13Infection of more than one virus in a host, coinfection, is common across taxa and environments. 14 Viral coinfection can enable genetic exchange, alter the dynamics of infections, and change the 15 course of viral evolution. Yet, the factors influencing the frequency and extent of viral 16 coinfection remain largely unexplored. Here, employing three microbial data sets of virus-host 17 interactions covering cross-infectivity, culture coinfection, and single-cell coinfection (total: 18 6,564 microbial hosts, 13,103 viruses), I found evidence that ecology and virus-virus interactions 19 are recurrent factors shaping coinfection patterns. Host ecology was a consistent and strong 20predictor of coinfection across all three datasets: potential, culture, and single-cell coinfection.
21Host phylogeny or taxonomy was a less consistent predictor, being weak or absent in potential 22 and single-cell coinfection models, yet it was the strongest predictor in the culture coinfection 23 model. Virus-virus interactions strongly affected coinfection. In the largest test of superinfection 24 exclusion to date, prophage infection reduced culture coinfection by other prophages, with a 25 weaker effect on extrachromosomal virus coinfection. At the single-cell level, prophages 26 eliminated coinfection. Virus-virus interactions also increased culture coinfection with ssDNA-27 dsDNA coinfections >2x more likely than ssDNA-only coinfections. Bacterial defense limited 28 single-cell coinfection in marine bacteria CRISPR spacers reduced coinfections by ~50%, 29 2 despite the absence of spacer matches in any active infection. Collectively, these results suggest 30 the environment bacteria inhabit and the interactions among surrounding viruses are two factors 31 consistently shaping viral coinfection patterns. These findings highlight the role of virus-virus 32 interactions in coinfection with implications for phage therapy, microbiome dynamics, and viral 33 infection treatments.34