scholarly journals Co-Expression Network Analyses of Anthocyanin Biosynthesis Genes in Ruellia (Wild Petunias; Acanthaceae)

2020 ◽  
Author(s):  
Erin Tripp ◽  
Yongbin Zhuang
Keyword(s):  
Regulatory Networks ◽  
Anthocyanin Biosynthesis ◽  
Purifying Selection ◽  
Flower Color ◽  
Molecular Architecture ◽  
Structural Genes ◽  
Sequence Comparisons ◽  
Network Analyses ◽  
Regulatory Loci ◽  
Rates Of Molecular Evolution

Abstract Background. Anthocyanins are major pigments contributing to flower coloration and as such knowledge of molecular architecture underlying the anthocyanin biosynthetic pathway (ABP) is key to understanding flower color diversification. To identify ABP structural genes and associated regulatory networks, we sequenced 16 transcriptomes generated from 10 species of Ruellia and then conducted co-expression analyses among resulting data. Results. Complete coding sequences for 12 candidate structural loci representing eight genes plus nine candidate regulatory loci were assembled. Analysis of non-synonymous/synonymous (dn/ds) mutation rates indicated all identified loci are under purifying selection, suggesting overall selection to prevent the accumulation of deleterious mutations. Additionally, upstream enzymes have lower rates of molecular evolution compared to downstream enzymes. However, site-specific tests of selection yielded evidence for positive selection at several sites, including four in F3'H2 and five in DFR3, and these sites are located in protein binding regions. A species-level phylogenetic tree constructed using a newly implemented hybrid transcriptome–RADseq approach implicates numerous flower color transitions among the 10 species. We found evidence of both regulatory and structural mutations to F3'5'H in helping to explain the evolution of red flowers from purple-flowered ancestors.Conclusions. Sequence comparisons and co-expression analyses of ABP loci revealed that mutations in regulatory loci are likely to play a greater role in flower color transitions in Ruellia compared to mutations in underlying structural genes.

scholarly journals Comparative transcriptome analysis reveals key genes associated with pigmentation in radish (Raphanus sativus L.) skin and flesh

2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Jifang Zhang ◽  
Jian Zhao ◽  
Qunyun Tan ◽  
Xiaojun Qiu ◽  
Shiyong Mei
Keyword(s):  
Transcription Factors ◽  
Raphanus Sativus ◽  
Regulatory Networks ◽  
Anthocyanin Biosynthesis ◽  
Comparative Transcriptome ◽  
Structural Genes ◽  
Key Genes ◽  
Transcript Profiles ◽  
Species Specific ◽  
Anthocyanin Biosynthetic Genes

AbstractRadish (Raphanus sativus) is an important vegetable worldwide that exhibits different flesh and skin colors. The anthocyanins responsible for the red and purple coloring in radishes possess nutritional value and pharmaceutical potential. To explore the structural and regulatory networks related to anthocyanin biosynthesis and identify key genes, we performed comparative transcriptome analyses of the skin and flesh of six colored radish accessions. The transcript profiles showed that each accession had a species-specific transcript profile. For radish pigmentation accumulation, the expression levels of anthocyanin biosynthetic genes (RsTT4, RsC4H, RsTT7, RsCCOAMT, RsDFR, and RsLDOX) were significantly upregulated in the red- and purple-colored accessions, but were downregulated or absent in the white and black accessions. The correlation test, combined with metabolome (PCC > 0.95), revealed five structural genes (RsTT4, RsDFR, RsCCOAMT, RsF3H, and RsBG8L) and three transcription factors (RsTT8-1, RsTT8-2, and RsPAR1) to be significantly correlated with flavonoids in the skin of the taproot. Four structural genes (RsBG8L, RsDFR, RsCCOAMT, and RsLDOX) and nine transcription factors (RsTT8-1, RsTT8-2, RsMYB24L, RsbHLH57, RsPAR2L, RsbHLH113L, RsOGR3L, RsMYB24, and RsMYB34L) were found to be significantly correlated with metabolites in the flesh of the taproot. This study provides a foundation for future studies on the gene functions and genetic diversity of radish pigmentation and should aid in the cultivation of new valuable radish varieties.

scholarly journals Integrated metabolomic and transcriptomic analysis of the anthocyanin regulatory networks in Salvia miltiorrhiza Bge. flowers

2020 ◽  
Author(s):  
Tao Jiang ◽  
Meide Zhang ◽  
Chunxiu Wen ◽  
Xiaoliang Xie ◽  
Wei Tian ◽  
...  
Keyword(s):  
Candidate Genes ◽  
Differentially Expressed Genes ◽  
Regulatory Networks ◽  
Anthocyanin Biosynthesis ◽  
Salvia Miltiorrhiza ◽  
Flower Color ◽  
Differentially Expressed ◽  
Integrated Analysis ◽  
Anthocyanin Content ◽  
Transcriptomics Data

Abstract Background: The study objectives were to reveal the anthocyanin biosynthesis metabolic pathway in white and purple flowers of Salvia miltiorrhiza using metabolomics and transcriptomics, to identify different anthocyanin metabolites, and to analyze the differentially expressed genes involved in anthocyanin biosynthesis . Results: We analyzed the metabolomics and transcriptomics data of Salvia miltiorrhiza flowers. A total of 1994 differentially expressed genes and 84 flavonoid metabolites were identified between the white and purple flowers of Salvia miltiorrhiza . Integrated analysis of transcriptomic and metabolomics showed that cyanidin 3,5-O-diglucoside, malvidin 3,5-diglucoside, and cyanidin 3-O-galactoside were mainly responsible for the purple flower color of Salvia miltiorrhiza. A total of 100 unigenes encoding 10 enzymes were identified as candidate genes involved in anthocyanin biosynthesis in Salvia miltiorrhiza flowers. The low expression of the ANS gene decreased the anthocyanin content but enhanced the accumulation of flavonoids in Salvia miltiorrhiza flowers. Conclusions: Our results provide valuable information on the anthocyanin metabolites and the candidate genes involved in the anthocyanin biosynthesis pathways in Salvia miltiorrhiza .

scholarly journals Identification of the regulatory networks and hub genes controlling alfalfa floral pigmentation variation using RNA-sequencing analysis

2020 ◽  
Author(s):  
Hui-Rong Duan ◽  
Li-Rong Wang ◽  
Guang-Xin Cui ◽  
Xue-Hui Zhou ◽  
Xiao-Rong Duan ◽  
...  
Keyword(s):  
Gene Expression ◽  
Rna Sequencing ◽  
Regulatory Networks ◽  
Developmental Stages ◽  
Flower Color ◽  
Molecular Networks ◽  
Sequencing Analysis ◽  
Hub Genes ◽  
Color Formation ◽  
Network Analyses

Abstract Background: To understand the gene expression networks controlling flower color formation in alfalfa, flowers anthocyanins were identified using two materials with contrasting flower colors, namely Defu and Zhongtian No. 3, and transcriptome analyses of PacBio full-length sequencing combined with RNA sequencing were performed, across four flower developmental stages. Results: Malvidin and petunidin glycoside derivatives were the major anthocyanins in the flowers of Defu, which were lacking in the flowers of Zhongtian No. 3. The two transcriptomic datasets provided a comprehensive and systems-level view on the dynamic gene expression networks underpinning alfalfa flower color formation. By weighted gene coexpression network analyses, we identified candidate genes and hub genes from the modules closely related to floral developmental stages. PAL , 4CL , CHS , CHR , F3’H , DFR , and UFGT were enriched in the important modules. Additionally, PAL6 , PAL9 , 4CL18 , CHS2 , 4 and 8 were identified as hub genes. Thus, a hypothesis explaining the lack of purple color in the flower of Zhongtian No. 3 was proposed. Conclusions: These analyses identified a large number of potential key regulators controlling flower color pigmentation, thereby providing new insights into the molecular networks underlying alfalfa flower development.

scholarly journals Identification of the regulatory networks and hub genes controlling alfalfa floral pigmentation variation using RNA-sequencing analysis

2019 ◽  
Author(s):  
Hui-Rong Duan ◽  
Li-Rong Wang ◽  
Guang-Xin Cui ◽  
Xue-Hui Zhou ◽  
Xiao-Rong Duan ◽  
...  
Keyword(s):  
Gene Expression ◽  
Rna Sequencing ◽  
Regulatory Networks ◽  
Developmental Stages ◽  
Flower Color ◽  
Molecular Networks ◽  
Sequencing Analysis ◽  
Hub Genes ◽  
Color Formation ◽  
Network Analyses

Abstract Background: To understand the gene expression networks controlling flower color formation in alfalfa, transcriptome analyses of PacBio full-length sequencing combined with RNA sequencing were performed using two materials with contrasting flower colors, namely Defu and Zhongtian No. 3, across four flower developmental stages. Results: The two datasets provided a comprehensive and systems-level view on the dynamic gene expression networks underpinning alfalfa flower color formation. By weighted gene coexpression network analyses, we identified candidate genes and hub genes from the modules closely related to floral developmental stages. PAL, 4CL, CHS, CHR, F3’H, DFR, and UFGT were enriched in the important modules. Additionally, PAL6, PAL9, 4CL18, CHS2, 4 and 8 were identified as hub genes. Thus, a hypothesis explaining the lack of purple color in the flower of Zhongtian No. 3 was proposed. Conclusions: These analyses identified a large number of potential key regulators controlling flower color pigmentation, thereby providing new insights into the molecular networks underlying alfalfa flower development.

scholarly journals Integrated Metabolomic and Transcriptomic Analysis of the Anthocyanin and Proanthocyanin Regulatory Networks in Red Walnut Natural Hybrid Progeny Leaves

2021 ◽  
Author(s):  
Lei Wang ◽  
Lin Li ◽  
Wei Zhao ◽  
Haijun Meng ◽  
Ganggang Zhang ◽  
...  
Keyword(s):  
Regulatory Networks ◽  
Anthocyanin Biosynthesis ◽  
Natural Hybrid ◽  
Structural Genes ◽  
Fruit Crops ◽  
Biotic And Abiotic Stresses ◽  
Yellow Seed ◽  
Detection Analysis ◽  
Dry Fruit ◽  
Seed Coats

Abstract BackgroundWalnuts are one of the most important dry fruit crops worldwide, typically exhibiting green leaves and yellow–brown or gray–yellow seed coats. A specific walnut type, red walnut ‘RW-1’, with red leaves and seed coats was selected as the plant material because of its higher anthocyanin and proanthocyanin (PA) contents. Anthocyanins and PAs coprise important secondary defense methods for plants to respond to biotic and abiotic stresses. However, few studies have focused on the molecular mechanism of anthocyanin biosynthesis in walnuts.ResultsFrom the results of widely targeted metabolome and anthocyanidin detection analysis, 395 substances, including 4 PAs and 26 anthocyanins, were identified from the red-leaf walnuts of RW-1 natural hybrid progenies (SR) and the green-leaf walnuts of RW-1 natural hybrid progenies (SG). Among these, all anthocyanin types in SR were significantly upregulated compared with SG. Additionally, delphinidin 3-O-galactoside, cyanidin 3-O-galactoside, delphinidin 3-O-glucoside and cyanidin 3-O-glucoside were identified as the primary components of anthocyanidins because of their higher contents. Nine anthocyanidins, malvidin 3-O-galactoside, malvidin 3-O-arabinoside, cyanidin 3-O-(6-O-malonyl-beta-D-glucoside), delphinidin 3-O-glucoside, delphinidin 3,5-O-diglucoside (Delphin), peonidin 3-O-(6-O-malonyl-beta-D-glucoside), petunidin 3-O-(6-O-malonyl-beta-D-glucoside), petunidin 3-O-arabinoside and pelargonidin 3-O-(6-O-malonyl-beta-D-glucoside), were detected only in the SR walnuts. For PAs, proanthocyanin C1 was upregulated in SR compared with SG, while proanthocyanin B1 and proanthocyanin B3 were upregulated in SR-1 and SR-3 but downregulated in SR-2 compared with the controls. Furthermore, transcriptome analysis demonstrated that the expression of structural genes (C4H, F3H, F3’5’H, UFGTs, LAR and ANR), four MYBs and six WD40s in the anthocyanin and PA biosynthetic pathways were significantly higher in the SR walnut.ConclusionsOur results provide valuable information on anthocyanin and PA metabolites and candidate genes in anthocyanin and PA biosynthesis, which provides new insights into anthocyanin and PA biosynthesis in walnuts.

scholarly journals Integrated metabolomic and transcriptomic analysis of the anthocyanin regulatory networks in red walnut

2021 ◽  
Author(s):  
Lei Wang ◽  
Lin Li ◽  
Wei Zhao ◽  
Haijun Meng ◽  
Ganggang Zhang ◽  
...  
Keyword(s):  
Regulatory Networks ◽  
Biosynthetic Pathway ◽  
Anthocyanin Biosynthesis ◽  
Natural Hybrid ◽  
Structural Genes ◽  
Fruit Crops ◽  
Yellow Seed ◽  
Detection Analysis ◽  
Dry Fruit ◽  
Seed Coats

Abstract Background Walnut is one of the most important dry fruit crops worldwide, typically green leaves and yellow-brown or gray-yellow seed coats. A specific walnut type, red walnut ‘RW-1’ with red leaves and seed coats was selected as plant material because of higher anthocyanins contents. Anthocyanins are important colorants with strong antioxidant activity, especially, benefic for human health. However, few studies focused on the molecular mechanism of anthocyanin biosynthesis in walnut. Results From the results of Widely Targeted Metabolome and anthocyanidin detection analysis, 395 substances, including 4 procyanidins and 26 anthocyanins, were identified from the red-leaf walnuts of RW-1 natural hybrid progenies (SR) and the green-leaf walnuts of RW-1 natural hybrid progenies (SG). Among these, all the anthocyanins in SR were significantly up-accumulated comparing with SG. Also, delphinidin 3-O-galactoside, cyanidin 3-O-galactoside, delphinidin 3-O-glucoside and cyanidin 3-O-glucoside were identified to the primary components of anthocyanidins because of the higher contents. It was noted that 9 anthocyanins including malvidin 3-O-galactoside, malvidin 3-O-arabinoside, cyanidin 3-O-(6-O-malonyl-beta-D-glucoside), delphinidin 3-O-glucoside, delphinidin 3,5-O-diglucoside (Delphin), peonidin 3-O-(6-O-malonyl-beta-D-glucoside), petunidin 3-O-(6-O-malonyl-beta-D-glucoside), petunidin 3-O-arabinoside and pelargonidin 3-O-(6-O-malonyl-beta-D-glucoside) were detected only in SR walnut. Furthermore, transcriptome analysis demonstrated that the expression of structural genes (C4H, F3H, F3’5’H and UFGTs), and four MYBs in anthocyanin biosynthetic pathway were significantly higher in SR walnut. Conclusions We identified the color formation of SR leaves is due to the accumulation of anthocyanins. And our results obtained the valuable information on the anthocyanin metabolites and candidate genes in anthocyanin biosynthesis, which provided new insights into the anthocyanin biosynthesis in walnuts.

scholarly journals Identification of the regulatory networks and hub genes controlling alfalfa floral pigmentation variation using RNA-sequencing analysis

2020 ◽  
Author(s):  
Hui-Rong Duan ◽  
Li-Rong Wang ◽  
Guang-Xin Cui ◽  
Xue-Hui Zhou ◽  
Xiao-Rong Duan ◽  
...  
Keyword(s):  
Gene Expression ◽  
Rna Sequencing ◽  
Regulatory Networks ◽  
Developmental Stages ◽  
Flower Color ◽  
Molecular Networks ◽  
Sequencing Analysis ◽  
Hub Genes ◽  
Color Formation ◽  
Network Analyses

Abstract Background: To understand the gene expression networks controlling flower color formation in alfalfa, flowers anthocyanins were identified using two materials with contrasting flower colors, namely Defu and Zhongtian No. 3, and transcriptome analyses of PacBio full-length sequencing combined with RNA sequencing were performed, across four flower developmental stages. Results: Malvidin and petunidin glycoside derivatives were the major anthocyanins in the flowers of Defu, which were lacking in the flowers of Zhongtian No. 3. The two transcriptomic datasets provided a comprehensive and systems-level view on the dynamic gene expression networks underpinning alfalfa flower color formation. By weighted gene coexpression network analyses, we identified candidate genes and hub genes from the modules closely related to floral developmental stages. PAL, 4CL, CHS, CHR, F3’H, DFR, and UFGT were enriched in the important modules. Additionally, PAL6, PAL9, 4CL18, CHS2, 4 and 8 were identified as hub genes. Thus, a hypothesis explaining the lack of purple color in the flower of Zhongtian No. 3 was proposed. Conclusions: These analyses identified a large number of potential key regulators controlling flower color pigmentation, thereby providing new insights into the molecular networks underlying alfalfa flower development.

scholarly journals Identification of the regulatory networks and hub genes controlling alfalfa floral pigmentation variation using RNA-sequencing analysis

2020 ◽  
Author(s):  
Hui-Rong Duan ◽  
Li-Rong Wang ◽  
Guang-Xin Cui ◽  
Xue-Hui Zhou ◽  
Xiao-Rong Duan ◽  
...  
Keyword(s):  
Gene Expression ◽  
Rna Sequencing ◽  
Regulatory Networks ◽  
Developmental Stages ◽  
Flower Color ◽  
Molecular Networks ◽  
Sequencing Analysis ◽  
Hub Genes ◽  
Color Formation ◽  
Network Analyses

Abstract Background: To understand the gene expression networks controlling flower color formation in alfalfa, flowers anthocyanins were identified using two materials with contrasting flower colors, namely Defu and Zhongtian No. 3, and transcriptome analyses of PacBio full-length sequencing combined with RNA sequencing were performed, across four flower developmental stages. Results: Malvidin and petunidin glycoside derivatives were the major anthocyanins in the flowers of Defu, which were lacking in the flowers of Zhongtian No. 3. The two transcriptomic datasets provided a comprehensive and systems-level view on the dynamic gene expression networks underpinning alfalfa flower color formation. By weighted gene coexpression network analyses, we identified candidate genes and hub genes from the modules closely related to floral developmental stages. PAL , 4CL , CHS , CHR , F3’H , DFR , and UFGT were enriched in the important modules. Additionally, PAL6 , PAL9 , 4CL18 , CHS2 , 4 and 8 were identified as hub genes. Thus, a hypothesis explaining the lack of purple color in the flower of Zhongtian No. 3 was proposed. Conclusions: These analyses identified a large number of potential key regulators controlling flower color pigmentation, thereby providing new insights into the molecular networks underlying alfalfa flower development.

scholarly journals Transcriptomic and chemical analyses to identify candidate genes involved in color variation of sainfoin flowers

2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Yu Qiao ◽  
Qiming Cheng ◽  
Yutong Zhang ◽  
Wei Yan ◽  
Fengyan Yi ◽  
...  
Keyword(s):  
Regulatory Networks ◽  
Flower Color ◽  
Color Variation ◽  
Anthocyanin Synthesis ◽  
Flower Formation ◽  
Factors Affecting ◽  
Phenylpropanoid Biosynthesis ◽  
Molecular Information ◽  
Illumina Hiseq4000 ◽  
Insight Into

Abstract Background Sainfoin (Onobrychis viciifolia Scop) is not only a high-quality legume forage, but also a nectar-producing plant. Therefore, the flower color of sainfoin is an important agronomic trait, but the factors affecting its flower phenotype are still unclear. To gain insights into the regulatory networks associated with metabolic pathways of coloration compounds (flavonoids or anthocyanins) and identify the key genes, we conducted a comprehensive analysis of the phenotype, metabolome and transcriptome of WF and AF of sainfoin. Results Delphinidin, petunidin and malvidin derivatives were the main anthocyanin compounds in the AF of sainfoin. These substances were not detected in the WF of sainfoin. The transcriptomes of WF and AF in sainfoin at the S1 and S3 stages were obtained using the Illumina HiSeq4000 platform. Overall, 10,166 (4273 upregulated and 5893 downregulated) and 15,334 (8174 upregulated and 7160 downregulated) DEGs were identified in flowers at S1 and S3 stages, respectively (WF-VS-AF). KEGG pathway annotations showed that 6396 unigenes were annotated to 120 pathways and contained 866 DEGs at S1 stages, and 6396 unigenes were annotated to 131 pathways and included 1546 DEGs at the S3 stage. Nine DEGs belonging to the “flavonoid biosynthesis”and “phenylpropanoid biosynthesis” pathways involved in flower color formation were identified and verified by RT-qPCR analyses. Among these DEGs, 4CL3, FLS, ANS, CHS, DFR and CHI2 exhibited downregulated expression, and F3H exhibited upregulated expression in the WF compared to the AF, resulting in a decrease in anthocyanin synthesis and the formation of WF in sainfoin. Conclusions This study is the first to use transcriptome technology to study the mechanism of white flower formation in sainfoin. Our transcriptome data will be a great enrichment of the genetic information for sainfoin. In addition, the data presented herein will provide valuable molecular information for genetic breeding and provide insight into the future study of flower color polymorphisms in sainfoin.

scholarly journals Transcriptomic Analysis of the Anthocyanin Biosynthetic Pathway Reveals the Molecular Mechanism Associated with Purple Color Formation in Dendrobium Nestor

Life ◽  
2021 ◽  
Vol 11 (2) ◽  
pp. 113
Author(s):  
Xueqiang Cui ◽  
Jieling Deng ◽  
Changyan Huang ◽  
Xuan Tang ◽  
Xianmin Li ◽  
...  
Keyword(s):  
Molecular Mechanism ◽  
Developmental Stages ◽  
Anthocyanin Biosynthesis ◽  
Transcriptome Profiling ◽  
Flower Color ◽  
Flower Bud ◽  
Color Formation ◽  
Color Development ◽  
Purple Coloration ◽  
Purple Color

Dendrobium nestor is a famous orchid species in the Orchidaceae family. There is a diversity of flower colorations in the Dendrobium species, but knowledge of the genes involved and molecular mechanism underlying the flower color formation in D. nestor is less studied. Therefore, we performed transcriptome profiling using Illumina sequencing to facilitate thorough studies of the purple color formation in petal samples collected at three developmental stages, namely—flower bud stage (F), half bloom stage (H), and full bloom stage (B) in D. nestor. In addition, we identified key genes and their biosynthetic pathways as well as the transcription factors (TFs) associated with purple flower color formation. We found that the phenylpropanoid–flavonoid–anthocyanin biosynthesis genes such as phenylalanine ammonia lyase, chalcone synthase, anthocyanidin synthase, and UDP-flavonoid glucosyl transferase, were largely up-regulated in the H and B samples as compared to the F samples. This upregulation might partly account for the accumulation of anthocyanins, which confer the purple coloration in these samples. We further identified several differentially expressed genes related to phytohormones such as auxin, ethylene, cytokinins, salicylic acid, brassinosteroid, and abscisic acid, as well as TFs such as MYB and bHLH, which might play important roles in color formation in D. nestor flower. Sturdy upregulation of anthocyanin biosynthetic structural genes might be a potential regulatory mechanism in purple color formation in D. nestor flowers. Several TFs were predicted to regulate the anthocyanin genes through a K-mean clustering analysis. Our study provides valuable resource for future studies to expand our understanding of flower color development mechanisms in D. nestor.

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