Bacterial symbionts that manipulate the reproduction of their hosts to increase their successful transmission are important factors in invertebrate ecology and evolution. In light of their use as a biological control agent, studying the genomic and phenotypic diversity of reproductive manipulators can improve efforts to control infectious diseases and contribute to our understanding of host-symbiont evolution. Despite the vast genomic and phenotypic diversity of reproductive manipulators, only a handful of Wolbachia strains are used as biological control agents because little is known about the broad scale infection frequencies of these bacteria in nature. Here we develop a data mining approach to quantify the number of arthropod and nematode host species available on the Sequence Read Archive (SRA) that are infected with Wolbachia and other reproductive manipulators such as Rickettsia and Spiroplasma. Across the entire database, we found reproductive manipulators infected 1733 arthropod and 103 nematode samples, representing 121 and 10 species, respectively. We estimated that Wolbachia infects approximately 24% of all arthropod species and 20% of all nematode species. In contrast, we estimated other reproductive manipulators infect 0-8% of arthropod and nematode species. We show that relative Wolbachia density within hosts, titer, is significantly lower than the titer of the other reproductive manipulators. Considering the fitness costs of high titers, low titer may contribute to enabling Wolbachia's high prevalence across hosts species and mitigate impacts on host biology compared with other reproductive manipulator taxa. Our study demonstrates that data mining is a powerful tool for understanding host-symbiont coevolution and opens an array of previously inaccessible questions for further analysis.
IntroductionBacterial symbionts of eukaryotic hosts exhibit an impressive array of phenotypes that interact with host biology. Included among these symbionts are bacteria that alter host reproduction in order to increase their likelihood of transmission to the next host generation [1-4], a strategy termed reproductive manipulation. Depending on the nature of host reproduction, reproductive manipulators are generally transmitted vertically by associating with either the oocyte or developing embryos [5]. Manipulative phenotypes range from strategies that prevent the survival of uninfected offspring, such as cytoplasmic incompatibility, to strategies such as feminization, male killing, and parthenogenesis, that actually change the sex ratio to favor females for overall increased infection rates [1][2][3][4]. These drastic manipulations to normal host biology mean that reproductive manipulators can induce reproductive isolation, drive changes in sexuality, and alter reproductive ecology in their hosts [6][7][8].