A Transcriptomic Approach Provides Insights on the Mycorrhizal Symbiosis of the Mediterranean Orchid Limodorum abortivum in Nature
Abstract
:1. Introduction
2. Results
2.1. Analysis of RNA-Seq Data
2.2. Transcriptomic Profile of L. abortivum Roots
2.3. GO, KEGG Pathway, and CAZyme Enrichment Analyses of Plant Transcripts in Mycorrhizal L. abortivum Roots
2.4. Most Upregulated Transcripts in Mycorrhizal Roots of L. abortivum
3. Discussion
3.1. Disentangling Mycorrhiza Specific and General Responses to Microbes in L. abortivum Roots
3.2. Genes Potentially Involved in Plant Cell Wall Remodeling and Interface Construction during Fungal Accommodation
3.3. Nutrient Exchanges in the Mycorrhizal Roots of an Adult Orchid
4. Materials and Methods
4.1. Sampling and Preparation of Biological Materials
4.2. RNA Extraction, Library Preparation, and Sequencing
4.3. Bioinformatics Analysis
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Smith, S.E.; Read, D.J. Mycorrhizal Symbiosis; Academic Press: Cambridge, UK, 2008; p. 800. [Google Scholar]
- Genre, A.; Lanfranco, L.; Perotto, S.; Bonfante, P. Unique and common traits in mycorrhizal symbioses. Nat. Rev. Microbiol. 2020, 18, 649–660. [Google Scholar] [CrossRef]
- Guether, M.; Balestrini, R.; Hannah, M.A.; Udvardi, M.K.; Bonfante, P. Genome-wide reprogramming of regulatory networks, transport, cell wall and membrane biogenesis during arbuscular mycorrhizal symbiosis in Lotus japonicus. New Phytol. 2009, 182, 200–212. [Google Scholar] [CrossRef]
- Balestrini, R.; Bonfante, P. Cell wall remodeling in mycorrhizal symbiosis: A way towards biotrophism. Front. Plant Sci. 2014, 5, 237. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Christenhusz, M.J.M.; Byng, J.W. The number of known plants species in the world and its annual increase. Phytotaxa 2016, 261, 201–217. [Google Scholar] [CrossRef] [Green Version]
- Arditti, J. Fundamentals of Orchid Biology; John Wiley & Sons: New York, NY, USA, 1992; p. 691. [Google Scholar]
- Rasmussen, H.N. Recent developments in the study of orchid mycorrhiza. Plant Soil 2002, 244, 149–163. [Google Scholar] [CrossRef]
- Hynson, N.; Madsen, T.; Selosse, M.-A.; Adam, I.; Ogura-Tsujita, Y.; Roy, M.; Gebauer, G. The physiological ecology of mycoheterotrophy. In Mycoheterotrophy, the Biology of Plants Living on Fungi; Merckx, V.S.F.T., Ed.; Springer: New York, NY, USA, 2013; pp. 297–344. [Google Scholar]
- Selosse, M.-A.; Roy, M. Green plants that feed on fungi, facts and questions about mixotrophy. Trends Plant Sci. 2009, 14, 64–70. [Google Scholar] [CrossRef]
- Dearnaley, J.D.; Martos, F.; Selosse, M.A. 12 orchid mycorrhizas: Molecular ecology, physiology, evolution and conservation aspects. In Fungal Associations, the Mycota; Hock, B., Ed.; Springer: Berlin/Heidelberg, Germany, 2012; Volume 9, pp. 207–230. [Google Scholar]
- Bonnardeaux, Y.; Brundrett, M.; Batty, A.; Dixon, K.; Koch, J.; Sivasithamparam, K. Diversity of mycorrhizal fungi of terrestrial orchids: Compatibility webs, brief encounters, lasting relationships and alien invasions. Mycol. Res. 2007, 111, 51–61. [Google Scholar] [CrossRef]
- Simard, S.W.; Perry, D.A.; Jones, M.D.; Myrold, D.D.; Durall, D.M.; Molina, R. Net transfer of carbon between tree species with shared ectomycorrhizal fungi. Nature 1997, 388, 579–582. [Google Scholar] [CrossRef]
- McKendrick, S.L.; Leake, J.R.; Read, D.J. Symbiotic germination and development of myco-heterotrophic plants in nature: Transfer of carbon from ectomycorrhizal Salix repens and Betula pendula to the orchid Corallorhiza trifida through shared hyphal connections. New Phytol. 2000, 145, 539–548. [Google Scholar] [CrossRef]
- Kuga, Y.; Sakamoto, N.; Yurimoto, H. Stable isotope cellular imaging reveals that both live and degenerating fungal pelotons transfer carbon and nitrogen to orchid protocorms. New Phytol. 2014, 202, 594–605. [Google Scholar] [CrossRef]
- Perotto, S.; Benetti, A.; Sillo, F.; Ercole, E.; Rodda, M.; Girlanda, M.; Balestrini, R. Gene expression in mycorrhizal orchid protocorms suggests a friendly plant–fungus relationship. Planta 2014, 239, 1337–1349. [Google Scholar] [CrossRef] [PubMed]
- Zhao, X.; Zhang, J.; Chen, C.; Yang, J.; Zhu, H.; Liu, M.; Lv, F. Deep sequencing-based comparative transcriptional profiles of Cymbidium hybridum roots in response to mycorrhizal and non-mycorrhizal beneficial fungi. BMC Genom. 2014, 15, 747. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Fochi, V.; Chitarra, W.; Kohler, A.; Voyron, S.; Singan, V.R.; Lindquist, E.A.; Barry, K.W.; Girlanda, M.; Grigoriev, I.V.; Martin, F.; et al. Fungal and plant gene expression in the Tulasnella calospora–Serapias vomeracea symbiosis provides clues about nitrogen pathways in orchid mycorrhizas. New Phytol. 2017, 213, 365–379. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Valadares, R.B.S.; Perotto, S.; Santos, E.C.; Lambais, M.R. Proteome changes in Oncidium sphacelatum (Orchidaceae) at different trophic stages of symbiotic germination. Mycorrhiza 2014, 24, 349–360. [Google Scholar] [CrossRef] [PubMed]
- López-Chávez, M.Y.; Guillén-Navarro, K.; Bertolini, V.; Encarnación, S.; Hernández-Ortiz, M.; Sánchez-Moreno, I.; Damon, A. Proteomic and morphometric study of the in vitro interaction between Oncidium sphacelatum Lindl. (Orchidaceae) and Thanatephorus sp. RG26 (Ceratobasidiaceae). Mycorrhiza 2016, 26, 353–365. [Google Scholar] [CrossRef] [PubMed]
- Chen, J.; Liu, S.S.; Kohler, A.; Yan, B.; Luo, H.M.; Chen, X.M.; Guo, S.X. iTRAQ and RNA-Seq analyses provide new insights into regulation mechanism of symbiotic germination of Dendrobium officinale seeds (Orchidaceae). Proteome Res. 2017, 16, 2174–2187. [Google Scholar] [CrossRef]
- Fochi, V.; Falla, N.; Girlanda, M.; Perotto, S.; Balestrini, R. Cell-specific expression of plant nutrient transporter genes in orchid mycorrhizae. Plant Sci. 2017, 263, 39–45. [Google Scholar] [CrossRef]
- Miura, C.; Yamaguchi, K.; Miyahara, R.; Yamamoto, T.; Fuji, M.; Yagame, T.; Imaizumi-Anraku, H.; Yamato, M.; Shigenobu, S.; Kaminaka, H. The mycoheterotrophic symbiosis between orchids and mycorrhizal fungi possesses major components shared with mutualistic plant-mycorrhizal symbioses. Mol. Plant Microbe Interact. 2018, 31, 1032–1047. [Google Scholar] [CrossRef] [Green Version]
- Ghirardo, A.; Fochi, V.; Lange, B.; Witting, M.; Schnitzler, J.P.; Perotto, S.; Balestrini, R. Metabolomic adjustments in the orchid mycorrhizal fungus Tulasnella calospora during symbiosis with Serapias vomeracea. New Phytol. 2020, 228, 1939–1952. [Google Scholar] [CrossRef]
- Cameron, D.D.; Leake, J.R.; Read, D.J. Mutualistic mycorrhiza in orchids, evidence from plant-fungus carbon and nitrogen transfers in the green-leaved terrestrial orchid Goodyera repens. New Phytol. 2006, 171, 405–416. [Google Scholar] [CrossRef]
- Cameron, D.D.; Johnson, I.; Leake, J.R.; Read, D.J. Mycorrhizal acquisition of inorganic phosphorus by the green-leaved terrestrial orchid Goodyera repens. Ann. Bot. 2007, 99, 831–834. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Cameron, D.D.; Johnson, I.; Read, D.J.; Leake, J.R. Giving and receiving, measuring the carbon cost of mycorrhizas in the green orchid Goodyera repens. New Phytol. 2008, 180, 176–184. [Google Scholar] [CrossRef] [PubMed]
- Látalová, K.; Baláž, M. Carbon nutrition of mature green orchid Serapias strictiflora and its mycorrhizal fungus Epulorhiza sp. Biol. Plant 2010, 54, 97–104. [Google Scholar] [CrossRef]
- Valadares, R.B.S.; Perotto, S.; Lucheta, A.R.; Santos, E.C.; Oliveira, R.M.; Lambais, M.R. Proteomic and transcriptomic analyses indicate metabolic changes and reduced defense responses in mycorrhizal rootss of Oeceoclades maculata (Orchidaceae) collected in nature. J. Fungi 2020, 6, 148. [Google Scholar] [CrossRef] [PubMed]
- Bayman, P.; Mosquera-Espinosa, A.T.; Saladini-Aponte, C.M.; Hurtado-Guevara, N.C.; Viera-Ruiz, N.L. Age-dependent mycorrhizal specificity in an invasive orchid Oeceoclades maculata. Am. J. Bot. 2016, 103, 1880–1889. [Google Scholar] [CrossRef] [Green Version]
- Suetsugu, K.; Yamato, M.; Miura, C.; Yamaguchi, K.; Takahashi, K.; Ida, Y.; Shigenobu, S.; Kaminaka, H. Comparison of green and albino individuals of the partially mycoheterotrophic orchid Epipactis helleborine on molecular identities of mycorrhizal fungi; nutritional modes and gene expression in mycorrhizal roots. Mol. Ecol. 2017, 26, 1652–1669. [Google Scholar] [CrossRef]
- Gebauer, G.; Meyer, M. 15N and 13C natural abundance of autotrophic and myco-heterotrophic orchids provides insight into nitrogen and carbon gain from fungal association. New Phytol. 2003, 160, 209–223. [Google Scholar] [CrossRef]
- Girlanda, M.; Selosse, M.A.; Cafasso, D.; Brilli, F.; Delfine, S.; Fabbian, R.; Ghignone, S.; Pinelli, P.; Segreto, R.; Loreto, F.; et al. Inefficient photosynthesis in the Mediterranean orchid Limodorum abortivum is mirrored by specific association to ectomycorrhizal Russulaceae. Mol. Ecol. 2006, 15, 491–504. [Google Scholar] [CrossRef]
- Love, M.I.; Huber, W.; Anders, S. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol. 2014, 15, 550. [Google Scholar] [CrossRef] [Green Version]
- Lombard, V.; Golaconda Ramulu, H.; Drula, E.; Coutinho, P.M.; Henrissat, B. The carbohydrate-active enzymes database (CAZy) in 2013. Nucleic Acids Res. 2014, 42, 490–495. [Google Scholar] [CrossRef] [Green Version]
- Hogekamp, C.; Arndt, D.; Pereira, P.A.; Becker, J.D.; Hohnjec, N.; Küster, H. Laser microdissection unravels cell-type-specific transcription in arbuscular mycorrhizal roots, including CAAT-box transcription factor gene expression correlating with fungal contact and spread. Plant Physiol. 2011, 157, 2023–2043. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Bonanomi, A.; Wiemken, A.; Boller, T.; Salzer, P. Local induction of a mycorrhiza-specific class III chitinase gene in cortical root cells of Medicago truncatula containing developing or mature arbuscules. Plant Biol. 2001, 3, 194–200. [Google Scholar] [CrossRef]
- Xu, Y.; Wang, S.; Li, L.; Sahu, S.K.; Petersen, M.; Liu, X.; Melkonian, M.; Zhang, G.; Liu, H. Molecular evidence for origin, diversification and ancient gene duplication of plant subtilases (SBTs). Sci. Rep. 2019, 9, 12485. [Google Scholar] [CrossRef] [PubMed]
- Xia, Y.; Suzuki, H.; Borevitz, J.; Blount, J.; Guo, Z.; Patel, K.; Dixon, R.A.; Lamb, C. An extracellular aspartic protease functions in Arabidopsis disease resistance signaling. EMBO J. 2004, 23, 980–988. [Google Scholar] [CrossRef]
- Liu, H.; Hu, M.; Wang, Q.; Cheng, L.; Zhang, Z. Role of papain-like cysteine proteases in plant development. Front. Plant Sci. 2018, 9, 1717. [Google Scholar] [CrossRef] [Green Version]
- Balestrini, R.; Nerva, L.; Sillo, F.; Girlanda, M.; Perotto, S. Plant and fungal gene expression in mycorrhizal protocorms of the orchid Serapias vomeracea colonized by Tulasnella calospora. Plant Signal. Behav. 2014, 9, e977707. [Google Scholar] [CrossRef] [Green Version]
- Michaeli, S.; Fait, A.; Lagor, K.; Nunes-Nesi, A.; Grillich, N.; Yellin, A.; Bar, D.; Khan, M.; Fernie, A.R.; Turano, F.J.; et al. A mitochondrial GABA permease connects the GABA shunt and the TCA cycle, and is essential for normal carbon metabolism. Plant J. 2011, 67, 485–498. [Google Scholar] [CrossRef]
- Su, Y.H.; Frommer, W.B.; Ludewig, U. Molecular and functional characterization of a family of amino acid transporters from Arabidopsis. Plant Physiol. 2004, 136, 3104–3113. [Google Scholar] [CrossRef] [Green Version]
- Bernard, S.M.; Habash, D.Z. The importance of cytosolic glutamine synthetase in nitrogen assimilation and recycling. New Phytol. 2009, 182, 608–620. [Google Scholar] [CrossRef]
- Smith, S.E. Carbohydrate translocation in orchid mycorrhizas. New Phytol. 1967, 66, 371–378. [Google Scholar] [CrossRef]
- Yeh, C.-M.; Chung, K.; Liang, C.-K.; Tsai, W.-C. New insights into the symbiotic relationship between orchids and fungi. Appl. Sci. 2019, 9, 585. [Google Scholar] [CrossRef] [Green Version]
- Rodriguez, P.A.; Rothballer, M.; Chowdhury, S.P.; Nussbaumer, T.; Gutjahr, C.; Falter-Braun, P. Systems biology of plant-microbiome interactions. Mol. Plant 2019, 12, 804–821. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Alagna, F.; Balestrini, R.; Chitarra, W.; Marsico, A.D.; Nerva, L. Getting ready with the priming: Innovative weapons against biotic and abiotic crop enemies in a global changing scenario. In Priming-Mediated Stress and Cross-Stress Tolerance in Crop Plants; Hossain, M.A., Liu, F., Burritt, D., Fujita, M., Huang, B., Eds.; Academic Press: Cambridge, UK, 2020; pp. 35–56. [Google Scholar]
- Van Wees, S.C.M.; Van der Ent, S.; Pieterse, C.M.J. Plant immune responses triggered by beneficial microbes. Curr. Opin. Plant Biol. 2008, 11, 443–448. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Sénéchal, F.; Wattier, C.; Rustérucci, C.; Pelloux, J. Homogalacturonan-modifying enzymes: Structure, expression, and roles in plants. J. Exp. Bot. 2014, 65, 5125–5160. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Lionetti, V.; Cervone, F.; Bellincampi, D. Methyl esterification of pectin plays a role during plant–pathogen interactions and affects plant resistance to diseases. J. Plant Physiol. 2012, 169, 1623–1630. [Google Scholar] [CrossRef] [PubMed]
- Levesque-Tremblay, G.; Pelloux, J.; Braybrook, S.A.; Müller, K. Tuning of pectin methylesterification: Consequences for cell wall biomechanics and development. Planta 2015, 242, 791–811. [Google Scholar] [CrossRef]
- Ferrari, S.; Savatin, D.V.; Sicilia, F.; Gramegna, G.; Cervone, F.; De Lorenzo, G. Oligogalacturonides: Plant damage-associated molecular patterns and regulators of growth and development. Front. Plant Sci. 2013, 4, 49. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Sillo, F.; Fangel, J.U.; Henrissat, B.; Faccio, A.; Bonfante, P.; Martin, F.; Willats, W.G.T.; Balestrini, R. Understanding plant cell-wall remodelling during the symbiotic interaction between Tuber melanosporum and Corylus avellana using a carbohydrate microarray. Planta 2016, 244, 347–359. [Google Scholar] [CrossRef]
- Schaller, A.; Stintzi, A.; Rivas, S.; Serrano, I.; Chichkova, N.V.; Vartapetian, A.B.; Martínez, D.; Guiamét, J.J.; Sueldo, D.J.; van der Hoorn, R.A.L.; et al. From structure to function—A family portrait of plant subtilases. New Phytol. 2018, 218, 901–915. [Google Scholar] [CrossRef]
- Rautengarten, C.; Usadel, B.; Neumetzler, L.; Hartmann, J.; Büssis, D.; Altmann, T. A subtilisin-like serine protease essential for mucilage release from Arabidopsis seed coats. Plant J. 2008, 54, 466–480. [Google Scholar] [CrossRef]
- Kistner, C.; Winzer, T.; Pitzschke, A.; Mulder, L.; Sato, S.; Kaneko, T.; Tabata, S.; Sandal, N.; Stougaard, J.; Webb, K.J.; et al. Seven Lotus japonicus genes required for transcriptional reprogramming of the root during fungal and bacterial symbiosis. Plant Cell 2005, 17, 2217–2229. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Takeda, N.; Sato, S.; Asamizu, E.; Tabata, S.; Parniske, M. Apoplastic plant subtilases support arbuscular mycorrhiza development in Lotus japonicus. Plant J. 2009, 58, 766–777. [Google Scholar] [CrossRef] [PubMed]
- Takeda, N.; Haage, K.; Sato, S.; Tabata, S.; Parniske, M. Activation of a Lotus japonicus subtilase gene during arbuscular mycorrhiza is dependent on the common symbiosis genes and two cis-active promoter regions. Mol. Plant Microbe Interact. 2011, 24, 662–670. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Radhakrishnan, G.V.; Keller, J.; Rich, M.K.; Vernié, T.; Mbadinga Mbadinga, D.L.; Vigneron, N.; Cottret, L.; San Clemente, H.; Libourel, C.; Cheema, J.; et al. An ancestral signalling pathway is conserved in intracellular symbioses-forming plant lineages. Nat. Plants 2020, 6, 280–289. [Google Scholar] [CrossRef] [PubMed]
- Huisman, R.; Hontelez, J.; Bisseling, T.; Limpens, E. SNARE Complexity in Arbuscular Mycorrhizal Symbiosis. Front. Plant Sci. 2020, 11, 354. [Google Scholar] [CrossRef] [PubMed]
- Gavrin, A.; Kulikova, O.; Bisseling, T.; Fedorova, E.E. Interface symbiotic membrane formation in root nodules of Medicago truncatula: The role of synaptotagmins MtSyt1, MtSyt2 and MtSyt3. Front. Plant Sci. 2017, 8, 201. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Guo, N.; Hu, J.; Yan, M.; Qu, H.; Luo, L.; Tegeder, M.; Xu, G. Oryza sativa Lysine-Histidine-type Transporter 1 functions in root uptake and root-to-shoot allocation of amino acids in rice. Plant J. 2020, 103, 395–411. [Google Scholar] [CrossRef]
- Guether, M.; Volpe, V.; Balestrini, R.; Requena, N.; Wipf, D.; Bonfante, P. LjLHT1.2-a mycorrhiza-inducible plant amino acid transporter from Lotus japonicus. Biol. Fert. Soils 2011, 47, 925. [Google Scholar] [CrossRef] [Green Version]
- Léran, S.; Varala, K.; Boyer, J.C.; Chiurazzi, M.; Crawford, N.; Daniel-Vedele, F.; David, L.; Dickstein, R.; Fernandez, E.; Forde, B.; et al. A unified nomenclature of nitrate transporter 1/peptide transporter family members in plants. Trends Plant Sci. 2014, 19, 5–9. [Google Scholar]
- Corratgé-Faillie, C.; Lacombe, B. Substrate (un)specificity of Arabidopsis NRT1/PTR family (NPF) proteins. J. Exp. Bot. 2017, 68, 3107–3113. [Google Scholar] [CrossRef]
- Misra, V.A.; Wafula, E.K.; Wang, Y.; de Pamphilis, C.W.; Timko, M.P. Genome-wide identification of MST, SUT and SWEET family sugar transporters in root parasitic angiosperms and analysis of their expression during host parasitism. BMC Plant Biol. 2019, 19, 196. [Google Scholar] [CrossRef] [PubMed]
- Chang, S.; Puryear, J.; Cairney, J. A simple and efficient method for isolating RNA from pine trees. Plant Mol. Biol. Rep. 1993, 11, 113–116. [Google Scholar] [CrossRef]
- Grabherr, M.G.; Haas, B.J.; Yassour, M.; Levin, J.Z.; Thompson, D.A.; Amit, I.; Adiconis, X.; Fan, L.; Raychowdhury, R.; Zeng, Q.; et al. Full-length transcriptome assembly from RNA-Seq data without a reference genome. Nat. Biotech. 2011, 29, 644–652. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Daehwan, K.; Langmead, B.; Salzberg, S.L. HISAT: A fast spliced aligner with low memory requirements. Nat. Methods 2015, 12, 357–360. [Google Scholar]
- Pertea, M.; Pertea, G.M.; Antonescu, C.M.; Chang, T.C.; Mendell, J.T.; Salzberg, S.L. StringTie enables improved reconstruction of a transcriptome from RNA-seq reads. Nat. Biotech. 2015, 33, 290–295. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Wood, D.E.; Salzberg, S.L. Kraken: Ultrafast metagenomic sequence classification using exact alignments. Genome Biol. 2014, 15, R46. [Google Scholar] [CrossRef] [Green Version]
- Shen, W.; Xiong, J. TaxonKit: A cross-platform and efficient NCBI taxonomy toolkit. BioRxiv 2019, 513523. [Google Scholar] [CrossRef] [Green Version]
- Anders, S.; Pyl, P.T.; Huber, W. HTSeq—A Python framework to work with high-throughput sequencing data. Bioinformatics 2015, 31, 166–169. [Google Scholar] [CrossRef]
- Anders, S.; Huber, W. Differential expression analysis for sequence count data. Genome Biol. 2010, 11, R106. [Google Scholar] [CrossRef] [Green Version]
- Ashburner, M.; Ball, C.A.; Blake, J.A.; Botstein, D.; Butler, H.; Cherry, J.M.; Davis, A.P.; Dolinski, K.; Dwight, S.S.; Eppig, J.T.; et al. Gene Ontology tool for the unification of biology. Nat. Genet. 2011, 25, 25–29. [Google Scholar] [CrossRef] [Green Version]
- Kanehisa, M.; Sato, Y.; Kawashima, M.; Furumichi, M.; Tanabe, M. KEGG as a reference resource for gene and protein annotation. Nucleic Acids Res. 2016, 44, 457–462. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Altschul, S.F.; Gish, W.; Miller, W.; Myers, E.W.; Lipman, D.J. Basic local alignment search tool. J. Mol. Biol. 1990, 215, 403–410. [Google Scholar] [CrossRef]
- Tenenbaum, D. KEGGREST: Client-Side REST Access to KEGG; R Package Version 1.28.0. 2020. Available online: https://bioconductor.org/packages/release/bioc/html/KEGGREST.html (accessed on 5 January 2021).
- Zhang, H.; Yohe, T.; Huang, L.; Entwistle, S.; Wu, P.; Yang, Z.; Busk, P.K.; Xu, Y.; Yin, Y. DbCAN2: A Meta server for automated carbohydrate-active enzyme annotation. Nucleic Acids Res. 2018, 46, W95–W101. [Google Scholar] [CrossRef] [PubMed] [Green Version]
Sequence ID | log2 Fold Change | Putative Function (Blastx, Refseq) | Plant Species | Query Cov. (%) | Ident. (%) | E-Value |
---|---|---|---|---|---|---|
TRINITY_DN22095_c0_g2_i2 | 12.02 | Cucumisin-like | Dendrobium catenatum | 85 | 69.68 | 0.0 |
TRINITY_DN27918_c0_g1_i6 | 11.02 | Senescence-specific cysteine protease SAG39-like | Populus euphratica | 72 | 79.52 | 2e-88 |
TRINITY_DN21619_c0_g1_i2 | 10.93 | 4,5-DOPA dioxygenase extradiol | Dendrobium catenatum | 53 | 86.98 | 1e-98 |
TRINITY_DN24828_c2_g2_i3 | 10.54 | Putative beta-glucosidase | Populus alba | 46 | 82.50 | 2e-87 |
TRINITY_DN26254_c6_g1_i1 | 10.19 | Protein NRT1/ PTR FAMILY 8.2-like | Dendrobium catenatum | 75 | 65.88 | 0.0 |
TRINITY_DN27041_c6_g2_i1 | 10.00 | Uncharacterized protein | Dendrobium catenatum | 52 | 52.40 | 3e-57 |
TRINITY_DN28711_c0_g3_i3 | 9.54 | Acidic endochitinase-like | Dendrobium catenatum | 62 | 80.41 | 1e-166 |
TRINITY_DN26462_c1_g2_i2 | 9.71 | Thaumatin-like protein 1b | Phalaenopsis equestris | 51 | 83.56 | 3e-115 |
TRINITY_DN25136_c5_g6_i3 | 9.53 | Early nodulin-like protein 2 (plastocyanin-like) | Phalaenopsis equestris | 32 | 76.70 | 2e-50 |
TRINITY_DN25901_c2_g1_i9 | 9.44 | Putative calcium-binding protein CML31 | Dendrobium catenatum | 33 | 67.13 | 2e-56 |
TRINITY_DN22366_c0_g1_i1 | 9.22 | Serine carboxypeptidase II-3 | Dendrobium concatenatum | 71 | 75.88 | 0.0 |
TRINITY_DN25614_c3_g3_i8 | 9.16 | Oryzain gamma chain-like (putative cysteine peptidase) | Dendrobium catenatum | 43 | 83.13 | 0.0 |
TRINITY_DN38600_c0_g1_i1 | 9.06 | Aspartic proteinase CDR1-like | Dendrobium catenatum | 88 | 79.73 | 0.0 |
TRINITY_DN28212_c0_g1_i1 | 9.02 | Aspartic proteinase CDR1-like | Phalaenopsis equestris | 88 | 80.28 | 0.0 |
TRINITY_DN29286_c2_g2_i7 | 8.99 | Alpha-humulene synthase-like | Phalaenopsis equestris | 82 | 67.58 | 2e-82 |
TRINITY_DN26369_c2_g2_i2 | 8.61 | Uncharacterized protein | Phalaenopsis equestris | 59 | 58.79 | 3e-47 |
TRINITY_DN63579_c0_g1_i1 | 8.55 | Copper transporter 6-like | Dendrobium catenatum | 38 | 72.36 | 5e-47 |
TRINITY_DN27909_c0_g1_i5 | 8.54 | Bidirectional sugar transporter SWEET4-like | Phalaenopsis equestris | 32 | 95.24 | 3e-29 |
TRINITY_DN23758_c0_g1_i1 | 8.50 | Heparanase-like protein 3 | Dendrobium catenatum | 70 | 68.65 | 2e-177 |
TRINITY_DN19642_c0_g1_i1 | 8.50 | Glucan endo-1,3-beta-glucosidase | Dendrobium catenatum | 78 | 72.67 | 7e-167 |
TRINITY_DN20494_c0_g1_i6 | 8.49 | EG45-like domain containing protein | Populus trichocarpa | 30 | 49.49 | 2e-20 |
TRINITY_DN28208_c3_g1_i5 | 8.39 | Glutamine synthetase nodule isozyme | Phoenix dactylifera | 32 | 87.78 | 1e-172 |
TRINITY_DN25633_c3_g1_i10 | 8.28 | Beta-hexosaminidase 3 | Dendrobium catenatum | 63 | 87.21 | 0.0 |
TRINITY_DN26416_c3_g4_i1 | 8.27 | Bidirectional sugar transporter SWEET4-like | Dendrobium catenatum | 81 | 86.79 | 1e-56 |
TRINITY_DN28361_c1_g4_i3 | 8.26 | Oligopeptide transporter 1-like | Dendrobium catenatum | 69 | 76.14 | 5e-123 |
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Valadares, R.B.S.; Marroni, F.; Sillo, F.; Oliveira, R.R.M.; Balestrini, R.; Perotto, S. A Transcriptomic Approach Provides Insights on the Mycorrhizal Symbiosis of the Mediterranean Orchid Limodorum abortivum in Nature. Plants 2021, 10, 251. https://doi.org/10.3390/plants10020251
Valadares RBS, Marroni F, Sillo F, Oliveira RRM, Balestrini R, Perotto S. A Transcriptomic Approach Provides Insights on the Mycorrhizal Symbiosis of the Mediterranean Orchid Limodorum abortivum in Nature. Plants. 2021; 10(2):251. https://doi.org/10.3390/plants10020251
Chicago/Turabian StyleValadares, Rafael B. S., Fabio Marroni, Fabiano Sillo, Renato R. M. Oliveira, Raffaella Balestrini, and Silvia Perotto. 2021. "A Transcriptomic Approach Provides Insights on the Mycorrhizal Symbiosis of the Mediterranean Orchid Limodorum abortivum in Nature" Plants 10, no. 2: 251. https://doi.org/10.3390/plants10020251
APA StyleValadares, R. B. S., Marroni, F., Sillo, F., Oliveira, R. R. M., Balestrini, R., & Perotto, S. (2021). A Transcriptomic Approach Provides Insights on the Mycorrhizal Symbiosis of the Mediterranean Orchid Limodorum abortivum in Nature. Plants, 10(2), 251. https://doi.org/10.3390/plants10020251