Identification long non-coding RNAs, miRNAs and their targets in witches' broom disease tolerance in cocoa (Theobroma cacao L.)
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作者:
Das, Antara
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机构:
ICAR Cent Inst Subtrop Hort, Div Biotechnol, Reg Res Stn, Malda 732101, W Bengal, IndiaICAR Cent Plantat Crops Res Inst, Div Crop Improvement, Kasaragod 671121, Kerala, India
Das, Antara
[2
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Veluru, Aparna
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机构:
ICAR Cent Plantat Crops Res Inst, Div Crop Improvement, Kasaragod 671121, Kerala, IndiaICAR Cent Plantat Crops Res Inst, Div Crop Improvement, Kasaragod 671121, Kerala, India
Veluru, Aparna
[1
]
Das, Alokesh
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机构:
Rampurhat Coll, Dept Bot, Birbhum 731224, W Bengal, IndiaICAR Cent Plantat Crops Res Inst, Div Crop Improvement, Kasaragod 671121, Kerala, India
Das, Alokesh
[3
]
Pandian, R. Tava
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ICAR Cent Plantat Crops Res Inst, Div Plant Protect, Reg Res Stn, Vittal 574243, Karnataka, IndiaICAR Cent Plantat Crops Res Inst, Div Crop Improvement, Kasaragod 671121, Kerala, India
Pandian, R. Tava
[4
]
机构:
[1] ICAR Cent Plantat Crops Res Inst, Div Crop Improvement, Kasaragod 671121, Kerala, India
[2] ICAR Cent Inst Subtrop Hort, Div Biotechnol, Reg Res Stn, Malda 732101, W Bengal, India
[3] Rampurhat Coll, Dept Bot, Birbhum 731224, W Bengal, India
[4] ICAR Cent Plantat Crops Res Inst, Div Plant Protect, Reg Res Stn, Vittal 574243, Karnataka, India
A large part of transcripts is non-coding, which is transcribed from junk DNA; long non-coding RNAs and micro-RNAs regulate the expression levels of mRNAs. For the first time, we identified lncRNAs and miRNAs with their regulatory role in the disease tolerance of Theobroma cacao. In this study, about 2616 lncRNAs and 153 miRNAs were identified from 10 RNA-seq data representing healthy and witches' broom diseased tissues of cocoa. Around 604 lncRNAs are differentially expressed among healthy and diseased tissues. LncRNAs targeted 9692 mRNAs; 8827 are cis-acting, and 765 are trans-acting. Among targeted mRNAs, 281 are disease resistance-related transcripts, and 211 transcription factors (TFs) belong to more than 50 TF families, which were found to be involved in the regulation of the disease tolerance process. The identified 153 miRNAs belong to 27 miR families, and around 5337 mRNAs are targeted by the miRNAs, among them 114 codes for TFs and 170 codes for disease resistance protein. Ethylene responsive factor, bHLH, WRKY, MYB, bZIP, GTE, GATA, and heat stress transcription factors are the dominant TFs targeted by lncRNAs, and miRNAs play vital roles in disease progression and tolerance. A total of 55 lncRNAs-miRNAs interacting pair is identified, which were working on endogenous target mimics (e-TMs) mechanism and influenced the expression of 955 mRNAs. The ontology (GO) and Kyoto Encyclopaedia of Genes and Genomes (KEGG) biological pathway analysis reveal that ncRNAs and their targets mRNAs code for transcription factors and genes that are involved in the disease tolerance processes, including synthesis of disease resistance proteins, amino acids, antibiotics, intracellular proteins that directly or indirectly recognize pathogen effectors are essential for plant biotic stress condition. The present study provides lncRNA and miRNA-based regulatory insight into the genes governing disease progression and tolerance in cocoa.
机构:
Univ Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, Brazil
Siqueira, Franciele Maboni
de Morais, Guilherme Loss
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LNCC, Lab Bioinformat LABINFO, Petropolis, RJ, BrazilUniv Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, Brazil
de Morais, Guilherme Loss
Higashi, Susan
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Inria Grenoble Rhone Alpes, F-38330 Montbonnot St Martin, France
Univ Lyon 1, Villeurbanne, France
CNRS, UMR5558, Lab Biometrie & Biol Evolut, F-69622 Villeurbanne, FranceUniv Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, Brazil
Higashi, Susan
Beier, Laura Scherer
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Univ Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, Brazil
Beier, Laura Scherer
Breyer, Gabriela Merker
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Univ Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, Brazil
Breyer, Gabriela Merker
de Sa Godinho, Caio Padoan
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LNCC, Lab Bioinformat LABINFO, Petropolis, RJ, BrazilUniv Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, Brazil
de Sa Godinho, Caio Padoan
Sagot, Marie-France
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机构:
Inria Grenoble Rhone Alpes, F-38330 Montbonnot St Martin, France
Univ Lyon 1, Villeurbanne, France
CNRS, UMR5558, Lab Biometrie & Biol Evolut, F-69622 Villeurbanne, FranceUniv Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, Brazil
Sagot, Marie-France
Schrank, Irene Silveira
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Univ Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, Brazil
Schrank, Irene Silveira
Zaha, Arnaldo
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Univ Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, Brazil
Zaha, Arnaldo
Ribeiro de Vasconcelos, Ana Tereza
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LNCC, Lab Bioinformat LABINFO, Petropolis, RJ, BrazilUniv Fed Rio Grande do Sul, Ctr Biotecnol CBiot, Porto Alegre, RS, Brazil
机构:
Univ Calif San Francisco UCSF, Dept Med, San Francisco, CA 94158 USA
UCSF Hellen Diller Comprehens Canc Ctr, San Francisco, CA 94158 USAUniv Calif San Francisco UCSF, Dept Med, San Francisco, CA 94158 USA
Gencel-Augusto, Jovanka
Wu, Wei
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Univ Calif San Francisco UCSF, Dept Med, San Francisco, CA 94158 USA
UCSF Hellen Diller Comprehens Canc Ctr, San Francisco, CA 94158 USAUniv Calif San Francisco UCSF, Dept Med, San Francisco, CA 94158 USA
Wu, Wei
Bivona, Trever G.
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Univ Calif San Francisco UCSF, Dept Med, San Francisco, CA 94158 USA
UCSF Hellen Diller Comprehens Canc Ctr, San Francisco, CA 94158 USA
Chan Zuckerberg Biohub, San Francisco, CA 94158 USAUniv Calif San Francisco UCSF, Dept Med, San Francisco, CA 94158 USA
机构:
Anhui Med Univ, Sch Pharm, Hefei, Peoples R China
Minist Educ, Key Lab Antiinflammat & Immune Med, Hefei, Peoples R China
Anhui Prov Lab Inflammatory & Immun Dis, Hefei, Peoples R ChinaAnhui Med Univ, Sch Pharm, Hefei, Peoples R China
Liu, Sen
Fan, Min
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Anhui Med Univ, Sch Pharm, Hefei, Peoples R China
Minist Educ, Key Lab Antiinflammat & Immune Med, Hefei, Peoples R China
Anhui Prov Lab Inflammatory & Immun Dis, Hefei, Peoples R ChinaAnhui Med Univ, Sch Pharm, Hefei, Peoples R China
Fan, Min
Ma, Meng-Die
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Anhui Med Univ, Sch Pharm, Hefei, Peoples R China
Minist Educ, Key Lab Antiinflammat & Immune Med, Hefei, Peoples R China
Anhui Prov Lab Inflammatory & Immun Dis, Hefei, Peoples R ChinaAnhui Med Univ, Sch Pharm, Hefei, Peoples R China
Ma, Meng-Die
Ge, Jin-Fang
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Anhui Med Univ, Sch Pharm, Hefei, Peoples R China
Minist Educ, Key Lab Antiinflammat & Immune Med, Hefei, Peoples R China
Anhui Prov Lab Inflammatory & Immun Dis, Hefei, Peoples R ChinaAnhui Med Univ, Sch Pharm, Hefei, Peoples R China
Ge, Jin-Fang
Chen, Fei-Hu
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Anhui Med Univ, Sch Pharm, Hefei, Peoples R China
Minist Educ, Key Lab Antiinflammat & Immune Med, Hefei, Peoples R China
Anhui Prov Lab Inflammatory & Immun Dis, Hefei, Peoples R ChinaAnhui Med Univ, Sch Pharm, Hefei, Peoples R China
机构:
Osped San Raffaele, URI, Div Oncol, Unit Urol,IRCCS, Via Olgettina 60, I-20132 Milan, ItalyOsped San Raffaele, URI, Div Oncol, Unit Urol,IRCCS, Via Olgettina 60, I-20132 Milan, Italy
Lavorgna, Giovanni
Vago, Riccardo
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Osped San Raffaele, URI, Div Oncol, Unit Urol,IRCCS, Via Olgettina 60, I-20132 Milan, Italy
Univ Vita Salute San Raffaele, I-20132 Milan, ItalyOsped San Raffaele, URI, Div Oncol, Unit Urol,IRCCS, Via Olgettina 60, I-20132 Milan, Italy
Vago, Riccardo
Sarmini, Mohamad
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Osped San Raffaele, URI, Div Oncol, Unit Urol,IRCCS, Via Olgettina 60, I-20132 Milan, ItalyOsped San Raffaele, URI, Div Oncol, Unit Urol,IRCCS, Via Olgettina 60, I-20132 Milan, Italy
Sarmini, Mohamad
Montorsi, Francesco
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机构:
Osped San Raffaele, URI, Div Oncol, Unit Urol,IRCCS, Via Olgettina 60, I-20132 Milan, Italy
Univ Vita Salute San Raffaele, I-20132 Milan, ItalyOsped San Raffaele, URI, Div Oncol, Unit Urol,IRCCS, Via Olgettina 60, I-20132 Milan, Italy
Montorsi, Francesco
Salonia, Andrea
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Osped San Raffaele, URI, Div Oncol, Unit Urol,IRCCS, Via Olgettina 60, I-20132 Milan, Italy
Univ Vita Salute San Raffaele, I-20132 Milan, ItalyOsped San Raffaele, URI, Div Oncol, Unit Urol,IRCCS, Via Olgettina 60, I-20132 Milan, Italy
Salonia, Andrea
Bellone, Matteo
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机构:
Ist Sci San Raffaele, Cellular Immunol Unit, Milan, ItalyOsped San Raffaele, URI, Div Oncol, Unit Urol,IRCCS, Via Olgettina 60, I-20132 Milan, Italy
机构:
Guangzhou Med Univ, Affiliated Hosp 6, Qingyuan Peoples Hosp,State Key Lab Resp Dis, Sch Bas Med Sci,Sino French Hoffmann Inst, Guangzhou, Peoples R China
Guangzhou Med Univ, Nanshan Sch, Guangzhou, Peoples R ChinaGuangzhou Med Univ, Affiliated Hosp 6, Qingyuan Peoples Hosp,State Key Lab Resp Dis, Sch Bas Med Sci,Sino French Hoffmann Inst, Guangzhou, Peoples R China
Wang, Chuqiao
Liang, Guorui
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Guangzhou Med Univ, Nanshan Sch, Guangzhou, Peoples R ChinaGuangzhou Med Univ, Affiliated Hosp 6, Qingyuan Peoples Hosp,State Key Lab Resp Dis, Sch Bas Med Sci,Sino French Hoffmann Inst, Guangzhou, Peoples R China
Liang, Guorui
Shen, Jieni
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Guangzhou Med Univ, Nanshan Sch, Guangzhou, Peoples R ChinaGuangzhou Med Univ, Affiliated Hosp 6, Qingyuan Peoples Hosp,State Key Lab Resp Dis, Sch Bas Med Sci,Sino French Hoffmann Inst, Guangzhou, Peoples R China
Shen, Jieni
Kong, Haifan
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Guangzhou Med Univ, Nanshan Sch, Guangzhou, Peoples R ChinaGuangzhou Med Univ, Affiliated Hosp 6, Qingyuan Peoples Hosp,State Key Lab Resp Dis, Sch Bas Med Sci,Sino French Hoffmann Inst, Guangzhou, Peoples R China
Kong, Haifan
Wu, Donghong
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机构:
Guangzhou Med Univ, Nanshan Sch, Guangzhou, Peoples R ChinaGuangzhou Med Univ, Affiliated Hosp 6, Qingyuan Peoples Hosp,State Key Lab Resp Dis, Sch Bas Med Sci,Sino French Hoffmann Inst, Guangzhou, Peoples R China
Wu, Donghong
Huang, Jinxiang
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Guangzhou Med Univ, Affiliated Hosp 6, Qingyuan Peoples Hosp,State Key Lab Resp Dis, Sch Bas Med Sci,Sino French Hoffmann Inst, Guangzhou, Peoples R ChinaGuangzhou Med Univ, Affiliated Hosp 6, Qingyuan Peoples Hosp,State Key Lab Resp Dis, Sch Bas Med Sci,Sino French Hoffmann Inst, Guangzhou, Peoples R China
Huang, Jinxiang
Li, Xuefeng
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机构:
Guangzhou Med Univ, Affiliated Hosp 6, Qingyuan Peoples Hosp,State Key Lab Resp Dis, Sch Bas Med Sci,Sino French Hoffmann Inst, Guangzhou, Peoples R China
Shenzhen Univ, Affiliated Hosp 3, Shenzhen Luohu Peoples Hosp, Shenzhen, Peoples R ChinaGuangzhou Med Univ, Affiliated Hosp 6, Qingyuan Peoples Hosp,State Key Lab Resp Dis, Sch Bas Med Sci,Sino French Hoffmann Inst, Guangzhou, Peoples R China