中国农业科学 ›› 2025, Vol. 58 ›› Issue (1): 75-90.doi: 10.3864/j.issn.0578-1752.2025.01.006

• 植物保护 • 上一篇    下一篇

整合转录组和代谢组学分析揭示玉米对层出镰孢茎腐病的响应机制

曹言勇1(), 程泽强1(), 马娟1, 杨文博1, 朱卫红1, 孙新艳1, 李慧敏1, 夏来坤1,*(), 段灿星2,*()   

  1. 1 河南省农业科学院粮食作物研究所/神农种业实验室,郑州 450002
    2 中国农业科学院作物科学研究所/作物基因资源与育种全国重点实验室,北京 100081
  • 收稿日期:2024-07-28 接受日期:2024-09-24 出版日期:2025-01-01 发布日期:2025-01-07
  • 通信作者:
    夏来坤,E-mail:
    段灿星,E-mail:
  • 联系方式: 曹言勇,E-mail:yanyongcao@126.com。程泽强,E-mail:zeqiangcheng@163.com。曹言勇和程泽强为同等贡献作者。
  • 基金资助:
    国家重点研发计划(2021YFD1200700); 中国农业科学院农业科技创新工程项目(01-ICS-02); 河南省玉米产业技术体系建设专项(HARS-22-02-G2)

Integrating Transcriptomic and Metabolomic Analyses Reveals Maize Responses to Stalk Rot Caused by Fusarium proliferatum

CAO YanYong1(), CHENG ZeQiang1(), MA Juan1, YANG WenBo1, ZHU WeiHong1, SUN XinYan1, LI HuiMin1, XIA LaiKun1,*(), DUAN CanXing2,*()   

  1. 1 Institute of Cereal Crops, Henan Academy of Agricultural Sciences/The Shennong Laboratory, Zhengzhou 450002
    2 Institute of Crop Sciences, Chinese Academy of Agricultural Sciences/State Key Laboratory of Crop Gene Resources and Breeding, Beijing 100081
  • Received:2024-07-28 Accepted:2024-09-24 Published:2025-01-01 Online:2025-01-07

摘要:

【目的】玉米茎腐病严重威胁玉米的产量与品质,其致病菌复杂,层出镰孢(Fusarium proliferatum)近年来逐渐成为主要病原之一。本研究旨在通过多组学联合分析,深入探究玉米对层出镰孢茎腐病的响应机制,明确差异基因和差异代谢物富集的信号通路在玉米抗病过程中的关键作用,为玉米抗茎腐病育种和病害防控提供理论依据。【方法】选择对层出镰孢具有不同抗性的玉米自交系ZC17(抗病)和CH72(感病)作为研究材料。在玉米9叶期,对其进行接种处理,接种组注射层出镰孢菌液,模拟接种组注射等量的PDB,随后用凡士林封闭伤口。接种后7 d,采集接种区域上下茎段中间位置的组织样本,分别用于转录组测序和非靶向代谢组学检测。同时对接种后的植株进行茎腐病症状评估,计算茎腐病平均评分(SRSA)和病情指数(DSI)。利用多种生物信息学工具对转录组测序数据和代谢组学数据进行分析,并通过实时荧光定量PCR(RT-qPCR)对差异基因进行验证。【结果】表型和生理数据显示,接种层出镰孢后,CH72发病程度显著高于ZC17,其SRSA增加2.48倍,DSI增加35.36%。转录组和代谢组的PCA结果显示,各组内样本的重现性很高,ZC17和CH72相互分离,FP组和MK组相互分离。转录组分析表明,接种后CH72的差异表达基因数量多于ZC17,但二者近50%的差异基因表达趋势相同。功能注释和富集分析发现,差异基因和差异代谢物主要富集于植物次生代谢产物生物合成、苯丙氨酸代谢、植物激素生物合成及植物-病原体相互作用等途径。转录组和代谢组联合分析证实,苯丙氨酸代谢以及苯丙氨酸、酪氨酸和色氨酸生物合成在玉米抗层出镰孢过程中起关键作用。此外,多个转录因子家族(如MYB、bHLH、NAC和WRKY等)在接种层出镰孢后被显著激活,表明这些转录因子在玉米抗病分子调控网络中可能发挥重要作用。qPCR与转录组测序结果在4个组中的表达趋势一致,Spearman相关分析也显示转录组测序数据和qPCR结果之间高度一致(r=0.75,P=7.5e-05)。【结论】苯丙氨酸代谢相关途径在玉米响应层出镰孢茎腐病中至关重要;C4H、PAL、ADT、GOT等关键酶以及显著上调的代谢物如2-香豆酸、3-羟基肉桂酸、吲哚、苯丙氨酸、色氨酸和酪氨酸在植物抗病中起重要作用。本研究挖掘出的潜在抗病相关转录因子、基因和代谢物可为深入解析玉米对层出镰孢茎腐病的分子响应机制提供重要依据。

关键词: 转录组, 代谢组, 玉米茎腐病, 层出镰孢, 苯丙氨酸代谢

Abstract:

【Objective】Stalk rot is a prevalent disease of maize (Zea mays) that severely affects maize yield and quality worldwide. The diseases are caused by several types of fungi and bacteria that are part of the complex of microorganisms. Among which, the ascomycete fungus Fusarium proliferatum has become one of the most aggressive causal agents of maize diseases in China in recent years. The study aims to provide a comprehensive analysis of multi-omics of maize stalks following F. proliferatum inoculation and valuable insights into the molecular basis of the response, including functional annotation and enrichment analyses of the major pathways enriched for differentially expressed genes (DEGs) and differentially expressed metabolites (DEMs) of maize conditioning F. proliferatum infection, and to lay theoretical foundation for maize breeding and disease management.【Method】Maize inbred lines ZC17 (ZhengC17, resistant) and CH72 (Chang72, susceptible), with different levels of resistance to F. proliferatum were used for sample collection. Seedlings at the nine-leaf stage with uniform performance were selected for artificial inoculation. Maize plants were inoculated by punching a hole in the stem at the second or third internode above the soil line using a sterile micropipette tip, followed by injection of 50 μL of freshly prepared F. proliferatum inoculum. A similar number of plants were inoculated with PDB as a mock treatment. The wounds were sealed with vaseline after inoculation. The upper and lower stem segments immediately adjacent to the inoculation segments were sampled at 7 dpi (days post inoculation), all individual samples were used for further transcriptome and nontargeted-metabolomics analysis. The inoculated internodes of the individual plants were split and symptoms were observed for evaluating of SRSA (stalk rot score on average) and DSI (disease severity index). Multiple bioinformatics tools were used to conduct in-depth analysis of the transcriptome sequencing data and metabolomics data, and the DEGs were verified by real-time fluorescence quantitative PCR (RT-qPCR).【Result】Phenotypic and physiological characteristics indicated that the inoculated group of samples from the resistant inbred line ZC17 showed significantly lower lesion areas and symptoms than those of the sensitive inbred line CH72 after inoculation with F. proliferatum. The SRSA and DSI of the ZC17 and CH72 stalks were consistent with the symptom phenotypes: the susceptible inbred CH72 had approximately 2.48-fold more SRSAs than the resistant inbred ZC17 line, and its DSI increased by 35.36% compared to that of ZC17. The results of the principal component analysis (PCA) showed a high reproducibility of the samples within the group. In PC1, ZC17 and CH72 were separated from each other. In PC2, FP group and MK group were separated from each other. The DEGs in the two comparison pairs (ZC17_FP vs. ZC17_MK, CH72_FP vs. CH72_MK) were analyzed. More DEGs were found in CH72 than those of ZC17 post inoculation, whereas nearly 50% of the DEGs share the same trend of expression between the two comparison pairs. Functional annotation and enrichment analysis found that DEGs and DEMs were enriched in pathways such as biosynthesis of plant secondary metabolites, phenylalanine metabolism, biosynthesis of plant hormones, and plant-pathogen interactions. Integrated analysis of transcriptomics and metabolomics data revealed that phenylalanine, tyrosine, and tryptophan biosynthesis and phenylalanine metabolism were significantly enriched in both the transcriptomic and metabolomic data for CH72 and ZC17. This result suggested that these pathways play a key role in the maize response to F. proliferatum. In addition, transcriptional factors of bHLH, MYB, NAC, and WRKY families were significantly activated after fungal inoculation, demonstrating the important role of transcription factors in the maize response to F. proliferatum infestation. To further confirm the reliability of the sequencing data, 11 genes were randomly selected for qPCR validation, which showed that the trends of the RNA-Seq and qPCR results were consistent in both CH72 and ZC17, Spearman rank correlation analysis also showed high concordance between the RNA-Seq and qPCR results (r=0.75, P=7.5e-05).【Conclusion】Phenylalanine metabolism-related pathways are crucial in maize response to F. proliferatum stalk rot. Key enzymes such as C4H, PAL, ADT, GOT and significantly up-regulated metabolites such as 2-coumaric acid, 3-hydroxycinnamic acid, indole, phenylalanine, tryptophan and tyrosine play an important role in plant disease resistance. The potential disease resistance-related transcription factors, genes and metabolites excavated in this study can provide an important basis for further analysis of the molecular response mechanism of maize to F. proliferatum stalk rot.

Key words: transcriptome, metabolome, maize stalk rot, Fusarium proliferatum, phenylalanine metabolism