Transcriptome and Proteome-Based Network Analysis Reveals a Model of Gene Activation in Wheat Resistance to Stripe Rust

Stripe rust, caused by the pathogen Puccinia striiformis f. sp. tritici (Pst), is an important fungal foliar disease of wheat (Triticum aestivum). To study the mechanism underlying the defense of wheat to Pst, we used the next-generation sequencing and isobaric tags for relative and absolute quantif...

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Published inInternational journal of molecular sciences Vol. 20; no. 5; p. 1106
Main Authors Zhang, Hong, Fu, Ying, Guo, Huan, Zhang, Lu, Wang, Changyou, Song, Weining, Yan, Zhaogui, Wang, Yajuan, Ji, Wanquan
Format Journal Article
LanguageEnglish
Published Switzerland MDPI AG 04.03.2019
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ISSN1422-0067
1661-6596
1422-0067
DOI10.3390/ijms20051106

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Abstract Stripe rust, caused by the pathogen Puccinia striiformis f. sp. tritici (Pst), is an important fungal foliar disease of wheat (Triticum aestivum). To study the mechanism underlying the defense of wheat to Pst, we used the next-generation sequencing and isobaric tags for relative and absolute quantification (iTRAQ) technologies to generate transcriptomic and proteomic profiles of seedling leaves at different stages under conditions of pathogen stress. By conducting comparative proteomic analysis using iTRAQ, we identified 2050, 2190, and 2258 differentially accumulated protein species at 24, 48, and 72 h post-inoculation (hpi). Using pairwise comparisons and weighted gene co-expression network analysis (WGCNA) of the transcriptome, we identified a stress stage-specific module enriching in transcription regulator genes. The homologs of several regulators, including splicing and transcription factors, were similarly identified as hub genes operating in the Pst-induced response network. Moreover, the Hsp70 protein were predicted as a key point in protein–protein interaction (PPI) networks from STRING database. Taking the genetics resistance gene locus into consideration, we identified 32 induced proteins in chromosome 1BS as potential candidates involved in Pst resistance. This study indicated that the transcriptional regulation model plays an important role in activating resistance-related genes in wheat responding to Pst stress.
AbstractList Stripe rust, caused by the pathogen Puccinia striiformis f. sp. tritici (Pst), is an important fungal foliar disease of wheat (Triticum aestivum). To study the mechanism underlying the defense of wheat to Pst, we used the next-generation sequencing and isobaric tags for relative and absolute quantification (iTRAQ) technologies to generate transcriptomic and proteomic profiles of seedling leaves at different stages under conditions of pathogen stress. By conducting comparative proteomic analysis using iTRAQ, we identified 2050, 2190, and 2258 differentially accumulated protein species at 24, 48, and 72 h post-inoculation (hpi). Using pairwise comparisons and weighted gene co-expression network analysis (WGCNA) of the transcriptome, we identified a stress stage-specific module enriching in transcription regulator genes. The homologs of several regulators, including splicing and transcription factors, were similarly identified as hub genes operating in the Pst-induced response network. Moreover, the Hsp70 protein were predicted as a key point in protein⁻protein interaction (PPI) networks from STRING database. Taking the genetics resistance gene locus into consideration, we identified 32 induced proteins in chromosome 1BS as potential candidates involved in Pst resistance. This study indicated that the transcriptional regulation model plays an important role in activating resistance-related genes in wheat responding to Pst stress.Stripe rust, caused by the pathogen Puccinia striiformis f. sp. tritici (Pst), is an important fungal foliar disease of wheat (Triticum aestivum). To study the mechanism underlying the defense of wheat to Pst, we used the next-generation sequencing and isobaric tags for relative and absolute quantification (iTRAQ) technologies to generate transcriptomic and proteomic profiles of seedling leaves at different stages under conditions of pathogen stress. By conducting comparative proteomic analysis using iTRAQ, we identified 2050, 2190, and 2258 differentially accumulated protein species at 24, 48, and 72 h post-inoculation (hpi). Using pairwise comparisons and weighted gene co-expression network analysis (WGCNA) of the transcriptome, we identified a stress stage-specific module enriching in transcription regulator genes. The homologs of several regulators, including splicing and transcription factors, were similarly identified as hub genes operating in the Pst-induced response network. Moreover, the Hsp70 protein were predicted as a key point in protein⁻protein interaction (PPI) networks from STRING database. Taking the genetics resistance gene locus into consideration, we identified 32 induced proteins in chromosome 1BS as potential candidates involved in Pst resistance. This study indicated that the transcriptional regulation model plays an important role in activating resistance-related genes in wheat responding to Pst stress.
Stripe rust, caused by the pathogen Puccinia striiformis f. sp. tritici (Pst), is an important fungal foliar disease of wheat (Triticum aestivum). To study the mechanism underlying the defense of wheat to Pst, we used the next-generation sequencing and isobaric tags for relative and absolute quantification (iTRAQ) technologies to generate transcriptomic and proteomic profiles of seedling leaves at different stages under conditions of pathogen stress. By conducting comparative proteomic analysis using iTRAQ, we identified 2050, 2190, and 2258 differentially accumulated protein species at 24, 48, and 72 h post-inoculation (hpi). Using pairwise comparisons and weighted gene co-expression network analysis (WGCNA) of the transcriptome, we identified a stress stage-specific module enriching in transcription regulator genes. The homologs of several regulators, including splicing and transcription factors, were similarly identified as hub genes operating in the Pst-induced response network. Moreover, the Hsp70 protein were predicted as a key point in protein–protein interaction (PPI) networks from STRING database. Taking the genetics resistance gene locus into consideration, we identified 32 induced proteins in chromosome 1BS as potential candidates involved in Pst resistance. This study indicated that the transcriptional regulation model plays an important role in activating resistance-related genes in wheat responding to Pst stress.
Stripe rust, caused by the pathogen Puccinia striiformis f. sp. tritici ( Pst ), is an important fungal foliar disease of wheat ( Triticum aestivum ). To study the mechanism underlying the defense of wheat to Pst , we used the next-generation sequencing and isobaric tags for relative and absolute quantification (iTRAQ) technologies to generate transcriptomic and proteomic profiles of seedling leaves at different stages under conditions of pathogen stress. By conducting comparative proteomic analysis using iTRAQ, we identified 2050, 2190, and 2258 differentially accumulated protein species at 24, 48, and 72 h post-inoculation (hpi). Using pairwise comparisons and weighted gene co-expression network analysis (WGCNA) of the transcriptome, we identified a stress stage-specific module enriching in transcription regulator genes. The homologs of several regulators, including splicing and transcription factors, were similarly identified as hub genes operating in the Pst -induced response network. Moreover, the Hsp70 protein were predicted as a key point in protein–protein interaction (PPI) networks from STRING database. Taking the genetics resistance gene locus into consideration, we identified 32 induced proteins in chromosome 1BS as potential candidates involved in Pst resistance. This study indicated that the transcriptional regulation model plays an important role in activating resistance-related genes in wheat responding to Pst stress.
Stripe rust, caused by the pathogen f. sp. ( ), is an important fungal foliar disease of wheat ( ). To study the mechanism underlying the defense of wheat to , we used the next-generation sequencing and isobaric tags for relative and absolute quantification (iTRAQ) technologies to generate transcriptomic and proteomic profiles of seedling leaves at different stages under conditions of pathogen stress. By conducting comparative proteomic analysis using iTRAQ, we identified 2050, 2190, and 2258 differentially accumulated protein species at 24, 48, and 72 h post-inoculation (hpi). Using pairwise comparisons and weighted gene co-expression network analysis (WGCNA) of the transcriptome, we identified a stress stage-specific module enriching in transcription regulator genes. The homologs of several regulators, including splicing and transcription factors, were similarly identified as hub genes operating in the -induced response network. Moreover, the Hsp70 protein were predicted as a key point in protein⁻protein interaction (PPI) networks from STRING database. Taking the genetics resistance gene locus into consideration, we identified 32 induced proteins in chromosome 1BS as potential candidates involved in resistance. This study indicated that the transcriptional regulation model plays an important role in activating resistance-related genes in wheat responding to stress.
[...]the mechanism underlying wheat resistance activation in response to Pst remains to be fully elucidated. Taking the classical genetics resistance gene locus into consideration, we used gene expression patterns and the co-expression relationships to construct the regulative module network of wheat responding to stripe rust infection with an edge weight higher than 0.1. [...]we delineated a module associated with core transcription processes, including spliceosome and transcript regulator function, in the early stages of the response of the N9134 wheat resistant line to Pst-inoculation. 2. [...]significant differential enrichment was found for phagosome, circadian rhythm-plant, and flavonoid biosynthesis at 24 and 48 hpi only; for glutathione metabolism, carbon metabolism, basal transcription factors, citrate cycle, glyoxylate and dicarboxylate metabolism, and riboflavin metabolism at 48 and 72 hpi only; and for arginine and proline metabolism, one carbon pool by folate, biosynthesis of amino acids, sulfur metabolism, alanine, aspartate and glutamate metabolism, monobactam biosynthesis, and selenocompound metabolism at 48 hpi only.
Author Yan, Zhaogui
Fu, Ying
Zhang, Lu
Wang, Yajuan
Wang, Changyou
Zhang, Hong
Song, Weining
Ji, Wanquan
Guo, Huan
AuthorAffiliation 3 Shaanxi Research Station of Crop Gene Resource & Germplasm Enhancement, Ministry of Agriculture, Shaanxi 712100, China
2 College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China; gyan@mail.hzau.edu.cn
1 State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A&F University, Shaanxi 712100, China; zhangh1129@nwafu.edu.cn (H.Z.); fuying2008@126.com (Y.F.); guohuan2018@163.com (H.G.); zhanglu162049@163.com (L.Z.); chywang2004@126.com (C.W.); sweining2002@yahoo.com (W.S.); wangyj7604@163.com (Y.W.)
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– name: 2 College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan 430070, China; gyan@mail.hzau.edu.cn
– name: 1 State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A&F University, Shaanxi 712100, China; zhangh1129@nwafu.edu.cn (H.Z.); fuying2008@126.com (Y.F.); guohuan2018@163.com (H.G.); zhanglu162049@163.com (L.Z.); chywang2004@126.com (C.W.); sweining2002@yahoo.com (W.S.); wangyj7604@163.com (Y.W.)
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Keywords iTRAQ
wheat
stripe rust
transcriptome-proteome associated analysis
WGCNA
splicing regulator
Language English
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Snippet Stripe rust, caused by the pathogen Puccinia striiformis f. sp. tritici (Pst), is an important fungal foliar disease of wheat (Triticum aestivum). To study the...
Stripe rust, caused by the pathogen f. sp. ( ), is an important fungal foliar disease of wheat ( ). To study the mechanism underlying the defense of wheat to ,...
[...]the mechanism underlying wheat resistance activation in response to Pst remains to be fully elucidated. Taking the classical genetics resistance gene...
Stripe rust, caused by the pathogen Puccinia striiformis f. sp. tritici ( Pst ), is an important fungal foliar disease of wheat ( Triticum aestivum ). To study...
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StartPage 1106
SubjectTerms Basidiomycota - pathogenicity
Biosynthesis
Disease Resistance - genetics
Enzymes
Flavonoids
Gene expression
Gene Expression Regulation, Plant
Gene Regulatory Networks - genetics
Genomes
High-Throughput Nucleotide Sequencing
Host-Pathogen Interactions - genetics
Infections
Metabolism
Pathogens
Peptides
Plant Diseases - genetics
Plant Diseases - microbiology
Protein expression
Proteins
Proteome - genetics
Proteomics
Proteomics - methods
Seedlings - genetics
Studies
Transcriptional Activation - genetics
Transcriptome - genetics
Triticum - genetics
Triticum - growth & development
Triticum - microbiology
Wheat
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Title Transcriptome and Proteome-Based Network Analysis Reveals a Model of Gene Activation in Wheat Resistance to Stripe Rust
URI https://www.ncbi.nlm.nih.gov/pubmed/30836695
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Volume 20
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