Genomic and Epidemiological Surveillance of SARS-CoV-2 Epidemic in Northwestern Greece
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Participants
2.2. RNA Extraction and SARS-CoV-2 Detection
2.3. SARS-CoV-2 Genome Sequence Analysis
2.3.1. Library Preparation—Illumina
2.3.2. Next-Generation Sequencing
2.4. Bioinformatic Analysis
2.4.1. Reference Mapping Data Analysis
2.4.2. Assign Epidemiological Lineages to the SARS-CoV-2 Genome Sequences
2.5. Detection of Mutations
2.6. Dataset Compilation
2.7. Phylogenetic Analysis
3. Results
3.1. COVID-19 Pandemic Waves in Northwestern Greece
3.2. The Appearance (Emergence) of SARS-CoV-2 Lineages in Northwestern Greece
3.3. Phylogeny and S Protein Mutational Analysis of the Most Prevalent SARS-CoV-2 Lineages in Northwestern Greece
4. Discussion
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Lu, H.; Stratton, C.W.; Tang, Y.W. Outbreak of pneumonia of unknown etiology in Wuhan, China: The mystery and the miracle. J. Med. Virol. 2020, 92, 401. [Google Scholar] [CrossRef] [PubMed]
- Lu, R.; Zhao, X.; Li, J.; Niu, P.; Yang, B.; Wu, H.; Wang, W.; Song, H.; Huang, B.; Zhu, N. Genomic characterization and epidemiology of 2019 novel coronavirus: Implications for virus origins and receptor binding. Lancet 2020, 395, 565–574. [Google Scholar] [CrossRef] [PubMed]
- Rabi, F.A.; Al Zoubi, M.S.; Kasasbeh, G.A.; Salameh, D.M.; Al-Nasser, A.D. SARS-CoV-2 and coronavirus disease 2019: What we know so far. Pathogens 2020, 9, 231. [Google Scholar] [CrossRef] [PubMed]
- Lai, C.-C.; Shih, T.-P.; Ko, W.-C.; Tang, H.-J.; Hsueh, P.-R. Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and coronavirus disease-2019 (COVID-19): The epidemic and the challenges. Int. J. Antimicrob. Agents 2020, 55, 105924. [Google Scholar] [CrossRef]
- Gandhi, M.; Yokoe, D.S.; Havlir, D.V. Asymptomatic transmission, the Achilles’ heel of current strategies to control COVID-19. N. Eng. J. Med. 2020, 382, 2158–2160. [Google Scholar] [CrossRef]
- Centers for Disease Control and Prevention. CDC Updates “How COVID Is Spread” Webpage. Available online: https://stacks.cdc.gov/view/cdc/94872 (accessed on 9 October 2022).
- World Health Organization. Coronavirus Disease (COVID-19) Pandemic. Available online: https://www.who.int/europe/emergencies/situations/covid-19 (accessed on 9 October 2022).
- McGrail, D.J.; Dai, J.; McAndrews, K.M.; Kalluri, R. Enacting national social distancing policies corresponds with dramatic reduction in COVID19 infection rates. PLoS ONE 2020, 15, e0236619. [Google Scholar] [CrossRef]
- Liu, Y.; Morgenstern, C.; Kelly, J.; Lowe, R.; Jit, M. The impact of non-pharmaceutical interventions on SARS-CoV-2 transmission across 130 countries and territories. BMC Med. 2021, 19, 40. [Google Scholar] [CrossRef]
- Callaway, E. Beyond Omicron: What’s next for COVID’s viral evolution. Nature 2021, 600, 204–207. [Google Scholar] [CrossRef]
- Noureddine, F.Y.; Chakkour, M.; El Roz, A.; Reda, J.; Al Sahily, R.; Assi, A.; Joma, M.; Salami, H.; Hashem, S.J.; Harb, B. The emergence of SARS-CoV-2 variant (s) and its impact on the prevalence of COVID-19 cases in the Nabatieh Region, Lebanon. Med. Sci. 2021, 9, 40. [Google Scholar] [CrossRef]
- Bousali, M.; Pogka, V.; Vatsellas, G.; Loupis, T.; Athanasiadis, E.I.; Zoi, K.; Thanos, D.; Paraskevis, D.; Mentis, A.; Karamitros, T. Tracing the First Days of the SARS-CoV-2 Pandemic in Greece and the Role of the First Imported Group of Travelers. Microbiol. Spectr. 2022, 10, e02122–e02134. [Google Scholar] [CrossRef]
- Liossi, S.; Tsiambas, E.; Maipas, S.; Papageorgiou, E.; Lazaris, A.; Kavantzas, N. Mathematical modeling for Delta and Omicron variant of SARS-CoV-2 transmission dynamics in Greece. Infect. Dis. Model. 2023, 8, 794–805. [Google Scholar] [CrossRef] [PubMed]
- Aksamentov, I.; Roemer, C.; Hodcroft, E.B.; Neher, R.A. Nextclade: Clade assignment, mutation calling and quality control for viral genomes. J. Open Source Softw. 2021, 6, 3773. [Google Scholar] [CrossRef]
- Larsson, A. AliView: A fast and lightweight alignment viewer and editor for large datasets. Bioinformatics 2014, 30, 3276–3278. [Google Scholar] [CrossRef] [PubMed]
- Bodenhofer, U.; Bonatesta, E.; Horejš-Kainrath, C.; Hochreiter, S. msa: An R package for multiple sequence alignment. Bioinformatics 2015, 31, 3997–3999. [Google Scholar] [CrossRef] [PubMed]
- Nguyen, L.-T.; Schmidt, H.A.; Von Haeseler, A.; Minh, B.Q. IQ-TREE: A fast and effective stochastic algorithm for estimating maximum-likelihood phylogenies. Mol. Biol. Evol. 2015, 32, 268–274. [Google Scholar] [CrossRef]
- Hoang, D.T.; Chernomor, O.; Von Haeseler, A.; Minh, B.Q.; Vinh, L.S. UFBoot2: Improving the ultrafast bootstrap approximation. Mol. Biol. Evol. 2018, 35, 518–522. [Google Scholar] [CrossRef]
- Guindon, S.; Dufayard, J.-F.; Lefort, V.; Anisimova, M.; Hordijk, W.; Gascuel, O. New algorithms and methods to estimate maximum-likelihood phylogenies: Assessing the performance of PhyML 3.0. Syst. Biol. 2010, 59, 307–321. [Google Scholar] [CrossRef]
- Spanakis, N.; Kassela, K.; Dovrolis, N.; Bampali, M.; Gatzidou, E.; Kafasi, A.; Froukala, E.; Stavropoulou, A.; Lilakos, K.; Veletza, S. A main event and multiple introductions of SARS-CoV-2 initiated the COVID-19 epidemic in Greece. J. Med. Virol. 2021, 93, 2899–2907. [Google Scholar] [CrossRef]
- Kapoor, K.; Chen, T.; Tajkhorshid, E. Posttranslational modifications optimize the ability of SARS-CoV-2 spike for effective interaction with host cell receptors. Proc. Natl. Acad. Sci. USA 2022, 119, e2119761119. [Google Scholar] [CrossRef]
- Garry, R.F.; Andersen, K.G.; Gallaher, W.R.; Lam, T.; Gangaparapu, K.; Latif, A.A.; Beddingfield, B.J.; Rambaut, A.; Holmes, E. Spike protein mutations in novel SARS-CoV-2 ‘variants of concern’commonly occur in or near indels. Image 2021, 881, 85. [Google Scholar]
- Luo, R.; Delaunay-Moisan, A.; Timmis, K.; Danchin, A. SARS-CoV-2 biology and variants: Anticipation of viral evolution and what needs to be done. Environ. Microbiol. 2021, 23, 2339–2363. [Google Scholar] [CrossRef] [PubMed]
- Kostaki, E.G.; Pavlopoulos, G.A.; Verrou, K.-M.; Ampatziadis-Michailidis, G.; Harokopos, V.; Hatzis, P.; Moulos, P.; Siafakas, N.; Pournaras, S.; Hadjichristodoulou, C. Molecular epidemiology of SARS-CoV-2 in Greece reveals low rates of onward virus transmission after lifting of travel restrictions based on risk assessment during summer 2020. Msphere 2021, 6, e0018021. [Google Scholar] [CrossRef] [PubMed]
- Markov, P.V.; Ghafari, M.; Beer, M.; Lythgoe, K.; Simmonds, P.; Stilianakis, N.I.; Katzourakis, A. The evolution of SARS-CoV-2. Nat. Rev. Microbiol. 2023, 21, 361–379. [Google Scholar] [CrossRef]
- Tao, K.; Tzou, P.L.; Nouhin, J.; Gupta, R.K.; de Oliveira, T.; Kosakovsky Pond, S.L.; Fera, D.; Shafer, R.W. The biological and clinical significance of emerging SARS-CoV-2 variants. Nat. Rev. Genet. 2021, 22, 757–773. [Google Scholar] [CrossRef]
- Yao, Z.; Zhang, L.; Duan, Y.; Tang, X.; Lu, J. Molecular insights into the adaptive evolution of SARS-CoV-2 spike protein. J. Infect. 2024, 88, 106121. [Google Scholar] [CrossRef]
- Cosar, B.; Karagulleoglu, Z.Y.; Unal, S.; Ince, A.T.; Uncuoglu, D.B.; Tuncer, G.; Kilinc, B.R.; Ozkan, Y.E.; Ozkoc, H.C.; Demir, I.N. SARS-CoV-2 mutations and their viral variants. Cytokine Growth Factor Rev. 2022, 63, 10–22. [Google Scholar] [CrossRef]
- Davies, N.G.; Abbott, S.; Barnard, R.C.; Jarvis, C.I.; Kucharski, A.J.; Munday, J.D.; Pearson, C.A.; Russell, T.W.; Tully, D.C.; Washburne, A.D. Estimated transmissibility and impact of SARS-CoV-2 lineage B. 1.1. 7 in England. Science 2021, 372, eabg3055. [Google Scholar] [CrossRef] [PubMed]
- Markov, P.V.; Katzourakis, A.; Stilianakis, N.I. Antigenic evolution will lead to new SARS-CoV-2 variants with unpredictable severity. Nat. Rev. Microbiol. 2022, 20, 251–252. [Google Scholar] [CrossRef]
- Dubey, A.; Choudhary, S.; Kumar, P.; Tomar, S. Emerging SARS-CoV-2 variants: Genetic variability and clinical implications. Curr. Microbiol. 2022, 79, 20. [Google Scholar] [CrossRef]
1st Wave | 2nd Wave | 3rd Wave | 4th Wave | 5th Wave | |||||
---|---|---|---|---|---|---|---|---|---|
Lineage | N (%) | Lineage | N (%) | Lineage | N (%) | Lineage | N (%) | Lineage | N (%) |
B.1 | 37.5 | B.1.1 | 26.47 | B.1.1.7 | 71.43 | B.1.617.2 | 72.87 | AY.43 | 39.66 |
B.1.1 | 37.5 | B.1.1.305 | 26.47 | B.1.1.318 | 21 | B.1.1.7 | 13.18 | BA.1 | 25.86 |
B.1.1.305 | 12.5 | B.1.177 | 20.59 | B.1.258 | 3.36 | B.1.1.318 | 4.65 | AY.122 | 12.07 |
B.3 | 12.5 | B.1.36 | 11.77 | B.1.221 | 1.68 | B.1.351.3 | 2.32 | AY.121 | 10.35 |
B.1.258 | 5.88 | B.1.177.35 | 0.84 | AY.122 | 2.32 | B.1.617.2 | 1.72 | ||
B.1.1.218 | 5.88 | B.1.177 | 0.84 | AY.43 | 1.54 | AY.4 | 1.72 | ||
C30 | 2.94 | B.1.617.2 | 0.84 | AY.7.1 | 0.78 | AY.9 | 1.72 | ||
AY.23 | 0.78 | AY.9.2 | 1.72 | ||||||
AY.33 | 0.78 | AY.446.6 | 1.72 | ||||||
B.1.351 | 0.78 | AY.84 | 1.72 | ||||||
AY.122.1s | 1.72 |
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Sakaloglou, P.; Bozidis, P.; Kourou, K.; Kostoulas, C.; Gouni, A.; Tsaousi, E.; Koumpouli, D.; Argyropoulou, S.; Oikonomidis, P.; Peponi, H.; et al. Genomic and Epidemiological Surveillance of SARS-CoV-2 Epidemic in Northwestern Greece. Acta Microbiol. Hell. 2024, 69, 285-294. https://doi.org/10.3390/amh69040026
Sakaloglou P, Bozidis P, Kourou K, Kostoulas C, Gouni A, Tsaousi E, Koumpouli D, Argyropoulou S, Oikonomidis P, Peponi H, et al. Genomic and Epidemiological Surveillance of SARS-CoV-2 Epidemic in Northwestern Greece. Acta Microbiologica Hellenica. 2024; 69(4):285-294. https://doi.org/10.3390/amh69040026
Chicago/Turabian StyleSakaloglou, Prodromos, Petros Bozidis, Konstadina Kourou, Charilaos Kostoulas, Athanasia Gouni, Eleni Tsaousi, Despoina Koumpouli, Sofia Argyropoulou, Petros Oikonomidis, Helen Peponi, and et al. 2024. "Genomic and Epidemiological Surveillance of SARS-CoV-2 Epidemic in Northwestern Greece" Acta Microbiologica Hellenica 69, no. 4: 285-294. https://doi.org/10.3390/amh69040026
APA StyleSakaloglou, P., Bozidis, P., Kourou, K., Kostoulas, C., Gouni, A., Tsaousi, E., Koumpouli, D., Argyropoulou, S., Oikonomidis, P., Peponi, H., Sarantaenas, I., Christaki, E., Georgiou, I., & Gartzonika, K. (2024). Genomic and Epidemiological Surveillance of SARS-CoV-2 Epidemic in Northwestern Greece. Acta Microbiologica Hellenica, 69(4), 285-294. https://doi.org/10.3390/amh69040026