Modeling neutral viral mutations in the spread of SARS-CoV-2 epidemics

被引:12
|
作者
Marquioni, Vitor M. [1 ]
de Aguiar, Marcus A. M. [1 ]
机构
[1] Univ Estadual Campinas UNICAMP, Inst Fis Gleb Wataghin, Campinas, SP, Brazil
来源
PLOS ONE | 2021年 / 16卷 / 07期
基金
巴西圣保罗研究基金会;
关键词
DYNAMICS;
D O I
10.1371/journal.pone.0255438
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Although traditional models of epidemic spreading focus on the number of infected, susceptible and recovered individuals, a lot of attention has been devoted to integrate epidemic models with population genetics. Here we develop an individual-based model for epidemic spreading on networks in which viruses are explicitly represented by finite chains of nucleotides that can mutate inside the host. Under the hypothesis of neutral evolution we compute analytically the average pairwise genetic distance between all infecting viruses over time. We also derive a mean-field version of this equation that can be added directly to compartmental models such as SIR or SEIR to estimate the genetic evolution. We compare our results with the inferred genetic evolution of SARS-CoV-2 at the beginning of the epidemic in China and found good agreement with the analytical solution of our model. Finally, using genetic distance as a proxy for different strains, we use numerical simulations to show that the lower the connectivity between communities, e.g., cities, the higher the probability of reinfection.
引用
收藏
页数:18
相关论文
共 50 条
  • [2] SARS-CoV-2 Mutations and their Viral Variants
    Cosar, Begum
    Karagulleoglu, Zeynep Yagmur
    Unal, Sinan
    Ince, Ahmet Turan
    Uncuoglu, Dilruba Beyza
    Tuncer, Gizem
    Kilinc, Bugrahan Regaip
    Ozkan, Yunus Emre
    Ozkoc, Hikmet Ceyda
    Demir, Ibrahim Naki
    Eker, Ali
    Karagoz, Feyzanur
    Simsek, Said Yasin
    Yasar, Bunyamin
    Pala, Mehmetcan
    Demir, Aysegul
    Atak, Irem Naz
    Mendi, Aysegul Hanife
    Bengi, Vehdi Umut
    Sevel, Guldane Cengiz
    Altuntas, Evrim Gunes
    Kilic, Pelin
    Demir-Dora, Devrim
    CYTOKINE & GROWTH FACTOR REVIEWS, 2022, 63 : 10 - 22
  • [3] Viral Respiratory Coinfections Enhance the Spread of SARS-CoV-2
    Hedayati, Manouchehr Ahmadi
    INFECTIOUS DISEASES IN CLINICAL PRACTICE, 2021, 29 (06) : E488 - E489
  • [4] MODELING SARS-CoV-2 SPREAD WITH DYNAMIC ISOLATION
    Islam, Md. Azmir Ibne
    Shanta, Sharmin Sultana
    Rahman, Ashrafur
    MATHEMATICS IN APPLIED SCIENCES AND ENGINEERING, 2021, 2 (04): : 219 - 234
  • [5] Spread of SARS-CoV-2
    Stower, Hannah
    NATURE MEDICINE, 2020, 26 (04) : 465 - 465
  • [6] Spread of SARS-CoV-2
    Hannah Stower
    Nature Medicine, 2020, 26 : 465 - 465
  • [7] Modeling the viral dynamics of SARS-CoV-2 infection
    Wang, Sunpeng
    Pan, Yang
    Wang, Quanyi
    Miao, Hongyu
    Brown, Ashley N.
    Rong, Libin
    MATHEMATICAL BIOSCIENCES, 2020, 328
  • [8] Viral transmissibility of SARS-CoV-2 accelerates in the winter, similarly to influenza epidemics
    Inaida, Shinako
    Paul, Richard E.
    Matsuno, Shigeo
    AMERICAN JOURNAL OF INFECTION CONTROL, 2022, 50 (09) : 1070 - 1076
  • [9] The "Invisible Enemy" SARS-CoV-2: Viral Spread and Drug Treatment
    Tanase, Alina
    Manea, Aniko
    Scurtu, Alexandra Denisa
    Bratu, Lavinia Melania
    Chioran, Doina
    Dolghi, Alina
    Alexoi, Iren
    AAbed, Hazzaa
    Lazureanu, Voichita
    Dehelean, Cristina Adriana
    MEDICINA-LITHUANIA, 2022, 58 (02):
  • [10] Nowcasting the spread of SARS-CoV-2
    Rossman, Hagai
    Segal, Eran
    NATURE MICROBIOLOGY, 2022, 7 (01) : 16 - 17