could reduce pathogen transmission if the Wolbachia strain reduced vector competence. We cleared Culex quinquefasciatus of their natural Wolbachia pipientis wPip infection and transinfected them with Wolbachia wAlbB isolated from Aedes albopictus. We show that wAlbB infection was transmitted to offspring, and mating wAlbB males with wild-type mosquitoes produced mostly inviable offspring. We measured susceptibility to avian malaria infection of mosquitoes with native or transinfected Wolbachia (wPip or wAlbB). We found no measurable effect of Wolbachia on susceptibility. These results suggest that releasing male wAlbB-infected C. quinquefasciatus mosquitoes could suppress Hawaiian mosquito populations, but would have little positive or negative impact on mosquito vector competence for avian malaria. More broadly, the lack of Wolbachia effects on susceptibility to avian malaria we observed highlights the variable impacts of both native and transinfected Wolbachia infections in mosquitoes.
Introduction
Hawaiian birds are experiencing an extinction crisis. Of the 47 species of Hawaiian honeycreepers known to science, forty-one are extinct or federally endangered [1]. One of the key threats to the remaining species is avian malaria, Plasmodium relictum (lineage GRW4), transmitted by Culex quinquefasciatus mosquitoes [1–4]. Rising global temperatures due to climate change have increased the distribution of mosquito populations and the transmission of malaria at higher elevations on multiple islands [5], as predicted two decades ago [6]. This has led to further population declines in many species [7], with two additional species now nearly extinct in the wild [1]. New tools are urgently needed to reduce transmission of avian malaria to prevent species extinctions in the wild, and allow populations to recover.
One recent breakthrough for reducing transmission of mosquito-borne diseases is the use of Wolbachia bacteria, either to suppress mosquito populations or to reduce mosquito vector competence [8,9]. Wolbachia bacteria are intracellular organisms that naturally infect many mosquitoes and insect species [10], and they can be transinfected into new species or populations [11]. Different strains of Wolbachia can have different effects on mosquitoes, including reduced adult lifespan or fecundity, and reduced vector competence for some pathogens [12]. In addition, Wolbachia can result in inviable embryos through cytoplasmic incompatibility (CI) if male and female mosquitoes have incompatible Wolbachia strains or males have Wolbachia but females do not [12]. Cytoplasmic incompatibility can be used to reduce mosquito populations by releasing incompatible males, or to drive Wolbachia into a population by providing an advantage to females that carry it [12,13]. Control strategies involving the release of Wolbachia-infected incompatible males could further reduce pathogen transmission if the Wolbachia strain in accidentally released female mosquitoes [14,15] also reduces vector competence [16]. Similarly, if a Wolbachia strain reduces vector competence, then population replacement via large scale releases of female (and male) mosquitoes infected with this Wolbachia strain could reduce vector competence and transmission, as has been recently demonstrated for dengue virus and Aedes aegypti mosquitoes [17,18]. The EPA recently approved an emergency exemption to release large numbers of wAlbB transinfected male mosquitoes to reduce populations of C. quinquefasciatus in Hawaii [19], eliminating one regulatory barrier for using this strategy to decrease transmission of avian malaria in Hawaii.
Our goals were threefold: first, to transinfect Wolbachia wAlbB into a C. quinquefasciatus line to use for incompatible male releases for population suppression in Hawaii; second, to confirm complete transmission of Wolbachia infection and CI of transinfected males with wild-type females from Hawaii infected with Wolbachia wPip; and third, to determine if the transinfected Wolbachia wAlbB strain alters the vector competence of transinfected female C. quinquefasciatus mosquitoes for the avian malaria lineage found in Hawaii, P. relictum GRW4. We did not have an a priori hypothesis about whether the wAlbB strain of Wolbachia would increase or reduce vector competence of C. quinquefasciatus for P. relictum because effects of transinfected Wolbachia in other mosquito species have been highly variable [9,20] and no studies of the effects of transinfected Wolbachia on malaria competence have been done in C. quinquefasciatus. Previous studies of C. quinquefasciatus naturally infected with Wolbachia wPip found higher susceptibility for P. relictum lineage SGS1 than mosquitoes cleared of wPip with antibiotics [21]. However, there was no effect of Wolbachia wPip on infection prevalence in the field [22]. Finally, a previous study that created a wAlbB-transinfected C. quinquefasciatus line didn’t quantify the effects on vector competence for any pathogen [23], and this line has been lost in an insectary malfunction (Steven Sinkins, personal communication).
Methods
Culex quinquefasciatus mosquito strains
We studied eight C. quinquefasciatus mosquito lines (Table A in S1 Appendix) which were combinations of four mosquito strains (Palmyra Atoll (abbreviated Palmyra or Palm in figures), Oahu, Maui, and Field (Captain Cook, Hawaii)) with one of two Wolbachia strains (native wPip or transinfected wAlbB) or cleared of Wolbachia infection via antibiotic treatment (“None”). We refer to lines using the strain and Wolbachia type (e.g. Palmyra-wPip, or Oahu-None). We used subsets of these eight lines for three types of experiments: inheritance of transinfected wAlbB Wolbachia, cytoplasmic incompatibility, and vector competence for avian malaria, P. relictum GRW4 (Table A in S1 Appendix).
The Palmyra-wPip strain was started from egg rafts collected from Palmyra Atoll (5.889481°N, 162.078570°W, 5 m above sea level) in 2018 and reared for 40 generations in the laboratory. We created a second line (Palmyra-None) by clearing the Palmyra-wPip line of Wolbachia for 5 generations using antibiotics (see below). We created a third line by transinfecting the Palmyra-None line with wAlbB (Palmyra-wAlbB) (see below).
The Oahu-wPip strain was started from eggs collected from Kawainui Marsh (21.393988°N, 157.752154°W, 1 m above sea level) in 2020 and reared for 10 generations. We created the Oahu-None line by clearing the Oahu-wPip line with antibiotics 5 generations. We created the Oahu-wAlbB line by backcrossing the Oahu-None line with the Palmyra-wAlbB line for seven generations.
The Maui-wPip strain was started using egg rafts collected from Makawao, HI (20.851838°, -156.313887°, 499 m above sea level) in 2020. Finally, the Field-wPip line was started using egg rafts collected from Captain Cook, Hawaii (19.461187°N, 155.896432°W, 204m above sea level) in March 2023; for this line, larvae were reared and G0 individuals were used for measuring vector competence (Table A in S1 Appendix).
All 7 colonized lines (all but Field-wPip) were reared using standard protocols [14], with 8–10 egg rafts seeded into each 1 Liter rearing pan; adults were fed on avian blood (Lampire Biological Laboratories); and females were allowed to lay eggs directly on reverse osmosis (RO) water. All mosquito stages were maintained at 26–28 °C in 70–80% humidity. Adult mosquitoes 5–10 days old from the 7 colonized lines were transported by car from Verily’s rearing facility to the University of California, Santa Cruz (~110 kilometers) for the vector competence studies and fed on birds in the subsequent 36 hours. We reared Field-wPip larvae in plastic pans (44 cm × 25 cm × 10 cm) with 200–350 larvae/pan, filled with 1 Liter of deionized water and fed daily 0.2–0.4 g of ground fish food (Koi’s Choice Premium Fish Food). We transferred pupae to 30 cm3 mosquito cages (BugDorm). Emerging adults were fed ad libitum on 10% sucrose solution-soaked cottons. We used 7 to 14-day-old Field-wPip adults and deprived them of sucrose cottons for 24–48 hrs prior to blood feeding in vector competence experiments.
Clearing Wolbachia wPip, transinfecting Wolbachia wAlbB
We created two mosquito lines without Wolbachia, Palmyra-None and Oahu-None, by clearing native Wolbachia wPip with antibiotics and then used these two lines to create two additional mosquito lines transinfected with Wolbachia wAlbB. We first cleared native Wolbachia wPip infection from the Palmyra-wPip line by exposing adult mosquitoes to a solution of 25mg/100ml tetracycline (Sigma T7660), pH buffered with TrisBase to 7.4, and provided in 10% sugar feeders for five generations [24]. We then isolated Wolbachia wAlbB from Aedes albopictus originating from Kuala Lumpur, Malaysia (KLP strain). We dissected 30–60 ovaries of female KLP mosquitoes and harvested wAlbB Wolbachia into phosphate buffered saline (PBS) for each transfection experiment. Ovary tissue was thoroughly homogenized using a Tapered Tissue Grinder (DWK Life Sciences Wheaton™) before centrifugation to remove cellular debris. We filtered and centrifuged the supernatant (Pall Acrodisc) to select for Wolbachia cells. We resuspended the pellet in PBS to a concentration of 1–6 ovaries/μL for microinjection into Culex embryos.
We then transinfected mosquitoes from the Palmyra-None line with wAlbB. We allowed Palmyra-None females to lay eggs on RO water and aligned eggs individually against nitrocellulose membrane (MF-Milipore #HAWP04700) underneath moistened filter paper on a glass slide. We then injected wAlbB Wolbachia extract into each egg at the posterior end using a beveled quartz glass pipette (Sutter Instruments #QF100-70-10) and the XenoWorks Digital Microinjector and Micromanipulator system (Sutter Instruments).
Post injection, we stored wAlbB eggs in a plastic container with a constant RO water supply and incubated overnight at 28°C before hatching the next day. We hatched injected eggs in a petri dish with RO water, yeast slurry and Koi fish pellets. We maintained flooded eggs under insectary conditions (28°C, 80% humidity, 12:12 hr light cycle) for ~3 days before larvae were counted. We reared larvae to adults on a diet of Koi fish pellets.
We harvested adult males from G0 (transinfected eggs) and screened them for the presence of Wolbachia using ddPCR [14] to detect transinfection. We mated females from injection sets with positive G0 males with Palmyra-None males and provided them with a warmed avian blood meal in plastic 100 x 15 mm petri-dishes (VWR, #25384–324) with Parafilm M membrane (Bevis, #HS234526A). Isofemale lines were then established from single blood fed females placed into iso-tubes (Drosophila vials [Genesee Scientific 32–116]) with RO water (~10 mL). Once eggs were laid, females were harvested and individually tested for the presence of Wolbachia via ddPCR. If an egg-laying female was positive for Wolbachia, its G1 larvae were reared and the process of male and female screening repeated until a stable line with 100% infection was achieved.
Transmission of transinfected wAlbB
We examined transmission of wAlbB in Palmyra-wAlbB (“DQB”, Debug quinquefasciatus wAlbB.”) mosquitoes and confirmed the absence of both wAlbA and wPip in the Palmyra-wAlbB line. We stabilized the Palmyra-wAlbB line through sib-mating and standard larva-to-adult rearing for six generations before Wolbachia transmission was assessed. We then quantified transmission of wAlbB Wolbachia in at least 95 adult males and 95 females in each of five generations (G7, 8, 10, 11, 12; G9 had insufficient samples). We extracted mosquito DNA and quantified wAlbB presence and wAlbA and wPip absence using ddPCR on the WSP gene with established wAlbB primer probes [14], wAlbA primer probes (F 5’CCCCAGCAGATACTATTGCG 3’, R 5’ CGGTTTTCAAAGGAGTGCTG 3’, probe 5’ 6-FAM TTGGTGTTGGTGTTGGTGCAGCGT ZEN/3’ IBFQ) and wPip primer probes (F 5’ GCTGGTGCTCGTTATTTTGG 3’, R 5’ ACAGCGCTGTAAAGGACATT 3’, probe 5’ 6-FAM AAGAAGCAGTATCAGCTACTAAAGAGA ZEN/3’ IBFQ). We made the following modifications: we used the following for the ddPCR primer probe set for the C. quinquefasciatus housekeeping gene RPL5 (ensembl ID LOC6043019): F 5’ GGCAACACTGACATCTCTGT 3’, R 5’ AAAATCGAAGATGGCGTTGC 3’, probe 5’ HEX CTCGCTCGCTCTCGGCTCTCCT ZEN/3’ IBFQ. A few samples (15/991) were omitted from analysis because the mosquito reference gene RPL5 was less than 100 droplets, which indicated poor DNA quality/yield.
Bidirectional cytoplasmic incompatibility and fecundity
We examined bidirectional CI between Palmyra-wAlbB and both Oahu-wPip and Maui-wPip. Bidirectional CI occurs when crosses in both directions (male wPip and female wAlbB and vice versa) both result in inviable offspring. We assessed CI in the Palmyra-wAlbB transinfected line by mating Palmyra-wAlbB males to two lines with native wPip infections, Oahu-wPip and Maui-wPip (Table A in S1 Appendix). We measured bidirectional CI by mating Oahu-wPip and Maui-wPip males with Palmyra-wAlbB females. We assessed sex of pupae microscopically before transfer to eclosion cages (BugDorm-4S3030, W30 x D30 x H30cm) provisioned with of 10% sucrose ad libitum. Four days after eclosion, when mosquitoes were sexually mature, we mated 150 males from one of two Wolbachia strains (wAlbB or wPip) with 100 females of the other Wolbachia strain (wPip or wAlbB, respectively) in medium cages (BugDorm-4S3030, W30 x D30 x H30cm) for three nights. After mating, we provided females an avian blood meal (Lampire Biological Laboratories) in a plastic 100 x 15mm petri-dish (VWR, #25384–324) with Parafilm M membrane (Bevis, #HS234526A). Following blood feeding, we allowed females to oviposit individually in iso-tubes (Genesee Scientific 32–116) with RO water (~10 mL) or en masse in oviposition bowls (Eco-Products, EP-BSC8-GS) with ~ 100 mL of RO water. We collected rafts and counted eggs under the microscope before hatching, and returned them to RO water to hatch for seven days before any larvae were counted. For each of the four mating crosses (Palmyra-wAlbB males with female Oahu-wPip and Maui-wPip; and Palmyra-wAlbB females with male Oahu-wPip and Maui-wPip) three biological replicates from different mosquito generations were performed.
We also measured fecundity (# of eggs laid per female) for the transinfected Palmyra-wAlbB and Oahu-wAlbB strains, two wild-type strains that we used for CI testing (Maui-wPip and Oahu-wPip), and crosses between mosquitoes infected with wPip and wAlbB described above. We placed a subset of 29–96 individual females from each strain into iso-tubes after blood feeding for egg laying as described above. We added 1 drop of yeast solution to each egg raft in the iso-tubes.
Plasmodium relictum isolates
We collected two isolates of Plasmodium relictum (lineage GRW4) from wild birds at two sites on Hawai’i Island, one from an ‘Apapane (Himatione sanguinea) from Pu’u Wa’awa’a Forest Reserve (19.738154°N, 155.875234°W, 1,230 m above sea level) and another from a Warbling White-eye (Zosterops japonicus) from the same Captain Cook, HI site described above where Field mosquitoes were collected. We took 50–100 μl of blood from the brachial vein of birds and placed it into a 1 mL syringe with an appropriate volume of citrate–phosphate–dextrose solution with adenine (CDPA; Sigma-Aldrich, St. Louis, MO, USA) to create a 1:9 CDPA to blood ratio [25] and stored it up to 48 hrs at 4 °C. We used 1–2 μl of blood from the same bird to create a thin blood smear that was air-dried for 30 minutes, fixed in 100% methanol, and later stained for one hour with Giemsa [26]. We screened each stained smear by examining 50 microscope fields at 1000x magnification using oil immersion to determine the presence and parasitemia of a sample. If we observed one or more cells infected with malaria, we inoculated the blood-CDPA mixture intramuscularly into the pectoral muscle of a domestic canary (Serinus canaria). We passaged isolates one to seven times in canaries via intramuscular inoculations of 50–100 μl of infected blood between birds before exposure to mosquitoes in feeding trials, or before cryopreservation in glycerolyte for future use [27]. Both isolates used in mosquito feedings had at least 1 passage between the wild source bird and the bird used for mosquito feedings. All work with wild and laboratory birds was performed under animal care and use protocol Kilpm2003 approved by the Institutional Animal Care and Use Committee at the University of California in Santa Cruz, USA.
Experimental Plasmodium relictum infections, mosquito feeding and survival
We inoculated canaries intramuscularly with 50–200 μL of whole blood (parasitemia: 0.1–2.85%) containing an avian malaria isolate that had been passaged 1–7 times and was either a thawed deglycerolized sample, or was fresh blood from another infected canary. Starting on day 5 post-infection afterward we took 5–10 μL of blood by brachial venipuncture and screened thin blood smears by microscopy and by qPCR [28,29] to detect infection and estimate parasitemia. Once infection was detected, we allowed approximately 50 mosquitoes from each of three mosquito lines to feed on each infected bird simultaneously. We differentiated the three mosquito lines during feedings by spraying each line with a green or red fluorescent marker or leaving it unmarked (Fig A and Methods in S1 Appendix); the line receiving each spray color (or none) was randomly selected. We fed most mosquitoes by restraining an infected canary on top of a container containing the mosquitoes that had holes in the lid that allowed the bird’s legs and feet to be inside the container (Fig B in S1 Appendix). Field mosquitoes were more hesitant to feed and were placed in a Bugdorm with an unrestrained bird in a PVC cylinder with a perch and allowed to feed for ~ 8 hrs overnight (Fig B in S1 Appendix).
We collected engorged mosquitoes with an aspirator and transferred them into a cage in an incubator set to 26 °C. We provided mosquitoes with cottons soaked in a 10% sucrose solution and held them until dissection. We recorded deaths, daily, of all adult females and assigned them to a mosquito line based on the spray color, whenever possible. We collected unfed females, knocked them down on ice, and counted the number of each spray color under a UV light to quantify feeding success for each group.
We killed engorged mosquitoes 6–14 days after feeding and dissected them by cleanly separating the thorax from the abdomen at the scutellum with sterile dissection needles. We placed abdomens in 96-well DNA extraction plates containing Chemagic DNA lysis buffer (PerkinElmer, Waltham, MA, USA) and placed the head, thorax, and legs of each individual in a second plate to test for a disseminated sporozoite infection which we call “thorax infection”. When DNA extraction plates were not available, abdomens and thoraxes (including the head and legs) were placed in separate 1 mL vials containing 0.5 mL of 70% ethanol. All samples were stored at -20 °C until DNA extraction and processing by qPCR (Methods: Plasmodium relictum qPCR and ddPCR in S1 Appendix). We also examined P. relictum infection in the salivary glands for a subset of 106 Oahu mosquitoes of all three Wolbachia types (wAlbB, wPip, and None) (Methods: Salivary gland infection in S1 Appendix). We were not able to measure Plasmodium infection in salivary glands for all mosquitoes which would have enabled us to determine the fraction of mosquitoes with infective sporozoite thorax infections that were infectious and would likely transmit malaria. We also note that P. relictum-positive abdomens may have contained oocysts or other malaria stages since we did not dissect midguts.
Statistical analyses
We analyzed egg viability (and cytoplasmic incompatibility) among crosses, Wolbachia types, and mosquito strains using a generalized linear model with a binomial distribution and a logit link. We analyzed fecundity with a generalized linear model with a negative binomial distribution and a log link. We analyzed adult female survival in the 11 days post-blood feeding with a Cox’s proportional hazard model, which censored the mosquitoes that were killed for testing. We analyzed the fraction of mosquitoes testing positive for P. relictum by qPCR with generalized linear models with a binomial distribution and a logit link. We analyzed abdomen and thorax infections separately. We included log(Parasitemia), days post feeding, mosquito strain (Oahu, Palmyra, or Field), and Wolbachia type (wAlbB, wPip, or None) as predictors. We excluded small batches of mosquitoes with N<4 (a batch is a unique mosquito strain + Wolbachia strain + day post feeding + parasitemia), but results were qualitatively identical if we included all mosquitoes. We examined two and three-way interactions among the predictors log10(Parasitemia), days post feeding, and mosquito strain and used AIC to determine which interactions were best supported by the data. We did not include spray color or P. relictum isolate in the final model because neither had support when added to the best fitting model (Table I in S1 Appendix; Spray color: χ2 = 1.47, df = 2, P = 0.48; Pu’u Wa’awa’a Isolate coef.: -0.225, SE = 0.18, Z = -1.23, P = 0.22).
To analyze salivary gland infection, we log transformed the ratio of P. relictum DNA to mosquito DNA in salivary gland samples and analyzed it with a linear model with Wolbachia type as a predictor. There was heteroscedasticy in the residuals so we performed a robust comparison using the coeftest function in the lmtest package with a variance-covariance matrix estimated using the sandwich package. All analyses were performed in R, v.4.3.3. Data and code to replicate the analyses and figures is available from [30].
Dryad DOI
Results
Transinfected line Wolbachia transmission and Cytoplasmic Incompatibility (CI)
We cleared wPip Wolbachia infection from the Palmyra-wPip strain of C. quinquefasciatus with antibiotics. Zero of 60 mosquitoes (48 females 12 males) from the antibiotic treated Palmyra line and zero of 90 mosquitoes from the antibiotic treated Oahu line (45 females 45 males) tested positive for wPip by ddPCR while 100% of these 150 mosquitoes tested positive for a control gene (RPL5). We then successfully transinfected a single female cleared of wPip with the wAlbB strain of Wolbachia. We examined transmission in 991 adults from generations 7 thru 13 of the mosquito line from this female (Nave = 188.8 (range 187–192)/generation, excluding generation 9 which had 32 mosquitoes). Every sample from every generation tested positive for wAlbB by ddPCR, indicating complete transmission of Wolbachia across generations (mean ratio of wAlbB gene copies to C. quinquefasciatus gene copies: 2.95; SE = 0.077; Fig C in S1 Appendix). None of the mosquitoes tested positive for wAlbA (Fig C in S1 Appendix).
Bidirectional cytoplasmic incompatibility between mosquitoes infected with wAlbB and wPip was nearly complete in both directions (Fig 1, Fig D and Tables C and D in S1 Appendix). In crosses between Palmyra-wAlbB males (“DQB”) with Oahu-wPip females, only 0.93% of 18,457 eggs from 118 females hatched (99.07% were inviable), and in crosses with Maui-wPip females, only 1.54% of 13,898 eggs from 77 females hatched (98.46% were inviable) (Fig 1, Fig D and Table C in S1 Appendix). Similarly, when Palmyra-wAlbB females were mated with Oahu-wPip males only 0.03% of 10,496 eggs from 107 females hatched (99.97% inviable), and in crossed with Maui-wPip males only 0.05% of 14,706 eggs from 95 females hatched (99.95% inviable) (Fig 1, Fig D and Table D in S1 Appendix). In contrast, 76–88% of eggs hatched in matings between mosquitoes with the same Wolbachia type (Fig 1 [MP, OA, OP, and PA] and Fig D and Table E in S1 Appendix); the fraction not hatching was much higher than in mixed Wolbachia crosses (generalized linear model with a binomial distribution: Fraction not hatching = 4.97–6.52 (SE 0.052) * Mixed; Z = -124.3, P < 2 x10-16, Table F in S1 Appendix). wAlbB Wolbachia infection had minor effects on fecundity and adult female survival (Results, Figs D and E and Tables G and H in S1 Appendix).
Fig 1. Bi-directional cytoplasmic incompatibility results between mosquitoes infected with Wolbachia wAlbB (green ovals) and two mosquito strains (Oahu and Maui) infected with native Wolbachia wPip (yellow ovals) and viability for compatible crosses.
Three replicates (1–3) of eggs from an average of 36.1 (range 17–45) females/replicate are shown for each of four mixed wAlbB-wPip crosses (A, B, C, D) that include males and females of each mosquito strain (Tables C and D in S1 Appendix): A1-A3: Palmyra-wAlbB males X Oahu-wPip females; B1-B3: Oahu-wPip males X Palmyra-wAlbB females; C1-C3: Palmyra-wAlbB males X Maui-wPip females; D1-D3: Maui-wPip males X Palmyra-wAlbB females. Each of the 12 replicates A1-D3 had Nmean = 4796 (range 786–7131) eggs. The four remaining crosses were between male and female mosquitoes with the same Wolbachia type (MP: Maui-wPip, OA: Oahu-wAlbB, OP: Oahu-wPip, PA: Palmyra-wAlbB (Table E in S1 Appendix). The total number of eggs for each cross is shown above the bars.
Vector competence measurements
We infected fourteen canaries with P. relictum GRW4, which had peak parasitemias averaging 1.22% (range 0.04%–4.7%; note that we didn’t sample birds every day and could have missed individual peak parasitemias). Peak parasitemia increased with passage number (Log(peak parasitemia) = -6.81+ 0.465 (SE 0.19) * Passage number; P = 0.032; N = 13; R2 = 35.3%), but was unrelated to the dose injected (# of parasites), or isolate (dose coef.: -0.39, SE 4.02, N = 13, P = 0.925; isolate coef., Pu’u Wa’awa’a vs Captain Cook: -0.042, SE 0.68, N = 13, P = 0.952, in separate models with passage number). Over the course of infection, birds had daily parasitemias of 0.016% to 4.7% and we used parasitemias between 0.028% and 2.49% to measure vector competence of C. quinquefasciatus mosquitoes (Fig F in S1 Appendix).
We fed 68 batches (mean N = 57; SD = 17.9; range 20–130) of C. quinquefasciatus mosquitoes on these infected canaries (Results: Feeding success; Fig G and Table B in S1 Appendix). We tested the 1176 fed mosquitoes from these 68 batches in 73 groups for abdomen and thorax infection, by qPCR (mean N = 16/group; SD = 7.5; range 4–47). Despite this enormous number of groups, there was no evidence for differences in thorax infection prevalence among Wolbachia strains (wAlbB, native wPip, or None) (compare the height of points with the same color in each panel of Fig 2 and height of different colored lines in Fig 3; Tables I and J in S1 Appendix).
Fig 2. Fraction of thoraxes infected (and binomial 95% CI) plotted against Wolbachia type in the mosquitoes (wAlbB, wPip, or None).
The color shows the parasitemia (percent of red blood cells infected) of the bird the mosquitoes fed upon (on a log2 scale), the panel rows show the mosquito strain (Oahu or Palmyra), the panel columns show the days post-feeding when the mosquitoes were dissected (6–14 days), and the size of the points shows the sample size for each point (mean 16, range 4–47). The fitted model (Table I in S1 Appendix) indicates there are no consistent differences among Wolbachia types (points of the same color in each panel are, on average, at the same height). Points have been slightly jittered along the x-axis to aid in visualization. Note that in a small number of experiments one of the three Wolbachia groups had insufficient mosquitoes that successfully fed and this group is not shown (e.g. bottom middle panel, Palm-None on day 10).
Fig 3. Fraction of thoraxes infected (and binomial 95% CI) plotted against the parasitemia (percent of red blood cells infected) of the bird the mosquitoes fed upon (on a log2 scale).
This is the same data as in Fig 2, plotted with a different x-axis. Color shows the Wolbachia type in the mosquitoes (wAlbB, wPip, or None), the panel rows show the mosquito strain (Oahu or Palmyra), the panel columns show the days post-feeding when the mosquitoes were dissected (6–14 days), and the size of the points shows the sample size (mean 16, range 4–47). The lines show the fitted model for each of the three Wolbachia types, which are on top of each other and difficult to distinguish because there was no measurable differences among Wolbachia types (Table I in S1 Appendix). Points have been slightly jittered along the x-axis to aid in visualization.
However, the fraction of mosquitoes with thorax infections increased sharply with parasitemia and days since feeding, and the slope of parasitemia increased over time (Fig 3 and Tables I and J in S1 Appendix). Thorax infection prevalence was slightly higher in the Oahu strain than in the Palmyra strain (Fig H and Tables I and J in S1 Appendix), and highest in the Field strain (Fig H and Tables I and J in S1 Appendix). The Results were qualitatively identical when we analyzed each Wolbachia-mosquito strain pair separately (Fig I and Table J in S1 Appendix).
Abdomen infection prevalence was higher than thorax infection prevalence, but patterns were similar, with there being no detectable effect of Wolbachia type, and infection prevalence increased with parasitemia, and differed between the mosquito strains (Fig 4, Fig J and Table K in S1 Appendix). Abdomen infection prevalence increased faster with days since infection for the Palmyra and Field strains than for the Oahu strain, which resulted in differences between the mosquito strains changing with days since feeding (prevalence was higher in Oahu mosquitoes 6–10 days after infection but was higher in the Palmyra and Field strains 12–14 days after infection; Fig J and Table K in S1 Appendix).
Fig 4. Fraction of abdomens infected (and 95% CI) plotted against Wolbachia type in the mosquitoes (wAlbB, wPip, or None).
The color shows the parasitemia (percent of red blood cells infected) of the bird the mosquitoes fed upon (on a log2 scale), the panel rows show the mosquito strain (Oahu or Palmyra), the panel columns show the days post-feeding when the mosquitoes were dissected (6–14 days), and the size of the points shows the sample size (mean 16, range 4–47). The fitted model (Table K in S1 Appendix) indicates there are no consistent differences among Wolbachia types (points of the same color in each panel are, on average, at the same height). Points have been slightly jittered along the x-axis to aid in visualization.
We tested salivary glands from 106 Oahu mosquitoes for P. relictum DNA by ddPCR that had fed on a canary with a parasitemia of 0.12% 14 days earlier. Salivary glands from all 106 mosquitoes tested positive for P. relictum DNA, and there were no differences in the amount of P. relictum DNA among the three Wolbachia types (Fig 5).
Fig 5. Wolbachia strain and salivary gland infection.

P. relictum DNA to mosquito DNA measured by ddPCR, on a log10 scale, in salivary glands from 106 Oahu mosquitoes infected wAlbB, wPip, or no Wolbachia infection. Red points show mean and 95% CI. There was no difference among Wolbachia types (robust F = 1.16, df = 2, P = 0.32).
Discussion
We successfully transinfected the wAlbB Wolbachia strain into C. quinquefasciatus mosquitoes originating from Palmyra Atoll after clearing them of their natural wPip Wolbachia infection. The resultant Palmyra-wAlbB line of mosquitoes exhibited complete transmission of wAlbB across generations, and almost 100% bidirectional CI with mosquitoes from Hawaii (Maui and Oahu) infected with wPip. We then created another wAlbB-infected line by backcrossing the Palmyra-wAlbB into an Oahu strain of C. quinquefasciatus that we cleared of natural wPip infection. The creation of these two lines of wAlbB-infected C. quinquefasciatus mosquitoes makes population suppression of C. quinquefasciatus via widespread release of wAlbB-infected males possible both in Hawaii and elsewhere. The bidirectional CI we observed between wAlbB and wPip mosquitoes would result in any accidentally released wAlbB-infected females having inviable offspring if they mate with native wPip males (but not if they mate with wAlbB-infected males).
We then examined the effect of wAlbB, wPip or no Wolbachia on vector competence in two mosquito strains, Palmyra and Oahu, for P. relictum GRW4, the only lineage of avian malaria detected in Hawaii [2]. We found infection with Wolbachia strains wAlbB and wPip had no detectable effect on thorax or abdomen infection of C. quinquefasciatus mosquitoes for avian malaria P. relictum GRW4 in either the Oahu or Palmyra mosquito strains. We also found no difference among Wolbachia groups in the amount of P. relictum DNA in salivary glands in a subset of mosquitoes from the Oahu strain. This is the first study, to our knowledge, to experimentally assess the impact of both natural infections and stable transinfections of Wolbachia on malaria vector competence in the same natural mosquito-pathogen system (but see [31] for an observational study of natural Wolbachia infection and Plasmodium prevalence in Anopheles coluzzii). Taken together these results indicate that the purposeful or accidental introduction of the wAlbB strain of Wolbachia to mosquito populations in Hawaii would likely neither help nor hurt conservation efforts to reduce transmission of avian malaria [32,33].
Our results differ from two previous studies that found that Wolbachia altered Plasmodium prevalence in malaria vectors. In C. quinquefasciatus, natural wPip infections increased vector competence for P. relictum lineage SGS1 compared to those cleared of Wolbachia infection [21]. In contrast, in Anopheles stephensi, transinfected wAlbB reduced midgut infection prevalence of Plasmodium falciparum [34]. The conflicting results between these two studies suggests that the impacts of Wolbachia on Plasmodium infection are not uniform, which is consistent with the highly variable effects of transinfected Wolbachia on other pathogens in other vectors [9]. We had much larger sample sizes than all past studies combined, and examined seven lines of mosquitoes, including two inbred mosquito strains with two strains of Wolbachia or no Wolbachia and one Field mosquito strain, suggesting that a lack of an effect of Wolbachia on Plasmodium vector competence was not due to a lack of power in our study.
In contrast to the lack of differences among Wolbachia lines, we found moderate differences among mosquito strains in vector competence, with Field mosquitoes having the highest vector competence, followed by the inbred Oahu strain and then the inbred Palmyra strain. The differences in vector competence among mosquito strains indicates that we had ample power to detect differences in vector competence. They also underline the extensive variability in vector competence among populations of the same mosquito species, which is common for many vector-pathogen pairs [35,36].
We found a relatively steep relationship between parasitemia and both thorax and abdomen infection, and the relationship became steeper with time since feeding. Twelve days after feeding the relationship was very steep, with parasitemias up to 0.1% leading to relatively few disseminated thorax infections (<15.0%), whereas parasitemias only three-fold higher (0.3%) led to most (73.0%) mosquitoes having thorax infections. In contrast, after only eight days after feeding, a much higher 10-fold range of parasitemias (0.06% to 0.6%) was required to produce a similar range in thorax infection. The steep relationship between host parasitemia and thorax infection prevalence made it more challenging to determine the appropriate day to feed mosquitoes on a canary and which day to dissect and test mosquitoes to obtain an intermediate level of infection. In many of our feedings most or almost none of the mosquitoes in all groups had thorax infections (Figs 2 and 3, H and I in S1 Appendix). This steep relationship, if it is also present in wild mosquitoes, would lead to highly heterogeneous infectiousness among birds (and bird species), with birds infecting nearly all or almost none of the mosquitoes that fed on them depending on whether their parasitemia was above or below a relatively narrow threshold parasitemia (e.g. ~0.1%-0.3% for day 12 post feeding). Our data from the Field mosquito strain was limited, with only one day post feeding (day 12) where we had fed mosquitoes on canaries with a range of parasitemias (four parasitemias, ranging from 0.028% to 1.225%; Fig K in S1 Appendix). Analysis of just this (small) dataset of wild G0 mosquitoes produced a much less steep relationship (Fig K in S1 Appendix), suggesting the steep relationship we observed for the dataset composed of mosquitoes from two inbred lines (Oahu and Palmyra), may be a result of limited genetic variation.
In summary, the rapid decline of many species of Hawaiian birds over the last several decades, due to a climate-change driven increase in malaria transmission at higher elevations, requires urgent action to prevent extinction [1,5,7,37]. We created two lines of wAlbB-infected C. quinquefasciatus mosquitoes with high CI with Hawaiian C. quinquefasciatus infected with wPip, which could be used to suppress mosquito populations via widespread release of wAlbB-infected males. We examined whether the transinfected Wolbachia strain wAlbB increased or decreased vector competence of these two lines for P. relictum GRW4. We found no effect of Wolbachia infection on thorax, abdomen, or salivary gland infection, suggesting that replacement of the current Wolbachia in Hawaiian mosquitoes (wPip) with the wAlbB strain would have little impact on their susceptibility to infection and ability to transmit this parasite. Furthermore, vector competence in one population of mosquitoes collected directly from the field had much higher infection rates than the two transinfected lines. This suggests that accidental releases of small numbers of female mosquitoes with Wolbachia strain wAlbB with the large numbers of male mosquitoes with Wolbachia strain wAlbB that is planned for 2024 [32,33] is unlikely to alter the transmission of malaria beyond the effect of the wAlbB-infected males greatly reducing mosquito populations.
Supporting information
Supplemental text includes Methods: Mosquito marking, Methods: Mosquito marking, Plasmodium relictum qPCR and ddPCR, Methods: Salivary Gland Infection, Results: Feeding success, Results: Fecundity and Adult Female Survival; Tables A K, Figs A- K.
(DOCX)
Acknowledgments
We thank Nancy McInerney, Nichelle VanTassel, and Rob Fleischer for genetic analysis of one of our P. relictum isolates to confirm it was lineage GRW4.
Data Availability
The data and code to reproduce the results are in Dryad Digital Repository, DOI:10.5061/dryad.k6djh9wf4.
Funding Statement
Funding was provided by a contract from Verily Life Science Inc., and NSF grants DEB-1717498 and DEB 1911853 to AMK. NSF played no role in the study, but co-authors GF, PIH, AGM, BJW, SNM are Verily employees and contributed to study design, data collection and analysis, and preparation of the manuscript. Verily agreed to publish the results, regardless of the outcome, before the contract was signed.
References
- 1.Paxton EH, Crampton LH, Vetter JP, Laut M, Berry L, Morey S. Minimizing extinction risk in the face of uncertainty: Developing conservation strategies for 2 rapidly declining forest bird species on Kaua‘i Island. Wildl Soc Bull. 2022;46: e1254. doi: 10.1002/wsb.1254 [DOI] [Google Scholar]
- 2.Beadell JS, Ishtiaq F, Covas R, Melo M, Warren BH, Atkinson CT, et al. Global phylogeographic limits of Hawaii’s avian malaria. Proc R Soc B Biol Sci. 2006;273: 2935–2944. doi: 10.1098/rspb.2006.3671 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Freed LA, Cann RL, Goff ML, Kuntz WA, Bodner GR. Increase in Avian Malaria at Upper Elevation in Hawai‘i. The Condor. 2005;107: 753–764. doi: 10.1093/condor/107.4.753 [DOI] [Google Scholar]
- 4.van Riper C III, van Riper SG, Goff ML, Laird M. The epizootiology and ecological significance of malaria in Hawaiian (USA) land birds. Ecol Monogr. 1986;56: 327–344. [Google Scholar]
- 5.Atkinson CT, Utzurrum RB, Lapointe DA, Camp RJ, Crampton LH, Foster JT, et al. Changing climate and the altitudinal range of avian malaria in the Hawaiian Islands—an ongoing conservation crisis on the island of Kaua’i. Glob Change Biol. 2014;20: 2426–2436. doi: 10.1111/gcb.12535 [DOI] [PubMed] [Google Scholar]
- 6.Benning TL, LaPointe D, Atkinson CT, Vitousek PM. Interactions of climate change with biological invasions and land use in the Hawaiian Islands: Modeling the fate of endemic birds using a geographic information system. Proc Natl Acad Sci U S A. 2002;99: 14246–14249. doi: 10.1073/pnas.162372399 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Paxton EH, Camp RJ, Gorresen PM, Crampton LH, Leonard DL, VanderWerf EA. Collapsing avian community on a Hawaiian island. Sci Adv. 2016;2: e1600029. doi: 10.1126/sciadv.1600029 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Flores HA, O’Neill SL. Controlling vector-borne diseases by releasing modified mosquitoes. Nat Rev Microbiol. 2018;16: 508–518. doi: 10.1038/s41579-018-0025-0 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Ross PA, Turelli M, Hoffmann AA. Evolutionary Ecology of Wolbachia Releases for Disease Control. Annu Rev Genet. 2019;53: 93–116. doi: 10.1146/annurev-genet-112618-043609 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Hilgenboecker K, Hammerstein P, Schlattmann P, Telschow A, Werren JH. How many species are infected with Wolbachia?–a statistical analysis of current data. FEMS Microbiol Lett. 2008;281: 215–220. doi: 10.1111/j.1574-6968.2008.01110.x [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Hughes GL, Rasgon JL. Transinfection: a method to investigate Wolbachia–host interactions and control arthropod-borne disease. Insect Mol Biol. 2014;23: 141–151. doi: 10.1111/imb.12066 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Iturbe-Ormaetxe I, Walker T, O’ Neill SL. Wolbachia and the biological control of mosquito-borne disease. EMBO Rep. 2011;12: 508–518. doi: 10.1038/embor.2011.84 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Laven H. Eradication of Culex pipiens fatigans through Cytoplasmic Incompatibility. Nature. 1967;216: 383–384. doi: 10.1038/216383a0 [DOI] [PubMed] [Google Scholar]
- 14.Crawford JE, Clarke DW, Criswell V, Desnoyer M, Cornel D, Deegan B, et al. Efficient production of male Wolbachia-infected Aedes aegypti mosquitoes enables large-scale suppression of wild populations. Nat Biotechnol. 2020;38: 482–492. doi: 10.1038/s41587-020-0471-x [DOI] [PubMed] [Google Scholar]
- 15.Papathanos PA, Bourtzis K, Tripet F, Bossin H, Virginio JF, Capurro ML, et al. A perspective on the need and current status of efficient sex separation methods for mosquito genetic control. Parasit Vectors. 2018;11: 654. doi: 10.1186/s13071-018-3222-9 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Caragata EP, Dutra HLC, Sucupira PHF, Ferreira AGA, Moreira LA. Wolbachia as translational science: controlling mosquito-borne pathogens. Trends Parasitol. 2021;37: 1050–1067. doi: 10.1016/j.pt.2021.06.007 [DOI] [PubMed] [Google Scholar]
- 17.Utarini A, Indriani C, Ahmad RA, Tantowijoyo W, Arguni E, Ansari MR, et al. Efficacy of Wolbachia-Infected Mosquito Deployments for the Control of Dengue. N Engl J Med. 2021;384: 2177–2186. doi: 10.1056/NEJMoa2030243 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Velez ID, Tanamas SK, Arbelaez MP, Kutcher SC, Duque SL, Uribe A, et al. Reduced dengue incidence following city-wide wMel Wolbachia mosquito releases throughout three Colombian cities: Interrupted time series analysis and a prospective case-control study. PLoS Negl Trop Dis. 2023;17: e0011713. doi: 10.1371/journal.pntd.0011713 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.US EPA,. EPA Approves Emergency Exemption for Wolbachia Mosquitoes to Protect Endangered Birds in Hawaii. 2023. https://www.epa.gov/pesticides/epa-approves-emergency-exemption-wolbachia-mosquitoes-protect-endangered-birds-hawaii
- 20.Hughes GL, Rivero A, Rasgon JL. Wolbachia Can Enhance Plasmodium Infection in Mosquitoes: Implications for Malaria Control? Rall GF, editor. PLoS Pathog. 2014;10: e1004182. doi: 10.1371/journal.ppat.1004182 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Zélé F, Nicot A, Berthomieu A, Weill M, Duron O, Rivero A. Wolbachia increases susceptibility to Plasmodium infection in a natural system. Proc R Soc B Biol Sci. 2014;281: 20132837. doi: 10.1098/rspb.2013.2837 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Zélé F, Vézilier J, L’Ambert G, Nicot A, Gandon S, Rivero A, et al. Dynamics of prevalence and diversity of avian malaria infections in wild Culex pipiens mosquitoes: the effects of Wolbachia, filarial nematodes and insecticide resistance. Parasit Vectors. 2014;7: 437. doi: 10.1186/1756-3305-7-437 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Ant TH, Herd C, Louis F, Failloux AB, Sinkins SP. Wolbachia transinfections in Culex quinquefasciatus generate cytoplasmic incompatibility. Insect Mol Biol. 2020;29: 1–8. doi: 10.1111/imb.12604 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Dobson SL, Rattanadechakul W. A Novel Technique for Removing Wolbachia Infections from Aedes albopictus (Diptera: Culicidae). J Med Entomol. 2001;38: 844–849. doi: 10.1603/0022-2585-38.6.844 [DOI] [PubMed] [Google Scholar]
- 25.Carlson JS, Giannitti F, Valkiūnas G, Tell LA, Snipes J, Wright S, et al. A method to preserve low parasitaemia Plasmodium-infected avian blood for host and vector infectivity assays. Malar J. 2016;15: 154. doi: 10.1186/s12936-016-1198-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Valkiunas G. Avian Malaria Parasites and other Haemosporidia. Boca Raton: CRC Press; 2004. doi: 10.1201/9780203643792 [DOI] [Google Scholar]
- 27.Moll K, Kaneko, Akira, Scherf, Arthur, Wahlgren, Mats, EVIMalaR, editors. Methods in Malaria Research. 6th ed. Glasgow, UK: MR4/ATCC; Manassas, VA, USA: 2013.; 2013.
- 28.Neddermeyer JH, Parise KL, Dittmar E, Kilpatrick AM, Foster JT. Nowhere to fly: Avian malaria is ubiquitous from ocean to summit on a Hawaiian island. Biol Conserv. 2023;279: 109943. doi: 10.1016/j.biocon.2023.109943 [DOI] [Google Scholar]
- 29.Paxton KL, Cassin-Sackett L, Atkinson CT, Videvall E, Campana MG, Fleischer RC. Gene expression reveals immune response strategies of naïve Hawaiian honeycreepers experimentally infected with introduced avian malaria. J Hered. 2023; esad017. [DOI] [PubMed] [Google Scholar]
- 30.Kilpatrick AM. Data for Transinfection of Wolbachia wAlbB into Culex quinquefasciatus mosquitoes does not alter vector competence for Hawaiian avian malaria (Plasmodium relictum GRW4). Dryad and 10.5281/zenodo.10668933; 2024. [DOI] [PMC free article] [PubMed]
- 31.Shaw WR, Marcenac P, Childs LM, Buckee CO, Baldini F, Sawadogo SP, et al. Wolbachia infections in natural Anopheles populations affect egg laying and negatively correlate with Plasmodium development. Nat Commun. 2016;7: 11772. doi: 10.1038/ncomms11772 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.American Bird Conservancy. Mosquito Control Project to Save Honeycreepers Underway on Maui and Kaua‘i. 2024. https://abcbirds.org/news/hi-mosquito-control-project-underway/
- 33.Wild S. Millions of Mosquitoes Will Rain Down on Hawaii to Save an Iconic Bird. Sci Am. 2023. [cited 6 Feb 2024]. https://www.scientificamerican.com/article/millions-of-mosquitoes-will-rain-down-on-hawaii-to-save-an-iconic-bird/ [Google Scholar]
- 34.Bian G, Joshi D, Dong Y, Lu P, Zhou G, Pan X, et al. Wolbachia Invades Anopheles stephensi Populations and Induces Refractoriness to Plasmodium Infection. Science. 2013;340: 748–751. doi: 10.1126/science.1236192 [DOI] [PubMed] [Google Scholar]
- 35.Kilpatrick AM, Fonseca DM, Ebel GD, Reddy MR, Kramer LD. Spatial and temporal variation in vector competence of Culex pipiens and Cx. restuans mosquitoes for West Nile virus. Am J Trop Med Hyg. 2010;77: 667–671. doi: 10.4269/ajtmh.2010.10-0005 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Reisen WK, Barker CM, Fang Y, Martinez VM. Does variation in Culex (Diptera: Culicidae) vector competence enable outbreaks of West Nile virus in California? J Med Entomol. 2008;45: 1126–1138. doi: 10.1603/0022-2585(2008)45[1126:dvicdc]2.0.co;2 [DOI] [PubMed] [Google Scholar]
- 37.Kilpatrick AM. Facilitating the evolution of resistance to avian malaria in Hawaiian birds. Biol Conserv. 2006;128: 475–485. [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Supplemental text includes Methods: Mosquito marking, Methods: Mosquito marking, Plasmodium relictum qPCR and ddPCR, Methods: Salivary Gland Infection, Results: Feeding success, Results: Fecundity and Adult Female Survival; Tables A K, Figs A- K.
(DOCX)
Data Availability Statement
The data and code to reproduce the results are in Dryad Digital Repository, DOI:10.5061/dryad.k6djh9wf4.




