We compared community composition and co-occurrence patterns of phyllosphere fungi between island and mainland populations within a single plant species (Mussaenda kwangtungensis) using highthroughput sequencing technology. We then used 11 microsatellite loci for host genotyping. The island populations differed significantly from their mainland counterparts in phyllosphere fungal community structure. Topological features of co-occurrence network showed geographic patterns wherein fungal assemblages were less complex, but more modular in island regions than mainland ones. Moreover, fungal interactions and community composition were strongly influenced by the genetic differentiation of host plants. This study may advance our understanding of assembly principles and ecological interactions of phyllosphere fungal communities, as well as improve our ability to optimize fungal utilization for the benefit of people. The phyllosphere provides a unique habitat for a diverse community of microorganisms that live within or on the surface of leaves 1. Phyllosphere fungi have been considered pivotal determinants of host-plant fitness, productivity, and ecosystem functioning 2,3. For example, phyllosphere fungi may confer salt, heat or herbivory tolerance to host plants 4-6 , they may potentially be a source of plant diseases due to the pathogenic phases in their life cycles 7,8 , or they may act as initial decomposers of leaf litter and play important roles in nutrient cycling 9,10. With advances in high-throughput sequencing technologies where DNA samples can be extracted directly from leaves, phyllosphere fungal communities have been examined to determine the community composition and potential drivers of this high diversity 11. Yang et al. 12 found that leaf carbon was the main driver of changes for the foliar fungal community composition of Betula ermanii along a subalpine timberline. Zimmerman et al. 13 showed that climate factors such as temperature and rainfall strongly structured fungal communities in the leaves of Metrosideros polymorpha across a Hawaiian landscape. A different study conducted in tropical lowland rainforests focused on the factors shaping the community structure of phyllosphere fungi and found that plant traits and taxonomy were critical factors 14. Moreover, several studies have explored the relationship between the genetic identity of a conspecific host and the community composition of its phyllosphere fungi, but no consensus was established. Variation in phyllosphere fungal community composition in Fagus sylvatica and Mussaenda pubescens var. alba was mostly explained by host genotype 15,16. In contrast, plant genotype had no significant effect on the phyllosphere fungal microbiome of Picea glauca 17. Microorganisms often vary across trophic modes and functionally distinct niches, which allows them to co-exist and to form complex ecological networks comprising microbial members that interact with each other 18,19. A comprehensive exploration of co-occurrence networks is critical to understanding t...