Abstract
Defensive symbionts (i.e., symbionts that protect hosts against natural enemies) are common in nature, infecting many arthropod species. Defensive symbioses likely arose from host-symbiont interactions that are costly for hosts and evolved over time to a facultative mutualism. Hence, the role symbionts play in protecting hosts against natural enemies might be one of the reasons for their successful spread in nature. Here, we conducted a meta-analysis to investigate the costs and benefits of hosting symbionts in arthropods. We gathered approximately 3,000 effect sizes from 226 studies. Our results show that in the presence of natural enemies (i.e., hosts infected with pathogens or parasites), symbionts provide protection, positively affecting the fitness of their hosts. In the absence of natural enemies, symbionts caused little reduction in host fitness. Overall, protection was six times higher than the cost to hosts, indicating that symbionts provide high protection at low cost to hosts. We also found that natural enemies attacking hosts infected with symbionts have a significant reduction in their fitness. Moreover, the level of protection and cost for both hosts and natural enemies varies between host families, fitness components, and between natural and introduced symbionts (i.e., if the symbiont is natural of that species or if it was transinfected into a new species). Our results reveal a broad generality of protection at little cost for hosts, which may explain the successful spread of symbionts in wild arthropod populations.
1. Introduction
Symbiotic interactions (i.e., the living together of different organisms) are a ubiquitous part of most life stages of individuals and profoundly affect the ecology and evolution of all organisms (Thompson, 2015; Werren et al., 2008). Symbiosis is extremely common in nature and comprises interactions that varies from harmful (i.e., parasitism) to advantageous (i.e., mutualism) (Oliver et al., 2003; Werren et al., 2008; Zug and Hammerstein, 2015). A specific type of symbiosis is endosymbiosis, which occurs when microorganisms live within the body or cells of their hosts (Wernegreen, 2012). Endosymbionts can be obligate or facultative and are maternally inherited (Vorburger and Perlman, 2018; Werren et al., 2008; Zug and Hammerstein, 2015). Defensive endosymbionts (symbionts hereafter) are widely spread among arthropods and many abiotic and biotic factors can influence the abundance and distribution of symbionts (Frago et al., 2020; Oliver et al., 2014). For example, the bacterial symbiont Wolbachia is known for manipulating the reproduction of its hosts (i.e., reproductive parasitism), increasing the proportion of infected females across generations (Werren et al., 2008). Until recently it was believed that reproduction manipulation was the main reason for the successful spread of Wolbachia within and among host populations (Werren et al., 2008; Zug and Hammerstein, 2015) as it infects approximately 50% of all sampled terrestrial arthropod species (Shropshire et al., 2018). However, reproductive parasitism alone may not be sufficient to guarantee that a new host species will be successfully invaded as certain Wolbachia strains, such as wMel, have incomplete maternal transmission and weak levels of reproductive parasitism (Fenton et al., 2011; Kriesner et al., 2013; Zug & Hammerstein, 2015). There are also Wolbachia strains, such as wAu, that does not present any type of reproductive parasitism and can still increase in frequency within host populations (Kriesner et al., 2013). Recent studies revealed that specific Wolbachia strains can protect hosts against RNA viruses (Hedges et al., 2008; Teixeira et al., 2008). Besides Wolbachia, there are many other facultative symbionts commonly found infecting wild arthropod populations that do not present any type of reproductive parasitism and can protect their hosts against natural enemies (i.e., any organism – pathogens, parasites or predators – that negatively affects the individuals they are interacting with) (Oliver et al., 2014). Thus, the successful spread of symbionts among arthropods can be related to the beneficial effect of symbionts to the fitness of their hosts when they are facing harmful environmental conditions, such as the presence of natural enemies (Oliver et al., 2014; Zug & Hammerstein, 2015). Therefore, the outcome of the interaction – mutualism or parasitism – may depend on the environmental conditions that hosts are experiencing.
The interaction with symbionts can be costly for hosts (Martinez et al., 2016; Vorburger et al., 2013; Zytynska et al., 2021), yet the cost of the interaction can be overcome in the presence of natural enemies, evolving towards facultative mutualism. In facultative mutualism, the symbiont provides fitness benefits to the host, such as increased survival or fecundity, which may facilitate the infection and spread of symbionts into new hosts and within populations (Werren et al., 2008; Zug & Hammerstein, 2015; Zytynska et al., 2021). On the other hand, in the absence of natural enemies, the interaction may remain costly to the host, evolving towards parasitism, where only the symbiont benefits from the interaction (Martinez et al., 2014; Oliver et al., 2014; Werren et al., 2008; Zug & Hammerstein, 2015). For instance, aphids are commonly infected with bacterial symbiont Hamiltonella defensa, which provides protection against parasitoid wasps. Aphids infected with H. defensa under attack of parasitoids have increased protection with direct fitness benefits, but in the absence of parasitism, H. defensa infection can become costly (Martinez et al., 2018). Other examples are Wolbachia strains wMel and wMelCS, which provide strong antiviral protection by substantially reducing the viral titer of two RNA viruses in Drosophila simulans (Martinez et al., 2014; Martinez et al., 2015), but at the same time, when hosts are not infected with virus, both strains reduce the fitness of the flies (Martinez et al., 2014; Martinez et al., 2015). However, there are cases where the interaction with symbionts causes mild negative effects on the fitness of hosts (Martinez et al., 2015; Vorburger et al., 2009). Therefore, it is expected that in most cases, in the absence of natural enemies, symbionts will reduce the fitness of their hosts, while in the presence of natural enemies, symbionts will increase the fitness of their hosts and reduce the fitness of the natural enemy.
Because of the advances in molecular techniques and tools to answer ecological questions (Rowe et al., 2017), many studies focused on investigating defensive symbiosis in the past decades. More recently, many studies looked at the possible application of symbionts to control insect-born human diseases such as dengue, chikungunya and malaria (Bian et al., 2010; Hughes et al., 2011; Moreira et al., 2009; van den Hurk et al., 2012; Werren et al., 2008; Xue et al., 2018), and as an agricultural pest control (Bourtzis, 2008; Gong et al., 2020; Werren et al., 2008). Among arthropod hosts, the families most frequently studied are Aphididae, Culicidae and Drosophilidae. In aphids, symbionts protect its hosts against parasitoid wasps (Cayetano et al., 2015; Ferrari et al., 2004; Oliver et al., 2003; Oliver et al., 2014) and fungal pathogens (Ferrari et al., 2004; Lukasik et al., 2013; Oliver et al., 2014; Scarborough et al., 2005). In Drosophilidae, symbionts protect flies against parasitoid wasps (Bian et al., 2010; Xie et al., 2011; Xie et al., 2014), nematodes (Haselkorn et al., 2013), viruses (Cogni et al., 2021; Hedges et al., 2008; Pimentel et al., 2021; Teixeira et al., 2008) and fungi (Panteleev et al., 2007). Finally, in Culicidae, Wolbachia protects mosquitoes against viruses (Bian et al., 2010; Moreira et al., 2009; van den Hurk et al., 2012), nematodes (Andrews et al., 2012; Kambris et al., 2009), protozoans (Hughes et al., 2011; Kambris et al., 2010; Zélé et al., 2012) and bacteria (Kambris et al., 2009; Ye et al., 2013). Although most studies report protective effects against natural enemies, there is also evidence of symbionts providing no protection against pathogens (Fytrou et al., 2006; Longdon et al., 2012; Martinez et al., 2012; Rottschaefer & Lazzaro, 2012) and even increasing the host susceptibility to natural enemies (Baton et al., 2013; Graham et al., 2012; Van Nouhuys et al., 2016). Thus, we do not know how general the protection provided by symbionts is as it may differ among host families as well as protection may be specific to certain symbiont and natural enemy species and/or strains (Cayetano & Vorburger, 2015; Cogni et al., 2021; Martinez et al., 2014, Martinez et al., 2015; Parker et al., 2013). Therefore, although many studies have investigated defensive symbiosis, we still cannot confirm its generality among different study systems.
Although the most relevant study systems have their commonalities, there are differences between them. Aphids are infected by a wide range of defensive symbionts such as Hamiltonella defensa, Serratia symbiotica, Regiella insecticola, among others (Guo et al., 2017). Some of these symbionts infect only aphids and whiteflies and they appear in intermediate frequencies in nature (Oliver et al, 2014). They can protect their hosts against parasitoid wasps or fungi, and they do not present any reproductive parasitism phenotype (Guo et al., 2017; Oliver et al., 2014). Wolbachia and Spiroplasma are also found infecting aphid species (Guo et al., 2017). However, despite both symbionts being reported as reproductive parasites, there is no confirmation of reproductive parasitism in the strains infecting aphids. While Spiroplasma can protect aphids against fungi and parasitoids, the role of Wolbachia in aphids remains elusive, although it may be related to nutrition or enhanced parthenogenesis (De Clerck et al., 2015, 2014). Drosophilids are often found infected with Wolbachia and Spiroplasma. Both symbionts have been found infecting flies with strains that induces reproductive parasitism and can be found in high frequencies in nature (Gerth et al., 2021). While Spiroplasma can protect flies against parasitoids and nematodes (Gerth et al., 2021), Wolbachia can protect flies against many RNA viruses (Pimentel et al., 2021; Zug & Hammerstein, 2015). Mosquitoes are infected with Wolbachia, which offers protection against a wide range of natural enemies, such as RNA viruses, protozoans, pathogenic bacteria, and nematodes (Pimentel et al., 2021; Zug & Hammerstein, 2015). Thus, aphids are infected by a wide range of symbionts that are usually found at intermediate frequencies in nature and can protect their hosts against a small group of natural enemies. On the other hand, flies and mosquitoes are infected by a small group of symbionts that can be found in high frequency in nature and protect their hosts from a wide range of natural enemies.
Here, we used a meta-analytical approach to investigate the costs and benefits of hosting symbionts in different study systems. Specifically, we addressed the following questions: (1) what is the magnitude of effect of the protection provided by symbionts to their hosts?, (2) what is the magnitude of effect of the cost of carrying symbionts to hosts?, (3) does the presence of symbionts in hosts affect the fitness of natural enemies? Furthermore, we tested if the outcome of the host-symbiont interaction varies between host families, natural and introduced symbionts (i.e., if symbiont is natural of that species or if it was artificially infected into a non-native species), symbiont species, natural enemy group, and fitness components.
2. Methods
2.1. Literature search
We conducted a literature search using all databases of ISI Web of Science and Scopus platforms. Our data search was last updated in January 2021. We used the following combinations of keywords: “(protect* OR defens*) AND (symbio*) AND (fitness)” and “(endosymbio*) AND (fitness)”. We also searched for grey literature at the advanced search (subject areas: “evolutionary biology” and “ecology”) in the bioRxiv platform using the same keywords. Additionally, we conducted a backward search of studies cited in the reference list of the following review articles: Oliver et al. (2014), Vorburger & Perlman (2018) and Zug & Hammerstein (2015). This allowed us to identify 45 additional studies.
2.2. Inclusion criteria
For the title and abstract screening, studies must have: (1) been performed on arthropod hosts, (2) mentioned that they measured the fitness of hosts and/or natural enemies, and (3) mentioned the presence of one or more defensive symbionts infecting hosts. For the full text screening, studies must have: (1) been empirical, (2) been performed in whole organisms (cell culture/in vitro experiments were excluded), (3) measured fecundity, egg hatch, longevity, survival or any other fitness measure (i.e., response variable) of the host in the presence and/or absence of a natural enemy, (4) measured viral load, parasitoid survival or any other fitness measure, which varies according to the natural enemy, (5) compared treatment (host with symbiont) and control (host without symbiont), (6) reported sample size, mean and standard deviation (S.D.) or standard error (S.E.), or proportion/number of events of the response variables. If descriptive data were missing, study must have reported inferential statistics (F, t, and degree of freedom) to be included; and (7) the symbiont used in the study had to be a defensive symbiont – therefore, previous studies or the study from which the data were extracted must have reported that the symbiont conferred protection against at least one natural enemy. Criteria (3) and (4) did not have to be attended at the same time because we had distinct datasets for the host and the natural enemy data. After full text screening, our sample included 226 studies with a great variety of study systems (Tables S1, S2, and S3). The full screening process is summarized in a PRISMA diagram (Moher et al., 2009) (Figure S1). A list with all studies included in our meta-analyses is provided in the Supplementary information.
2.3. Data extraction
We extracted different fitness measures and grouped similar data types under six broad categories of arthropod performance: survival, fecundity, body size, development time, uninfected hosts (i.e., % or number of individuals that were unsuccessfully parasitized or infected by natural enemies. We used this measure as a proxy for fitness as hosts that are non-infected tend to have higher survival), and natural enemy load (i.e., the amount of natural enemy replicating inside the host such as viruses and bacteria) (Table S4). When possible, we extracted the raw data from tables and graphs. Otherwise, we collected data from inferential statistics (F, t, and degree of freedom). When data were reported as mean ± S.E., we calculated the S.D. based on the S.E. In the case of missing S.D. or S.E., we estimated the S.D. using the metric proposed by Bracken (1992) (Lajeunesse, 2013). When data were reported in figures, we extracted it using PlotDigitizer (Huwaldt, 2005). In the case of data reported in box plots, we estimated the mean and S.D. using the metric proposed by Hozo et al. (2005). When authors measured the performance for more than one generation, we extracted only the first generation reported as it was a restricted number of studies and we were not interested in the effect of time (i.e., repeated measures). If the figure reported was a survival curve, we extracted the median and calculated the estimated S.D., using the Bracken (1992) metric (Lajeunesse, 2013). We considered the median equal to the mean when the sample size was ≥ 25 (Hozo et al., 2005).
We gathered the data in three distinct datasets: (1) protection - fitness measures of hosts with and without symbionts in the presence of natural enemies, (2) cost to the host - fitness measures of hosts with and without symbionts in the absence of natural enemies, and (3) cost to the natural enemy - fitness measures of natural enemies after infecting hosts with and without symbionts. Besides the fitness measures as response variables to calculate effect sizes, we collected aspects of the original studies that could be used as moderators in our models, such as the family that the host belongs to, symbiont type (i.e., natural, if the symbiont is natural of that species; or introduced, if the symbiont was artificially infected into a non-native species), symbiont species, natural enemy group (i.e., bacteria, fungus, nematode, parasitoid, protozoan, and virus), and the six broad categories of fitness measure (Table S5). We decided to exclude studies with predators as natural enemies, as in this specific scenario, symbionts do not confer a direct benefit to their hosts. This is because the fitness of the natural enemy is negatively affected only after the predator consumes the host and becomes infected with the symbiont (Noriyuki et al., 2014).
2.4. Effect size calculation
For data reported as proportion or number of events, we used the odds ratio (OR) to calculate effect sizes. For data reported as mean ± S.D., we used the Hedges’ g to calculate effect sizes (Freeman et al., 1986). We converted the OR estimates to Hedges’ g to have a common metric (Polanin and Snilstveit, 2016). The calculation of effect sizes, including the conversion of OR to Hedges’ g, was performed using the function escalc in the metafor package in R (Team R Development Core, 2022; Viechtbauer, 2017). We calculated and converted the data collected from inferential statistics to Hedges’ g with the Practical Meta-Analysis Effect Size Calculator, which uses pre-established equations to estimate effect sizes from different inferential statistics (Wilson, 2014). Therefore, all the different types of data that we collected were converted into the same metric (Hedges’ g), making them comparable. We calculated and adjusted the direction of our effect sizes in a way that positive values of Hedges’ g indicate that symbionts have a positive effect on the fitness of either the host or the natural enemy. Hence, positive values mean higher fecundity, survival, body size, number of uninfected hosts, natural enemy load, but decreased development time. Consequently, negative values indicate that symbionts have a negative effect on fitness.
2.5. Statistical analyses
We divided our analyses in two parts: the main analyses, where we included all the study groups together, and two separate analyses for two subgroups as they were the majority of our datapoints: 1) a subgroup including data only from aphid hosts, and 2) a subgroup including data only from hosts harboring Wolbachia as a symbiont.
Main analyses
Because we had many cases of multiple effect sizes coming from the same study, we built multilevel meta-analytical models with two random effects: study ID (between study variance) and effect size ID (within study variance). This allowed us to consider the non-independence of our data (Nakagawa and Santos, 2012). After running an overall model with random effects only, we included the moderators as fixed factors, totalizing 17 models (Table S6). Because the number of effect sizes recommended for each moderator level is at least 10 (Nakagawa et al., 2017), when a moderator level had less than 10 effect sizes, we excluded it from the model. An exception to this is in the arthropod family and symbiont species models, where families and species levels with less than 10 effect sizes were gathered into a single moderator level – “other families” and “other species”, respectively. The overall models were run before and after exclusion of effect sizes to check if it affected the main results (Table S9). All analyses were performed using the rma.mv function in the metafor package in R (Team R Development Core, 2022; Viechtbauer, 2017).
For each model, we quantified the total amount of heterogeneity (I2) and the percentage of contribution of each random effect – study ID and effect size ID - for the variance in the models. We used a modified version of I2 metric to calculate heterogeneity (Nakagawa and Santos, 2012).
We also estimated the publication bias for each model. Publication bias occurs when the outcomes reported in the published literature deviate from those observed in all conducted studies and statistical analyses, leading to an incomplete and potentially skewed representation of the available evidence, which can lead to erroneous conclusions (Jennions et al., 2013). We checked for potential publication bias with Egger’s regression (Egger et al., 1997), using the lm function in R, using the residuals from the multilevel meta-analytic models (Team R Development Core, 2022).
Subgroup analyses
We followed the same methodology and criteria to run the analyses for subgroups “Wolbachia” (i.e., analyses including only datapoints where hosts were infected with the bacterial symbiont Wolbachia) and “Aphids” (i.e., analyses including only datapoints where hosts belonged to the Aphididae family). After running an overall model with random effects only, we included the same moderators as fixed factors, totalizing 14 models in the “Wolbachia” analyses (Table S7) and 12 models in the “Aphids” analyses (Table S8). We also quantified the heterogeneity and estimated the publication bias for each model as described above.
3. Results
3.1. Protection: effect of symbionts on the fitness of hosts in the presence of natural enemies (main analyses)
Mean overall effect size was moderate to high and positive, indicating that symbionts offer high protection against natural enemies, increasing host fitness (Table 1; Figure 1a). Fitness of hosts from Aphididae, Culicidae, and Drosophilidae families were positively influenced by the presence of symbionts (Table 1, Figure 1b). For other arthropod families, mean effect size was positive, but the lower confidence interval overlapped zero, indicating little evidence of protection (Table 1, Figure 1b). Both natural and introduced symbionts positively affected the fitness of hosts (Table 1; Figure 1c), indicating that both types of symbionts offer protection. While hosts harboring symbionts had higher survival and a higher number of individuals uninfected by natural enemies (uninfected hosts) (Table 1; Figure 1d), the presence of symbionts had no apparent effect on host fecundity (Table 1; Figure 1d). All symbiont species conferred protection against natural enemies, except for Regiella and Spiroplasma simultaneously infecting hosts (Table S10; Figure S2a). Overall, symbionts were able to offer protection against viruses, parasitoids and fungi, but not against bacteria, nematodes and protozoans (Table S11; Figure S2b).
The overall model presented high heterogeneity (97.25%). The effect size ID explained 61.82% of the variance, followed by the study ID (35.43%). Although we included moderators, heterogeneity remained high in all models. In all models the effect size ID explained most of the variance, followed by the study ID (Table 2).
3.2. Cost to hosts: effect of symbionts on the fitness of hosts in the absence of natural enemies (main analyses)
Mean overall effect size was low and negative, indicating that hosts suffered little cost on their overall fitness in the absence of natural enemies (Table 1, Figure 2a). Hosts from the family Aphididae had a negative effect on their fitness due to the presence of symbionts. Culicidae also had their mean overall fitness reduced and although the upper confidence interval slightly overlapped zero, we found little evidence of a positive effect on fitness. We found little evidence of substantial associated costs in Drosophilidae and other arthropod families (Table 1, Figure 2b). Introduced symbionts had a negative effect on the fitness of hosts (Table 1, Figure 2c). Natural symbionts had a negative mean effect size and although the upper confidence interval overlapped zero, we found little evidence of a positive effect on the fitness of hosts (Table 1, Figure 2c). Body size and development time were positively affected by the presence of symbionts (Table 1; Figure 2d) while fecundity and survival were negatively affected (Table 1; Figure 2d). Additionally, we found that only Hamiltonella and Spiroplasma significantly reduced the fitness of their hosts (Table S10; Figure S3).
The overall model had high heterogeneity (98.17%). Study ID explained 21.98% of the variance and the effect size ID explained 76.19%. Although we included moderators, heterogeneity remained high in all models. In each model the effect size ID explained most the variance, followed by the study ID (Table 2).
3.3. Cost to natural enemies: effect of symbionts on the fitness of natural enemies (main analyses)
Mean overall effect size was high and negative, indicating that natural enemies suffered a strong reduction in overall fitness when infecting hosts carrying symbionts (Table 1, Figure 3a). Natural enemies infecting insects from families Culicidae and Drosophilidae carrying symbionts had a negative effect on their fitness (Table 1; Figure 3b). For natural enemies infecting hosts from Aphididae family, although the upper confidence interval slightly overlapped zero, we found little evidence of positive effects on fitness. For natural enemies infecting hosts from other arthropod families, we found little evidence of associated costs on fitness (Table 1; Figure 3b). Both natural and introduced symbionts had negative effect on the fitness of natural enemies (Table 1; Figure 3c). The presence of symbionts in hosts had a negative effect on body size, survival and load of natural enemies (Table 1; Figure 3d). Additionally, we found that only Hamiltonella was not able to significantly reduce the fitness of natural enemies (Table S10; Figure S4a). We also found that nematodes, parasitoids, protozoans and viruses had their fitness significantly reduced due to the presence of symbionts in hosts, although the upper confidence interval from the virus overlapped zero. However, we found little evidence of symbionts substantially reducing the fitness of pathogenic bacteria infecting their hosts (Table S11; Figure S4b).
The overall model had high heterogeneity (97.91%). Study ID explained 45.49% of the variance and the effect size ID explained 52.42%. Although we included moderators, heterogeneity remained high in all models. In each model the effect size ID explained most the variance, followed by the study ID (Table 2).
Publication bias (main analyses)
We found evidence for publication bias in 8 out of the 17 models. All models from protection data, one model from the cost to the natural enemy data, and one model from the cost to the host data had evidence for publication bias (Table 3).
3.4. Subgroup analyses: Wolbachia and aphids
Wolbachia
Protection data showed that hosts harboring Wolbachia increased their fitness when they were under attack of natural enemies as mean overall effect size was positive and moderate (Table S12). Drosophilidae and Culicidae hosts had their fitness increased when infected with Wolbachia, although the lower confidence interval from Culicidae slightly overlapped zero (Table S12). Wolbachia increased the fitness of hosts infected with viruses, but not with bacteria, protozoans and parasitoids (Table S12).
Overall, Wolbachia showed little evidence of reducing the fitness of their hosts in the absence of natural enemies as the mean effect size was close to zero (Table S12). Wolbachia had a negative effect on body size and survival of their hosts, but not on fecundity and development time (Table S12). Wolbachia strains that naturally infected their hosts did not cause costs to their fitness, however, Wolbachia strains that were artificially introduced into new hosts reduced their fitness (Table S12).
Regarding the cost to natural enemies that infected hosts harboring Wolbachia, their fitness were substantially reduced as mean overall effect size was negative and moderate to high (Table S12). This was observed specifically in Culicidae and introduced Wolbachia strains (Table S12).
Aphids
Protection data showed that hosts from family Aphididae harboring symbionts had their fitness increased when they were under attack of natural enemies as mean overall effect size was high and positive (Table S13). This could be observed when aphids were harboring any symbiont species, except Spiroplasma, and when aphids were attacked by either fungus or parasitoids (Table S13). However, when we looked separately at each of the fitness measures, only the number of uninfected hosts (i.e., not parasitized) contributed to the overall positive effect on fitness (Table S13).
Overall, symbionts reduced the fitness of aphids in the absence of natural enemies as mean overall effect size was moderate and negative (Table S13). However, the only symbiont species that caused this reduction on aphid fitness was Hamiltonella and Spiroplasma, and this was observed only in symbionts that naturally infected aphids. All fitness measures contributed to the overall reduction in fitness that was observed in aphids, except for body size (Table S13).
Regarding the cost to natural enemies, overall, there was a substantial reduction on the fitness of natural enemies attacking aphids harboring symbionts, as mean effect size was high and negative. However, when we looked separately at each fitness component, only survival contributed to the overall negative effect observed (Table S13).
All results from subgroup analyses for “Wolbachia” and “Aphids” data, including heterogeneity test and publication bias are in Tables S12 and S13.
4. Discussion
In this meta-analysis we were able to collect data from 226 studies, adding up to approximately 3,000 effect sizes from many different study systems which allowed us to make a broad analysis on the generality of symbiont effects on host fitness. The overall models from our main analyses revealed that the protection provided by symbionts (mean effect size = 0.73) is around six times higher than the cost in the absence of natural enemies (mean effect size = −0.12), indicating a high level of protection at little cost to hosts. We also found that the outcome of the host-symbiont interaction can vary among host families, fitness components, and between symbionts that were transinfected into a new species and the ones that naturally infect the species. Moreover, not all fitness components contribute equally to our overall conclusions. For example, by looking at the fitness components separately, we can see that under natural enemy attack, symbionts have a substantial effect on host survival but not on fecundity. Below we delve into a more comprehensive discussion of our results.
Zytynska et al. (2021) performed a meta-analysis on the costs and benefits of harboring facultative symbionts in aphids, whiteflies and heteropterans. Overall, they found that whiteflies have higher fecundity and reduced development time whereas aphids have increased resistance to natural enemies, but lower fecundity when infected by symbionts. This is in accordance with our findings where aphids harboring symbionts have strong protection against natural enemies such as parasitoids and fungi, and a substantial cost to their fitness, especially their fecundity and survival. By comparing our datasets with their studies with defensive symbiosis, which is the focus of our study, we have 48 overlapping studies. Therefore, considering that our dataset has 226 studies included, we only share around 21% of the entire data, meaning that around 79% of our study is composed of new data on defensive symbiosis, which is expected since we included all terrestrial arthropods, including two major study systems: Drosophila-Wolbachia-virus and mosquito-Wolbachia-virus associations. Hence, here we expand their important findings on the interaction between hosts and defensive symbionts.
We found that in the presence of natural enemies, hosts harboring symbionts have higher fitness than hosts without symbionts, indicating that there is a general pattern of symbiont protection against natural enemies in insects. We also found that in the absence of natural enemies, hosts carrying symbionts have lower fitness than those not carrying symbionts. However, although the interaction with symbionts is costly for the hosts, our results indicate that this cost is low. Collectively, these results suggest that over the coevolutionary course, selection may lead to the evolution of symbiont strains that provide moderate to high protection against natural enemies with low costs associated. Our findings support results and predictions from prior studies. In pea aphids, it has been reported mild fitness costs associated with Hamiltonella infection (Leclair et al., 2016; Martinez et al., 2018; Oliver et al., 2006), which have strains that provide moderate to high protection against parasitoids (Doremus & Oliver, 2017; Doremus et al., 2018; Martinez et al., 2018; Oliver et al., 2005). Martinez et al. (2015) observed a natural strain of D. simulans, wAu, that is highly protective and causes little cost on egg hatch rates in the absence of viruses and suggested that, over the long term of host-symbiont association, natural selection might be able to break the trade-off between antipathogenic protection and cost. Therefore, in some cases, because of the presence of natural enemies, the host-symbiont interaction may evolve to a facultative mutualism rather than parasitism.
Our results showed no evidence of protection against natural enemies in arthropod families other than Aphididae, Culicidae and Drosophilidae. Protection against natural enemies may be one of the reasons for symbionts being so widely spread among arthropods (Pimentel et al., 2021; Zug and Hammerstein, 2015). However, studies on protection against natural enemies are still limited mostly to aphid and diptera hosts. Besides studies on different species from the families Aphididae, Culicidae and Drosophilidae, we only found studies that tested for symbionts protecting against natural enemies in Diptera: Glossinidae (Schneider et al., 2019), Hemiptera: Aleyrodidae (Ghosh et al., 2018), Trombidiformes: Tetranychidae (Zélé et al., 2020), Isopoda: Armadillidiidae (Braquart-Varnier et al., 2015), and Isopoda: Porcellionidae (Braquart-Varnier et al., 2015). Thus, more studies on different arthropod families are essential to know how protection from natural enemies is correlated with symbiont prevalence in natural populations of terrestrial arthropods.
We found that the interaction is substantially costly for aphids. This is in accordance with Zytynska et al. (2021), that found that the interaction with symbionts reduced fecundity and lifespan of aphids, but not of whiteflies. When we looked at the subgroup analyses for hosts from the family Aphididae only, we observed that this cost is associated with host fecundity and survival and specifically with symbionts Hamiltonella and Spiroplasma. Although defensive symbionts have successfully spread among insects, the level of colonization vary between symbiont and host species. For example, while Wolbachia frequency in natural insect populations varies from 10% to 100% (Kajtoch and Kotásková, 2018; Kriesner et al., 2016), aphid symbiont Serratia symbiotica occurs at low frequencies (approximately 20%) in the wild, despite offering protection against parasitoids (Pons et al., 2022). This suggests that harboring certain symbionts species and strains involves a moderate to high cost to aphid fitness in the absence of selection by parasitoids. In addition to the balance between cost and protection, some symbionts have other strategies to increase in frequency in nature. For instance, certain strains of Wolbachia have successfully colonized insects and arthropods populations via reproductive parasitism (Himler et al., 2011; Martinez et al., 2015; Zug & Hammerstein, 2015). Therefore, in the absence of natural enemies, some symbiont strains can cease to be a facultative mutualist and act as a reproductive parasite. This is the case for some Wolbachia strains that causes cytoplasmic incompatibility but also have an antipathogenic effect at the same time (Martinez et al., 2015). Thus, our results suggest that one possible explanation for aphid symbionts having lower frequencies in natural host populations might be due to relatively moderate to high costs associated with the interaction, and the lack of other strategies to spread among and within populations, such as reproductive parasitism.
Looking at our main analyses we found that both natural and introduced symbionts confer protection against natural enemies, but only the ones that are introduced to a new host species are costly in the absence of pathogens. When we looked at the subgroup analyses for hosts infected with Wolbachia, we found the same pattern. Both natural and introduced Wolbachia strains protected their hosts against natural enemies, but only the Wolbachia strains that were recently transinfected into a new species caused a substantial reduction on the fitness of their hosts. Among flies and mosquitoes hosts, there is an overall trend that symbiont strains that provide stronger protection have the highest densities inside the cells of hosts (Martinez et al., 2014; Martinez et al., 2015; Zug & Hammerstein, 2015). Therefore, it is common to transinfect high density strains into new hosts to test for protection against natural enemies (Moreira et al., 2009; van den Hurk et al., 2012; Zug & Hammerstein, 2015), especially in the Culicidae family to control insect-born human diseases (Bian et al., 2010; Hughes et al., 2011; Moreira et al., 2009; van den Hurk et al., 2012; Werren et al., 2008; Xue et al., 2018). However, hosts have a reduction in their fitness when they are not infected with natural enemies but are carrying these high-density strains (Martinez et al., 2014; Martinez et al. 2015; Martinez et al.2016). For example, Martinez et al. (2014) transferred 19 Wolbachia strains with different levels of density into D. simulans to test them for antiviral protection. After transinfecting Wolbachia strains into a new recipient species, usually they keep the same level of density as in their original host. Flies infected with high density strains wMel and wMelCS, natural from D. melanogaster, had higher survival and lower viral load when infected with virus. However, when flies were not infected with virus, these same strains caused reduction in fecundity and lifespan of flies. Interestingly, when flies were infected with natural and highly protective strain wAu, fitness costs were lower (Martinez et al., 2015). Another interesting study using wAu showed that despite this strain not presenting a reproductive parasitism phenotype – which is one of the known mechanisms that Wolbachia uses to spread in arthropod populations – this strain is still able to spread in field populations of its natural host, D. simulans. This alone suggests that symbionts have different mechanisms to propagate, one of them potentially being protection against natural enemies (Kriesner et al., 2013). Thus, the level of protection and cost to the host depends on the symbiont strain that is infecting the hosts, and this might influence the ability of symbionts to spread in nature. Moreover, one possible explanation is that early on the host-symbiont interaction the cost of harboring symbionts is high, but it decreases over evolutionary time, facilitating the propagation of symbionts.
Although it is known that Wolbachia density plays an important role in the level of protection in mosquitoes and flies (Martinez et al., 2014; Martinez et al., 2015; Zug & Hammerstein, 2015), in aphid symbionts there is no evidence that higher density is the main cause of higher protection (Doremus et al., 2018). For example, H. defensa have strains that provide moderate to high protection against parasitoids (Doremus & Oliver, 2017; Doremus et al., 2018; Martinez et al., 2018; Oliver et al., 2005). Aphids can harbor different H. defensa strains that are associated with bacteriophages called APSE, which encode putative toxins that are responsible for defense against parasitoids. Different types of APSE phages are associated with different levels of protection (Doremus et al., 2018; Martinez et al., 2018; Vorburger & Gouskov, 2011). Besides symbiont-based defenses, hosts may have endogenous defenses against natural enemies that also vary in their level of protection, depending on host genotype (Martinez et al., 2018). Under natural enemy pressure, the immune system of insect hosts allocates a lot of resources, leading to a trade-off between immune defense and reproductive output (Schwenke et al., 2016). It is interesting to note that in some cases the presence of symbionts weakens the host endogenous defenses. An experiment performed in Drosophila hosts showed that the presence of Wolbachia in the populations along generations weakened the selection on the host endogenous antiviral defenses (Martinez et al., 2016). This could mean that, in some cases, the cost of harboring a defensive symbiont can be lower than the cost associated with activating their own immune defense. Therefore, the level of protection against natural enemies depends on many factors such as host genotype, symbiont presence, symbiont strain and on the balance between the costs and benefits of harboring a symbiont or depending solely on immune defenses.
We found that, in the presence of natural enemies, symbionts were able to increase survival and the likelihood of hosts not becoming infected by natural enemies but were unable to recover fecundity. These results were expected since there is little evidence of symbionts recovering fecundity of their hosts, such as Spiroplasma when D. neotestacea is infected by nematodes of the genus Howardula, which sterilizes the female fly (Haselkorn et al., 2013; Jaenike et al., 2010). We also found that in the absence of natural enemies, symbionts decreased host fecundity and survival, but increased body size and decreased development time. This potentially have a positive impact on the overall fitness, since it is expected that larger individuals have higher reproductive success (Beukeboom, 2018), and individuals that develop faster spend less time being exposed to natural enemies such as parasitoids (Nijhout et al., 2010). Thus, despite the cost in fecundity and survival, the benefit in development time and body size may be reducing the overall cost of the interaction.
Our results showed that natural enemies from all host families had low survival, load, and smaller body size when they infected hosts with symbionts. Also, both natural and introduced symbionts reduced natural enemies’ fitness. Symbionts can compete for resources within the host, release toxins or activate the host’s immune response, directly affecting the chance of success of the natural enemy (Vorburger and Perlman, 2018). In aphids, H. defensa releases toxins that are produced by bacteriophages present in its genome and kill the early life stages of parasitoids (Vorburger and Gouskov, 2011; Weldon et al., 2013). Although we do not know exactly which mechanism is adopted by Wolbachia, Spiroplasma and other aphid symbionts (Zug and Hammerstein, 2015), our results suggest a general pattern of symbionts reducing the fitness of natural enemies that attack their hosts. However, it is important to notice that there is a wide functional diversity among natural enemies. For example, when parasitoid wasps successfully parasitize their host, the host dies. In the case of Drosophila and mosquitoes hosts, viruses are a common pathogen in nature, but their virulence (i.e., the capacity to cause damage in a host) varies greatly. Looking specifically at the viruses that infect Drosophila for example, DCV is frequently studied in the laboratory but rarely found in nature due to its virulence, killing the flies within days (Kapun et al., 2010). Other viruses that are more frequently found in nature such as DAV and Nora similarly affect the fitness of their hosts, albeit to a lesser extent than DCV. DAV reduces the fecundity of flies (Brosh et al., 2022), and both Nora and DAV kill their host, but at a much slower rate than DCV (Ambrose et al., 2009; Habayeb et al., 2006). If the natural enemy has only mild effects on the host fitness, there may be correspondingly smaller fitness benefits to any protection that symbionts can provide. Hence, the level of virulence of natural enemies can directly influence the outcome of the host-symbiont-natural enemy interaction.
Caveats
The great majority of studies addressing symbiont protection against natural enemies are performed under laboratory conditions, minimizing biotic and abiotic factors that could influence the outcome of the host-symbiont-natural enemy interactions in nature. For aphids, it has been shown that under laboratory conditions, H. defensa is able to increase host resistance against parasitoids and that the level of protection varies among host and parasitoid genotypes (Cayetano and Vorburger, 2015). Few studies have tested H. defensa protection against parasitoids in the field, and some suggested that H. defensa reduces aphid mortality against specific parasitoid strains but there was no overall fitness benefit for the hosts possibly because of the cost of the host-symbiont interaction (Hrček et al., 2016; Rothacher et al., 2016). A recent study has shown no significant relationship between the presence of parasitoid wasps and H. defensa prevalence in the field as well as no strong evidence for symbiont cost in the absence of parasitoids. Instead, an important factor modulating symbiont prevalence in the field could be the temperature (Smith et al., 2021). In dipterans, only very recently it has been shown that Wolbachia protects flies against virus infection in nature (Cogni et al., 2021). This study showed that in a natural D. melanogaster population, flies infected with Wolbachia are less likely to be infected by viruses (Cogni et al., 2021). Regarding the effect of temperature, it has been demonstrated in the laboratory that the Wolbachia antiviral effect observed when flies develop at high temperatures is reduced when flies develop at low temperatures (Chrostek et al., 2021; Martins et al., 2023). This gives a hint that not only defensive symbiosis can be a factor modulating symbiont prevalence in the field, but temperature might be an important factor as well. The lack of studies performed in the field is a major caveat and more studies investigating protection against natural enemies in natural populations are essential for understanding the ecological importance of defensive symbiosis and what factors modulate the prevalence of symbionts in field populations.
Concerning heterogeneity and publication bias, all our meta-analytical models had high heterogeneity, which is expected in biological meta-analysis. However, even with the inclusion of moderators in the models, the amount of heterogeneity remained high, suggesting that there are other factors (i.e., moderators not included in our meta-analysis) that may influence the results. Moreover, in our main analyses we found evidence for publication bias in 12 out of our 17 models, which requires caution in interpreting the results. However, it does not invalidate our findings, since adding more effect sizes to our data could reduce the mean effect sizes but maintain the same results. Such bias can occur because studies with positive or statistically significant results are more likely to be published than studies with negative or inconclusive findings. Several factors can lead to publication bias: (1) difficult access to all existing studies due to the language of the publication, impact factor of the journal or number of citations of the article (Jennions et al., 2013), (2) failure to present the results, since researchers can report only data based on the significance of the results and direction of effect sizes that corroborate their hypothesis (Jennions et al., 2013; Thornton and Lee, 2000), (3) reviewers and editors of journals who tend to deny negative results (Thornton and Lee, 2000), and (4) there is a possibility that these studies simply do not exist yet. Thus, we encourage researchers, reviewers, and editors to publish any results obtained in high quality studies, regardless of their significance or direction of effect size. The dissemination of this practice can help to reduce publication bias in systematic and narrative reviews.
Conclusion
In summary, this study shows that: (1) in the presence of natural enemies, symbionts provide high protection to their hosts, (2) in the absence of natural enemies, the interaction with symbionts has low cost to hosts, and (3) natural enemies attacking hosts harboring symbionts have a high cost on their fitness. Our results reveal a broad generality of protection at little cost for hosts, which helps explain the successful spread of symbionts among terrestrial arthropods, especially insects. It suggests that symbionts play a crucial role for hosts in natural populations, acting as a complement of the hosts’ endogenous defenses. However, it is important to notice that when we look separately at different study systems, the level of protection and cost for both hosts and natural enemies varies between the fitness components, natural and introduced symbionts, natural enemy group, symbiont species and host family.
Defensive symbionts vary from intermediate to high frequencies in wild insect populations, suggesting that there are many factors that can influence the spread of symbionts in nature such as if the symbiont strain causes reproductive parasitism, as well as the strength of the reproductive parasitism phenotype and the efficiency of maternal transmission; how strong is the protection that symbionts offer against natural enemies (which may vary with symbiont density and natural enemy virulence, for example); how high is the cost of the interaction with symbionts; and if the natural enemies’ frequencies vary temporally in nature. Furthermore, temperature and nutritional provisioning can also be an important factor in modulating the prevalence of symbionts in nature.
We hope our study stimulates researchers to expand the investigation on defensive symbiosis, collecting information on protection in other terrestrial arthropod families. Hopefully, in the future, this will allow us to investigate if the same pattern we found here occurs in other arthropods.
Acknowledgements
We would like to thank all researchers that responded to our requests for raw data. We are grateful to André C. Pimentel, Laura C. Leal, Camila T. Castanho, and Ana Paula A. Assis for the suggestions on the manuscript. Cássia S. Cesar is funded by Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP; 2019/03997-2). Rodrigo Cogni is funded by FAPESP (2013/25991-0 and 2021/06874-9), Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq; 307015/2015-7 and 307447/2018-9), and a Newton Advanced Fellowship from the Royal Society.
Data availability statement
All data and script are deposited at https://github.com/cassiasqr/MetaSymbiont
References
- Drosophila A virus is an unusual RNA virus with a T=3 icosahedral core and permuted RNA-dependent RNA polymeraseJournal of General Virology 90:2191–2200https://doi.org/10.1099/vir.0.012104-0
- Reactive oxygen species production and Brugia pahangi survivorship in Aedes polynesiensis with artificial Wolbachia infection typesPLoS Pathogens 8https://doi.org/10.1371/journal.ppat.1003075
- wFlu: characterization and evaluation of a native Wolbachia from the mosquito Aedes fluviatilis as a potential vector control agentPLoS One 8https://doi.org/10.1371/journal.pone.0059619
- Size matters in insects – an introductionEntomologia Experimentalis et Applicata 166:2–3https://doi.org/10.1111/eea.12646
- The endosymbiotic bacterium Wolbachia induces resistance to dengue virus in Aedes aegyptiPLoS Pathogens 6https://doi.org/10.1371/journal.ppat.1000833
- Wolbachia-based technologies for insect pest population controlAdvances in Experimental Medicine and Biology https://doi.org/10.1007/978-0-387-78225-6_9
- The mutualistic side of Wolbachia-isopod interactions: Wolbachia mediated protection against pathogenic intracellular bacteriaFrontiers in Microbiology 6https://doi.org/10.3389/fmicb.2015.01388
- A novel transposable element-mediated mechanism causes antiviral resistance in Drosophila through truncating the Veneno proteinProceedings of the National Academy of Sciences of the United States of America 119https://doi.org/10.1073/pnas.2122026119
- Cheaper is not always worse: Strongly protective isolates of a defensive symbiont are less costly to the aphid hostProceedings of the Royal Society B: Biological Sciences 282https://doi.org/10.1098/rspb.2014.2333
- Symbiont-conferred protection against Hymenopteran parasitoids in aphids: How general is it?Ecological Entomology 40:85–93https://doi.org/10.1111/een.12161
- Wolbachia-conferred antiviral protection is determined by developmental temperaturemBio 12:e02923–20https://doi.org/10.1128/mBio.02923-20
- Wolbachia reduces virus infection in a natural population of DrosophilaCommunications Biology 4https://doi.org/10.1038/s42003-021-02838-z
- A metagenomic approach from aphid’s hemolymph sheds light on the potential roles of co-existing endosymbiontsMicrobiome 3https://doi.org/10.1186/s40168-015-0130-5
- Combination of genomic and proteomic approaches to characterize the symbiotic population of the banana aphid (Hemiptera: Aphididae)Environmental Entomology 43:29–36https://doi.org/10.1603/EN13107
- Aphid heritable symbiont exploits defensive mutualismApplied and Environmental Microbiology 83:e03276–16https://doi.org/10.1128/AEM.03276-16
- Breakdown of a defensive symbiosis, but not endogenous defences, at elevated temperaturesMolecular Ecology 27:2138–2151https://doi.org/10.1111/mec.14399
- Bias in meta-analysis detected by a simple, graphical testBritish Medical Journal 315:629–634https://doi.org/10.1136/bmj.315.7109.629
- Solving the Wolbachia paradox: Modeling the tripartite interaction between host, Wolbachia, and a natural enemyAmerican Naturalist 178:333–342https://doi.org/10.1086/661247
- Linking the bacterial community in pea aphids with host-plant use and natural enemy resistanceEcological Entomology 29:60–65https://doi.org/10.1111/j.1365-2311.2004.00574.x
- Statistical Methods for Meta-AnalysisBiometrics 42https://doi.org/10.2307/2531069
- Wolbachia infection suppresses both host defence and parasitoid counter-defenceProceedings of the Royal Society B: Biological Sciences 273:791–796https://doi.org/10.1098/rspb.2005.3383
- Rapid molecular evolution of Spiroplasma symbionts of DrosophilaMicrobial Genomics 7https://doi.org/10.1099/MGEN.0.000503
- Fitness costs associated with infections of secondary endosymbionts in the cassava whitefly species Bemisia tabaciJournal of Pest Science 91:17–28https://doi.org/10.1007/s10340-017-0910-8
- Wolbachia in a major African crop pest increases susceptibility to viral disease rather than protectsEcology Letters 15:993–1000https://doi.org/10.1111/j.1461-0248.2012.01820.x
- Nine facultative endosymbionts in aphidsA review. Journal of Asia Pacific Entomology 20:794–801https://doi.org/10.1016/j.aspen.2017.03.025
- Nora virus, a persistent virus in Drosophila, defines a new picorna-like virus familyJournal of General Virology 87:3045–3051https://doi.org/10.1099/vir.0.81997-0
- Infectious adaptation: Potential host range of a defensive endosymbiont in DrosophilaEvolution 67:934–945https://doi.org/10.1111/evo.12020
- Wolbachia and virus protection in insectsScience 322:702–702https://doi.org/10.1126/science.1162418
- Rapid spread of a bacterial symbiont in an invasive whitefly is driven by fitness benefits and female biasScience 332:254–256https://doi.org/10.1126/science.1199410
- Estimating the mean and variance from the median, range, and the size of a sampleBMC Medical Research Methodology 5https://doi.org/10.1186/1471-2288-5-13
- Symbionts modify interactions between insects and natural enemies in the fieldJournal of Animal Ecology 85:1605–1612https://doi.org/10.1111/1365-2656.12586
- Wolbachia infections are virulent and inhibit the human malaria parasite Plasmodium falciparum in Anopheles gambiaePLoS Pathogens 7https://doi.org/10.1371/journal.ppat.1002043
- Plot Digitizer
- Adaptation via symbiosis: Recent spread of a Drosophila defensive symbiontScience 329:212–215https://doi.org/10.1126/science.1188235
- Publication and related biasesHandbook of Meta-Analysis in Ecology and Evolution https://doi.org/10.4135/9781848608344.n21
- Current state of knowledge on Wolbachia infection among Coleoptera: A systematic reviewPeerJ 6https://doi.org/10.7717/peerj.4471
- Wolbachia stimulates immune gene expression and inhibits Plasmodium development in Anopheles gambiaePLoS Pathogens 6https://doi.org/10.1371/journal.ppat.1001143
- Immune activation by life-shortening Wolbachia and reduced filarial competence in mosquitoesScience 326:134–136https://doi.org/10.1126/science.1177531
- Host range and specificity of the Drosophila C virusPLoS One 5https://doi.org/10.1371/journal.pone.0012421
- Persistence of a Wolbachia infection frequency cline in Drosophila melanogaster and the possible role of reproductive dormancyEvolution 70:979–997https://doi.org/10.1111/evo.12923
- Rapid sequential spread of two Wolbachia variants in Drosophila simulansPLoS Pathogens 9https://doi.org/10.1371/journal.ppat.1003607
- Recovering missing or partial data from studies: A survey of conversions and imputations for meta-analysisHandbook of Meta-Analysis in Ecology and Evolution https://doi.org/10.23943/princeton/9780691137285.003.0013
- Diversity in symbiont consortia in the pea aphid complex is associated with large phenotypic variation in the insect hostEvolutionary Ecology 30:925–941https://doi.org/10.1007/s10682-016-9856-1
- Male-killing Wolbachia do not protect Drosophila bifasciata against viral infectionBMC Microbiology 12https://doi.org/10.1186/1471-2180-12-S1-S8
- Protection against a fungal pathogen conferred by the aphid facultative endosymbionts Rickettsia and Spiroplasma is expressed in multiple host genotypes and species and is not influenced by co-infection with another symbiontJournal of Evolutionary Biology 26:2654–2661https://doi.org/10.1111/jeb.12260
- Multi-modal defences in aphids offer redundant protection and increased costs likely impeding a protective mutualismJournal of Animal Ecology 87:464–477https://doi.org/10.1111/1365-2656.12675
- Addicted?Reduced host resistance in populations with defensive symbionts. Proceedings of the Royal Society B: Biological Sciences 283https://doi.org/10.1098/rspb.2016.0778
- Influence of the virus LbFV and of Wolbachia in a host-parasitoid interactionPLoS One 7https://doi.org/10.1371/journal.pone.0035081
- Symbionts commonly provide broad spectrum resistance to viruses in insects: a comparative analysis of Wolbachia StrainsPLoS Pathogens 10https://doi.org/10.1371/journal.ppat.1004369
- Should symbionts be nice or selfish? Antiviral effects of Wolbachia are costly but reproductive parasitism is notPLoS Pathogens 11https://doi.org/10.1371/journal.ppat.1005021
- The effects of temperature on prevalence of facultative insect heritable symbionts across spatial and seasonal scalesFrontiers in Microbiology 14https://doi.org/10.3389/fmicb.2023.1321341
- Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statementPLoS Medicine 6https://doi.org/10.1371/journal.pmed.1000097
- A Wolbachia Symbiont in Aedes aegypti Limits Infection with Dengue, Chikungunya, and PlasmodiumCell 139:1268–1278https://doi.org/10.1016/j.cell.2009.11.042
- Meta-evaluation of meta-analysis: Ten appraisal questions for biologistsBMC Biology 15https://doi.org/10.1186/s12915-017-0357-7
- Methodological issues and advances in biological meta-analysisEvolutionary Ecology 25:1253–1274https://doi.org/10.1007/s10682-012-9555-5
- Conflicting processes in the evolution of body size and development timePhilosophical Transactions of the Royal Society B: Biological Sciences 365:567–575https://doi.org/10.1098/rstb.2009.0249
- Prevalence of male-killer in a sympatric population of two sibling ladybird species, Harmonia yedoensis and Harmonia axyridis (Coleoptera: Coccinellidae)European Journal of Entomology 111:307–311https://doi.org/10.14411/eje.2014.029
- Costs and benefits of a superinfection of facultative symbionts in aphidsProceedings of the Royal Society B: Biological Sciences 273:1273–1280https://doi.org/10.1098/rspb.2005.3436
- Variation in resistance to parasitism in aphids is due to symbionts not host genotypeProceedings of the National Academy of Sciences of the United States of America 102:12795–12800https://doi.org/10.1073/pnas.0506131102
- Facultative bacterial symbionts in aphids confer resistance to parasitic waspsProceedings of the National Academy of Sciences of the United States of America 100:1803–1807https://doi.org/10.1073/pnas.0335320100
- Defensive symbiosis in the real world - advancing ecological studies of heritable, protective bacteria in aphids and beyondFunctional Ecology 28:341–355https://doi.org/10.1111/1365-2435.12133
- The endosymbiotic bacterium Wolbachia enhances the nonspecific resistance to insect pathogens and alters behavior of Drosophila melanogasterRussian Journal of Genetics 43:1066–1069https://doi.org/10.1134/S1022795407090153
- Symbiont-mediated protection against fungal pathogens in Pea aphids: A role for pathogen specificityApplied and Environmental Microbiology 79:2455–2458https://doi.org/10.1128/AEM.03193-12
- The antiviral effects of the symbiont bacteria Wolbachia in insectsFrontiers in Immunology 11https://doi.org/10.3389/fimmu.2020.626329
- Converting between effect sizesCampbell Systematic Reviews 12:1–13https://doi.org/10.4073/cmpn.2016.3
- Pervasiveness of the symbiont Serratia symbiotica in the aphid natural environment: distribution, diversity and evolution at a multitrophic levelFEMS Microbiology Ecology 98https://doi.org/10.1093/femsec/fiac012
- Bacterial endosymbionts protect aphids in the field and alter parasitoid community compositionEcology 97:1712–1723https://doi.org/10.1890/15-2022.1
- No effect of Wolbachia on resistance to intracellular infection by pathogenic bacteria in Drosophila melanogasterPLoS One 7https://doi.org/10.1371/journal.pone.0040500
- Molecular biology for ecologistsAn Introduction to Molecular Ecology https://doi.org/10.1093/hesc/9780198716990.003.0002
- Ecology: Aphid protected from pathogen by endosymbiontScience 310https://doi.org/10.1126/science.1120180
- Spatio-temporal distribution of Spiroplasma infections in the tsetse fly (Glossina fuscipes fuscipes) in northern UgandaPLoS Neglected Tropical Diseases 13https://doi.org/10.1371/journal.pntd.0007340
- One prophage WO gene rescues cytoplasmic incompatibility in Drosophila melanogasterProceedings of the National Academy of Sciences of the United States of America 115:4987–4991https://doi.org/10.1073/pnas.1800650115
- Reproduction-Immunity Trade-Offs in InsectsAnnual Review of Entomology 61:239–256https://doi.org/10.1146/annurev-ento-010715-023924
- Does getting defensive get you anywhere? Seasonal balancing selection, temperature, and parasitoids shape real-world, protective endosymbiont dynamics in the pea aphidMolecular Ecology 30:2449–2472https://doi.org/10.1111/mec.15906
- A Language and Environment for Statistical ComputingR Foundation for Statistical Computing.
- The bacterial symbiont Wolbachia induces resistance to RNA viral infections in Drosophila melanogasterPLoS Biology 6:2753–2763https://doi.org/10.1371/journal.pbio.1000002
- Interaction and CoevolutionInteraction and Coevolution. University of Chicago Press https://doi.org/10.7208/chicago/9780226127323.001.0001
- Publication bias in meta-analysis: Its causes and consequencesJournal of Clinical Epidemiology 53:207–216https://doi.org/10.1016/S0895-4356(99)00161-4
- Impact of Wolbachia on infection with Chikungunya and Yellow Fever viruses in the mosquito vector Aedes aegyptiPLoS Neglected Tropical Diseases 6https://doi.org/10.1371/journal.pntd.0001892
- Wolbachia increases the susceptibility of a parasitoid wasp to hyperparasitismJournal of Experimental Biology 219:2984–2990https://doi.org/10.1242/jeb.140699
- Package “metafor.”J Stat Softw
- Comparing constitutive and induced costs of symbiont-conferred resistance to parasitoids in aphidsEcology and Evolution 3:706–713https://doi.org/10.1002/ece3.491
- Only helpful when required: A longevity cost of harbouring defensive symbiontsJournal of Evolutionary Biology 24:1611–1617https://doi.org/10.1111/j.1420-9101.2011.02292.x
- The role of defensive symbionts in host–parasite coevolutionBiological Reviews 93:1747–1764https://doi.org/10.1111/brv.12417
- Genotypic variation and the role of defensive endosymbionts in an all-parthenogenetic host-parasitoid interactionEvolution 63:1439–1450https://doi.org/10.1111/j.1558-5646.2009.00660.x
- Phage loss and the breakdown of a defensive symbiosis in aphidsProceedings of the Royal Society B: Biological Sciences 280https://doi.org/10.1098/rspb.2012.2103
- EndosymbiosisCurrent Biology https://doi.org/10.1016/j.cub.2012.06.010
- Wolbachia: Master manipulators of invertebrate biologyNature Reviews Microbiology 6:741–751https://doi.org/10.1038/nrmicro1969
- Practical Meta Analysis Effect Size CalculatorCampbell Collaboration
- Male killing Spiroplasma protects Drosophila melanogaster against two parasitoid waspsHeredity 112:399–408https://doi.org/10.1038/hdy.2013.118
- Effect of the Drosophila endosymbiont Spiroplasma on parasitoid wasp development and on the reproductive fitness of wasp-attacked fly survivorsEvolutionary Ecology 25:1065–1079https://doi.org/10.1007/s10682-010-9453-7
- Comparing the effectiveness of different strains of Wolbachia for controlling chikungunya, dengue fever, and zikaPLoS Neglected Tropical Diseases 12https://doi.org/10.1371/journal.pntd.0006666
- Wolbachia-associated bacterial protection in the mosquito Aedes aegyptiPLoS Neglected Tropical Diseases 7https://doi.org/10.1371/journal.pntd.0002362
- Population-specific effect of Wolbachia on the cost of fungal infection in spider mitesEcology and Evolution 10:3868–3880https://doi.org/10.1002/ece3.6015
- Infection with Wolbachia protects mosquitoes against Plasmodium-induced mortality in a natural systemJournal of Evolutionary Biology 25:1243–1252https://doi.org/10.1111/j.1420-9101.2012.02519.x
- Bad guys turned nice? A critical assessment of Wolbachia mutualisms in arthropod hostsBiological Reviews of the Cambridge Philosophical Society 90:89–111https://doi.org/10.1111/brv.12098
- Benefits and costs of hosting facultative symbionts in plant-sucking insects: A meta-analysisMolecular Ecology 30:2483–2494https://doi.org/10.1111/mec.15897
Article and author information
Author information
Version history
- Sent for peer review:
- Preprint posted:
- Reviewed Preprint version 1:
Copyright
© 2024, Cesar et al.
This article is distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use and redistribution provided that the original author and source are credited.
Metrics
- views
- 72
- download
- 1
- citations
- 0
Views, downloads and citations are aggregated across all versions of this paper published by eLife.