Bayesian Pairwise Compositional Lotka-Volterra Modeling Infers Potential Rhizosphere Microbial Suppressors of Ralstonia pseudosolanacearum.

IF 2.6 3区 农林科学 Q2 PLANT SCIENCES
Gyeongjun Cho, Do-Hyun Kim, Jeong-Seon Kim, Jaekyeong Song, Soo-Jin Kim
{"title":"Bayesian Pairwise Compositional Lotka-Volterra Modeling Infers Potential Rhizosphere Microbial Suppressors of Ralstonia pseudosolanacearum.","authors":"Gyeongjun Cho, Do-Hyun Kim, Jeong-Seon Kim, Jaekyeong Song, Soo-Jin Kim","doi":"10.5423/PPJ.OA.10.2025.0143","DOIUrl":null,"url":null,"abstract":"<p><p>The Ralstonia solanacearum species complex (RSSC) is a major soil-borne pathogen of solanaceous crops. During a field experiment originally designed to monitor rhizosphere and episphere microbiomes in two pepper cultivars, a naturally emerging and asymptomatic Ralstonia dominance event was detected in the rhizosphere without visible wilt symptoms. This unexpected occurrence provided an opportunity to characterize asymptomatic RSSC dynamics and their microbial interactions under field conditions. Full-length 16S rRNA amplicon sequencing showed that one ASV (Sq_1) was nearly absent from the episphere but increased sharply in the rhizosphere from week 3 onward, dominating 20-80% of samples during weeks 7-10. Phylogenetic comparison with 93 historical Korean RSSC isolates placed Sq_1 within a 16S-defined lineage corresponding to pepper-associated R. pseudosolanacearum biovars 3 and 4. Sq_1 abundance accounted for a large portion of β-diversity turnover in the rhizosphere. After within-plot correlations were meta-analyzed, selected taxa were evaluated using a Bayesian pairwise compositional Lotka-Volterra (pcLV) model, which identified three taxa (Sq_272, TRA3-20; Sq_178, Bradyrhizobium; and Sq_124, Bryobacter) that consistently exerted inhibitory effects on Sq_1 per-interval growth. Supported by the longitudinal design and the high accuracy of PacBio full-length 16S sequencing, these findings highlight potential microbial suppressors of RSSC and demonstrate the utility of pcLV modeling for resolving directional interactions at the ASV level.</p>","PeriodicalId":20173,"journal":{"name":"Plant Pathology Journal","volume":"42 1","pages":"50-60"},"PeriodicalIF":2.6000,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12884050/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Plant Pathology Journal","FirstCategoryId":"97","ListUrlMain":"https://doi.org/10.5423/PPJ.OA.10.2025.0143","RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PLANT SCIENCES","Score":null,"Total":0}
引用次数: 0

Abstract

The Ralstonia solanacearum species complex (RSSC) is a major soil-borne pathogen of solanaceous crops. During a field experiment originally designed to monitor rhizosphere and episphere microbiomes in two pepper cultivars, a naturally emerging and asymptomatic Ralstonia dominance event was detected in the rhizosphere without visible wilt symptoms. This unexpected occurrence provided an opportunity to characterize asymptomatic RSSC dynamics and their microbial interactions under field conditions. Full-length 16S rRNA amplicon sequencing showed that one ASV (Sq_1) was nearly absent from the episphere but increased sharply in the rhizosphere from week 3 onward, dominating 20-80% of samples during weeks 7-10. Phylogenetic comparison with 93 historical Korean RSSC isolates placed Sq_1 within a 16S-defined lineage corresponding to pepper-associated R. pseudosolanacearum biovars 3 and 4. Sq_1 abundance accounted for a large portion of β-diversity turnover in the rhizosphere. After within-plot correlations were meta-analyzed, selected taxa were evaluated using a Bayesian pairwise compositional Lotka-Volterra (pcLV) model, which identified three taxa (Sq_272, TRA3-20; Sq_178, Bradyrhizobium; and Sq_124, Bryobacter) that consistently exerted inhibitory effects on Sq_1 per-interval growth. Supported by the longitudinal design and the high accuracy of PacBio full-length 16S sequencing, these findings highlight potential microbial suppressors of RSSC and demonstrate the utility of pcLV modeling for resolving directional interactions at the ASV level.

Abstract Image

Abstract Image

Abstract Image

贝叶斯两两组合Lotka-Volterra模型推断假茄青霉潜在的根际微生物抑制因子。
茄枯病菌(Ralstonia solanacearum species complex, RSSC)是一种主要的茄类作物土传病原菌。在一项旨在监测两种辣椒品种根际和表皮微生物组的田间试验中,在根际发现了一种自然出现的无症状的Ralstonia优势事件,没有明显的枯萎症状。这一意外事件提供了一个机会来表征无症状的RSSC动力学及其在野外条件下的微生物相互作用。全长16S rRNA扩增子测序结果显示,有一种ASV (Sq_1)在胚层中几乎不存在,但从第3周开始在根际中急剧增加,在第7-10周占样品的20-80%。与93个韩国历史RSSC分离株的系统发育比较表明,Sq_1属于一个16s定义的谱系,对应于辣椒相关的R. pseudosolanacearum生物变种3和4。根际β-多样性更替中,Sq_1丰度占很大比例。在对图内相关性进行meta分析后,采用贝叶斯配对组成Lotka-Volterra (pcLV)模型对所选分类群进行评价,确定了3个分类群(Sq_272 (TRA3-20)、Sq_178 (bryyrhizobium)和Sq_124 (Bryobacter))对Sq_1的每间隔生长具有持续抑制作用。在纵向设计和PacBio全长16S测序的高精度支持下,这些发现突出了RSSC潜在的微生物抑制因子,并证明了pcLV建模在ASV水平上解决定向相互作用的实用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Plant Pathology Journal
Plant Pathology Journal 生物-植物科学
CiteScore
4.90
自引率
4.30%
发文量
71
审稿时长
12 months
期刊介绍: Information not localized
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书