scholarly journals Comparative transcriptome analysis reveals sesquiterpenoid biosynthesis among 1-, 2- and 3-year old Atractylodes chinensis

2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Jianhua Zhao ◽  
Chengzhen Sun ◽  
Fengyu Shi ◽  
Shanshan Ma ◽  
Jinshuang Zheng ◽  
...  
Keyword(s):  
Rna Sequencing ◽  
Transcriptome Analysis ◽  
Molecular Mechanisms ◽  
Expression Patterns ◽  
Pcr Analysis ◽  
Squalene Epoxidase ◽  
Sequencing Analysis ◽  
Comparative Transcriptome ◽  
Comparative Transcriptome Analysis ◽  
Qrt Pcr

Abstract Background Atractylodes chinensis (DC.) Koidz is a well-known medicinal plant containing the major bioactive compound, atractylodin, a sesquiterpenoid. High-performance liquid chromatography (HPLC) analysis demonstrated that atractylodin was most abundant in 3-year old A. chinensis rhizome, compared with those from 1- and 2-year old rhizomes, however, the molecular mechanisms underlying accumulation of atractylodin in rhizomes are poorly understood. Results In this study, we characterized the transcriptomes from rhizomes of 1-, 2- and 3-year old (Y1, Y2 and Y3, respectively) A. chinensis, to identify differentially expressed genes (DEGs). We identified 240, 169 and 131 unigenes encoding the enzyme genes in the mevalonate (MVA), methylerythritol phosphate (MEP), sesquiterpenoid and triterpenoid biosynthetic pathways, respectively. To confirm the reliability of the RNA sequencing analysis, eleven key gene encoding factors involved in the sesquiterpenoid and triterpenoid biosynthetic pathway, as well as in pigment, amino acid, hormone and transcription factor functions, were selected for quantitative real time PCR (qRT-PCR) analysis. The results demonstrated similar expression patterns to those determined by RNA sequencing, with a Pearson’s correlation coefficient of 0.9 between qRT-PCR and RNA-seq data. Differential gene expression analysis of rhizomes from different ages revealed 52 genes related to sesquiterpenoid and triterpenoid biosynthesis. Among these, seven DEGs were identified in Y1 vs Y2, Y1 vs Y3 and Y2 vs Y3, of which five encoded four key enzymes, squalene/phytoene synthase (SS), squalene-hopene cyclase (SHC), squalene epoxidase (SE) and dammarenediol II synthase (DS). These four enzymes directly related to squalene biosynthesis and subsequent catalytic action. To validate the result of these seven DEGs, qRT-PCR was performed and indicated most of them displayed lower relative expression in 3-year old rhizome, similar to transcriptomic analysis. Conclusion The enzymes SS, SHC, SE and DS down-regulated expression in 3-year old rhizome. This data corresponded to the higher content of sesquiterpenoid in 3-year old rhizome, and confirmed by qRT-PCR. The results of comparative transcriptome analysis and identified key enzyme genes laid a solid foundation for investigation of production sesquiterpenoid in A. chinensis.

scholarly journals Compatative Transcriptome Analysis Reveals Sesquiterpene Biosynthesis among 1-, 2- and 3-year Old Atractylodes Chinensis

2021 ◽  
Author(s):  
Jianhua Zhao ◽  
Chengzhen Sun ◽  
Shanshan Ma ◽  
Jinshuang Zheng ◽  
Xin Du ◽  
...  
Keyword(s):  
Rna Sequencing ◽  
Transcriptome Analysis ◽  
High Performance ◽  
Molecular Mechanisms ◽  
Expression Patterns ◽  
Bioactive Compound ◽  
Pcr Analysis ◽  
Squalene Epoxidase ◽  
Sequencing Analysis ◽  
Qrt Pcr

Abstract Background: Atractylodes chinensis (DC.) Koidz is a well-known medicinal plant containing the major bioactive compound, atrctylodin, a sesquiterpenoids. High-performance liquid chromatography (HPLC) analysis demonstrated that atrctylodin was most abundant in 3-year old A. chinensis rhizomes, compared with those from 1-year and 2-year-old plants, however, the molecular mechanisms underlying accumulation of atrctylodin in rhizomes are poorly understood. Results: In this study, we characterized the transcriptomes from 1-, 2, and 3-year old (Y1, Y2, and Y3, respectively) A. chinensis, to identify differentially expressed genes (DEGs). We identified 205 and 226 unigenes encoding the enzyme genes in the mevalonate (MVA) and methylerythritol phosphate (MEP) sesquiterpenoid biosynthesis pathways, respectively. To confirm the reliability of the RNA sequencing analysis, eleven genes key genes encoding factors involved in the sesquiterpene biosynthetic pathway, as well as in pigment, amino acid, hormone, and transcription factor functions, were selected for quantitative real time PCR (qRT-PCR) analysis. The results demonstrated similar expression patterns to those determined by RNA sequencing, with a Pearson’s correlation coefficient of 0.9 between qRT-PCR and RNA-seq data. Differential gene expression analysis of samples from different ages revealed 52 genes related to sesquiterpenoids biosynthesis. Among these, seven DEGs were identified in Y1 vs Y2, Y1 vs Y3, and Y2 vs Y3, of which five encoded four key enzymes, squalene/phytoene synthase, squalene-hopene cyclase, squalene epoxidase and dammarenediol II synthase. These four enzymes directly related to squalene biosynthesis and subsequent catalytic action. To validate the result of these seven DEGs, qRT-PCR was performed and indicated most of them displayed lower relative expression in 3-year old rhizome, similar to transcriptomic analysis. Conclusion: The enzymes SS, SHC, SE and DS down-regulated expression in 3-year old rhizome. This data corresponded to the higher content of sesquiterpenes in 3-year old rhizome, and confirmed by qRT-PCR. The results of comparative transcriptome analysis and identified key enzyme genes laid a solid foundation for investigation of production sesquiterpenoid in A. chinensis.

scholarly journals Comparative transcriptome analysis of inbred lines and contrasting hybrids reveals overdominance mediate early biomass vigor in hybrid cotton

2020 ◽  
Author(s):  
Kashif Shahzad ◽  
Xuexian Zhang ◽  
Liping Guo ◽  
Tingxiang Qi ◽  
Huini Tang ◽  
...  
Keyword(s):  
Circadian Rhythm ◽  
Transcriptome Analysis ◽  
Molecular Mechanisms ◽  
Early Stage ◽  
Expression Patterns ◽  
Pcr Analysis ◽  
Genetic Constitution ◽  
Comparative Transcriptome ◽  
Comparative Transcriptome Analysis ◽  
Extracellular Region

Abstract Background: Heterosis breeding is the most useful method for yield increase around the globe. Heterosis is an intriguing process to develop superior offspring to either parent in the desired character. The biomass vigor produced during seedling emergence stage has a direct influence on yield heterosis in plants. Unfortunately, the genetic basis of early biomass vigor in cotton is poorly understood. Results: Three stable performing F1 hybrids varying in yield heterosis named as high, medium and low hybrids with their inbred parents were used in this study. Phenotypically, these hybrids established noticeable biomass heterosis during the early stage of seedling growth in the field. Transcriptome analysis of root and leaf revealed that hybrids showed many differentially expressed genes (DEGs) relative to their parents, while the comparison of inbred parents showed limited number of DEGs indicating similarity in their genetic constitution. Further analysis indicated expression patterns of most DEGs were overdominant in both tissues of hybrids. According to GO results, functions of overdominance genes in leaf were enriched for chloroplast, membrane, and protein binding, whereas functions of overdominance genes in root were enriched for plasma membrane, extracellular region, and responses to stress. We found several genes of circadian rhythm pathway related to LATE ELONGATED HYPOCOTYL (LHY) showed downregulated overdominant expressions in both tissues of hybrids. In addition to circadian rhythm, several leaf genes related to Aux/IAA regulation, and many root genes involved in peroxidase activity also showed overdominant expressions in hybrids. Twelve genes involved in circadian rhythm plant were selected to perform qRT-PCR analysis to confirm the accuracy of RNA-seq results. Conclusions: Through genome-wide comparative transcriptome analysis, we strongly predict that overdominance at gene expression level plays a pivotal role in early biomass vigor of hybrids. The combinational contribution of circadian rhythm and other metabolic process may control vigorous growth in hybrids. Our result provides an important foundation for dissecting molecular mechanisms of biomass vigor in hybrid cotton.

scholarly journals Comparative transcriptome analysis of inbred lines and contrasting hybrids reveals overdominance mediate early biomass vigor in hybrid cotton

2019 ◽  
Author(s):  
Kashif Shahzad ◽  
Xuexian Zhang ◽  
Liping Guo ◽  
Tingxiang Qi ◽  
Huini Tang ◽  
...  
Keyword(s):  
Circadian Rhythm ◽  
Transcriptome Analysis ◽  
Molecular Mechanisms ◽  
Expression Patterns ◽  
F1 Hybrids ◽  
Pcr Analysis ◽  
Genetic Constitution ◽  
Comparative Transcriptome ◽  
Comparative Transcriptome Analysis ◽  
Extracellular Region

Abstract Background: Heterosis breeding is the most useful method for yield increment around the globe. Heterosis is an intriguing process to develop superior offspring to either parent in the desired character. The biomass vigor produced during seedling emergence stage has a direct influence on yield heterosis in plants. Unfortunately, the genetic basis of early biomass vigor in hybrid cotton is poorly understood. Results: Three stable performing F1 hybrids varying in yield heterosis named as high, medium and low hybrids with their inbred parents were used in this study. Phenotypically, these hybrids established noticeable biomass heterosis during the early stage of seedling growth in the field. Transcriptome analysis of root and leaf revealed that hybrids showed many differentially expressed genes (DEGs) relative to their parents, while the comparison of inbred parents showed limited number of DEGs indicating similarity in their genetic constitution. Further analysis indicated that expression patterns of most DEGs were overdominant in both tissues of hybrids. According to GO results, functions of overdominance genes in leaf were enriched for chloroplast, membrane, and protein binding, whereas functions of overdominance genes in root were enriched for plasma membrane, extracellular region, and responses to stress. We found that several genes of circadian rhythm pathway related to LATE ELONGATED HYPOCOTYL (LHY) showed downregulated overdominant expressions in both tissues of hybrids. In addition to circadian rhythm, several leaf genes related to Aux/IAA regulation and many root genes involved in peroxidase activity also showed overdominant expressions in hybrids. Twelve genes involved in circadian rhythm plant were selected to perform qRT-PCR analysis to confirm the accuracy of RNA-seq results. Conclusions: Through genome-wide comparative transcriptome analysis, we strongly predict that overdominance at gene expression level plays a pivotal role in early biomass vigor of hybrids. The combinational contribution of circadian rhythm and other metabolic processes may be controlled vigorous growth in hybrids. Our result provides an important foundation for dissecting molecular mechanisms of biomass vigor in hybrid cotton.

scholarly journals Comparative transcriptome analysis of inbred lines and contrasting hybrids reveals overdominance mediate early biomass vigor in hybrid cotton

2020 ◽  
Author(s):  
Kashif Shahzad ◽  
Xuexian Zhang ◽  
Liping Guo ◽  
Tingxiang Qi ◽  
Huini Tang ◽  
...  
Keyword(s):  
Circadian Rhythm ◽  
Transcriptome Analysis ◽  
Molecular Mechanisms ◽  
Early Stage ◽  
Expression Patterns ◽  
Pcr Analysis ◽  
Genetic Constitution ◽  
Comparative Transcriptome ◽  
Comparative Transcriptome Analysis ◽  
Extracellular Region

Abstract Background: Heterosis breeding is the most useful method for yield increase around the globe. Heterosis is an intriguing process to develop superior offspring to either parent in the desired character. The biomass vigor produced during seedling emergence stage has a direct influence on yield heterosis in plants. Unfortunately, the genetic basis of early biomass vigor in cotton is poorly understood. Results : Three stable performing F 1 hybrids varying in yield heterosis named as high, medium and low hybrids with their inbred parents were used in this study. Phenotypically, these hybrids established noticeable biomass heterosis during the early stage of seedling growth in the field. Transcriptome analysis of root and leaf revealed that hybrids showed many differentially expressed genes (DEGs) relative to their parents, while the comparison of inbred parents showed limited number of DEGs indicating similarity in their genetic constitution. Further analysis indicated expression patterns of most DEGs were overdominant in both tissues of hybrids. According to GO results, functions of overdominance genes in leaf were enriched for chloroplast, membrane, and protein binding, whereas functions of overdominance genes in root were enriched for plasma membrane, extracellular region, and responses to stress. We found several genes of circadian rhythm pathway related to LATE ELONGATED HYPOCOTYL (LHY) showed downregulated overdominant expressions in both tissues of hybrids. In addition to circadian rhythm, several leaf genes related to Aux/IAA regulation, and many root genes involved in peroxidase activity also showed overdominant expressions in hybrids. Twelve genes involved in circadian rhythm plant were selected to perform qRT-PCR analysis to confirm the accuracy of RNA-seq results. Conclusions: Through genome-wide comparative transcriptome analysis, we strongly predict that overdominance at gene expression level plays a pivotal role in early biomass vigor of hybrids. The combinational contribution of circadian rhythm and other metabolic process may control vigorous growth in hybrids. Our result provides an important foundation for dissecting molecular mechanisms of biomass vigor in hybrid cotton.

scholarly journals Comparative Transcriptome Analysis Reveals Key Genes and Pathways Involved in Prickle Development in Eggplant

Genes ◽  
2021 ◽  
Vol 12 (3) ◽  
pp. 341
Author(s):  
Lei Zhang ◽  
Haoyun Sun ◽  
Tao Xu ◽  
Tianye Shi ◽  
Zongyun Li ◽  
...  
Keyword(s):  
Transcriptome Analysis ◽  
Morphological Analysis ◽  
Molecular Mechanisms ◽  
Flavonoid Biosynthesis ◽  
Phenotypic Characterization ◽  
Comparative Transcriptome ◽  
Hub Genes ◽  
Breeding Programs ◽  
Comparative Transcriptome Analysis ◽  
Key Pathways

Eggplant is one of the most important vegetables worldwide. Prickles on the leaves, stems and fruit calyxes of eggplant may cause difficulties during cultivation, harvesting and transportation, and therefore is an undesirable agronomic trait. However, limited knowledge about molecular mechanisms of prickle morphogenesis has hindered the genetic improvement of eggplant. In this study, we performed the phenotypic characterization and transcriptome analysis on prickly and prickleless eggplant genotypes to understand prickle development at the morphological and molecular levels. Morphological analysis revealed that eggplant prickles were multicellular, lignified and layered organs. Comparative transcriptome analysis identified key pathways and hub genes involved in the cell cycle as well as flavonoid biosynthetic, photosynthetic, and hormone metabolic processes during prickle development. Interestingly, genes associated with flavonoid biosynthesis were up-regulated in developing prickles, and genes associated with photosynthesis were down-regulated in developing and matured prickles. It was also noteworthy that several development-related transcription factors such as bHLH, C2H2, MYB, TCP and WRKY were specifically down- or up-regulated in developing prickles. Furthermore, four genes were found to be differentially expressed within the Pl locus interval. This study provides new insights into the regulatory molecular mechanisms underlying prickle morphogenesis in eggplant, and the genes identified might be exploited in breeding programs to develop prickleless eggplant cultivars.

scholarly journals Comparative transcriptome analysis indicates that a core transcriptional network mediates isonuclear alloplasmic male sterility in wheat (Triticum aestivum L.)

2020 ◽  
Vol 20 (1) ◽  
Author(s):  
Zihan Liu ◽  
Sha Li ◽  
Wei Li ◽  
Qi Liu ◽  
Lingli Zhang ◽  
...  
Keyword(s):  
Male Sterility ◽  
Candidate Genes ◽  
Transcriptome Analysis ◽  
Molecular Mechanisms ◽  
Interaction Mechanism ◽  
Outer Wall ◽  
Comparative Transcriptome ◽  
Male Sterile ◽  
Comparative Transcriptome Analysis ◽  
The Impact

Abstract Background Cytoplasmic male sterility (CMS) plays a crucial role in the utilization of heterosis and various types of CMS often have different abortion mechanisms. Therefore, it is important to understand the molecular mechanisms related to anther abortion in wheat, which remain unclear at present. Results In this study, five isonuclear alloplasmic male sterile lines (IAMSLs) and their maintainer were investigated. Cytological analysis indicated that the abortion type was identical in IAMSLs, typical and stainable abortion, and the key abortive period was in the binucleate stage. Most of the 1,281 core shared differentially expressed genes identified by transcriptome sequencing compared with the maintainer in the vital abortive stage were involved in the metabolism of sugars, oxidative phosphorylation, phenylpropane biosynthesis, and phosphatidylinositol signaling, and they were downregulated in the IAMSLs. Key candidate genes encoding chalcone--flavonone isomerase, pectinesterase, and UDP-glucose pyrophosphorylase were screened and identified. Moreover, further verification elucidated that due to the impact of downregulated genes in these pathways, the male sterile anthers were deficient in sugar and energy, with excessive accumulations of ROS, blocked sporopollenin synthesis, and abnormal tapetum degradation. Conclusions Through comparative transcriptome analysis, an intriguing core transcriptome-mediated male-sterility network was proposed and constructed for wheat and inferred that the downregulation of genes in important pathways may ultimately stunt the formation of the pollen outer wall in IAMSLs. These findings provide insights for predicting the functions of the candidate genes, and the comprehensive analysis of our results was helpful for studying the abortive interaction mechanism in CMS wheat.

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