Prevalence of coinfection with GpSGHV and Wolbachia in wild tsetse flies
Analysis of the Wolbachia and GpSGHV infection status for each individual tsetse adult in the previously reported data [7,47,53,54] indicated that the single infection rate was 10.21% (n = 459) and 15.12% (n = 680) for GpSGHV and Wolbachia, respectively, overall taxa and locations combined (Supplementary Figure 1A). No Wolbachia infection was found in two taxa, G. f. fuscipes and G. p. palpalis, and these were excluded from further examination; each was represented by only a single collection (Table 1). A Cochran–Mantel–Haenszel test for repeated tests of independence showed that infection with GpSGHV and Wolbachia did not deviate from independence across all taxa (χ2MH = 0.848, df = 1, n.s.) and individual Chi-squared tests for independence for each taxon did not show any significant deviation from independence at the Bonferroni corrected α = 0.00714 (Supplementary Table 2). The prevalence of co-infection of GpSGHV and Wolbachia (W+/V+) in wild tsetse populations varied based on the taxon and the location (Table 1 and Supplementary Figure 1B). No co-infection was found in G. brevipalpis, G. m. submorsitans, and G. p. gambiensis and co-infection was absent in many locations in the remaining taxa. However, a low prevalence of co-infection was found in G. medicorum (2%), G. tachinoides (0.7%) and G. pallidipes (0.2%). A relatively high prevalence of co-infection was only observed in G. austeni (26%), and G. m. morsitans (13%) (Supplementary Figure 1B).
Impact of co-infection (W+/V+) on GpSGHV, Wolbachia, Sodalis and Wigglesworthia infection density
GpSGHV density
The GpSGHV qPCR data showed overall no statistically significant difference between flies with different infection status (W+/V+), (W-/V+) and (W+/V-) (X2 =1.4625, df = 2, P = 0.481) regardless of tsetse taxon (Supplementary figure 2A). Moreover, no significant difference in GpSGHV copy number was observed between tsetse taxa (X2 = 0.752, df = 3, P = 0.861) (Figure 1A). However, a significant difference in the virus copy number was observed between different countries (X2 = 16.234, df = 4, P = 0.0027) where the virus copy number in the flies collected from Zambia was significantly lower than those collected from South Africa, Tanzania, and Zimbabwe (Supplementary figure 3A, Supplementary file 1).
Wolbachia density
The copy number of Wolbachia infection was significantly different between tsetse taxa (X2 = 6.568, df = 2, P = 0.037) (Figure 1B), and between the infection status (X2 = 23.723, df = 2, P << 0.001) (Supplementary figure 2B) and between the countries (X2 = 73.507, df = 3, P << 0.001) (Supplementary figure 3B). Wolbachia density was significantly higher in G. m. morsitans than in G. austeni (t = 2.029, P = 0.0478). (Figure 1B, Supplementary file 1).
Overall, a significant difference in Wolbachia density was observed in the flies with different infection status previously determined by conventional PCR, and flies with a (W+/V-) infection pattern showed significantly higher Wolbachia density than flies with a (W+/V+) infection pattern regardless of the tsetse species (X2 = 23.723, df = 2, P << 0.001). This trend was observed in G. m. morsitans (t = 3.184, P = 0.0022) (Supplementary file 1). The Wolbachia density was highest in the flies collected from Zambia (Supplementary figure 3B). Analyzing only the flies with co-infection (W+/V+) indicated that the Wolbachia density was statistically significantly higher in G. m. morsitans than in G. austeni (t = -2.353, P = 0.024), (Supplementary figure 4B, Supplementary file 1).
Interaction between GpSGHV infection and Wolbachia, Wigglesworthia, and Sodalis infection
The qPCR results of both Wigglesworthia and Sodalis in tsetse adults with different infection status (W+/V+), (W-/V+) and (W+/V-) indicated that Wigglesworthia density varies significantly between different infection status (X2 = 10.706, df = 2, P = 0.0047) and its density in flies with co-infection (W+/V+) was significantly lower than those with Wolbachia infection only (W+/V-) (t = 3.137, P = 0.0024) but did not differ significantly from flies with virus infection only (W-/V+) (t= 1.656, P = 0.102) (Supplementary figure 2C). Wigglesworthia density varies also between tsetse taxa (X2 = 33.479, df = 4, P << 0.001) with higher density in G. m. morsitans and G. pallidipes than G. austeni (Figure 1C) as well as between countries (X2 = 19.785, df = 3, P < 0.001) (Supplementary figure 3C, Supplementary file 1).
Sodalis density also varies between tsetse taxa (X2 = 21.612, df = 3, P < 0.001) (Figure 1D) and between countries (X2 = 21.179, df = 4, P < 0.001) (Supplementary figure 3D) but there was no significant difference between tsetse flies with different infection status (X2 = 0.63888, df = 2, P = 0.727) (Supplementary figure 2D, Supplementary file 1).
Analyzing the pairwise correlation between the GpSGHV and each of the tsetse endosymbionts in G. austeni and G. m. morsitans (species with the highest number of flies with coinfection) indicated that the GpSGHV has a significant negative correlation with Wolbachia infection (r = -0.371, t = -2.821, df = 50, P = 0.007) (Figure 2). This trend was observed only with G. m. morsitans (r = -0.474, t = -3.321, df = 38, P = 0.002) but not in G. austeni where the trend was not significant (r = 0.370, t = 1.259, df = 10, P = 0.237) (Supplementary file 1). No flies were observed with high virus density (> 104 copy number) when Wolbachia density was high (~108.5 copy number). Contrary to Wolbachia, GpSGHV has significant positive correlation with Wigglesworthia (r = 0.443, t = 3.495, df = 50, P = 0.001) but no correlation with Sodalis infection (r = 0.240, t = 1.749, df = 50, P = 0.086). Wolbachia infection also showed significant negative correlation with Wigglesworthia infection (r = -0.428, t = -3.3496, df = 50, P = 0.001). This trend was only observed in G. m. morsitans (r = -0.637, t = -5.0948, df = 38, P << 0.001) but not in G. austeni (r = 0.119, t = 0.38071, df = 10, P = 0.711). In addition, no significant correlation was found between Wolbachia and Sodalis densities (r= 0.259, t = 1.9007, df = 50, P = 0.063). No flies with high Wigglesworthia density (~108 copy number) were detected when Wolbachia density was high (>108 copy number). Sodalis and Wigglesworthia infections were not correlated (r = 0.257, t = 1.885, df = 50, P = 0.065) (Figure 2, Supplementary file 1).
The qPCR results showed that Wolbachia infected flies had a relatively high Wolbachia density (~107 copies/fly) compared to the GpSGHV and other tsetse symbionts (Wigglesworthia and Sodalis) regardless of the species, country, or infection status (Figure 3). The heat map analysis of the qPCR data of G. austeni and G. m. morsitans clearly indicates the contrast between Wolbachia copy number and Wigglesworthia copy number taking into consideration the infection status, the tsetse taxa, or the countries. In addition, it clearly shows the low copy number of GpSGHV in the samples showing a high Wolbachia copy number (Figure 3, Supplementary figure 5). The bootstrap averages of the metric multidimensional scaling (mMDS) produced clusters based on the species, the country, and the infection status (Figure 4). The Permanova analysis of the density of the GpSGH, Wolbachia, Wigglesworthia and Sodalis based on the country, tsetse species and infection status indicated that the clusters observed between infection status (P = 0.026) and country (P = 0.001) were statistically significant. The interaction between country and infection status was not statistically significant (P = 0.123) (Table 2).
Table 2. PERMANOVA table of results for country and infection status factors and their combinations
Source
|
df
|
SS
|
MS
|
Pseudo-F
|
P(perm)
|
Uniqueperms
|
Country
|
2
|
657.53
|
328.77
|
13.003
|
0.001
|
999
|
Species
|
0
|
0
|
|
No test
|
|
|
Infection status
|
2
|
188.97
|
94.487
|
3.7369
|
0.026
|
998
|
Country x Species
|
0
|
0
|
|
No test
|
|
|
Country x Infection status
|
2
|
100.59
|
50.296
|
1.9892
|
0.123
|
999
|
Species x Infection status
|
0
|
0
|
|
No test
|
|
|
Country x Species x Infection status
|
0
|
0
|
|
No test
|
|
|
Res
|
104
|
2629.6
|
25.285
|
|
|
|
Total
|
113
|
4681.3
|
|
|
|
|
Within the table, statistically significant differences (P < 0.05) are shown in bold. Perm(s) = permutations.