Phylodynamics and Phylogenetic Analysis of Recent SARS CoV 2 Viral Strains from Pune, Maharashtra
DOI:
https://doi.org/10.59973/emjsr.66Keywords:
SARS-CoV-2, Phylodynamics, PhylogeneticsAbstract
In December 2019, medical practitioners from China identified a novel strain of severe acute respiratory syndrome-CoV (SARS-CoV). The disease was allotted a zoonotic origin and the spillover event is associated with Huanan Wholesale Seafood Market in Wuhan City, Hubei Province, China. On 30 January 2020, the World Health Organization (WHO) declared COVID- 19 as an international public-health emergency concern. In India, the index case was reported on 30th January in the district of Thrissur, state of Kerala and by 25th March 2020, the country was lockdown. This research aims to analyze the viral phylogenetic and phylodynamics of strains from Pune, Maharashtra, followed by a comparison against real time data and an analysis of the potency of government prevention strategies. Publicly available SARS-CoV-2 sequences, specific to Pune, Maharashtra, were downloaded from GISAID during the time frame of the epidemics. Phylogenetic analysis of the sequences, including Maximum Likelihood trees and the nucleotide substitution model, were done using IQ-TREE software. Phylodynamic tools available as part of the BEAST2 software was used to estimate the evolution of R number through time. GTR+F+I was found to be the best-fit nucleotide substitution model for the data acquired. ML trees constructed reported a log likelihood of 44842.9931. Analysis of trace estimates reported R number with an average of 1, indicating transmission of virus. The data contains controversial elements which can only be clarified upon further sequencing of the SARS- CoV-2 strains, however, the results obtained are parallel to real time statistics.
References
Rothan HA, Byrareddy SN. The epidemiology and pathogenesis of coronavirus disease (COVID-19) outbreak. J Autoimmun [Internet]. 2020;109(February):102433. Available from: https://doi.org/10.1016/j.jaut.2020.102433 DOI: https://doi.org/10.1016/j.jaut.2020.102433
Wu D, Wu T, Liu Q, Yang Z. The SARS-CoV-2 outbreak: What we know. Int. J. Infect. Dis. 2020;94:44–8. DOI: https://doi.org/10.1016/j.ijid.2020.03.004
Burki T. The origin of SARS-CoV-2. Lancet Infect. Dis. 2020;20(9):1018–9. DOI: https://doi.org/10.1016/S1473-3099(20)30641-1
Khailany RA, Safdar M, Ozaslan M. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID- 19 . The COVID-19 resource centre is hosted on Elsevier Connect , the company ’ s public news and information. Gene Reports. 2020;19(January):1–6.
Saha I, Ghosh N, Maity D, Sharma N, Sarkar JP, Mitra K. Genome-wide analysis of Indian SARS-CoV-2 genomes for the identification of genetic mutation and SNP. Infect Genet Evol [Internet]. 2020;85(July):104457. Available from: https://doi.org/10.1016/j.meegid.2020.104457 DOI: https://doi.org/10.1016/j.meegid.2020.104457
Hardison RC. Comparative genomics. PLoS Biol. 2003;1(2):156–60. DOI: https://doi.org/10.1371/journal.pbio.0000058
Rambaut A, Holmes EC, O’Toole Á, Hill V, McCrone JT, Ruis C, et al. A dynamic nomenclature proposal for SARS-CoV-2 lineages to assist genomic epidemiology. Nat Microbiol 2020;5(11):1403–1407. Available from: http://dx.doi.org/10.1038/s41564-020-0770-5 DOI: https://doi.org/10.1038/s41564-020-0770-5
Erik M. Volz, Katia Koelle TB. Viral Phylodynamics. 2013. p. 1–12. DOI: https://doi.org/10.1371/journal.pcbi.1002947
WHO Guidance Note. WHO-convened Global Study of Origins of SARS-CoV-2 : China Part (14 January-10 February 2021). World Heal Organ. 2021;(February):120.
Pybus OG, Rambaut A. Evolutionary analysis of the dynamics of viral infectious disease. Nat Rev Genet. 2009;10(8):540–50. DOI: https://doi.org/10.1038/nrg2583
Rife BD, Mavian C, Chen X, Ciccozzi M, Salemi M, Min J. Phylodynamic applications in 21 st century global infectious disease research. 2017;1–10. DOI: https://doi.org/10.1186/s41256-017-0034-y
Park ST, Kim J. Trends in next-generation sequencing and a new era for whole genome sequencing. Int Neurourol J. 2016;20:76–83. DOI: https://doi.org/10.5213/inj.1632742.371
Houldcroft CJ, Beale MA, Breuer J. Clinical and biological insights from viral genome sequencing. Nat Rev Microbiol. 2017;15(3):183–92. DOI: https://doi.org/10.1038/nrmicro.2016.182
Jiang R, Zhang X, Zhang MQ. Basics of Bioinformatics. Basics of Bioinformatics. 2013. DOI: https://doi.org/10.1007/978-3-642-38951-1
Global Initiative on Sharing Avian Flu Data [Internet]. [cited 2021 Aug 1]. Available from: https://www.gisaid.org/
Department of Science and Technology. Indian Supermodel for Covid-19 Pandemic. Vol. 0. National Supermodel Committee;
Government of India COVID website [Internet]. Available from: https://www.mygov.in/covid-19
Ministry of Health and Family Welfare [Internet]. [cited 2021 Aug 25]. Available from: https://www.mohfw.gov.in/
Pevsner J. Bioinformatics and Functional Genomics. Bioinformatics and Functional Genomics. 2005. DOI: https://doi.org/10.1002/047145916X
Edwards YJK. Bioinformatics and Functional Genomics. Vol. 3, Briefings in Functional Genomics and Proteomics. 2004. 187–190 p. DOI: https://doi.org/10.1093/bfgp/3.2.187
Bošková V. Tutorial using BEAST v2 . 4 . 2 Introduction to BEAST2. :1–30.
Pečerska J, Bošková V, du Plessis L. Tutorial using BEAST v2.5.0 . 2020;1–39. Available from: http://beast.community/tracer
Bouckaert R, Heled J, Kühnert D, Vaughan T, Wu CH, Xie D, et al. BEAST 2: A Software Platform for Bayesian Evolutionary Analysis. PLoS Comput Biol. 2014;10(4):1–7. DOI: https://doi.org/10.1371/journal.pcbi.1003537
Drummond AJ. Notes Assisting BEAST Tutorials. 2000;1–3.
Jannink J. Likelihood of Bayesian, and MCMC Methods in Quantitative Genetics. Vol. 43, Crop Science. 2003. 1574–1575 p. DOI: https://doi.org/10.2135/cropsci2003.1574
Katoh K, Standley DM. MAFFT multiple sequence alignment software version 7: Improvements in performance and usability. Mol Biol Evol. 2013;30(4):772–80. DOI: https://doi.org/10.1093/molbev/mst010
Daugelaite J, O’ Driscoll A, Sleator RD. An Overview of Multiple Sequence Alignments and Cloud Computing in Bioinformatics. ISRN Biomath. 2013;2013:1–14. DOI: https://doi.org/10.1155/2013/615630
Nguyen LT, Schmidt HA, Von Haeseler A, Minh BQ. IQ-TREE: A fast and effective stochastic algorithm for estimating maximum-likelihood phylogenies. Mol Biol Evol. 2015;32(1):268–74. DOI: https://doi.org/10.1093/molbev/msu300
Miller MA, Pfeiffer W, Schwartz T. Creating the CIPRES Science Gateway for inference of large phylogenetic trees. 2010 Gatew Comput Environ Work GCE 2010. 2010; DOI: https://doi.org/10.1109/GCE.2010.5676129
Cho A. Constructing Phylogenetic Trees Using Maximum Likelihood Constructing. Scripps Sr Theses. 2012;46:1–49.
Posada D, Crandall KA. Selecting the Best-Fit Model of Nucleotide Substitution. Syst Biol. 2001;50(4):580–601. DOI: https://doi.org/10.1080/106351501750435121
MacLean OA, Orton RJ, Singer JB, Robertson DL. No evidence for distinct types in the evolution of SARS-CoV-2. Virus Evol. 2020;6(1):1–6. DOI: https://doi.org/10.1093/ve/veaa034
Danesh G, Elie B, Michalakis Y, Sofonea MT, Bal A, Behillil S, et al. Early phylodynamics analysis of the COVID-19 epidemic in France. medRxiv. 2020;1–26. DOI: https://doi.org/10.24072/pcjournal.40
Müller NF, Plessis L. Tutorial using BEAST v2 . 4 . 2 Skyline plots. 2013;1–30.
Rambaut A, Drummond AJ, Xie D, Baele G, Suchard MA. Posterior summarization in Bayesian phylogenetics using Tracer 1.7. Syst Biol. 2018;67(5):901–4. DOI: https://doi.org/10.1093/sysbio/syy032
Helfrich P, Rieb E, Abrami G, Lücking A, Mehler A. Treeannotator: Versatile visual annotation of hierarchical text relations. Lr 2018 - 11th Int Conf Lang Resour Eval. 2019;(February):1958–63.
Rambaut A. FigTree READ ME [Internet]. 2018. Available from: https://beast.community/figtree
Bromham L, Duchêne S, Hua X, Ritchie AM, Duchêne DA, Ho SYW. Bayesian molecular dating: opening up the black box. Biol Rev. 2018;93(2):1165–91. DOI: https://doi.org/10.1111/brv.12390
Inference B. Bayesian Inference Chapter 12. Stat Mach Learn [Internet]. 2014;299–351. Available from: http://www.stat.cmu.edu/~larry/=sml/Bayes.pdf
Moore PG. The Bayesian Approach to Statistics. J Inst Actuar. 1966;92(3):326–39. DOI: https://doi.org/10.1017/S0020268100039317
Hall BG. Building phylogenetic trees from molecular data with MEGA. Mol Biol Evol. 2013;30(5):1229–35. DOI: https://doi.org/10.1093/molbev/mst012
Drummond AJ, Nicholls GK, Rodrigo AG, Solomon W. Estimating mutation parameters, population history and genealogy simultaneously from temporally spaced sequence data. Genetics. 2002;161(3):1307–20. DOI: https://doi.org/10.1093/genetics/161.3.1307
District of Pune, Government of Maharashtra Website [Internet]. [cited 2021 Aug 3]. Available from: https://pune.gov.in/corona-virus-updates/
Implementation of Janta Curfew [Internet]. Available from: https://pune.gov.in/corona- virus-updates/
Lockdown orders Maharashtra [Internet]. Available from: https://pune.gov.in/corona-virus- updates/
COVID-19: India Outrage Over “No Oxygen Shortage Death Data” Claim. 2021;
Vaccination Declines by 60% as States Say They Have No Doses. The Hindu [Internet]. Jul; Available from: https://www.thehindu.com/news/national/coronavirus-vaccination- declines-by-60-as-states-say-they-have-no-doses/article35303316.ece
Farah, Sameera; Atkulwar, Ashwin; Praharaj, Manas Ranjan; Khan, Raja; Gandham, Ravikumar; Baig M. Phylodynamics of SARS-CoV-2 with Reference to India. medRxiv. 2020;(165):1–13.
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