IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v14y2023i1d10.1038_s41467-023-43043-2.html
   My bibliography  Save this article

Isolation may select for earlier and higher peak viral load but shorter duration in SARS-CoV-2 evolution

Author

Listed:
  • Junya Sunagawa

    (Hokkaido University)

  • Hyeongki Park

    (Nagoya University)

  • Kwang Su Kim

    (Nagoya University
    Pukyong National University
    Pusan National University)

  • Ryo Komorizono

    (Kyoto University)

  • Sooyoun Choi

    (Nagoya University
    Pusan National University)

  • Lucia Ramirez Torres

    (Nagoya University)

  • Joohyeon Woo

    (Nagoya University)

  • Yong Dam Jeong

    (Nagoya University
    Pusan National University)

  • William S. Hart

    (University of Oxford)

  • Robin N. Thompson

    (University of Oxford
    University of Warwick
    University of Warwick)

  • Kazuyuki Aihara

    (The University of Tokyo Institutes for Advanced Study, The University of Tokyo)

  • Shingo Iwami

    (Nagoya University
    Kyushu University
    Kyoto University
    Interdisciplinary Theoretical and Mathematical Sciences Program (iTHEMS), RIKEN)

  • Ryo Yamaguchi

    (Hokkaido University
    University of British Columbia)

Abstract

During the COVID-19 pandemic, human behavior change as a result of nonpharmaceutical interventions such as isolation may have induced directional selection for viral evolution. By combining previously published empirical clinical data analysis and multi-level mathematical modeling, we find that the SARS-CoV-2 variants selected for as the virus evolved from the pre-Alpha to the Delta variant had earlier and higher peak in viral load dynamics but a shorter duration of infection. Selection for increased transmissibility shapes the viral load dynamics, and the isolation measure is likely to be a driver of these evolutionary transitions. In addition, we show that a decreased incubation period and an increased proportion of asymptomatic infection are also positively selected for as SARS-CoV-2 mutated to adapt to human behavior (i.e., Omicron variants). The quantitative information and predictions we present here can guide future responses in the potential arms race between pandemic interventions and viral evolution.

Suggested Citation

  • Junya Sunagawa & Hyeongki Park & Kwang Su Kim & Ryo Komorizono & Sooyoun Choi & Lucia Ramirez Torres & Joohyeon Woo & Yong Dam Jeong & William S. Hart & Robin N. Thompson & Kazuyuki Aihara & Shingo Iw, 2023. "Isolation may select for earlier and higher peak viral load but shorter duration in SARS-CoV-2 evolution," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-43043-2
    DOI: 10.1038/s41467-023-43043-2
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-023-43043-2
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-023-43043-2?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Neda Jalali & Hilde K. Brustad & Arnoldo Frigessi & Emily A. MacDonald & Hinta Meijerink & Siri L. Feruglio & Karin M. Nygård & Gunnar Rø & Elisabeth H. Madslien & Birgitte Freiesleben de Blasio, 2022. "Increased household transmission and immune escape of the SARS-CoV-2 Omicron compared to Delta variants," Nature Communications, Nature, vol. 13(1), pages 1-5, December.
    2. Stephen M Kissler & Joseph R Fauver & Christina Mack & Scott W Olesen & Caroline Tai & Kristin Y Shiue & Chaney C Kalinich & Sarah Jednak & Isabel M Ott & Chantal B F Vogels & Jay Wohlgemuth & James W, 2021. "Viral dynamics of acute SARS-CoV-2 infection and applications to diagnostic and public health strategies," PLOS Biology, Public Library of Science, vol. 19(7), pages 1-17, July.
    3. Yunlong Cao & Jing Wang & Fanchong Jian & Tianhe Xiao & Weiliang Song & Ayijiang Yisimayi & Weijin Huang & Qianqian Li & Peng Wang & Ran An & Jing Wang & Yao Wang & Xiao Niu & Sijie Yang & Hui Liang &, 2022. "Omicron escapes the majority of existing SARS-CoV-2 neutralizing antibodies," Nature, Nature, vol. 602(7898), pages 657-663, February.
    4. Shengjie Lai & Nick W. Ruktanonchai & Liangcai Zhou & Olivia Prosper & Wei Luo & Jessica R. Floyd & Amy Wesolowski & Mauricio Santillana & Chi Zhang & Xiangjun Du & Hongjie Yu & Andrew J. Tatem, 2020. "Effect of non-pharmaceutical interventions to contain COVID-19 in China," Nature, Nature, vol. 585(7825), pages 410-413, September.
    5. Wan Yang & Jeffrey Shaman, 2021. "Development of a model-inference system for estimating epidemiological characteristics of SARS-CoV-2 variants of concern," Nature Communications, Nature, vol. 12(1), pages 1-9, December.
    6. Yong Dam Jeong & Keisuke Ejima & Kwang Su Kim & Woo Joohyeon & Shoya Iwanami & Yasuhisa Fujita & Il Hyo Jung & Kazuyuki Aihara & Kenji Shibuya & Shingo Iwami & Ana I. Bento & Marco Ajelli, 2022. "Designing isolation guidelines for COVID-19 patients with rapid antigen tests," Nature Communications, Nature, vol. 13(1), pages 1-9, December.
    7. Amalio Telenti & Ann Arvin & Lawrence Corey & Davide Corti & Michael S. Diamond & Adolfo García-Sastre & Robert F. Garry & Edward C. Holmes & Phillip S. Pang & Herbert W. Virgin, 2021. "After the pandemic: perspectives on the future trajectory of COVID-19," Nature, Nature, vol. 596(7873), pages 495-504, August.
    8. Solomon Hsiang & Daniel Allen & Sébastien Annan-Phan & Kendon Bell & Ian Bolliger & Trinetta Chong & Hannah Druckenmiller & Luna Yue Huang & Andrew Hultgren & Emma Krasovich & Peiley Lau & Jaecheol Le, 2020. "The effect of large-scale anti-contagion policies on the COVID-19 pandemic," Nature, Nature, vol. 584(7820), pages 262-267, August.
    9. Xiyun Zhang & Zhongyuan Ruan & Muhua Zheng & Jie Zhou & Stefano Boccaletti & Baruch Barzel, 2022. "Epidemic spreading under mutually independent intra- and inter-host pathogen evolution," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wang, Peipei & Liu, Haiyan & Zheng, Xinqi & Ma, Ruifang, 2023. "A new method for spatio-temporal transmission prediction of COVID-19," Chaos, Solitons & Fractals, Elsevier, vol. 167(C).
    2. Pelagatti, Matteo & Maranzano, Paolo, 2021. "Assessing the effectiveness of the Italian risk-zones policy during the second wave of COVID-19," Health Policy, Elsevier, vol. 125(9), pages 1188-1199.
    3. Ugofilippo Basellini & Diego Alburez-Gutierrez & Emanuele Del Fava & Daniela Perrotta & Marco Bonetti & Carlo Giovanni Camarda & Emilio Zagheni, 2020. "Linking excess mortality to Google mobility data during the COVID-19 pandemic in England and Wales," Working Papers axehlaypkgkzhr-blqv4, French Institute for Demographic Studies.
    4. Jinlei Qi & Dandan Zhang & Xiang Zhang & Tanakao Takana & Yuhang Pan & Peng Yin & Jiangmei Liu & Shuocen Liu & George F. Gao & Guojun He & Maigeng Zhou, 2022. "Short- and medium-term impacts of strict anti-contagion policies on non-COVID-19 mortality in China," Nature Human Behaviour, Nature, vol. 6(1), pages 55-63, January.
    5. Martin Schonger & Daniela Sele, 2020. "How to better communicate the exponential growth of infectious diseases," PLOS ONE, Public Library of Science, vol. 15(12), pages 1-13, December.
    6. Bo Huang & Jionghua Wang & Jixuan Cai & Shiqi Yao & Paul Kay Sheung Chan & Tony Hong-wing Tam & Ying-Yi Hong & Corrine W. Ruktanonchai & Alessandra Carioli & Jessica R. Floyd & Nick W. Ruktanonchai & , 2021. "Integrated vaccination and physical distancing interventions to prevent future COVID-19 waves in Chinese cities," Nature Human Behaviour, Nature, vol. 5(6), pages 695-705, June.
    7. Miquel Oliu-Barton & Bary S. R. Pradelski & Nicolas Woloszko & Lionel Guetta-Jeanrenaud & Philippe Aghion & Patrick Artus & Arnaud Fontanet & Philippe Martin & Guntram B. Wolff, 2022. "The effect of COVID certificates on vaccine uptake, health outcomes, and the economy," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    8. Prakash, Navendu & Srivastava, Bhavya & Singh, Shveta & Sharma, Seema & Jain, Sonali, 2022. "Effectiveness of social distancing interventions in containing COVID-19 incidence: International evidence using Kalman filter," Economics & Human Biology, Elsevier, vol. 44(C).
    9. Meng, Xin & Guo, Mingxue & Gao, Ziyou & Kang, Liujiang, 2023. "Interaction between travel restriction policies and the spread of COVID-19," Transport Policy, Elsevier, vol. 136(C), pages 209-227.
    10. Lu Zhong & Mamadou Diagne & Qi Wang & Jianxi Gao, 2022. "Vaccination and three non-pharmaceutical interventions determine the dynamics of COVID-19 in the US," Palgrave Communications, Palgrave Macmillan, vol. 9(1), pages 1-12, December.
    11. Yong Ge & Wen-Bin Zhang & Xilin Wu & Corrine W. Ruktanonchai & Haiyan Liu & Jianghao Wang & Yongze Song & Mengxiao Liu & Wei Yan & Juan Yang & Eimear Cleary & Sarchil H. Qader & Fatumah Atuhaire & Nic, 2022. "Untangling the changing impact of non-pharmaceutical interventions and vaccination on European COVID-19 trajectories," Nature Communications, Nature, vol. 13(1), pages 1-9, December.
    12. Wright, Austin L. & Sonin, Konstantin & Driscoll, Jesse & Wilson, Jarnickae, 2020. "Poverty and economic dislocation reduce compliance with COVID-19 shelter-in-place protocols," Journal of Economic Behavior & Organization, Elsevier, vol. 180(C), pages 544-554.
    13. Marco Colagrossi & Claudio Deiana & Andrea Geraci & Ludovica Giua, 2022. "Hang up on stereotypes: Domestic violence and an anti‐abuse helpline campaign," Contemporary Economic Policy, Western Economic Association International, vol. 40(4), pages 585-611, October.
    14. Xiao Chen & Hanwei Huang & Jiandong Ju & Ruoyan Sun & Jialiang Zhang, 2022. "Endogenous cross-region human mobility and pandemics," CEP Discussion Papers dp1860, Centre for Economic Performance, LSE.
    15. Taha Y. Taha & Irene P. Chen & Jennifer M. Hayashi & Takako Tabata & Keith Walcott & Gabriella R. Kimmerly & Abdullah M. Syed & Alison Ciling & Rahul K. Suryawanshi & Hannah S. Martin & Bryan H. Bach , 2023. "Rapid assembly of SARS-CoV-2 genomes reveals attenuation of the Omicron BA.1 variant through NSP6," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    16. Davide Furceri & Siddharth Kothari & Longmei Zhang, 2021. "The effects of COVID‐19 containment measures on the Asia‐Pacific region," Pacific Economic Review, Wiley Blackwell, vol. 26(4), pages 469-497, October.
    17. Haisheng Yu & Banghui Liu & Yudi Zhang & Xijie Gao & Qian Wang & Haitao Xiang & Xiaofang Peng & Caixia Xie & Yaping Wang & Peiyu Hu & Jingrong Shi & Quan Shi & Pingqian Zheng & Chengqian Feng & Guofan, 2023. "Somatically hypermutated antibodies isolated from SARS-CoV-2 Delta infected patients cross-neutralize heterologous variants," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    18. Deka, Aniruddha & Bhattacharyya, Samit, 2022. "The effect of human vaccination behaviour on strain competition in an infectious disease: An imitation dynamic approach," Theoretical Population Biology, Elsevier, vol. 143(C), pages 62-76.
    19. Jesper Akesson & Sam Ashworth-Hayes & Robert Hahn & Robert Metcalfe & Itzhak Rasooly, 2022. "Fatalism, beliefs, and behaviors during the COVID-19 pandemic," Journal of Risk and Uncertainty, Springer, vol. 64(2), pages 147-190, April.
    20. Andrew G. Atkeson & Karen A. Kopecky & Tao Zha, 2024. "Four Stylized Facts About Covid‐19," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 65(1), pages 3-42, February.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-43043-2. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.