16Vibrio parahaemolyticus is a human gastrointestinal pathogen that thrives in warm brackish 17 waters and is unusual amongst bacteria in having a population structure that approximates 18 panmixia. We take advantage of this structure to perform a genome-wide screen for 19 coadapted genetic elements. There are 93 groups of coadapted genome fragments were 20 identified, with total length of 1.5 Mb and involved 1,703 coding genes. The great majority of 21 interactions (85%) that we detect are between accessory genes, many involved in 22 3 require adaptation at multiple genes and it is inevitable that some of the changes involved 41 will be costly on the original genetic background, implying epistasis -i.e. non-additive fitness 42 interactions -between adaptive loci. 43
44The consequences of epistasis for the evolution of phenotypic diversity depends on the 45 transmission genetics and the population structure of the species in question. For example, in 46 outbreeding animals mating mixes up variation each generation, with the result that genes 47 only increase in frequency if they have high average fitness across genetic backgrounds (2). 48Consequently, extensive linkage disequilibrium due to natural selection is rare (3) and it is 49 difficult to maintain dissimilar genetic strategies concurrently in the same population unless 50 the strategies are encoded by a small number of loci. This means that the coadaptation 51 necessary for extensive phenotypic diversification can only take place when facilitated by 52 barriers to gene flow, such as geographical separation, mate choice or the suppression of 53 recombination for example by inversion polymorphisms (4, 5). This feature also makes it 54 difficult to study the process of complex coadaptation without temporally sampled genetic 55 data, which remains rare despite the advent of technology for sequencing ancient DNA. 56
57In bacterial populations, mutations do not need to have high average fitness across all genetic 58 backgrounds to reach a substantial frequency in the population. For example, Vibrio 59 parahaemolyticus lives in coastal waters and causes gastroenteritis in humans and 60 economically devastating diseases in farmed shrimps. It is capable of replicating in less than 61 10 minutes in appropriate conditions (6), while the doubling time in the wild of the related 62 bacteria Vibrio cholerae has been estimated as slightly over an hour (7). Approximately 63 0.017% of the genome recombines each year (8), implying that there are approximately 50 64 million generations on average between recombination events at a given genetic locus. As a 65 130We compared our results for core genome interactions with those obtained by SuperDCA, a 131 method that uses Direct Coupling Analysis to identify causal interactions (12, 13), using the 132 default settings for the algorithm. To make the results as directly comparable as possible we 133 used the same 198 isolates that were used for the Fisher exact test. The most important 134 discrepancy is that although IG1 involves...