Next Generation Sequencing, and Development of a Pipeline as a Tool for the Detection and Discovery of Citrus Pathogens to Facilitate Safer Germplasm Exchange
Abstract
:1. Introduction
2. Materials and Methods
2.1. Plant Samples
2.2. Sample Processing and Library Construction
2.3. Workflow for Bioinformatics Analysis
2.4. Pathogen Detection
2.5. Real-Time PCR Assays
2.6. Testing Inventory of Pathogen-Positive Plants
3. Results
3.1. Bioinformatics Analysis of NGS Data
3.2. Detection of Pathogen Sequences
3.3. Insect Viruses and Bacteria
3.4. Suppression of Viruses
3.5. Analysis of Samples Infected with “Fatal Yellows” Disease
3.6. Analysis of BWYV Sequences
3.7. Analysis of Citrus Blight-Associated Pararetrovirus Sequences
3.8. Real-Time PCR Analysis for Detection of New Citrus Viruses
3.9. Multiple Copies of CBaPRV Integrated into Citrus Genomes
4. Discussion
4.1. NGS Is Becoming a Method of Choice for Pathogen Detection in Multiple Crop Plants
4.2. NGS Facilitates the Genome Characterization of Viruses and the Discovery of Both Viral and Bacterial Pathogens including New Citrus Viruses
4.3. NGS Analysis Discovered New Citrus Viruses
4.4. Relevance of Citrus Blight-Associated Pararetrovirus Genome Sequence
4.5. Detection of Viruses and Bacteria from Insect Pests
4.6. Pathogen Status of Citrus Relatives Held in Quarantine
4.7. Requirements for the Use of NGS as a Regulatory Test for Detection of Pathogens
4.8. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Disclaimer
References
- Reuther, W. The Citrus Clonal Protection Program. Calif. Agric. 1981, 35, 30–32. [Google Scholar]
- Roistacher, C.N. Graft Transmissible Diseases of Citrus. Handbook for Detection and Diagnosis; F.A.O.: Rome, Italy, 1991; p. 283. [Google Scholar]
- Al Rwahnih, M.; Daubert, S.; Golino, D.; Islas, C.; Rowhani, A. Comparison of Next-Generation Sequencing Versus Biological Indexing for the Optimal Detection of Viral Pathogens in Grapevine. Phytopathology 2015, 105, 758–763. [Google Scholar] [CrossRef] [PubMed]
- Maclot, F.; Candresse, T.; Filloux, D.; Malmstrom, C.M.; Roumagnac, P.; van der Vlugt, R.; Massart, S. Illuminating an Ecological Blackbox: Using High Throughput Sequencing to Characterize the Plant Virome Across Scales. Front. Microbiol. 2020, 11, 578064. [Google Scholar] [CrossRef] [PubMed]
- Lebas, B.; Adams, I.; Al Rwahnih, M.; Baeyen, S.; Bilodeau, G.J.; Blouin, A.G.; Boonham, N.; Candresse, T.; Chandelier, A.; De Jonghe, K.; et al. Facilitating the adoption of high-throughput sequencing technologies as a plant pest diagnostic test in laboratories: A step-by-step description. EPPO Bull. 2022, 52, 394–418. [Google Scholar] [CrossRef]
- Massart, S.; Olmos, A.; Jijakli, H.; Candresse, T. Current impact and future directions of high throughput sequencing in plant virus diagnostics. Virus Res. 2014, 188, 90–96. [Google Scholar] [CrossRef] [PubMed]
- Hadidi, A.; Flores, R.; Candresse, T.; Barba, M. Next-Generation Sequencing and Genome Editing in Plant Virology. Front. Microbiol. 2016, 7, 1325. [Google Scholar] [CrossRef] [PubMed]
- Massart, S.; Adams, I.; Al Rwahnih, M.; Baeyen, S.; Bilodeau, G.J.; Blouin, A.G.; Boonham, N.; Candresse, T.; Chandellier, A.; De Jonghe, K.; et al. Guidelines for the reliable use of high throughput sequencing technologies to detect plant pathogens and pests. Peer Community J. 2022, 2, e62. [Google Scholar] [CrossRef]
- Villamor, D.E.V.; Ho, T.; Al Rwahnih, M.; Martin, R.R.; Tzanetakis, I.E. High Throughput Sequencing For Plant Virus Detection and Discovery. Phytopathology 2019, 109, 716–725. [Google Scholar] [CrossRef] [PubMed]
- Marais, A.; Faure, C.; Mustafayev, E.; Barone, M.; Alioto, D.; Candresse, T. Characterization by Deep Sequencing of Prunus virus T, a Novel Tepovirus Infecting Prunus Species. Phytopathology 2015, 105, 135–140. [Google Scholar] [CrossRef]
- Rott, M.E.; Kesanakurti, P.; Berwarth, C.; Rast, H.; Boyes, I.; Phelan, J.; Jelkmann, W. Discovery of Negative-Sense RNA Viruses in Trees Infected with Apple Rubbery Wood Disease by Next-Generation Sequencing. Plant Dis. 2018, 102, 1254–1263. [Google Scholar] [CrossRef]
- Al Rwahnih, M.; Daubert, S.; Golino, D.; Rowhani, A. Deep sequencing analysis of RNAs from a grapevine showing Syrah decline symptoms reveals a multiple virus infection that includes a novel virus. Virology 2009, 387, 395–401. [Google Scholar] [CrossRef]
- Villamor, D.E.; Mekuria, T.A.; Pillai, S.S.; Eastwell, K.C. High-Throughput Sequencing Identifies Novel Viruses in Nectarine: Insights to the Etiology of Stem-Pitting Disease. Phytopathology 2016, 106, 519–527. [Google Scholar] [CrossRef]
- Loconsole, G.; Saldarelli, P.; Doddapaneni, H.; Savino, V.; Martelli, G.P.; Saponari, M. Identification of a single-stranded DNA virus associated with citrus chlorotic dwarf disease, a new member in the family Geminiviridae. Virology 2012, 432, 162–172. [Google Scholar] [CrossRef]
- Loconsole, G.; Onelge, N.; Potere, O.; Giampetruzzi, A.; Bozan, O.; Satar, S.; De Stradis, A.; Savino, V.; Yokomi, R.K.; Saponari, M. Identification and characterization of citrus yellow vein clearing virus, a putative new member of the genus Mandarivirus. Phytopathology 2012, 102, 1168–1175. [Google Scholar] [CrossRef]
- Roy, A.; Choudhary, N.; Guillermo, L.M.; Shao, J.; Govindarajulu, A.; Achor, D.; Wei, G.; Picton, D.D.; Levy, L.; Nakhla, M.K.; et al. A novel virus of the genus Cilevirus causing symptoms similar to citrus leprosis. Phytopathology 2013, 103, 488–500. [Google Scholar] [CrossRef]
- Vives, M.C.; Velázquez, K.; Pina, J.A.; Moreno, P.; Guerri, J.; Navarro, L. Identification of a new enamovirus associated with citrus vein enation disease by deep sequencing of small RNAs. Phytopathology 2013, 103, 1077–1086. [Google Scholar] [CrossRef]
- Tan, S.H.; Osman, F.; Bodaghi, S.; Dang, T.; Greer, G.; Huang, A.; Hammado, S.; Abu-Hajar, S.; Campos, R.; Vidalakis, G. Full genome characterization of 12 citrus tatter leaf virus isolates for the development of a detection assay. PLoS ONE 2019, 14, e0223958. [Google Scholar] [CrossRef]
- Kwon, S.J.; Bodaghi, S.; Dang, T.; Gadhave, K.R.; Ho, T.; Osman, F.; Al Rwahnih, M.; Tzanetakis, I.E.; Simon, A.E.; Vidalakis, G. Complete Nucleotide Sequence, Genome Organization, and Comparative Genomic Analyses of Citrus Yellow-Vein Associated Virus (CYVaV). Front. Microbiol. 2021, 12, 683130. [Google Scholar] [CrossRef] [PubMed]
- Dang, T.; Lavagi-Craddock, I.; Bodaghi, S.; Vidalakis, G. Next-Generation Sequencing Identification and Characterization of MicroRNAs in Dwarfed Citrus Trees Infected with Citrus Dwarfing Viroid in High-Density Plantings. Front. Microbiol. 2021, 12, 646273. [Google Scholar] [CrossRef] [PubMed]
- Dang, T.; Wang, H.; Espindola, A.; Habiger, J.; Vidalakis, G.; Cardwell, K. Development and statistical validation of e-probe diagnostic nucleic acid analysis (EDNA) detection assays for the detection of citrus pathogens from raw high throughput sequencing data. PhytoFrontiers 2022, 3, 113–123. [Google Scholar] [CrossRef]
- Ho, T.; Tzanetakis, I.E. Development of a virus detection and discovery pipeline using next generation sequencing. Virology 2014, 471–473, 54–60. [Google Scholar] [CrossRef]
- Zheng, Y.; Gao, S.; Padmanabhan, C.; Li, R.; Galvez, M.; Gutierrez, D.; Fuentes, S.; Ling, K.S.; Kreuze, J.; Fei, Z. VirusDetect: An automated pipeline for efficient virus discovery using deep sequencing of small RNAs. Virology 2017, 500, 130–138. [Google Scholar] [CrossRef] [PubMed]
- Navarro, B.; Minutolo, M.; De Stradis, A.; Palmisano, F.; Alioto, D.; Di Serio, F. The first phlebo-like virus infecting plants: A case study on the adaptation of negative-stranded RNA viruses to new hosts. Mol. Plant Pathol. 2018, 19, 1075–1089. [Google Scholar] [CrossRef] [PubMed]
- Navarro, B.; Zicca, S.; Minutolo, M.; Saponari, M.; Alioto, D.; Di Serio, F. A Negative-Stranded RNA Virus Infecting Citrus Trees: The Second Member of a New Genus within the Order Bunyavirales. Front. Microbiol. 2018, 9, 2340. [Google Scholar] [CrossRef] [PubMed]
- Bester, R.; Steyn, C.; Breytenbach, J.H.J.; de Bruyn, R.; Cook, G.; Maree, H.J. Reproducibility and Sensitivity of High-Throughput Sequencing (HTS)-Based Detection of Citrus Tristeza Virus and Three Citrus Viroids. Plants 2022, 11, 1939. [Google Scholar] [CrossRef] [PubMed]
- Jooste, T.L.; Visser, M.; Cook, G.; Burger, J.T.; Maree, H.J. In Silico Probe-Based Detection of Citrus Viruses in NGS Data. Phytopathology 2017, 107, 988–993. [Google Scholar] [CrossRef] [PubMed]
- Singh, K.; Zouhar, M.; Mazakova, J.; Rysanek, P. Genome wide identification of the immunophilin gene family in Leptosphaeria maculans: A causal agent of Blackleg disease in Oilseed Rape (Brassica napus). Omics 2014, 18, 645–657. [Google Scholar] [CrossRef] [PubMed]
- Larkin, M.A.; Blackshields, G.; Brown, N.P.; Chenna, R.; McGettigan, P.A.; McWilliam, H.; Valentin, F.; Wallace, I.M.; Wilm, A.; Lopez, R.; et al. Clustal W and Clustal X version 2.0. Bioinformatics 2007, 23, 2947–2948. [Google Scholar] [CrossRef] [PubMed]
- Tamura, K.; Stecher, G.; Kumar, S. MEGA11: Molecular Evolutionary Genetics Analysis Version 11. Mol. Biol. Evol. 2021, 38, 3022–3027. [Google Scholar] [CrossRef]
- Saitou, N.; Nei, M. The neighbor-joining method: A new method for reconstructing phylogenetic trees. Mol. Biol. Evol. 1987, 4, 406–425. [Google Scholar] [CrossRef]
- Martin, D.P.; Murrell, B.; Golden, M.; Khoosal, A.; Muhire, B. RDP4: Detection and analysis of recombination patterns in virus genomes. Virus Evol. 2015, 1, vev003. [Google Scholar] [CrossRef]
- Keremane, M.L.; McCollum, T.G.; Roose, M.L.; Lee, R.F.; Ramadugu, C. An Improved Reference Gene for Detection of “Candidatus Liberibacter asiaticus” Associated with Citrus Huanglongbing by qPCR and Digital Droplet PCR Assays. Plants 2021, 10, 2111. [Google Scholar] [CrossRef] [PubMed]
- Fox, A.; Gibbs, A.J.; Fowkes, A.R.; Pufal, H.; McGreig, S.; Jones, R.A.C.; Boonham, N.; Adams, I.P. Enhanced Apiaceous Potyvirus Phylogeny, Novel Viruses, and New Country and Host Records from Sequencing Apiaceae Samples. Plants 2022, 11, 1951. [Google Scholar] [CrossRef] [PubMed]
- Yoshida, N.; Tamada, T. Host range and molecular analysis of Beet leaf yellowing virus, Beet western yellows virus-JP and Brassica yellows virus in Japan. Plant Pathol. 2019, 68, 1045–1058. [Google Scholar] [CrossRef]
- Slavov, S.N. Viral Metagenomics for Identification of Emerging Viruses in Transfusion Medicine. Viruses 2022, 14, 2448. [Google Scholar] [CrossRef] [PubMed]
- Moubset, O.; François, S.; Maclot, F.; Palanga, E.; Julian, C.; Claude, L.; Fernandez, E.; Rott, P.; Daugrois, J.H.; Antoine-Lorquin, A.; et al. Virion-Associated Nucleic Acid-Based Metagenomics: A Decade of Advances in Molecular Characterization of Plant Viruses. Phytopathology 2022, 112, 2253–2272. [Google Scholar] [CrossRef] [PubMed]
- Adams, I.P.; Glover, R.H.; Monger, W.A.; Mumford, R.; Jackeviciene, E.; Navalinskiene, M.; Samuitiene, M.; Boonham, N. Next-generation sequencing and metagenomic analysis: A universal diagnostic tool in plant virology. Mol. Plant Pathol. 2009, 10, 537–545. [Google Scholar] [CrossRef]
- Kreuze, J.F.; Perez, A.; Untiveros, M.; Quispe, D.; Fuentes, S.; Barker, I.; Simon, R. Complete viral genome sequence and discovery of novel viruses by deep sequencing of small RNAs: A generic method for diagnosis, discovery and sequencing of viruses. Virology 2009, 388, 1–7. [Google Scholar] [CrossRef]
- Schneider, H. Host Range of the Fatal Yellows Disease. In Proceedings of the International Organization of Citrus Virologists Conference Proceedings, Puerto Iguaçu, Argentina, 9–13 May 1983; pp. 222–228. [Google Scholar]
- Vogel, R.; Bove, J.M. Cristacortis, a Virus Disease Inducing Stem Pitting on Sour Orange and Other Citrus Species. Int. Organ. Citrus Virol. Conf. Proc. 1968, 4, 221–228. [Google Scholar] [CrossRef]
- Fu, S.; Shao, J.; Roy, A.; Brlansky, R.H.; Zhou, C.; Hartung, J.S. Transcriptomic analyses reveal physiological changes in sweet orange roots affected by citrus blight. BMC Genom. 2019, 20, 969. [Google Scholar] [CrossRef]
- Derrick, K.S.; Timmer, L.W. Citrus Blight and Other Diseases of Recalcitrant Etiology. Annu. Rev. Phytopathol. 2000, 38, 181–205. [Google Scholar] [CrossRef] [PubMed]
- Villalobos, W.; Moreira, L.; Derrick, K.S.; Beretta, M.J.G.; Rivera, C. First Report of Citrus Blight in Costa Rica. Plant Dis. 2005, 89, 108. [Google Scholar] [CrossRef] [PubMed]
- Beretta, M.J.G.; Barthe, G.A.; Ceccardi, T.L.; Lee, R.F.; Derrick, K.S. A Survey for Strains of Xylella fastidiosa in Citrus Affected by Citrus Variegated Chlorosis and Citrus Blight in Brazil. Plant Dis. 1997, 81, 1196–1198. [Google Scholar] [CrossRef]
- Roy, A.; Shao, J.; Schneider, W.L.; Hartung, J.S.; Brlansky, R.H. Population of endogenous pararetrovirus genomes in carrizo citrange. Genome Announc. 2014, 2, e01063-13. [Google Scholar] [CrossRef]
- Thekke-Veetil, T.; Lagos-Kutz, D.; McCoppin, N.K.; Hartman, G.L.; Ju, H.-K.; Lim, H.-S.; Domier, L.L. Soybean Thrips (Thysanoptera: Thripidae) Harbor Highly Diverse Populations of Arthropod, Fungal and Plant Viruses. Viruses 2020, 12, 1376. [Google Scholar] [CrossRef]
- Ramadugu, C.; Keremane, M.L.; Halbert, S.E.; Duan, Y.P.; Roose, M.L.; Stover, E.; Lee, R.F. Long-Term Field Evaluation Reveals Huanglongbing Resistance in Citrus Relatives. Plant Dis. 2016, 100, 1858–1869. [Google Scholar] [CrossRef] [PubMed]
- Ramadugu, C.; Keremane, M.; Lee, R.F.; Hall, D.G.; McCollum, T.G.; Roose, M.L. Novel Citrus Hybrids with HLB Resistance. Citrograph 2019, 10, 60–64. Available online: https://citrus-research-board-static.sfo2.digitaloceanspaces.com/citrograph/pdf/CRB-Citrograph-Mag-Q2-Spring-2019-Web.pdf (accessed on 23 December 2023).
Library | Sample | Inventory (IVN0) | Accession | Description | Host | Bioproject Sample |
---|---|---|---|---|---|---|
1 | 1 | 7288 | PI 358849 | Held in quarantine; unknown disease status | Clausena anisata | SAMN18041798 |
2 | 2 | 1885 | PI 600640 | Held in quarantine; unknown disease status | C. harmandiana | SAMN18041799 |
3 | 3 | 9195 | PI 539748 | Held in quarantine; unknown disease status | Hesperethusa crenulata | SAMN18041800 |
4 | 4 | 9634 | PI 539745 | Held in quarantine; unknown disease status | Bergera koenigii | SAMN18041801 |
5 a | 5 | 4501 | RPOS 7 | Isolate E803 with viroids; Citrus bent leaf viroid, Hop stunt viroid, Citrus dwarfing viroid | Citrus medica | SAMN18041802 |
6 | 6 | 4488 | RPOS 74 | Isolate P215 with citrus psorosis virus | C. sinensis | SAMN18041803 |
7 a | 7 | 8078 | RPOS 80 | Isolate Cr1 with cristacortis, a disease of unknown etiology | C. sinensis | SAMN18041804 |
8 | 8 | 2530 | RPOS 58 | Isolate T 514 with citrus tristeza virus | C. sinensis | SAMN18041805 |
9 | 9 | 2091 | RPOS 63 | Isolate VE 703 with citrus vein enation virus | C. sinensis | SAMN18041806 |
10 | 10 | NA c | NA c | Citrus sinensis, uninoculated seedling | C. sinensis | SAMN18041807 |
11 | 11 | NA c | NA c | Citrus sinensis, with huanglonging- from a BSL3 facility | C. sinensis | SAMN18041808 |
12 | 12 | 9974 | RPOS 84 | Isolate C189 with Spiroplasma citri | C. sinensis | SAMN18041809 |
13 | 13 | 2025 | RPOS 82 | Isolate YV 920 with citrus yellow vein-associated virus | C. medica | SAMN18377111 |
14 | 14 | 4497 | RPOS 83 | Isolate FY 940, fatal yellows, a disease of unknown etiology | C. macroptera | SAMN18377112 |
15 b | 15 | 2032 | RPOS 21 | Isolate IV 402 with citrus variegation virus | C. jambhiri | SAMN18377113 |
17 | 11,018 | RPOS 112 | Ilarvirus citrus leaf rugose virus, isolate CLRV 01 | C. sinensis | ||
16 b | 16 | 2018 | RPOS 19 | Isolate IV 400 with citrus variegation virus | C. medica | SAMN18377114 |
18 | 5046 | RPOS 64 | Citrus vein enation, isolate VE 704 | C. sinensis | ||
17 a | 5 | 4501 | RPOS 7 | Isolate E803 with viroids; citrus bent leaf viroid, Hop stunt viroid, citrus dwarfing viroid | C. medica | SAMN18377115 |
18 a | 7 | 8078 | RPOS 80 | Isolate Cr1 with Cristacortis, a disease of unknown etiology | C. sinensis | SAMN18377116 |
19 b | 19 | 2327 | RPOS 4 | Isolate TL 101 with citrus tatter leaf virus | C. jambhiri | SAMN18377117 |
21 | 3591 | RRUT 178 | ‘Fuming Evergreen’ held in quarantine | Poncirus trifoliata | ||
20 | 20 | 7157 | RPOS 79 | Isolate CG P3K with concave gum, a disease of unknown etiology | C. sinensis | SAMN18377118 |
Library | Inventory (IVNO) | Number of Reads | Read Length | C. clementina a | C. sinensis a | Chloroplast a | Mitochondria a | Unmapped Reads | Percent | De Novo Contigs |
---|---|---|---|---|---|---|---|---|---|---|
1 | 7288 | 30,135,222 | 100 | 78.83 | 3.62 | 1.13 | 5.63 | 3,134,851 | 10.40 | 7491 |
2 | 1885 | 32,704,672 | 100 | 78.54 | 3.27 | 1.15 | 4.45 | 3,987,653 | 12.19 | 17,854 |
3 | 9195 | 28,877,614 | 100 | 74.83 | 6.25 | 1.82 | 7.49 | 646,974 | 2.24 | 990 |
4 | 9634 | 20,385,016 | 100 | 91.11 | 1.92 | 0.77 | 2.82 | 592,528 | 2.91 | 193 |
5 | 4501 | 51,047,772 | 100 | 85.77 | 4.46 | 0.71 | 7.28 | 720,868 | 1.41 | 1010 |
6 | 4488 | 34,345,866 | 100 | 79.50 | 6.77 | 2.30 | 6.77 | 4,556,457 | 13.27 | 674 |
7 | 8078 | 30,210,082 | 100 | 80.47 | 6.66 | 1.42 | 9.10 | 596,108 | 1.97 | 388 |
8 | 2530 | 26,975,152 | 100 | 85.03 | 4.08 | 0.99 | 5.65 | 1,019,877 | 3.78 | 193 |
9 | 2091 | 26,524,232 | 100 | 83.52 | 5.35 | 0.89 | 7.11 | 727,144 | 2.74 | 540 |
10 | NA | 25,852,318 | 100 | 79.71 | 6.32 | 1.90 | 7.95 | 963,629 | 3.73 | 347 |
11 | NA | 31,221,196 | 100 | 66.38 | 7.92 | 1.63 | 8.81 | 4,620,457 | 14.80 | 2168 |
12 | 9974 | 27,154,858 | 100 | 81.73 | 6.67 | 1.72 | 8.26 | 317,395 | 1.17 | 217 |
13 | 2025 | 120,761,450 | 100 | 84.45 | 4.00 | 0.73 | 5.82 | 6,038,470 | 7.50 | 3417 |
14 | 4497 | 130,559,826 | 100 | 75.29 | 10.51 | 4.29 | 8.34 | 2,056,638 | 2.36 | 1649 |
15 | 2032 | 115,838,044 | 150 | 72.27 | 5.60 | 0.77 | 7.48 | 16,068,989 | 20.81 | 2310 |
11,018 | ||||||||||
16 | 2018 | 125,407,824 | 150 | 78.98 | 7.57 | 0.68 | 8.65 | 5,159,223 | 6.17 | 2396 |
5046 | ||||||||||
17 | 4501 | 115,445,780 | 150 | 91.08 | 0.22 | 0.69 | 4.58 | 1,853,382 | 2.41 | 427 |
18 | 8078 | 116,612,916 | 150 | 81.11 | 8.11 | 0.80 | 8.64 | 1,564,171 | 2.01 | 4277 |
19 | 2327 | 98,699,626 | 150 | 74.91 | 9.45 | 0.91 | 12.37 | 2,323,833 | 3.53 | 2518 |
3591 | ||||||||||
20 | 7157 | 126,148,294 | 150 | 67.23 | 6.16 | 0.90 | 7.63 | 22,798,246 | 27.11 | 49,976 |
Pathogen Names and Abbreviations | Alternate Names and Abbreviations |
---|---|
Citrus bent leaf viroid (CBLVd) | Citrus viroid I (CVd-I) |
Hop stunt viroid (HSVd) | Citrus viroid II (CVd-II) Citrus cachexia viroid (CCaVd) |
Citrus dwarfing viroid (CDVd) | Citrus viroid III (CVd-III) |
Citrus bark cracking viroid (CBCVd) | Citrus viroid IV (CVd-IV) |
Citrus viroid V (CVd-V) | |
Citrus viroid VI (CVd-VI) | |
Citrus exocortis viroid (CEVd) | |
Citrus tristeza viroid (CTV) | |
Citrus tatter leaf virus (CTLV) | |
Citrus leaf rugose virus (CLRV) | |
Citrus variegation virus (CVV) | Infectious variegation (IV) |
Citrus vein enation virus (CVEV) | |
Citrus leaf blotch virus (CLBV) | Dweet mottle virus (DMV) |
Citrus psorosis virus (CPsV) | |
Citrus virus A (CiVA) | |
Beet western yellows virus (BWYV) a | |
Citrus yellow vein-associated virus (CYVaV) | |
Spiroplasma citri (SC) | |
Candidatus Liberibacter asiaticus (CLas) | |
Citrus blight-associated pararetrovirus (CBaPRV) a |
Library | Identifier | Reads Unmapped to Host | Pathogen Identified | Contig Length | Reference Accession | Reads Mapped | Pathogen Genome Coverage (x) |
---|---|---|---|---|---|---|---|
5 | E803 | 720,868 | Beet western yellows virus | 5678 | NC_004756 | 2312 | 41 |
5 | E803 | 720,868 | Citrus dwarfing viroid | 276 | MN379508 | 13,223 | 4861 |
5 | E803 | 720,868 | Citrus viroid V | 294 | MN885656 | 533 | 181 |
5 | E803 | 720,868 | Citrus viroid V | 294 | NC_010165 | 482 | 164 |
6 | P215 | 4,556,457 | Citrus dwarfing viroid | 291 | MF421250 | 1043 | 361 |
6 | P215 | 4,556,457 | Citrus hop stunt viroid | 303 | KY654683 | 791 | 265 |
6 | P215 | 4,556,457 | Citrus psorosis virus RNA1 | 8186 | MG673944 | 12,235 | 149 |
6 | P215 | 4,556,457 | Citrus psorosis virus RNA2 | 1645 | MG673945 | 14,010 | 852 |
6 | P215 | 4,556,457 | Citrus psorosis virus RNA2 | 1447 | MG673946 | 7946 | 549 |
6 | P215 | 4,556,457 | Citrus virus A RNA1 | 6690 | MZ436804 | 4896 | 73 |
6 | P215 | 4,556,457 | Citrus virus A RNA2 | 2735 | MT922053 | 29,972 | 1094 |
7 | Cristacortis | 596,108 | Citrus bark cracking viroid | 206 | KC121568 | 1129 | 548 |
7 | Cristacortis | 596,108 | Citrus bent leaf viroid | 327 | MH200818 | 196 | 60 |
7 | Cristacortis | 596,108 | Citrus cachexia viroid | 301 | AF213499 | 942 | 313 |
7 | Cristacortis | 596,108 | Citrus dwarfing viroid | 294 | GQ254647 | 361 | 123 |
7 | Cristacortis | 596,108 | Citrus psorosis virus RNA1 | 8186 | AY654892 | 2202 | 27 |
7 | Cristacortis | 596,108 | Citrus psorosis virus RNA2 | 1645 | JN222364 | 3735 | 227 |
7 | Cristacortis | 596,108 | Citrus psorosis virus RNA3 | 3101 | AY654894 | 1447 | 100 |
8 | T514 | 1,019,877 | Citrus tristeza virus, T514 | 19,298 | KC748391 | 197,602 | 1026 |
9 | VE703 | 727,144 | Citrus exocortis viroid | 371 | FJ904297 | 398 | 107 |
9 | VE703 | 727,144 | Citrus vein enation virus | 5983 | MN187037 | 143,613 | 2400 |
9 | VE703 | 727,144 | Hop stunt viroid | 310 | FJ716174 | 478 | 153 |
13 | YV920 | 6,038,470 | Citrus exocortis viroid | 388 | FJ751926 | 12,607 | 4787 |
13 | YV920 | 6,038,470 | Citrus leaf blotch virus | 8729 | EU857539 | 5080 | 87 |
13 | YV920 | 6,038,470 | Citrus variegation virus RNA1 | 3303 | NC_009537 | 418 | 18 |
13 | YV920 | 6,038,470 | Citrus variegation virus RNA2 | 2592 | NC_009538 | 269 | 14 |
13 | YV920 | 6,038,470 | Citrus variegation virus RNA3 | 2202 | NC_009536 | 448 | 29 |
13 | YV920 | 6,038,470 | Citrus vein enation virus | 5981 | MN187041 | 575,045 | 14,417 |
13 | YV920 | 6,038,470 | Citrus yellow vein-associated virus | 2692 | MT893740 | 943,385 | 49,582 |
13 | YV920 | 6,038,470 | Hop stunt viroid | 303 | MT917190 | 209 | 103 |
14 | FY940 | 2,056,638 | Citrus leaf rugose virus RNA1 | 2834 | NC_003548 | 130 | 6 |
14 | FY940 | 2,056,638 | Citrus leaf rugose virus RNA2 | 2676 | NC_003547 | 148 | 7 |
14 | FY940 | 2,056,638 | Citrus leaf rugose virus RNA3 | 2107 | NC_003546 | 329 | 22 |
14 | FY940 | 2,056,638 | Citrus variegation virus RNA1 | 3090 | NC_009537 | 140 | 6 |
14 | FY940 | 2,056,638 | Citrus variegation virus RNA2 | 2599 | NC_009538 | 239 | 12 |
14 | FY940 | 2,056,638 | Citrus variegation virus RNA3 | 2152 | NC_009536 | 282 | 18 |
14 | FY940 | 2,056,638 | Citrus yellow vein-associated virus | 2690 | NC_040311 | 140,838 | 7848 |
15 | IV402 & CLRV1 | 16,068,989 | Citrus leaf rugose virus RNA1 | 2755 | NC_003548 | 2,056,002 | 90,599 |
15 | IV402 & CLRV1 | 16,068,989 | Citrus leaf rugose virus RNA2 | 2940 | NC_003547 | 2,508,070 | 125,823 |
15 | IV402 & CLRV1 | 16,068,989 | Citrus leaf rugose virus RNA3 | 1803 | NC_003546 | 4,268,358 | 279,709 |
15 | IV402 & CLRV1 | 16,068,989 | Citrus variegation virus RNA1 | 2832 | NC_009537 | 2,640,058 | 115,354 |
15 | IV402 & CLRV1 | 16,068,989 | Citrus variegation virus RNA2 | 2808 | NC_009538 | 2,232,984 | 114,944 |
15 | IV402 & CLRV1 | 16,068,989 | Citrus variegation virus RNA3 | 2216 | NC_009536 | 4,176,127 | 271,295 |
16 | IV400 & VE704 | 5,159,223 | Beet western yellow virus | 5661 | NC_004756 | 23,522 | 623 |
16 | IV400 & VE704 | 5,159,223 | Citrus dwarfing viroid | 297 | S76452 | 20,453 | 10,159 |
16 | IV400 & VE704 | 5,159,223 | Citrus exocortis viroid | 371 | MT917193 | 1325 | 533 |
16 | IV400 & VE704 | 5,159,223 | Citrus leaf rugose virus RNA1 | 3196 | NC_003548 | 252,124 | 11,110 |
16 | IV400 & VE704 | 5,159,223 | Citrus leaf rugose virus RNA2 | 2749 | NC_003547 | 188,179 | 9440 |
16 | IV400 & VE704 | 5,159,223 | Citrus leaf rugose virus RNA3 | 2161 | NC_003546 | 85,273 | 5588 |
16 | IV400 & VE704 | 5,159,223 | Citrus variegation virus RNA1 | 3433 | NC_009537 | 1,720,475 | 75,174 |
16 | IV400 & VE704 | 5,159,223 | Citrus variegation virus RNA2 | 2903 | NC_009538 | 697,095 | 35,883 |
16 | IV400 & VE704 | 5,159,223 | Citrus variegation virus RNA3 | 2309 | NC_009536 | 1,099,093 | 71,401 |
16 | IV400 & VE704 | 5,159,223 | Citrus vein enation virus | 5983 | NC_021564 | 395,231 | 9909 |
16 | IV400 & VE704 | 5,159,223 | Hop stunt viroid | 296 | NC_001351 | 11,888 | 5905 |
17 | E803 | 1,853,382 | Beet western yellows virus | 5676 | NC_004756 | 47,671 | 1260 |
17 | E803 | 1,853,382 | Citrus dwarfing viroid | 271 | MN379508 | 35,828 | 19,758 |
17 | E803 | 1,853,382 | Citrus variegation virus RNA1 | 3145 | NC_009537 | 52 | 2 |
17 | E803 | 1,853,382 | Citrus variegation virus RNA2 | 1654 | NC_009538 | 122 | 6 |
17 | E803 | 1,853,382 | Citrus variegation virus RNA3 | 2061 | NC_009536 | 136 | 9 |
17 | E803 | 1,853,382 | Citrus viroid V | 294 | KY110720.1 | 126,634 | 64,830 |
17 | E803 | 1,853,382 | Citrus viroid V | 280 | JQ348925.1 | 57,735 | 29,457 |
18 | Cristacortis | 1,564,171 | Citrus bark cracking viroid | 206 | KC121568 | 0 | 0 |
18 | Cristacortis | 1,564,171 | Citrus bent leaf viroid | 327 | MH200818 | 9179 | 4211 |
18 | Cristacortis | 1,564,171 | Citrus cachexia viroid | 301 | AF213499 | 14 | 7 |
18 | Cristacortis | 1,564,171 | Citrus dwarfing viroid | 294 | GQ254647 | 4 | 2 |
18 | Cristacortis | 1,564,171 | Citrus psorosis virus RNA1 | 8186 | AY654892 | 9179 | 168 |
18 | Cristacortis | 1,564,171 | Citrus psorosis virus RNA2 | 1645 | AY654893 | 27,756 | 2531 |
18 | Cristacortis | 1,564,171 | Citrus psorosis virus RNA3 | 1447 | AY654894 | 36,236 | 3756 |
19 | TL101 & RRUT 178 | 2,323,833 | Citrus blight-associated pararetrovirus | 7253 | MN314438 | 13,112 | 271 |
19 | TL101 & RRUT 178 | 2,323,833 | Citrus tristeza virus | 19,273 | FJ525435 | 1,426,302 | 11,101 |
19 | TL101 & RRUT 178 | 2,323,833 | Citrus tatter leaf virus | 6497 | KC588948 | 6986 | 161 |
20 | CG3PK | 22,798,246 | Citrus virus A RNA1 | 6691 | MG764565 | 64,324 | 1442 |
20 | CG3PK | 22,798,246 | Citrus virus A RNA2 | 2740 | MG764566 | 148,928 | 8153 |
Library | Sample | Inventory (IVNO) | Description | Viruses and Bacteria Identified by NGS | Viruses and Bacteria Identified by Biological Indexing/qPCR/cPCR/Sequencing |
---|---|---|---|---|---|
1 | 1 | 7288 | Clausena anisata held in quarantine; unknown disease status | none | none |
2 | 2 | 1885 | Clausena harmandiana held in quarantine; unknown disease status | none | none |
3 | 3 | 9195 | Hesperethusa crenulata held in quarantine; unknown disease status | none | none |
4 | 4 | 9634 | Bergera koenigii held in quarantine; unknown disease status | none | none |
5 | 5 | 4501 | Isolate E803 with viroids; citrus bent leaf viroid, Hop stunt viroid, citrus dwarfing viroid | BWYV, CDVd, CVd-V | BWYV b, CVDd, CVd-V |
6 | 6 | 4488 | Isolate P215 with citrus psorosis virus | PLV a, CDVd, HSVd, CiVA, CPsV | CVDd, HSVd, CiVA b, CPsV |
7 | 7 | 8078 | Isolate Cr1 with Cristacortis, a disease of unknown etiology | CBCVd, CBLVd, CDVd, HSVd, CPsV | CBCVd, CBLVd, CDVd, HSVd, CPsV |
8 | 8 | 2530 | Isolate T 514 with Citrus tristeza virus | CTV | CTV |
9 | 9 | 2091 | Isolate VE 703 with Citrus vein enation virus | CVEV, HSVd, CEVd | CVEV, HSVd, CEVd |
10 | 10 | Citrus sinensis, uninoculated seedling | none | none | |
11 | 11 | Citrus sinensis, with huanglonging- from a BSL3 facility | CLas | CLas | |
12 | 12 | 9974 | Isolate C189 with Spiroplasma citri | SC | SC |
13 | 13 | 2025 | Isolate YV 920 with Citrus yellow vein-associated virus | CYVaV, HSVd, CEVd, CVEV, CVV d | CYVaV b, HSVd, CEVd, CVEV |
14 | 14 | 4497 | Isolate FY 940, fatal yellows, a disease of unknown etiology | CYVaV, CVV d, CLRV d, | CYVaV b |
15 | 15 | 2032 | Isolate IV 402 with Citrus variegation virus | CVV, CDVd, CLRV | CVV, CDVd |
17 | 11,018 | Ilarvirus Citrus leaf rugose virus | CLRV | ||
16 | 16 | 2018 | Isolate IV 400 with Citrus variegation virus | CVV, HSVd, CDVd, BWYV, CVEV, CEVd, CLRV d | CVV, HSVd, CDVd, BWYV b |
18 | 5046 | Citrus vein enation, isolate VE 704 | CEVd, CVEV | ||
17 | 5 | 4501 | Isolate E803 with viroids; Citrus bent leaf viroid, Hop stunt viroid, Citrus dwarfing viroid | BWYV, CDVd, CVd-V | BWYV b, CDVd, CVd-V |
18 | 7 | 8078 | Isolate Cr1 with Cristacortis, a disease of unknown etiology | CBCVd, CBLVd, CDVd, HSVd, CPsV | CBCVd, CBLVd, CDVd, HSVd, CPsV |
19 | 19 | 2327 | Isolate TL 101 with citrus tatter leaf virus | CTLV, CTV, CBaPRV c | CTLV |
21 | 3591 | ‘Fuming Evergreen’ held in quarantine | CTV, CBaPRV c | ||
20 | 20 | 7157 | Isolate CG P3K with concave gum, a disease of unknown etiology | CiVA, CaTP a, CaME a | CiVA b |
Library | Virus Name | Isolate | Accession |
---|---|---|---|
5 | Beet western yellows virus | E803/BWYV | MW674791 |
5 | Citrus dwarfing viroid | E803/CDVd | MZ330073 |
5 | Citrus viroid V | E803/CVd-V | MZ330081 |
6 | Picorna-like virus | P215/PLV | MW674792 |
6 | Citrus dwarfing viroid | P215/CDVd | MZ330074 |
6 | Hop stunt viroid | P215/HSVd | MZ330075 |
6 | Citrus virus A | P215/CiVA RNA1 | MZ330076 |
6 | Citrus virus A | P215/CiVA RNA2 | MZ330077 |
6 | Citrus psorosis virus | P215/CPsV RNA1 | MZ330078 |
6 | Citrus psorosis virus | P215/CPsV RNA2 | MZ330079 |
6 | Citrus psorosis virus | P215/CPsV RNA3 | MZ330080 |
7 | Citrus bark cracking viroid | citrus cristacortis/CBCVd | MZ330082 |
7 | Citrus bent leaf viroid | citrus cristacortis/CBLVd | MZ330083 |
7 | Citrus dwarfing viroid | citrus cristacortis/CDVd | MZ330084 |
7 | Hop stunt viroid | citrus cristacortis/HSVd | MZ330085 |
7 | Citrus psorosis virus | citrus cristacortis/CPsV RNA1 | MZ330086 |
7 | Citrus psorosis virus | citrus cristacortis/CPsV RNA2 | MZ330087 |
7 | Citrus psorosis virus | citrus cristacortis/CPsV RNA3 | MZ330088 |
13 | Citrus yellow vein-associated virus | YV920/CYVaV | MZ330089 |
13 | Citrus exocortis viroid | YV 920/CEVd | MZ330090 |
13 | Hop stunt viroid | YV 920/HSVd | MZ330091 |
13 | Citrus variegation virus | YV 920/CVV RNA1 | MZ330092 |
13 | Citrus variegation virus | YV 920/CVV RNA2 | MZ330093 |
13 | Citrus variegation virus | YV 920/CVV RNA3 | MZ330094 |
13 | Citrus vein enation virus | YV 920/CVEV | MZ330095 |
14 | Citrus yellow vein-associated virus | FY 940/CYVV | MZ330113 |
15 | Citrus variegation virus | IV 402/CVV RNA1 | MZ330096 |
15 | Citrus variegation virus | IV 402/CVV RNA2 | MZ330097 |
15 | Citrus variegation virus | IV 402/CVV RNA3 | MZ330098 |
15 | Citrus dwarfing viroid | IV 402/CDVd | MZ330099 |
15 | Citrus leaf rugose virus | IV 402/CLRV RNA1 | MZ330100 |
15 | Citrus leaf rugose virus | IV 402/CLRV RNA2 | MZ330101 |
15 | Citrus leaf rugose virus | IV 402/CVV RNA2 | MZ330102 |
15 | Hop stunt viroid | IV 400/HSVd | MZ330105 |
16 | Citrus dwarfing viroid | IV 400/CDVd | MZ330106 |
16 | Citrus exocortis viroid | VE 704/CEVd | MZ330107 |
16 | Beet western yellows virus | IV 400/BWYV | MZ330108 |
16 | Citrus variegation virus | IV 400/CVV RNA1 | MZ330109 |
16 | Citrus variegation virus | IV 400/CVV RNA2 | MZ330110 |
16 | Citrus variegation virus | IV 400/CVV RNA3 | MZ330111 |
16 | Citrus vein enation virus | VE 704/CVEV | MZ330112 |
19 | Citrus blight-associated pararetrovirus | RRUT 178/CBaPRV | MZ330114 |
19 | Citrus tatter leaf virus | TL 101/CTLV | MZ330115 |
19 | Citrus tristeza virus | RRUT 178/CTV | MZ330116 |
20 | Citrus virus A | CG P3K/CiVA RNA1 | MZ330103 |
20 | Citrus virus A | CG P3K/CiVA RNA2 | MZ330104 |
Genome Regions | YV920a | YV920b | FY940 |
---|---|---|---|
Whole genome (nt a) | 100 | 98 | 86 |
5’ untranslated (nt) | 100 | 100 | 100 |
RdRP (aa b) | 100 | 98 | 91 |
Hypothetical protein (aa) | 100 | 96 | 86 |
3’ UTR (nt) | 100 | 98 | 86 |
Targets | y | R2 | Efficiency% |
---|---|---|---|
BWYV | −3.4299x + 40.822 | 0.9984 | 95.718 |
CYVaV | −3.4682x + 38.22 | 0.9988 | 94.245 |
CBaPRV | −3.4530x + 37.041 | 0.9986 | 94.806 |
CiVA | −3.5195x + 38.348 | 0.9981 | 92.385 |
MDH_RNA | −3.5472x + 40.578 | 0.9972 | 91.394 |
Accession | Inventory | Database Description | Virus Detected | Other Viruses Detected b | Origin | Comment c |
---|---|---|---|---|---|---|
RPOS 7 | 4501 a | CVd Ia + CVd IIa + CVd IIIb (E 803) | BWYV | CDVd, CVd-V | California | Collected from ‘Frost nucellar’ navel in 1958 as a mixture of CVd I, II and III. In later years, viroids I was reported to have disappeared. |
RPOS 8 | 5085 | CVd III (Lake Alfred) | BWYV | HSVd, CDVd | Florida | From CREC, Lake Alfred. |
RPOS 10 | 5087 | CVD IIb (Ca 902) | BWYV | HSVd, CVd-V | California | Collected in 1963 from old line navel orange. |
RPOS 11 | 5080 | CVd IIb (Ca 907) | BWYV | HSVd, CEVd | Spain | Isolated from ‘Ricote’ lemon. Mild positive for Cachexia, used as control in bioindexing. CEVd, CVds IIb and IIIa (reported by Semancik) |
RPOS 19 | 2018 | IV 400 | BWYV | HSVd, CVV | California | Collected from ‘Eureka’ lemon in Davey Grove in 60s. |
RPOS 82 | 2025 a | YV 920 | BWYV & CYVaV | HSVd, CEVd, CVEV | California | Collected by Wallace in 1957 from Tulare County. |
RPOS 83 | 4497 a | FY 940 | CYVaV | None | California | Introduced by Schneider in 1980 from ‘Eureka’ lemon trees on C. macrophylla |
RPOS 13 | 5102 a | CG 301 | CiVA | None | California | Collected from UC Riverside fields in the 60s. |
RPOS 73 | 4489 | P 214 | CiVA | None | California | Collected in 1982 from variegated sweet orange. Identified putatively as psorosis, but suspected as a new virus. |
RPOS 74 | 4488 a | P 215 | CiVA | HSVd, CDVd, CPsV, CiVA | California | Collected in 1980 from Redlands, CA. Very strong reaction on indicators, mechanically transmissible to citrons and Chenopodium. |
RPOS 78 | 2326 | CG 307 | CiVA | none | California | From block 14 of UC Riverside, collected in 1983 from a tree with concavities on the trunk. |
RPOS 79 | 7157 a | CG P3K | CiVA | none | Florida | Received from Steve Garnsey, USDA Horticultural Research Laboratory, Orlando, Florida. |
RPOS 103 | 11,207 | CG 302 | CiVA | HSVd | California | Collected by Drake in 1962 from a navel orange from Rancho Santa Ana. |
Ct Values | ||||||
---|---|---|---|---|---|---|
Citrus Group | Total | Negative | Positive | Minimum | Maximum | Average |
Citrandin | 2 | 0 | 2 | 23 | 24 | 23.50 |
Trifoliate | 59 | 2 | 57 | 19 | 23 | 24.03 |
Trifoliate hybrid | 22 | 0 | 22 | 21 | 34 | 25.35 |
Citrange | 16 | 0 | 16 | 20 | 33 | 25.96 |
Citrumelo | 9 | 0 | 9 | 21 | 32 | 26.24 |
Kumquat hybrid * | 17 | 10 | 7 | 25 | 29 | 26.60 |
Tangelo | 29 | 28 | 1 | 28 | 28 | 28.00 |
Pummelo | 72 | 70 | 2 | 35 | 36 | 35.62 |
Lemon | 143 | 139 | 4 | 33 | 39 | 36.04 |
Mandarin & hybrid | 110 | 104 | 6 | 35 | 39 | 36.21 |
Citron | 130 | 126 | 4 | 36 | 37 | 36.40 |
Papeda | 40 | 39 | 1 | 37 | 37 | 37.47 |
Citrus relative | 24 | 22 | 0 | |||
Grapefruit | 38 | 38 | 0 | |||
Grapefruit hybrid | 10 | 10 | 0 | |||
Kumquat | 4 | 4 | 0 | |||
Lemon hybrid | 29 | 29 | 0 | |||
Lime | 47 | 47 | 0 | |||
Lime hybrid | 6 | 6 | 0 | |||
Microcitrus & hybrid | 8 | 8 | 0 | |||
Navel orange | 40 | 40 | 0 | |||
Rangpur | 7 | 7 | 0 | |||
Rough lemon | 20 | 20 | 0 | |||
Sour orange & hybrid | 47 | 47 | 0 | |||
Sweet lime and lemon | 13 | 13 | 0 | |||
Sweet orange | 95 | 95 | 0 | |||
Tangor | 25 | 25 | 0 | |||
Total | 1062 | 929 | 131 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Keremane, M.; Singh, K.; Ramadugu, C.; Krueger, R.R.; Skaggs, T.H. Next Generation Sequencing, and Development of a Pipeline as a Tool for the Detection and Discovery of Citrus Pathogens to Facilitate Safer Germplasm Exchange. Plants 2024, 13, 411. https://doi.org/10.3390/plants13030411
Keremane M, Singh K, Ramadugu C, Krueger RR, Skaggs TH. Next Generation Sequencing, and Development of a Pipeline as a Tool for the Detection and Discovery of Citrus Pathogens to Facilitate Safer Germplasm Exchange. Plants. 2024; 13(3):411. https://doi.org/10.3390/plants13030411
Chicago/Turabian StyleKeremane, Manjunath, Khushwant Singh, Chandrika Ramadugu, Robert R. Krueger, and Todd H. Skaggs. 2024. "Next Generation Sequencing, and Development of a Pipeline as a Tool for the Detection and Discovery of Citrus Pathogens to Facilitate Safer Germplasm Exchange" Plants 13, no. 3: 411. https://doi.org/10.3390/plants13030411
APA StyleKeremane, M., Singh, K., Ramadugu, C., Krueger, R. R., & Skaggs, T. H. (2024). Next Generation Sequencing, and Development of a Pipeline as a Tool for the Detection and Discovery of Citrus Pathogens to Facilitate Safer Germplasm Exchange. Plants, 13(3), 411. https://doi.org/10.3390/plants13030411