Background: Mangrove wetlands are unique ecosystems with specific environmental characteristics, and are a hotspot of biodiversity. Although they probably harbor a variety of mangrove-specific fungi, the compositions of mangrove fungal community has been rarely investigated in detail, except for few published culture-based studies. In addition, the fungal community assembly and interaction patterns that impact the community composition in mangroves have not been explored to date. Results: We used the Pacific Biosciences single-molecule real-time sequencing approach targeting the entire internal transcribed spacer region, to systematically investigate the composition, biogeographical patterns, assembly processes, co-occurrence patterns and shaping factors of the fungal communities in sediments of seven representative mangroves across the Southeast China. We recovered 15 phyla, including some early diverging fungal lineages not previously reported in mangroves. Phylogenetic analysis revealed an incredibly high proportion of Rozellomycota and Chytridiomycota, as accounting for up to one-third of all fungal abundance. Although the neutral community model described a moderate portion of community variation, the similarity of fungal communities exhibited strong distance-decay patterns. Furthermore, the mean values and most beta nearest-taxon index fell between -2 to 2, with Bray–Curtis-based Raup–Crick value generally greater than 0.95, suggesting that stochastic processes strongly shape the fungal community composition. Consistently, nonmetric multidimensional scaling and permutational multivariate analysis of variance confirmed the geographical location as a crucial factor driving the distribution of both, the dominant and rare taxa of mangrove fungi. The db-RDA analyses indicated a minor role of environmental selections in shaping the fungal community. Network analyses revealed that the deep sediments harbor more complex fungal networks with highly connected taxa than surface sediments, and that rare fungal taxa might play important roles in microbial interactions and ecological functions in mangrove sediments.Conclusions: The investigation revealed high fungal diversity in mangrove sediments, with incredibly high numbers of basal fungal lineages, stochastic processes driving the assembly of fungal community, and geographic location strongly shaping fungal community composition in mangroves. These discoveries therefore spur further studies of the utilization and protection of fungal resources and communities in mangrove sediments.