Rauvolfia serpentina has been known to produce therapeutically important indole alkaloids used in treatment of various diseases. Despite its medicinal importance, complete understanding of its secondary metabolism is challenging due to complex interplay among various transcription factors (TFs) and genes. However, weighted co-expression analysis of transcriptome along with integration of metabolomics data has proficiency to elucidate topological properties of complex regulatory interactions in secondary metabolism. We aimed to implement an integrative strategy using "-omics" data to identify TFs of "unknown function" and exemplify their role in regulation of valuable metabolites as well as metabolic traits. A total of 69 TFs were identified through significant thresholds and removal of false positives based on cis-regulatory motif analysis. Network-biology inspired analysis of co-expression network lead to generation of four statistically significant and biologically robust modules. Similar to known regulatory roles of WRKY and AP2-EREBP TF families in Catharanthus roseus, this study presented them to regulate synthesis of alkaloids in R. serpentina as well. Moreover, TFs in module 4 were observed to be regulating connecting steps between primary and secondary metabolic pathways in the synthesis of terpenoid indole alkaloids. Integration of metabolomics data further highlight the significance of module 1 since it was statistically predicted to be involved in synthesis of specialized metabolites, and associated genes may physically clustered on genome. Importantly, putative TFs in module 1 may modulate the major indole alkaloids synthesis in response to various environmental stimuli. The methodology implemented herein may provide a better reference to identify and explore functions of transcriptional regulators.
机构:
Chungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Rameneni, Jana Jeevan
Choi, Su Ryun
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Chungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Choi, Su Ryun
Chhapekar, Sushil Satish
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Chungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Chhapekar, Sushil Satish
Kim, Man-Sun
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Chungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Kim, Man-Sun
Singh, Sonam
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Chungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Singh, Sonam
Yi, So Young
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Chungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Yi, So Young
Oh, Sang Heon
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Chungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Oh, Sang Heon
Kim, Hyuna
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Chungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Kim, Hyuna
Lee, Chang Yeol
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Chungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Lee, Chang Yeol
Oh, Man-Ho
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Chungnam Natl Univ, Dept Biol Sci, Coll Biol Sci & Biotechnol, Daejeon 34134, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Oh, Man-Ho
Lee, Jhongchul
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Kwonnong Seed Co, 186 Pungnyeon Ro, Cheongju 28394, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Lee, Jhongchul
Kwon, Oh Ha
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Kwonnong Seed Co, 186 Pungnyeon Ro, Cheongju 28394, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Kwon, Oh Ha
Park, Sang Un
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Chungnam Natl Univ, Dept Crop Sci, Coll Agr & Life Sci, Daejeon 34134, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Park, Sang Un
Kim, Sun-Ju
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Chungnam Natl Univ, Dept Bioenvironm Chem, Coll Agr & Life Sci, Daejeon 34134, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
Kim, Sun-Ju
Lim, Yong Pyo
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Chungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South KoreaChungnam Natl Univ, Mol Genet & Genom Lab, Dept Hort, Coll Agr & Life Sci, Daejeon 34134, South Korea
机构:
Tianjin Hosp, Dept Endocrinol, Tianjin, Peoples R ChinaTianjin Hosp, Dept Endocrinol, Tianjin, Peoples R China
Liu, Kun
Du, Yongrui
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80 Grp Mil Hosp, Dept Endocrinol, Chinese Peoples Liberat Army, Weifang, Shandong, Peoples R ChinaTianjin Hosp, Dept Endocrinol, Tianjin, Peoples R China
Du, Yongrui
Li, Hui
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XingTai Med Coll, Basic Expt Ctr, Xingtai, Hebei, Peoples R ChinaTianjin Hosp, Dept Endocrinol, Tianjin, Peoples R China
Li, Hui
Lin, Xuexia
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XingTai Med Coll, Basic Expt Ctr, Xingtai, Hebei, Peoples R ChinaTianjin Hosp, Dept Endocrinol, Tianjin, Peoples R China
机构:
Vingroup Big Data Inst, Dept Computat Biomed, Hanoi, Vietnam
Dainam Univ, Fac Pharm, Hanoi, VietnamVingroup Big Data Inst, Dept Computat Biomed, Hanoi, Vietnam
Nguyen, Quang-Huy
Le, Duc-Hau
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Vingroup Big Data Inst, Dept Computat Biomed, Hanoi, Vietnam
VinUniversity, Coll Engn & Comp Sci, Hanoi, VietnamVingroup Big Data Inst, Dept Computat Biomed, Hanoi, Vietnam
机构:
Henan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R China
Zhengzhou Normal Univ, Coll Life Sci, Zhengzhou 450044, Peoples R ChinaHenan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R China
Wang, Yanjing
Jin, Haiyang
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Henan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R ChinaHenan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R China
Jin, Haiyang
Du, Simeng
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Henan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R ChinaHenan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R China
Du, Simeng
Fang, Baoting
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Henan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R ChinaHenan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R China
Fang, Baoting
Yue, Junqin
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Henan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R ChinaHenan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R China
Yue, Junqin
Yang, Cheng
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Henan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R ChinaHenan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R China
Yang, Cheng
Wang, Hanfang
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Henan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R ChinaHenan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R China
Wang, Hanfang
Zhang, Deqi
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Henan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R ChinaHenan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R China
Zhang, Deqi
Wang, Jiarui
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Henan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R ChinaHenan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R China
Wang, Jiarui
Song, Hang
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Henan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R ChinaHenan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R China
Song, Hang
Shao, Yunhui
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Henan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R ChinaHenan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R China
Shao, Yunhui
Li, Xiangdong
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Henan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R ChinaHenan Acad Agr Sci, Wheat Res Inst, Zhengzhou 450002, Peoples R China
机构:
Beijing Normal Univ, Coll Life Sci, Beijing Key Lab Genet Engn Drug & Biotechnol, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Coll Life Sci, Beijing Key Lab Genet Engn Drug & Biotechnol, Beijing 100875, Peoples R China
Zhou, Mengkai
Li, Ze
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Beijing Normal Univ, Coll Life Sci, Beijing Key Lab Genet Engn Drug & Biotechnol, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Coll Life Sci, Beijing Key Lab Genet Engn Drug & Biotechnol, Beijing 100875, Peoples R China
Li, Ze
Liu, Yanjie
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Beijing Normal Univ, Coll Life Sci, Beijing Key Lab Genet Engn Drug & Biotechnol, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Coll Life Sci, Beijing Key Lab Genet Engn Drug & Biotechnol, Beijing 100875, Peoples R China
Liu, Yanjie
Zhang, Ping
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Beijing Normal Univ, Coll Life Sci, Beijing Key Lab Genet Engn Drug & Biotechnol, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Coll Life Sci, Beijing Key Lab Genet Engn Drug & Biotechnol, Beijing 100875, Peoples R China
Zhang, Ping
Hao, Xiaoran
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Beijing Normal Univ, Coll Life Sci, Natl Expt Teaching Demonstrating Ctr, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Coll Life Sci, Beijing Key Lab Genet Engn Drug & Biotechnol, Beijing 100875, Peoples R China
Hao, Xiaoran
Zhu, Xudong
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机构:
Beijing Normal Univ, Coll Life Sci, Beijing Key Lab Genet Engn Drug & Biotechnol, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Coll Life Sci, Beijing Key Lab Genet Engn Drug & Biotechnol, Beijing 100875, Peoples R China
机构:
Univ Delhi, Dept Bot, New Delhi 110007, Delhi, IndiaUniv Delhi, Dept Bot, New Delhi 110007, Delhi, India
Mariyam, Safoora
Kumar, Vinay
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机构:
Savitribai Phule Pune Univ, Modern Coll Arts Sci & Commerce, Dept Biotechnol, Pune 411016, Maharashtra, IndiaUniv Delhi, Dept Bot, New Delhi 110007, Delhi, India
Kumar, Vinay
Roychoudhury, Aryadeep
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机构:
Indira Gandhi Natl Open Univ, Sch Sci, Discipline Life Sci, New Delhi 110068, Delhi, IndiaUniv Delhi, Dept Bot, New Delhi 110007, Delhi, India
Roychoudhury, Aryadeep
Ghodake, Gajanan Sampatrao
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机构:
Dongguk Univ Seoul, Dept Biol & Environm Sci, Goyang Si 10326, Gyeonggi Do, South KoreaUniv Delhi, Dept Bot, New Delhi 110007, Delhi, India
Ghodake, Gajanan Sampatrao
Muneer, Sowbiya
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h-index: 0
机构:
Vellore Inst Technol, Dept Hort & Food Sci, Vellore 632014, Tamil Nadu, IndiaUniv Delhi, Dept Bot, New Delhi 110007, Delhi, India
Muneer, Sowbiya
Duhan, Joginder Singh
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机构:
Chaudhary Devi Lal Univ, Dept Biotechnol, Sirsa 125055, Haryana, IndiaUniv Delhi, Dept Bot, New Delhi 110007, Delhi, India
Duhan, Joginder Singh
Ahmad, Faheem
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Aligarh Muslim Univ, Dept Bot, Aligarh 202002, Uttar Pradesh, IndiaUniv Delhi, Dept Bot, New Delhi 110007, Delhi, India
Ahmad, Faheem
Sharma, Rajesh Kumar
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Banaras Hindu Univ, Dept Bot, Varanasi 221005, Uttar Pradesh, IndiaUniv Delhi, Dept Bot, New Delhi 110007, Delhi, India
Sharma, Rajesh Kumar
Singh, Joginder
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Nagaland Univ, Dept Bot, Nagaland 798627, IndiaUniv Delhi, Dept Bot, New Delhi 110007, Delhi, India
Singh, Joginder
Seth, Chandra Shekhar
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Univ Delhi, Dept Bot, New Delhi 110007, Delhi, IndiaUniv Delhi, Dept Bot, New Delhi 110007, Delhi, India