Modules in robust but low-efficiency phyllosphere fungal networks drive saponin accumulation in leaves of different Panax species

Abstract Background The phyllosphere mycobiome plays a crucial role in plant fitness and ecosystem functions. The complex microbial ecological networks (MEN) formed by these fungi remain poorly understood, particularly with regard to their organization strategy and their contributions to plant secon...

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發表在:Environmental Microbiome
Main Authors: Guozhuang Zhang, Liping Shi, Congsheng Liu, Renjun Mao, Bing Xia, Zhixin Huang, Xiuye Wei, Lixuan Wu, Yuqing Zheng, Guangfei Wei, Jia Xu, Shuangrong Gao, Shilin Chen, Linlin Dong
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語言:英语
出版: BMC 2023-07-01
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在線閱讀:https://doi.org/10.1186/s40793-023-00516-7
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author Guozhuang Zhang
Liping Shi
Congsheng Liu
Renjun Mao
Bing Xia
Zhixin Huang
Xiuye Wei
Lixuan Wu
Yuqing Zheng
Guangfei Wei
Jia Xu
Shuangrong Gao
Shilin Chen
Linlin Dong
author_facet Guozhuang Zhang
Liping Shi
Congsheng Liu
Renjun Mao
Bing Xia
Zhixin Huang
Xiuye Wei
Lixuan Wu
Yuqing Zheng
Guangfei Wei
Jia Xu
Shuangrong Gao
Shilin Chen
Linlin Dong
author_sort Guozhuang Zhang
collection DOAJ
container_title Environmental Microbiome
description Abstract Background The phyllosphere mycobiome plays a crucial role in plant fitness and ecosystem functions. The complex microbial ecological networks (MEN) formed by these fungi remain poorly understood, particularly with regard to their organization strategy and their contributions to plant secondary metabolites such as saponin. Results In this study, we constructed six MENs from leaf epiphytic and endophytic mycobiomes of three Panax species distributed in the northeast and southwest ends of mainland China. Hub nodes were absent in these MENs, which were significantly more complex, robust, and less efficient compared to random graphs (P < 0.05), indicating a hub-independent high-robustness strategy to maintain structural homeostasis. The important roles of specific MEN modules in shaping leaf saponin profiles of each Panax species were proved by multiple machine learning algorithms. Positive regulation modules (PRMs) of total saponin content were further identified, which exhibited more deterministic ecological assembly and comprised of highly connected nodes as well as higher proportion of plant-associated fungal guilds compared to other network members, indicating their tight links with host plant. The significant and direct effects (P < 0.05) of PRMs on total saponin accumulation were validated by well-fitted structural equation models (χ2 < 0.3, P > 0.5). Taxonomic analysis revealed that Pleosporales and Chaetothyriales were significantly overrepresented by positive regulation taxa (PRT) of total saponin content (FDR < 0.05). Across PRT identified in three Panax species, Epicoccum and Coniothyrium were conservatively present, while species-specific taxa such as Agaricales were also found, indicating the conservatism and specificity of plant-fungi interactions associated with leaf saponin accumulation in Panax genus. Conclusions These findings provide a foundation for understanding mechanisms maintaining the steady state of phyllosphere mycobiome in healthy plant, and offer clues for engineering phyllosphere mycobiome to improve the accumulation of bioactive secondary metabolites on the basis of network modules.
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spelling doaj-art-30c5d2c8bfdf4f7fb99ea83e171aa5252025-08-19T20:07:17ZengBMCEnvironmental Microbiome2524-63722023-07-0118111510.1186/s40793-023-00516-7Modules in robust but low-efficiency phyllosphere fungal networks drive saponin accumulation in leaves of different Panax speciesGuozhuang Zhang0Liping Shi1Congsheng Liu2Renjun Mao3Bing Xia4Zhixin Huang5Xiuye Wei6Lixuan Wu7Yuqing Zheng8Guangfei Wei9Jia Xu10Shuangrong Gao11Shilin Chen12Linlin Dong13Key Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical SciencesKey Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical SciencesZhangzhou Pien Tze Huang Pharmaceutical Co., Ltd.School of Life Sciences, Yan’ an UniversityKey Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical SciencesZhangzhou Pien Tze Huang Pharmaceutical Co., Ltd.Key Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical SciencesZhangzhou Pien Tze Huang Pharmaceutical Co., Ltd.Zhangzhou Pien Tze Huang Pharmaceutical Co., Ltd.Key Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical SciencesKey Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical SciencesKey Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical SciencesKey Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical SciencesKey Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical SciencesAbstract Background The phyllosphere mycobiome plays a crucial role in plant fitness and ecosystem functions. The complex microbial ecological networks (MEN) formed by these fungi remain poorly understood, particularly with regard to their organization strategy and their contributions to plant secondary metabolites such as saponin. Results In this study, we constructed six MENs from leaf epiphytic and endophytic mycobiomes of three Panax species distributed in the northeast and southwest ends of mainland China. Hub nodes were absent in these MENs, which were significantly more complex, robust, and less efficient compared to random graphs (P < 0.05), indicating a hub-independent high-robustness strategy to maintain structural homeostasis. The important roles of specific MEN modules in shaping leaf saponin profiles of each Panax species were proved by multiple machine learning algorithms. Positive regulation modules (PRMs) of total saponin content were further identified, which exhibited more deterministic ecological assembly and comprised of highly connected nodes as well as higher proportion of plant-associated fungal guilds compared to other network members, indicating their tight links with host plant. The significant and direct effects (P < 0.05) of PRMs on total saponin accumulation were validated by well-fitted structural equation models (χ2 < 0.3, P > 0.5). Taxonomic analysis revealed that Pleosporales and Chaetothyriales were significantly overrepresented by positive regulation taxa (PRT) of total saponin content (FDR < 0.05). Across PRT identified in three Panax species, Epicoccum and Coniothyrium were conservatively present, while species-specific taxa such as Agaricales were also found, indicating the conservatism and specificity of plant-fungi interactions associated with leaf saponin accumulation in Panax genus. Conclusions These findings provide a foundation for understanding mechanisms maintaining the steady state of phyllosphere mycobiome in healthy plant, and offer clues for engineering phyllosphere mycobiome to improve the accumulation of bioactive secondary metabolites on the basis of network modules.https://doi.org/10.1186/s40793-023-00516-7Microbial ecological networkNetwork robustnessCommunity assemblyPlant-fungi interactionPlant secondary metabolite
spellingShingle Guozhuang Zhang
Liping Shi
Congsheng Liu
Renjun Mao
Bing Xia
Zhixin Huang
Xiuye Wei
Lixuan Wu
Yuqing Zheng
Guangfei Wei
Jia Xu
Shuangrong Gao
Shilin Chen
Linlin Dong
Modules in robust but low-efficiency phyllosphere fungal networks drive saponin accumulation in leaves of different Panax species
Microbial ecological network
Network robustness
Community assembly
Plant-fungi interaction
Plant secondary metabolite
title Modules in robust but low-efficiency phyllosphere fungal networks drive saponin accumulation in leaves of different Panax species
title_full Modules in robust but low-efficiency phyllosphere fungal networks drive saponin accumulation in leaves of different Panax species
title_fullStr Modules in robust but low-efficiency phyllosphere fungal networks drive saponin accumulation in leaves of different Panax species
title_full_unstemmed Modules in robust but low-efficiency phyllosphere fungal networks drive saponin accumulation in leaves of different Panax species
title_short Modules in robust but low-efficiency phyllosphere fungal networks drive saponin accumulation in leaves of different Panax species
title_sort modules in robust but low efficiency phyllosphere fungal networks drive saponin accumulation in leaves of different panax species
topic Microbial ecological network
Network robustness
Community assembly
Plant-fungi interaction
Plant secondary metabolite
url https://doi.org/10.1186/s40793-023-00516-7
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