The Architecture of SARS-CoV-2 Transcriptome
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Abstract
SARS-CoV-2 is a betacoronavirus responsible for the COVID-19 pandemic. Although the SARS-CoV-2 genome was reported recently, its transcriptomic architecture is unknown. Utilizing two complementary sequencing techniques, we present a high-resolution map of the SARS-CoV-2 transcriptome and epitranscriptome. DNA nanoball sequencing shows that the transcriptome is highly complex owing to numerous discontinuous transcription events. In addition to the canonical genomic and 9 subgenomic RNAs, SARS-CoV-2 produces transcripts encoding unknown ORFs with fusion, deletion, and/or frameshift. Using nanopore direct RNA sequencing, we further find at least 41 RNA modification sites on viral transcripts, with the most frequent motif, AAGAA. Modified RNAs have shorter poly(A) tails than unmodified RNAs, suggesting a link between the modification and the 3' tail. Functional investigation of the unknown transcripts and RNA modifications discovered in this study will open new directions to our understanding of the life cycle and pathogenicity of SARS-CoV-2.
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The discontinuous mechanism of coronavirus transcription is confirmed by sequencing the subgenomic RNAs from cultured viruses.
“This discontinuous mechanism of transcription [26,61] is confirmed by sequencing the subgenomic RNAs from cultured viruses (Figure 4C).”
From Detailed Dissection and Critical Evaluation of the Pfizer/BioNTech and Moderna mRNA Vaccines (2021) · cites this paper as [61]
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Cites
STAR: ultrafast universal RNA-seq aligner
Dobin, A., Davis, C. A., Schlesinger, F., Drenkow, J., Zaleski, C., Jha, S., Batut, P., Chaisson, M., & Gingeras, T. R. (2013) · Bioinformatics · doi:10.1093/bioinformatics/bts635 · Cited by 51,709 · see citing works
SciPy 1.0: fundamental algorithms for scientific computing in Python
Virtanen, P., Gommers, R., Oliphant, T. E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., et al. (2020) · Nature Methods · doi:10.1038/s41592-019-0686-2 · Cited by 38,430 · see citing works
A pneumonia outbreak associated with a new coronavirus of probable bat origin
Zhou, P., Yang, X.-L., Wang, X.-G., Hu, B., Zhang, L., Zhang, W., Si, H.-R., Zhu, Y., Li, B., Huang, C.-L., et al. (2020) · Nature · doi:10.1038/s41586-020-2012-7 · Cited by 21,969 · see citing works
Karikó, K., Buckstein, M., Ni, H., & Weissman, D. (2005) · Immunity · doi:10.1016/j.immuni.2005.06.008 · Cited by 2,728 · see citing works
Flagged first, then by citations
Research works printed but not linked: 28
- Courtney D.G. Kennedy E.M. Dumm R.E. Bogerd H.P. Tsai K. Heaton N.S. Cullen B.R. Epitranscriptomic Enhancement of Influenza A Virus Gene Expression and Replication Cell Host Microbe 22 2017 377 386 28910636 PMC5615858
- Furuya T. Lai M.M. Three different cellular proteins bind to complementary sites on the 5′-end-positive and 3′-end-negative strands of mouse hepatitis virus RNA J. Virol. 67 1993 7215 7222 8230443 PMC238183
- Garalde D.R. Snell E.A. Jachimowicz D. Sipos B. Lloyd J.H. Bruce M. Pantic N. Admassu T. James P. Warland A. Highly parallel direct RNA sequencing on an array of nanopores Nat. Methods 15 2018 201 206 29334379
- Gokhale N.S. Horner S.M. RNA modifications go viral PLoS Pathog. 13 2017 e1006188 28278189 PMC5344520
- Gokhale N.S. McIntyre A.B.R. McFadden M.J. Roder A.E. Kennedy E.M. Gandara J.A. Hopcraft S.E. Quicke K.M. Vazquez C. Willer J. N6-Methyladenosine in Flaviviridae Viral RNA Genomes Regulates Infection Cell Host Microbe 20 2016 654 665 27773535 PMC5123813
- Irigoyen N. Firth A.E. Jones J.D. Chung B.Y. Siddell S.G. Brierley I. High-Resolution Analysis of Coronavirus Gene Expression by RNA Sequencing and Ribosome Profiling PLoS Pathog. 12 2016 e1005473 26919232 PMC4769073
- Kim J.M. Chung Y.S. Jo H.J. Lee N.J. Kim M.S. Woo S.H. Park S. Kim J.W. Kim H.M. Han M.G. Identification of Coronavirus Isolated from a Patient in Korea with COVID-19 Osong Public Health Res. Perspect. 11 2020 3 7 32149036 PMC7045880
- Krug R.M. Morgan M.A. Shatkin A.J. Influenza viral mRNA contains internal N6-methyladenosine and 5′-terminal 7-methylguanosine in cap structures J. Virol. 20 1976 45 53 1086370 PMC354964
- Lai M.M. Stohlman S.A. Comparative analysis of RNA genomes of mouse hepatitis viruses J. Virol. 38 1981 661 670 6165837 PMC171196
- Li H. Minimap2: pairwise alignment for nucleotide sequences Bioinformatics 34 2018 3094 3100 29750242 PMC6137996
- Liao C.L. Lai M.M. RNA recombination in a coronavirus: recombination between viral genomic RNA and transfected RNA fragments J. Virol. 66 1992 6117 6124 1326662 PMC241489
- Lichinchi G. Zhao B.S. Wu Y. Lu Z. Qin Y. He C. Rana T.M. Dynamics of Human and Viral RNA Methylation during Zika Virus Infection Cell Host Microbe 20 2016 666 673 27773536 PMC5155635
- Luytjes W. Gerritsma H. Spaan W.J. Replication of synthetic defective interfering RNAs derived from coronavirus mouse hepatitis virus-A59 Virology 216 1996 174 183 8614984 PMC7130680
- Menachery V.D. Graham R.L. Baric R.S. Jumping species-a mechanism for coronavirus persistence and survival Curr. Opin. Virol. 23 2017 1 7 28214731 PMC5474123
- Narayan P. Ayers D.F. Rottman F.M. Maroney P.A. Nilsen T.W. Unequal distribution of N6-methyladenosine in influenza virus mRNAs Mol. Cell. Biol. 7 1987 1572 1575 3600638 PMC365250
- Pathak K.B. Nagy P.D. Defective Interfering RNAs: Foes of Viruses and Friends of Virologists Viruses 1 2009 895 919 21994575 PMC3185524
- Snijder E.J. Decroly E. Ziebuhr J. The Nonstructural Proteins Directing Coronavirus RNA Synthesis and Processing Adv. Virus Res. 96 2016 59 126 27712628 PMC7112286
- Sola I. Almazán F. Zúñiga S. Enjuanes L. Continuous and Discontinuous RNA Synthesis in Coronaviruses Annu. Rev. Virol. 2 2015 265 288 26958916 PMC6025776
- Stewart H. Brown K. Dinan A.M. Irigoyen N. Snijder E.J. Firth A.E. Transcriptional and Translational Landscape of Equine Torovirus J. Virol. 92 2018 e00589-18 PMC6096809 29950409
- Stoiber M. Quick J. Egan R. Eun Lee J. Celniker S. Neely R.K. Loman N. Pennacchio L.A. Brown J. De novo Identification of DNA Modifications Enabled by Genome-Guided Nanopore Signal Processing bioRxiv 2017 10.1101/094672 · DOI
- Tomecki R. Dmochowska A. Gewartowski K. Dziembowski A. Stepien P.P. Identification of a novel human nuclear-encoded mitochondrial poly(A) polymerase Nucleic Acids Res. 32 2004 6001 6014 15547249 PMC534615
- Tvarogová J. Madhugiri R. Bylapudi G. Ferguson L.J. Karl N. Ziebuhr J. Identification and Characterization of a Human Coronavirus 229E Nonstructural Protein 8-Associated RNA 3′-Terminal Adenylyltransferase Activity J. Virol. 93 2019 e00291-19 30918070 PMC6613758
- Viehweger A. Krautwurst S. Lamkiewicz K. Madhugiri R. Ziebuhr J. Hölzer M. Marz M. Direct RNA nanopore sequencing of full-length coronavirus genomes provides novel insights into structural variants and enables modification analysis Genome Res. 29 2019 1545 1554 31439691 PMC6724671
- Warkocki Z. Liudkovska V. Gewartowska O. Mroczek S. Dziembowski A. Terminal nucleotidyl transferases (TENTs) in mammalian RNA metabolism Philos. Trans. R. Soc. Lond. B Biol. Sci. 373 2018 20180162 30397099 PMC6232586
- Williams G.D. Gokhale N.S. Horner S.M. Regulation of Viral Infection by the RNA Modification N6-Methyladenosine Annu. Rev. Virol. 6 2019 235 253 31283446 PMC6884077
- Wu H.Y. Ke T.Y. Liao W.Y. Chang N.Y. Regulation of coronaviral poly(A) tail length during infection PLoS ONE 8 2013 e70548 23923003 PMC3726627
- Yogo Y. Hirano N. Hino S. Shibuta H. Matumoto M. Polyadenylate in the virion RNA of mouse hepatitis virus J. Biochem. 82 1977 1103 1108 200604 PMC7109782
- Zhu N. Zhang D. Wang W. Li X. Yang B. Song J. Zhao X. Huang B. Shi W. Lu R. China Novel Coronavirus Investigating and Research Team A Novel Coronavirus from Patients with Pneumonia in China, 2019 N. Engl. J. Med. 382 2020 727 733 31978945 PMC7092803
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Qu, L., Yi, Z., Shen, Y., Lin, L., Chen, F., Xu, Y., Wu, Z., Tang, H., Zhang, X., Tian, F., et al. (2021) · doi:10.1101/2021.03.16.435594 · Cited by 636 · see citing works
Hodgson, S. H., Mansatta, K., Mallett, G., Harris, V., Emary, K. R. W., & Pollard, A. J. (2021) · The Lancet Infectious Diseases · doi:10.1016/s1473-3099(20)30773-8 · Cited by 633 · see citing works
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Davidson, A. D., Williamson, M. K., Lewis, S., Shoemark, D., Carroll, M. W., Heesom, K. J., Zambon, M., Ellis, J., Lewis, P. A., Hiscox, J. A., et al. (2020) · Genome Medicine · doi:10.1186/s13073-020-00763-0 · Cited by 457 · see citing works
The Human Pangenome Project: a global resource to map genomic diversity
Wang, T., Antonacci-Fulton, L., Howe, K., Lawson, H. A., Lucas, J. K., Phillippy, A. M., Popejoy, A. B., Asri, M., Carson, C., Chaisson, M. J. P., et al. (2022) · Nature · doi:10.1038/s41586-022-04601-8 · Cited by 494 · see citing works
Combinatorial optimization of mRNA structure, stability, and translation for RNA-based therapeutics
Leppek, K., Byeon, G. W., Kladwang, W., Wayment-Steele, H. K., Kerr, C. H., Xu, A. F., Kim, D. S., Topkar, V. V., Choe, C., Rothschild, D., et al. (2022) · Nature Communications · doi:10.1038/s41467-022-28776-w · Cited by 399 · see citing works
Self-citationCombinatorial optimization of mRNA structure, stability, and translation for RNA-based therapeutics
Leppek, K., Byeon, G. W., Kladwang, W., Wayment-Steele, H. K., Kerr, C. H., Xu, A. F., Kim, D. S., Topkar, V. V., Choe, C., Rothschild, D., et al. (2021) · doi:10.1101/2021.03.29.437587 · Cited by 399 · see citing works
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Zheng, Y., Zhuang, M.-W., Han, L., Zhang, J., Nan, M.-L., Zhan, P., Kang, D., Liu, X., Gao, C., & Wang, P.-H. (2020) · Signal Transduction and Targeted Therapy · doi:10.1038/s41392-020-00438-7 · Cited by 302 · see citing works
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Ravindra, N. G., Alfajaro, M. M., Gasque, V., Huston, N. C., Wan, H., Szigeti-Buck, K., Yasumoto, Y., Greaney, A. M., Habet, V., Chow, R. D., et al. (2021) · PLOS Biology · doi:10.1371/journal.pbio.3001143 · Cited by 258 · see citing works
Three-dimensional human alveolar stem cell culture models reveal infection response to SARS-CoV-2
Youk, J., Kim, T., Evans, K. V., Jeong, Y.-I., Hur, Y., Hong, S. P., Kim, J. H., Yi, K., Kim, S. Y., Na, K. J., et al. (2020) · Cell Stem Cell · doi:10.1016/j.stem.2020.10.004 · Cited by 266 · see citing works
Self-citationDetailed Dissection and Critical Evaluation of the Pfizer/BioNTech and Moderna mRNA Vaccines
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Bailey, A. L., Dmytrenko, O., Greenberg, L., Bredemeyer, A. L., Ma, P., Liu, J., Penna, V., Winkler, E. S., Sviben, S., Brooks, E., et al. (2021) · JACC: Basic to Translational Science · doi:10.1016/j.jacbts.2021.01.002 · Cited by 193 · see citing works
Profiling SARS-CoV-2 HLA-I peptidome reveals T cell epitopes from out-of-frame ORFs
Weingarten-Gabbay, S., Klaeger, S., Sarkizova, S., Pearlman, L. R., Chen, D.-Y., Gallagher, K. M. E., Bauer, M. R., Taylor, H. B., Dunn, W. A., Tarr, C., et al. (2021) · Cell · doi:10.1016/j.cell.2021.05.046 · Cited by 147 · see citing works
Thacker, V. V., Sharma, K., Dhar, N., Mancini, G.-F., Sordet-Dessimoz, J., & McKinney, J. D. (2021) · The EMBO Reports · doi:10.15252/embr.202152744 · Cited by 142 · see citing works
COVID-19 Compared to Other Pandemic Diseases
Pitlik, S. D. (2020) · Rambam Maimonides Medical Journal · doi:10.5041/rmmj.10418 · Cited by 100 · see citing works
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Pancer, K., Milewska, A., Owczarek, K., Dabrowska, A., Kowalski, M., Łabaj, P. P., Branicki, W., Sanak, M., & Pyrc, K. (2020) · PLOS Pathogens · doi:10.1371/journal.ppat.1008959 · Cited by 83 · see citing works
Bein, A., Kim, S., Goyal, G., Cao, W., Fadel, C., Naziripour, A., Sharma, S., Swenor, B., LoGrande, N., Nurani, A., et al. (2021) · Frontiers in Pharmacology · doi:10.3389/fphar.2021.718484 · Cited by 83 · see citing works
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Baek, A., Lee, G.-E., Golconda, S., Rayhan, A., Manganaris, A. A., Chen, S., Tirumuru, N., Yu, H., Kim, S., Kimmel, C., et al. (2024) · Nature Microbiology · doi:10.1038/s41564-024-01638-5 · Cited by 52 · see citing works
Corbett, K. S., Nason, M. C., Flach, B., Gagne, M., O’ Connell, S., Johnston, T. S., Shah, S. N., Edara, V. V., Floyd, K., Lai, L., et al. (2021) · doi:10.1101/2021.04.20.440647 · Cited by 43 · see citing works
- Authors
- Kim, D., Lee, J.-Y., Yang, J.-S., Kim, J. W., Kim, V. N., & Chang, H.
- Affiliations
- Korea National Institute of Health (KR)
- Seoul National University (KR)
- Corresponding author
- Kim, V. Narry
- Chang, Hyeshik
- Venue
- Cell
- Publisher
- Elsevier BV
- Published
- 2020-05
- Volume
- 181
- Issue
- 4
- Pages
- 914-921.e10
- ISSN
- 0092-8674 (ISSN-L)
- PMC
- PMC7179501
- OpenAlex
- W3017680297
- Cited by
- 2,123
- References
- 4
- Citations by year
- 2026: 94 · 2025: 150 · 2024: 225 · 2023: 278 · 2022: 449 · 2021: 604 · 2020: 320 · 2019: 2
- FWCI
- 52.65
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Cell (publishedVersion)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Seoul National University Open Repository (Seoul National University) (submittedVersion)
- Funders
- Seoul National University
- Korea Centers for Disease Control and Prevention (19-NG044, 4845-300)
- Ministry of Science, ICT and Future Planning
- Ministry of Education
- Ministry of Science and ICT, South Korea (IBS-R008-D1)
- Topics
- Health Sciences › Medicine › Infectious Diseases › SARS-CoV-2 and COVID-19 Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › RNA Research and Splicing
- Keywords
- SARS-CoV-2, viral transcriptome, epitranscriptome, RNA modification, subgenomic RNA, discontinuous transcription, alternative splicing, open reading frames, poly(A) tail, nanopore direct RNA sequencing, viral life cycle
- MeSH terms
- Betacoronavirus, SARS-CoV-2, Animals, Chlorocebus aethiops, RNA Processing, Post-Transcriptional, RNA, Viral, Vero Cells, Sequence Analysis, RNA, Epigenesis, Genetic, Transcriptome
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