IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v13y2022i1d10.1038_s41467-022-32536-1.html
   My bibliography  Save this article

Regional connectivity drove bidirectional transmission of SARS-CoV-2 in the Middle East during travel restrictions

Author

Listed:
  • Edyth Parker

    (The Scripps Research Institute)

  • Catelyn Anderson

    (The Scripps Research Institute)

  • Mark Zeller

    (The Scripps Research Institute)

  • Ahmad Tibi

    (Biolab Diagnostic Laboratories)

  • Jennifer L. Havens

    (University of California San Diego)

  • Geneviève Laroche

    (University of Ottawa)

  • Mehdi Benlarbi

    (University of Ottawa)

  • Ardeshir Ariana

    (University of Ottawa)

  • Refugio Robles-Sikisaka

    (The Scripps Research Institute)

  • Alaa Abdel Latif

    (The Scripps Research Institute)

  • Alexander Watts

    (Bluedot)

  • Abdalla Awidi

    (The University of Jordan
    The University of Jordan)

  • Saied A. Jaradat

    (Jordan University of Science and Technology)

  • Karthik Gangavarapu

    (David Geffen School of Medicine, University of California, Los Angeles)

  • Karthik Ramesh

    (The Scripps Research Institute)

  • Ezra Kurzban

    (The Scripps Research Institute)

  • Nathaniel L. Matteson

    (The Scripps Research Institute)

  • Alvin X. Han

    (University of Amsterdam, Amsterdam Institute for Infection and Immunity)

  • Laura D. Hughes

    (The Scripps Research Institute)

  • Michelle McGraw

    (The Scripps Research Institute)

  • Emily Spencer

    (Scripps Research Translational Institute)

  • Laura Nicholson

    (Scripps Research Translational Institute)

  • Kamran Khan

    (Bluedot)

  • Marc A. Suchard

    (David Geffen School of Medicine, University of California, Los Angeles
    Fielding School of Public Health, University of California, Los Angeles)

  • Joel O. Wertheim

    (University of California San Diego)

  • Shirlee Wohl

    (The Scripps Research Institute)

  • Marceline Côté

    (University of Ottawa)

  • Amid Abdelnour

    (Biolab Diagnostic Laboratories)

  • Kristian G. Andersen

    (The Scripps Research Institute)

  • Issa Abu-Dayyeh

    (Biolab Diagnostic Laboratories
    The University of Jordan)

Abstract

Regional connectivity and land travel have been identified as important drivers of SARS-CoV-2 transmission. However, the generalizability of this finding is understudied outside of well-sampled, highly connected regions. In this study, we investigated the relative contributions of regional and intercontinental connectivity to the source-sink dynamics of SARS-CoV-2 for Jordan and the Middle East. By integrating genomic, epidemiological and travel data we show that the source of introductions into Jordan was dynamic across 2020, shifting from intercontinental seeding in the early pandemic to more regional seeding for the travel restrictions period. We show that land travel, particularly freight transport, drove introduction risk during the travel restrictions period. High regional connectivity and land travel also drove Jordan’s export risk. Our findings emphasize regional connectedness and land travel as drivers of transmission in the Middle East.

Suggested Citation

  • Edyth Parker & Catelyn Anderson & Mark Zeller & Ahmad Tibi & Jennifer L. Havens & Geneviève Laroche & Mehdi Benlarbi & Ardeshir Ariana & Refugio Robles-Sikisaka & Alaa Abdel Latif & Alexander Watts & , 2022. "Regional connectivity drove bidirectional transmission of SARS-CoV-2 in the Middle East during travel restrictions," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-32536-1
    DOI: 10.1038/s41467-022-32536-1
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-022-32536-1
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-022-32536-1?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. Thomas Hale & Noam Angrist & Rafael Goldszmidt & Beatriz Kira & Anna Petherick & Toby Phillips & Samuel Webster & Emily Cameron-Blake & Laura Hallas & Saptarshi Majumdar & Helen Tatlow, 2021. "A global panel database of pandemic policies (Oxford COVID-19 Government Response Tracker)," Nature Human Behaviour, Nature, vol. 5(4), pages 529-538, April.
    2. Philippe Lemey & Samuel L. Hong & Verity Hill & Guy Baele & Chiara Poletto & Vittoria Colizza & Áine O’Toole & John T. McCrone & Kristian G. Andersen & Michael Worobey & Martha I. Nelson & Andrew Ramb, 2020. "Accommodating individual travel history and unsampled diversity in Bayesian phylogeographic inference of SARS-CoV-2," Nature Communications, Nature, vol. 11(1), pages 1-14, December.
    3. Yvan Butera & Enatha Mukantwari & Maria Artesi & Jeanne d’arc Umuringa & Áine Niamh O’Toole & Verity Hill & Stefan Rooke & Samuel Leandro Hong & Simon Dellicour & Onesphore Majyambere & Sebastien Bont, 2021. "Genomic sequencing of SARS-CoV-2 in Rwanda reveals the importance of incoming travelers on lineage diversity," Nature Communications, Nature, vol. 12(1), pages 1-11, December.
    4. Danielle Miller & Michael A. Martin & Noam Harel & Omer Tirosh & Talia Kustin & Moran Meir & Nadav Sorek & Shiraz Gefen-Halevi & Sharon Amit & Olesya Vorontsov & Avraham Shaag & Dana Wolf & Avi Peretz, 2020. "Full genome viral sequences inform patterns of SARS-CoV-2 spread into and within Israel," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    5. Emma B. Hodcroft & Moira Zuber & Sarah Nadeau & Timothy G. Vaughan & Katharine H. D. Crawford & Christian L. Althaus & Martina L. Reichmuth & John E. Bowen & Alexandra C. Walls & Davide Corti & Jesse , 2021. "Spread of a SARS-CoV-2 variant through Europe in the summer of 2020," Nature, Nature, vol. 595(7869), pages 707-712, July.
    6. Gytis Dudas & Samuel L. Hong & Barney I. Potter & Sébastien Calvignac-Spencer & Frédéric S. Niatou-Singa & Thais B. Tombolomako & Terence Fuh-Neba & Ulrich Vickos & Markus Ulrich & Fabian H. Leendertz, 2021. "Emergence and spread of SARS-CoV-2 lineage B.1.620 with variant of concern-like mutations and deletions," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Jordan Douglas & David Winter & Andrea McNeill & Sam Carr & Michael Bunce & Nigel French & James Hadfield & Joep Ligt & David Welch & Jemma L. Geoghegan, 2022. "Tracing the international arrivals of SARS-CoV-2 Omicron variants after Aotearoa New Zealand reopened its border," Nature Communications, Nature, vol. 13(1), pages 1-10, December.

    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. Tiago Gräf & Alexander A. Martinez & Gonzalo Bello & Simon Dellicour & Philippe Lemey & Vittoria Colizza & Mattia Mazzoli & Chiara Poletto & Vanessa Leiko Oikawa Cardoso & Alexandre Freitas Silva & Fe, 2024. "Dispersion patterns of SARS-CoV-2 variants Gamma, Lambda and Mu in Latin America and the Caribbean," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    2. Santiago Justo Arevalo & Carmen Sofia Uribe Calampa & Cinthy Jimenez Silva & Mauro Quiñones Aguilar & Remco Bouckaert & Joao Renato Rebello Pinho, 2023. "Phylodynamic of SARS-CoV-2 during the second wave of COVID-19 in Peru," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    3. Jordan Douglas & David Winter & Andrea McNeill & Sam Carr & Michael Bunce & Nigel French & James Hadfield & Joep Ligt & David Welch & Jemma L. Geoghegan, 2022. "Tracing the international arrivals of SARS-CoV-2 Omicron variants after Aotearoa New Zealand reopened its border," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    4. Haogao Gu & Ruopeng Xie & Dillon C. Adam & Joseph L.-H. Tsui & Daniel K. Chu & Lydia D. J. Chang & Sammi S. Y. Cheuk & Shreya Gurung & Pavithra Krishnan & Daisy Y. M. Ng & Gigi Y. Z. Liu & Carrie K. C, 2022. "Genomic epidemiology of SARS-CoV-2 under an elimination strategy in Hong Kong," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    5. Tamara Kaleta & Lisa Kern & Samuel Leandro Hong & Martin Hölzer & Georg Kochs & Julius Beer & Daniel Schnepf & Martin Schwemmle & Nena Bollen & Philipp Kolb & Magdalena Huber & Svenja Ulferts & Sebast, 2022. "Antibody escape and global spread of SARS-CoV-2 lineage A.27," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    6. Hannah Carver & Tracey Price & Danilo Falzon & Peter McCulloch & Tessa Parkes, 2022. "Stress and Wellbeing during the COVID-19 Pandemic: A Mixed-Methods Exploration of Frontline Homelessness Services Staff Experiences in Scotland," IJERPH, MDPI, vol. 19(6), pages 1-20, March.
    7. 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.
    8. Yekaterina Chzhen & Jennifer Symonds & Dympna Devine & Júlia Mikolai & Susan Harkness & Seaneen Sloan & Gabriela Martinez Sainz, 2022. "Learning in a Pandemic: Primary School children’s Emotional Engagement with Remote Schooling during the spring 2020 Covid-19 Lockdown in Ireland," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 15(4), pages 1517-1538, August.
    9. Mirko Licchetta & Giovanni Mattozzi & Rafal Raciborski & Rupert Willis, 2022. "Economic Adjustment in the Euro Area and the United States during the COVID-19 Crisis," European Economy - Discussion Papers 160, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    10. Lucia Freira & Marco Sartorio & Cynthia Boruchowicz & Florencia Lopez Boo & Joaquin Navajas, 2021. "The interplay between partisanship, forecasted COVID-19 deaths, and support for preventive policies," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-10, December.
    11. Hammond, James & Siegal, Kim & Milner, Daniel & Elimu, Emmanuel & Vail, Taylor & Cathala, Paul & Gatera, Arsene & Karim, Azfar & Lee, Ja-Eun & Douxchamps, Sabine & Tu, Mai Thanh & Ouma, Emily & Lukuyu, 2022. "Perceived effects of COVID-19 restrictions on smallholder farmers: Evidence from seven lower- and middle-income countries," Agricultural Systems, Elsevier, vol. 198(C).
    12. Winfree, Paul, 2023. "The long-run effects of temporarily closing schools: Evidence from Virginia, 1870s-1910s," QUCEH Working Paper Series 23-02, Queen's University Belfast, Queen's University Centre for Economic History.
    13. Xu,Yuanwei & Delius,Antonia Johanna Sophie & Pape,Utz Johann, 2022. "Gender Differences in Household Coping Strategies for COVID-19 in Kenya," Policy Research Working Paper Series 9959, The World Bank.
    14. Christoph Lindner & Ibolya Kotta & Eszter Eniko Marschalko & Kinga Szabo & Kinga Kalcza-Janosi & Jan Retelsdorf, 2022. "Increased Risk Perception, Distress Intolerance and Health Anxiety in Stricter Lockdowns: Self-Control as a Key Protective Factor in Early Response to the COVID-19 Pandemic," IJERPH, MDPI, vol. 19(9), pages 1-22, April.
    15. Elmarie Nel & Andrew MacLachlan & Ollie Ballinger & Hugh Cole & Megan Cole, 2023. "Data-Driven Decision Making in Response to the COVID-19 Pandemic: A City of Cape Town Case Study," Sustainability, MDPI, vol. 15(3), pages 1-18, January.
    16. Juan Grigera, 2022. "Adding Insult to Injury: The COVID‐19 Crisis Strikes Latin America," Development and Change, International Institute of Social Studies, vol. 53(6), pages 1335-1361, November.
    17. Valentina Aprigliano & Alessandro Borin & Francesco Paolo Conteduca & Simone Emiliozzi & Marco Flaccadoro & Sabina Marchetti & Stefania Villa, 2021. "Forecasting Italian GDP growth with epidemiological data," Questioni di Economia e Finanza (Occasional Papers) 664, Bank of Italy, Economic Research and International Relations Area.
    18. Maximilien Chaumon & Pier-Alexandre Rioux & Sophie K. Herbst & Ignacio Spiousas & Sebastian L. Kübel & Elisa M. Gallego Hiroyasu & Şerife Leman Runyun & Luigi Micillo & Vassilis Thanopoulos & Esteban , 2022. "The Blursday database as a resource to study subjective temporalities during COVID-19," Nature Human Behaviour, Nature, vol. 6(11), pages 1587-1599, November.
    19. Kellner, Adrian & Martinussen, Pål Erling & Feiring, Eli, 2023. "Don't stand so close to me: Perceptions of others’ compliance with COVID-19 recommendations and support for strict policy measures in Norway," Health Policy, Elsevier, vol. 136(C).
    20. Zhaohui Su & Ali Cheshmehzangi & Dean McDonnell & Junaid Ahmad & Sabina Šegalo & Yu-Tao Xiang & Claudimar Pereira da Veiga, 2022. "The Advantages of the Zero-COVID-19 Strategy," IJERPH, MDPI, vol. 19(14), pages 1-13, July.

    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:13:y:2022:i:1:d:10.1038_s41467-022-32536-1. 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.