Global Metabolomics Analysis of Pakistani Citrus Cultivars Infected with Huanglongbing or Citrus Greening

Q4 Agricultural and Biological Sciences International Journal of Phytopathology Pub Date : 2023-06-30 DOI:10.33687/phytopath.012.02.4620
Khadija Gilani, Asma Ahmed, Rehana Badar, Shaista Javaid, Mehmood Ul Hassan, Shagufta Naz, Sami Ullah
{"title":"Global Metabolomics Analysis of Pakistani Citrus Cultivars Infected with Huanglongbing or Citrus Greening","authors":"Khadija Gilani, Asma Ahmed, Rehana Badar, Shaista Javaid, Mehmood Ul Hassan, Shagufta Naz, Sami Ullah","doi":"10.33687/phytopath.012.02.4620","DOIUrl":null,"url":null,"abstract":"Citrus is a significant leading fruit crop in Pakistan, with the highest export volume of 370 million tons. HLB is a bacterial disease that has been a potential threat to global citrus production with no effective cure to date. To fill the gap of existing knowledge of CLas and its pathophysiological modification. The infection of CLas in citrus trees depends on the metabolites involved inside its metabolic pathways. This study used to determine the global metabolites involved in the disease citrus greening. The CLas infection in citrus cultivars was detected through qRT-PCR. The Ct value ranged from 36.3 or no Ct value for the healthy samples. Here we report the first metabolic profiling of the vast range of targetted metabolites of ten citrus cultivars of Pakistan via LC-MS analysis. Results have been verified via the Tukey test (Pr|t|), One-way ANOVA (p≤ 0.05), and MetaboAnalyst 5.0 tools (Volcano plot, PCA, 2D and 3D PLS-DA plots, heat maps, VIP scores plot, Permutation test). A total of 500 statistically verified metabolites were detected in the leaves. Negative ion mode indicated 57% of metabolites, whereas 43% were identified in positive ion mode with good separation. Potential differences among the global metabolites of varying classes included sugars, amino acids, organic acids, phenolic acids, organic acids, carboxylic and nucleic acids, and flavonoids in positive and negative ion modes. There was an approximately 50% chance in negative ions that known metabolites separating healthy and HLB-infected leaf samples. Many untargeted compounds were also detected which were not found in the LC-MS (MZmine freeware) database, indicating the possibility of identifying novel metabolites that could be used as molecular markers for HLB diagnosis and management. This study provides a broad picture of the accumulation of metabolites involved in citrus plants with citrus greening. The metabolomic profile indicated the possible changes at the maturing stage of the disease.","PeriodicalId":36106,"journal":{"name":"International Journal of Phytopathology","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2023-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Phytopathology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.33687/phytopath.012.02.4620","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"Agricultural and Biological Sciences","Score":null,"Total":0}
引用次数: 0

Abstract

Citrus is a significant leading fruit crop in Pakistan, with the highest export volume of 370 million tons. HLB is a bacterial disease that has been a potential threat to global citrus production with no effective cure to date. To fill the gap of existing knowledge of CLas and its pathophysiological modification. The infection of CLas in citrus trees depends on the metabolites involved inside its metabolic pathways. This study used to determine the global metabolites involved in the disease citrus greening. The CLas infection in citrus cultivars was detected through qRT-PCR. The Ct value ranged from 36.3 or no Ct value for the healthy samples. Here we report the first metabolic profiling of the vast range of targetted metabolites of ten citrus cultivars of Pakistan via LC-MS analysis. Results have been verified via the Tukey test (Pr|t|), One-way ANOVA (p≤ 0.05), and MetaboAnalyst 5.0 tools (Volcano plot, PCA, 2D and 3D PLS-DA plots, heat maps, VIP scores plot, Permutation test). A total of 500 statistically verified metabolites were detected in the leaves. Negative ion mode indicated 57% of metabolites, whereas 43% were identified in positive ion mode with good separation. Potential differences among the global metabolites of varying classes included sugars, amino acids, organic acids, phenolic acids, organic acids, carboxylic and nucleic acids, and flavonoids in positive and negative ion modes. There was an approximately 50% chance in negative ions that known metabolites separating healthy and HLB-infected leaf samples. Many untargeted compounds were also detected which were not found in the LC-MS (MZmine freeware) database, indicating the possibility of identifying novel metabolites that could be used as molecular markers for HLB diagnosis and management. This study provides a broad picture of the accumulation of metabolites involved in citrus plants with citrus greening. The metabolomic profile indicated the possible changes at the maturing stage of the disease.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
巴基斯坦柑橘品种黄龙病和柑桔绿病的全球代谢组学分析
柑橘是巴基斯坦重要的主要水果作物,出口量最高,达3.7亿吨。HLB是一种细菌性疾病,已成为全球柑橘生产的潜在威胁,迄今尚无有效的治疗方法。填补现有CLas及其病理生理修饰知识的空白。CLas在柑橘树上的侵染取决于其代谢途径中所涉及的代谢物。本研究用于确定与柑橘绿化病有关的全球代谢物。采用qRT-PCR检测柑橘品种CLas侵染情况。健康样本的Ct值为36.3或无Ct值。在这里,我们通过LC-MS分析报告了巴基斯坦10个柑橘品种广泛的目标代谢物的首次代谢谱。结果通过Tukey检验(Pr|t|)、One-way ANOVA (p≤0.05)和MetaboAnalyst 5.0工具(Volcano图、PCA、2D和3D PLS-DA图、热图、VIP评分图、Permutation检验)进行验证。在叶片中检测到500种经统计验证的代谢物。负离子模式鉴定了57%的代谢物,而正离子模式鉴定了43%,分离效果良好。不同类别的全球代谢物之间的潜在差异包括糖、氨基酸、有机酸、酚酸、有机酸、羧酸和核酸,以及黄酮类化合物的正离子和负离子模式。在负离子中,已知的代谢物分离健康和乙型肝炎病毒感染的叶片样本的几率约为50%。在LC-MS (MZmine free software)数据库中未发现的许多非靶向化合物也被检测到,这表明有可能鉴定出新的代谢物,可作为HLB诊断和管理的分子标记物。本研究提供了柑橘植物代谢产物积累与柑橘绿化的广泛图景。代谢组学谱显示了该病成熟阶段可能发生的变化。
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 去求助
来源期刊
International Journal of Phytopathology
International Journal of Phytopathology Agricultural and Biological Sciences-Agricultural and Biological Sciences (miscellaneous)
CiteScore
1.20
自引率
0.00%
发文量
11
期刊最新文献
Characterization of New Rice Genotypes for Blast and Brown Spot Disease Resistance and Iron-Toxicity Tolerance in Burkina Faso Disease Mapping of Citrus Greening Disease in District Layyah, Pakistan Integration of Rhizobacterial Isolates and Airone Chemical for Effective Management of Bacterial Wilt in Cucumber (Cucumis sativus) Epidemiological Markers for Citrus Canker caused by Xanthomonas citri pv. citri Management of Covered Kernel Smut (Sporisorium sorghi) Disease of Sorghum (Sorghum bicolor) at Gabilley District in Somaliland
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1