Using network extracted ontologies to identify novel genes with roles in appressorium development in the rice blast fungus magnaporthe oryzae
Open accessAbstract
Magnaporthe oryzae is the causal agent of rice blast disease, the most important infection of rice worldwide. Half the world’s population depends on rice for its primary caloric intake and, as such, rice blast poses a serious threat to food security. The stages of M. oryzae infection are well defined, with the formation of an appressorium, a cell type that allows penetration of the plant cuticle, particularly well studied. However, many of the key pathways and genes involved in this disease stage are yet to be identified. In this study, I have used network-extracted ontologies (NeXOs), hierarchical structures inferred from RNA-Seq data, to identify pathways involved in appressorium development, which in turn highlights novel genes with potential roles in this process. This study illustrates the use of NeXOs for pathway identification from large-scale genomics data and also identifies novel genes with potential roles in disease. The methods presented here will be useful to study disease processes in other pathogenic species and these data represent predictions of novel targets for intervention in M. oryzae.
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Another study generated a multiscale hierarchical map from a co-expression network of a pathogenic fungus; this map was used to identify clusters in the hierarchy associated with plant cell infection, determining genes not previously reported to function in these pathways.
“Another study generated a multiscale hierarchical map from a co-expression network of a pathogenic fungus; this map was used to identify clusters in the hierarchy associated with plant cell infection, determining genes not previously reported to function in these pathways (Ames, 2017).”
From Mapping the multiscale structure of biological systems (2021) · cites this paper as Ames, 2017
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Cites
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing
Benjamini, Y., & Hochberg, Y. (1995) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1995.tb02031.x · Cited by 109,482 · see citing works
Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2
Love, M. I., Huber, W., & Anders, S. (2014) · Genome Biology · doi:10.1186/s13059-014-0550-8 · Cited by 95,106 · see citing works
The Sequence Alignment/Map format and SAMtools
Li, H., Handsaker, B., Wysoker, A., Fennell, T., Ruan, J., Homer, N., Marth, G., Abecasis, G., Durbin, R., & 1000 Genome Project Data Processing Subgroup (2009) · Bioinformatics · doi:10.1093/bioinformatics/btp352 · Cited by 62,041 · see citing works
Fast gapped-read alignment with Bowtie 2
Langmead, B., & Salzberg, S. L. (2012) · Nature Methods · doi:10.1038/nmeth.1923 · Cited by 56,400 · see citing works
Gene Ontology: tool for the unification of biology
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. (2000) · Nature Genetics · doi:10.1038/75556 · Cited by 43,206 · see citing works
Robinson, M. D., McCarthy, D. J., & Smyth, G. K. (2010) · Bioinformatics · doi:10.1093/bioinformatics/btp616 · Cited by 41,364 · see citing works
KEGG: Kyoto Encyclopedia of Genes and Genomes
Kanehisa, M. (2000) · Nucleic Acids Research · doi:10.1093/nar/28.1.27 · Cited by 37,077 · see citing works
KEGG: Kyoto Encyclopedia of Genes and Genomes
Ogata, H., Goto, S., Sato, K., Fujibuchi, W., Bono, H., & Kanehisa, M. (1999) · Nucleic Acids Research · doi:10.1093/nar/27.1.29 · Cited by 31,232 · see citing works
WGCNA: an R package for weighted correlation network analysis
Langfelder, P., & Horvath, S. (2008) · BMC Bioinformatics · doi:10.1186/1471-2105-9-559 · Cited by 27,252 · see citing works
featureCounts: an efficient general purpose program for assigning sequence reads to genomic features
Liao, Y., Smyth, G. K., & Shi, W. (2014) · Bioinformatics · doi:10.1093/bioinformatics/btt656 · Cited by 27,219 · see citing works
Mapping and quantifying mammalian transcriptomes by RNA-Seq
Mortazavi, A., Williams, B. A., McCue, K., Schaeffer, L., & Wold, B. (2008) · Nature Methods · doi:10.1038/nmeth.1226 · Cited by 13,696 · see citing works
Conesa, A., Götz, S., Garcia-Gomez, J. M., Terol, J., Talón, M., & Robles, M. (2005) · Bioinformatics · doi:10.1093/bioinformatics/bti610 · Cited by 11,417 · see citing works
NCBI GEO: archive for functional genomics data sets—update
Barrett, T., Wilhite, S. E., Ledoux, P., Evangelista, C., Kim, I. F., Tomashevsky, M., Marshall, K. A., Phillippy, K. H., Sherman, P. M., Holko, M., et al. (2012) · Nucleic Acids Research · doi:10.1093/nar/gks1193 · Cited by 10,418 · see citing works
Regulation of the mevalonate pathway
Goldstein, J. L., & Brown, M. S. (1990) · Nature · doi:10.1038/343425a0 · Cited by 5,394 · see citing works
The Top 10 fungal pathogens in molecular plant pathology.
Dean, R., van Kan, J. V., Pretorius, Z., Hammond-Kosack, K., Pietro, A. D., Spanu, P., Rudd, J., Dickman, M., Kahmann, R., Ellis, J., et al. (2012) · Molecular plant pathology · doi:10.1111/j.1364-3703.2011.00783.x · Cited by 4,429 · see citing works
The Transcriptional Landscape of the Yeast Genome Defined by RNA Sequencing
Nagalakshmi, U., Wang, Z., Waern, K., Shou, C., Raha, D., Gerstein, M., & Snyder, M. (2008) · Science · doi:10.1126/science.1158441 · Cited by 2,479 · see citing works
Highly Integrated Single-Base Resolution Maps of the Epigenome in Arabidopsis
Lister, R., O’Malley, R. C., Tonti‐Filippini, J., Gregory, B. D., Berry, C. C., Millar, A. H., & Ecker, J. R. (2008) · Cell · doi:10.1016/j.cell.2008.03.029 · Cited by 2,424 · see citing works
The genome sequence of the rice blast fungus Magnaporthe grisea
Dean, R. A., Talbot, N. J., Ebbole, D. J., FARMAN, M. L., Mitchell, T. K., Orbach, M. J., Thon, M. R., Kulkarni, R. D., Xu, J., Pan, H. H., et al. (2005) · Nature · doi:10.1038/nature03449 · Cited by 1,652 · see citing works
What it will take to Feed 5.0 Billion Rice consumers in 2030
Khush, G. S. (2005) · Plant Molecular Biology · doi:10.1007/s11103-005-2159-5 · Cited by 1,424 · see citing works
McKinney, J. D., zu Bentrup, K. H., Muñoz‐Elías, E. J., Miczák, A., Chen, B., Chan, W.-T., Swenson, D. L., Sacchettini, J. C., Jacobs, W. R., & Russell, D. G. (2000) · Nature · doi:10.1038/35021074 · Cited by 1,361 · see citing works
Under pressure: investigating the biology of plant infection by Magnaporthe oryzae
Wilson, R. A., & Talbot, N. J. (2009) · Nature Reviews Microbiology · doi:10.1038/nrmicro2032 · Cited by 1,095 · see citing works
Stem cell transcriptome profiling via massive-scale mRNA sequencing
Cloonan, N., Forrest, A. R. R., Kolle, G., Gardiner, B. B. A., Faulkner, G. J., Brown, M. K., Taylor, D. F., Steptoe, A. L., Wani, S., Bethel, G., et al. (2008) · Nature Methods · doi:10.1038/nmeth.1223 · Cited by 1,035 · cited 1× · see citing works
“These methods have been applied to yeast [20], Arabidopsis thaliana [21], mouse [22] and human [23].”
MethodXu, J., & Hamer, J. E. (1996) · Genes & Development · doi:10.1101/gad.10.21.2696 · Cited by 777 · see citing works
The glyoxylate cycle is required for fungal virulence
Lorenz, M. C., & Fink, G. R. (2001) · Nature · doi:10.1038/35083594 · Cited by 745 · see citing works
Glycerol generates turgor in rice blast
de Jong, J. C., McCormack, B. J., Smirnoff, N., & Talbot, N. J. (1997) · Nature · doi:10.1038/38418 · Cited by 561 · see citing works
Autophagic Fungal Cell Death Is Necessary for Infection by the Rice Blast Fungus
Veneault‐Fourrey, C., Barooah, M., Egan, M. J., Wakley, G. E., & Talbot, N. J. (2006) · Science · doi:10.1126/science.1124550 · Cited by 530 · see citing works
Ensembl Genomes 2016: more genomes, more complexity
Kersey, P. J., Allen, J. E., Armean, I. M., Boddu, S., Bolt, B. J., Carvalho‐Silva, D., Christensen, M. B., Davis, P. A., Falin, L. J., Grabmüller, C., et al. (2015) · Nucleic Acids Research · doi:10.1093/nar/gkv1209 · Cited by 503 · see citing works
Thines, E., Weber, R. W. S., & Talbot, N. J. (2000) · The Plant Cell · doi:10.1105/tpc.12.9.1703 · Cited by 421 · see citing works
Wang, Z., Thornton, C. R., Kershaw, M. J., Li, D., & Talbot, N. J. (2003) · Molecular Microbiology · doi:10.1046/j.1365-2958.2003.03412.x · Cited by 411 · see citing works
Oide, S., Moeder, W., Krasnoff, S. B., Gibson, D. M., Haas, H., Yoshioka, K., & Turgeon, B. G. (2006) · The Plant Cell · doi:10.1105/tpc.106.045633 · Cited by 350 · see citing works
Kershaw, M. J., & Talbot, N. J. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0901477106 · Cited by 319 · see citing works
Adachi, K., & Hamer, J. E. (1998) · The Plant Cell · doi:10.1105/tpc.10.8.1361 · Cited by 243 · see citing works
Wang, Z., Soanes, D. M., Kershaw, M. J., & Talbot, N. J. (2007) · Molecular Plant-Microbe Interactions · doi:10.1094/mpmi-20-5-0475 · Cited by 224 · see citing works
Pathogen Variability and Host Resistance in Rice Blast Disease
Ou, S. H. (1980) · Annual Review of Phytopathology · doi:10.1146/annurev.py.18.090180.001123 · Cited by 204 · see citing works
Oh, Y., Donofrio, N. M., Pan, H. H., Coughlan, S., Brown, D. E., Meng, S., Mitchell, T. K., & Dean, R. A. (2008) · Genome biology · doi:10.1186/gb-2008-9-5-r85 · Cited by 197 · see citing works
A gene ontology inferred from molecular networks
Dutkowski, J., Kramer, M., Surma, M. A., Balakrishnan, R., Cherry, J. M., Krogan, N. J., & Ideker, T. (2013) · Nature Biotechnology · doi:10.1038/nbt.2463 · Cited by 184 · see citing works
Soanes, D. M., Chakrabarti, A., Paszkiewicz, K. H., Dawe, A. L., & Talbot, N. J. (2012) · PLoS Pathogens · doi:10.1371/journal.ppat.1002514 · Cited by 179 · see citing works
Cell Cycle–Mediated Regulation of Plant Infection by the Rice Blast Fungus
Saunders, D. G. O., Aves, S. J., & Talbot, N. J. (2010) · The Plant Cell · doi:10.1105/tpc.109.072447 · Cited by 170 · see citing works
Lee, B.-N., Kroken, S., Chou, D. Y.-T., Robbertse, B., Yoder, O. C., & Turgeon, B. G. (2005) · Eukaryotic Cell · doi:10.1128/ec.4.3.545-555.2005 · Cited by 141 · see citing works
Thines, E., Weber, R. W. S., & Talbot, N. J. (2000) · The Plant Cell · doi:10.2307/3871184 · Cited by 141 · see citing works
Identification of an Abscisic Acid Gene Cluster in the Grey Mold Botrytis cinerea
Siewers, V., Kokkelink, L., Smedsgaard, J., & Tudzynski, P. (2006) · Applied and Environmental Microbiology · doi:10.1128/aem.02919-05 · Cited by 136 · see citing works
Saunders, D. G. O., Dagdas, Y., & Talbot, N. J. (2010) · The Plant Cell · doi:10.1105/tpc.110.074492 · Cited by 119 · see citing works
Hirai, N., Yoshida, R., Todoroki, Y., & Ohigashi, H. (2000) · Bioscience Biotechnology and Biochemistry · doi:10.1271/bbb.64.1448 · Cited by 115 · see citing works
Crucial Roles of Abscisic Acid Biogenesis in Virulence of Rice Blast Fungus Magnaporthe oryzae
Spence, C., Lakshmanan, V., Donofrio, N. M., & Bais, H. P. (2015) · Frontiers in Plant Science · doi:10.3389/fpls.2015.01082 · Cited by 100 · see citing works
Park, S.-W., Bae, J., Kim, K.-S., Park, S. H., Lee, B.-H., Choi, J., Park, J.-Y., Ha, S., Kim, Y.-L., Kwon, T., et al. (2004) · Experimental & Molecular Medicine · doi:10.1038/emm.2004.29 · Cited by 86 · see citing works
Mathioni, S. M., Beló, A., Rizzo, C. J., Dean, R. A., & Donofrio, N. M. (2011) · BMC Genomics · doi:10.1186/1471-2164-12-49 · Cited by 85 · see citing works
Inferring gene ontologies from pairwise similarity data
Kramer, M. H., Dutkowski, J., Yu, M., Bafna, V., & Ideker, T. (2014) · Bioinformatics · doi:10.1093/bioinformatics/btu282 · Cited by 78 · see citing works
Gowda, M., Venu, R. C., Raghupathy, M. B., Nobuta, K., Li, H., Wing, R. A., Stahlberg, E. A., Couglan, S., Haudenschild, C. D., Dean, R. A., et al. (2006) · BMC Genomics · doi:10.1186/1471-2164-7-310 · Cited by 67 · see citing works
Liu, T., Chen, G., Min, H., & Lin, F. (2009) · Journal of Zhejiang University SCIENCE B · doi:10.1631/jzus.b0920017 · Cited by 59 · see citing works
The prediction of protein-protein interaction networks in rice blast fungus
He, F., Zhang, Y., Chen, H., Zhang, Z., & Peng, Y. (2008) · BMC Genomics · doi:10.1186/1471-2164-9-519 · Cited by 56 · see citing works
Protein kinase C is essential for viability of the rice blast fungus M agnaporthe oryzae
Penn, T. J., Wood, M. E., Soanes, D. M., Csukai, M., Corran, A. J., & Talbot, N. J. (2015) · Molecular Microbiology · doi:10.1111/mmi.13132 · Cited by 47 · see citing works
Cryptic promoter activity in the coding region of the HMG-CoA reductase gene in Fusarium graminearum
Seong, K., Li, L., Hou, Z., Tracy, M. E., Kistler, H. C., & Xu, J. (2005) · Fungal Genetics and Biology · doi:10.1016/j.fgb.2005.10.002 · Cited by 40 · see citing works
Gene Ontology annotation of the rice blast fungus, Magnaporthe oryzae
Meng, S., Brown, D. E., Ebbole, D. J., Torto-Alalibo, T. A., Oh, Y., Deng, J., Mitchell, T. K., & Dean, R. A. (2009) · BMC Microbiology · doi:10.1186/1471-2180-9-s1-s8 · Cited by 37 · see citing works
Genome-Wide Analysis of Hypoxia-Responsive Genes in the Rice Blast Fungus, Magnaporthe oryzae
Choi, J., Chung, H., Lee, G.-W., Koh, S.-K., Chae, S., & Lee, Y. (2015) · PLoS ONE · doi:10.1371/journal.pone.0134939 · Cited by 25 · see citing works
Siri of the Cell: What Biology Could Learn from the iPhone
Carvunis, A., & Ideker, T. E. (2014) · Cell · doi:10.1016/j.cell.2014.03.009 · Cited by 23 · see citing works
NeXO Web: the NeXO ontology database and visualization platform
Dutkowski, J., Ono, K., Kramer, M. H., Yu, M., Pratt, D. R., Demchak, B., & Ideker, T. E. (2013) · Nucleic Acids Research · doi:10.1093/nar/gkt1192 · Cited by 16 · see citing works
Ames, R. M., MacPherson, J. I., Pinney, J. W., Lovell, S. C., & Robertson, D. L. (2013) · PLoS ONE · doi:10.1371/journal.pone.0062670 · Cited by 12 · see citing works
Self-citationSato, K., Nishi, N., & Nomizu, M. (2004) · Archives of Biochemistry and Biophysics · doi:10.1016/j.abb.2004.01.014 · Cited by 10 · see citing works
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- Authors
- Ames, R.
- Affiliations
- University of Exeter (GB)
- Corresponding author
- Ames, Ryan
- ORCID
- Ames, Ryan
- Venue
- Microorganisms
- Publisher
- MDPI AG
- Published
- 2017-01-17
- Volume
- 5
- Issue
- 1
- Pages
- 3
- ISSN
- 2076-2607 (ISSN-L)
- PMC
- PMC5374380
- OpenAlex
- W2574522793
- Cited by
- 10
- References
- 58
- Citations by year
- 2021: 3 · 2020: 1 · 2019: 1 · 2018: 4 · 2017: 1
- FWCI
- 0.78
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Microorganisms (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Figshare (submittedVersion)
- Open Research Exeter (University of Exeter) (submittedVersion, cc-by)
- Funders
- Wellcome Trust (WT105618MA)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Fungal and yeast genetics research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Bioinformatics and Genomic Networks
- Life Sciences › Agricultural and Biological Sciences › Plant Science › Plant Disease Resistance and Genetics
- Keywords
- Magnaporthe oryzae, rice blast, appressorium formation, gene function prediction, novel genes, plant pathogenic fungi, RNA-seq
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