Wang Shiwei, Tan Yu, Luo Qing, Fang Xinmei, Zhu Hanmingyue, Li Shuying, Zhou Yujue, Zhu Tianhui
College of Forestry, Sichuan Agricultural University, Chengdu, Sichuan Province, China.
Chengdu Botanical Garden, Chengdu, Sichuan Province, China.
Front Microbiol. 2025 Apr 1;16:1551476. doi: 10.3389/fmicb.2025.1551476. eCollection 2025.
Phyllosphere-associated microbes directly influence plant-pathogen interactions, and the external environment and the plant shape the phyllosphere microbiome.
In this study, we integrated 16S rRNA and ITS high-throughput sequencing to systematically investigate changes in the phyllosphere microbiome between symptomatic and asymptomatic walnut leaves affected by spot disease, with consideration of phenological stage progression. Additionally, we explored how abiotic (AT, DT, SCTCC & LPDD) and biotic factors ( & ) impact microbial communities.
Our findings revealed significant differences in the diversity of the phyllosphere microbiome between symptomatic and asymptomatic leaves at the same phenological stage. Furthermore, the structure and function of phyllosphere-associated microbiome changed as the phenological stage progressed. Fungal taxa that related to the function Plant_Pathogen and bacterial taxa that related to the KEGG pathway functions Fatty acid biosynthesis and Biotin metabolism were increased in the symptomatic group. The keystone species driving the walnut phyllosphere microbiome was spp., which substantially influenced the microbiome of symptomatic vs. asymptomatic leaves. Notably, spp. interacted with spp. and spp. Correlation analysis revealed that the dew point temperature constituted the primary abiotic factor of phyllosphere bacterial community composition, whereas liquid precipitation depth dimension was identified as the dominant factor shaping fungal taxa. Additionally, leaf net photosynthetic rate and stomatal conductance were closely linked to the phyllosphere microbiome.
These results advance our understanding of community-level microbial responses to pathogen invasion and highlight the multifactorial drivers of phyllosphere microbiome assembly. Ultimately, they contribute to predicting and managing walnut leaf-related diseases.
叶际相关微生物直接影响植物与病原体的相互作用,外部环境和植物塑造了叶际微生物群。
在本研究中,我们整合了16S rRNA和ITS高通量测序技术,系统地研究了受斑点病影响的有症状和无症状核桃叶片叶际微生物群的变化,并考虑了物候期的进展。此外,我们还探讨了非生物因素(气温、露点温度、太阳总辐射量和潜在蒸散深度)和生物因素( 和 )如何影响微生物群落。
我们的研究结果表明,在相同物候期,有症状和无症状叶片的叶际微生物群多样性存在显著差异。此外,随着物候期的进展,叶际相关微生物群的结构和功能发生了变化。在有症状的组中,与植物病原体功能相关的真菌类群以及与KEGG途径功能脂肪酸生物合成和生物素代谢相关的细菌类群增加。驱动核桃叶际微生物群的关键物种是 属,它对有症状和无症状叶片的微生物群有很大影响。值得注意的是, 属与 属和 属相互作用。相关性分析表明,露点温度是叶际细菌群落组成的主要非生物因素,而液态降水深度维度被确定为塑造真菌类群的主导因素。此外,叶片净光合速率和气孔导度与叶际微生物群密切相关。
这些结果增进了我们对微生物群落对病原体入侵的反应的理解,并突出了叶际微生物群组装的多因素驱动因素。最终,它们有助于预测和管理与核桃叶相关的疾病。