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High-dimensional characterization of post-acute sequelae of COVID-19

Author

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  • Ziyad Al-Aly

    (VA Saint Louis Health Care System
    Veterans Research and Education Foundation of Saint Louis
    VA Saint Louis Health Care System
    Washington University School of Medicine)

  • Yan Xie

    (VA Saint Louis Health Care System
    Veterans Research and Education Foundation of Saint Louis
    Saint Louis University)

  • Benjamin Bowe

    (VA Saint Louis Health Care System
    Veterans Research and Education Foundation of Saint Louis
    Saint Louis University)

Abstract

The acute clinical manifestations of COVID-19 have been well characterized1,2, but the post-acute sequelae of this disease have not been comprehensively described. Here we use the national healthcare databases of the US Department of Veterans Affairs to systematically and comprehensively identify 6-month incident sequelae—including diagnoses, medication use and laboratory abnormalities—in patients with COVID-19 who survived for at least 30 days after diagnosis. We show that beyond the first 30 days of illness, people with COVID-19 exhibit a higher risk of death and use of health resources. Our high-dimensional approach identifies incident sequelae in the respiratory system, as well as several other sequelae that include nervous system and neurocognitive disorders, mental health disorders, metabolic disorders, cardiovascular disorders, gastrointestinal disorders, malaise, fatigue, musculoskeletal pain and anaemia. We show increased incident use of several therapeutic agents—including pain medications (opioids and non-opioids) as well as antidepressant, anxiolytic, antihypertensive and oral hypoglycaemic agents—as well as evidence of laboratory abnormalities in several organ systems. Our analysis of an array of prespecified outcomes reveals a risk gradient that increases according to the severity of the acute COVID-19 infection (that is, whether patients were not hospitalized, hospitalized or admitted to intensive care). Our findings show that a substantial burden of health loss that spans pulmonary and several extrapulmonary organ systems is experienced by patients who survive after the acute phase of COVID-19. These results will help to inform health system planning and the development of multidisciplinary care strategies to reduce chronic health loss among individuals with COVID-19.

Suggested Citation

  • Ziyad Al-Aly & Yan Xie & Benjamin Bowe, 2021. "High-dimensional characterization of post-acute sequelae of COVID-19," Nature, Nature, vol. 594(7862), pages 259-264, June.
  • Handle: RePEc:nat:nature:v:594:y:2021:i:7862:d:10.1038_s41586-021-03553-9
    DOI: 10.1038/s41586-021-03553-9
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    Cited by:

    1. Fu, Hongqiao & Cheng, Terence C. & Zhan, Jiajia & Xu, Duo & Yip, Winnie, 2024. "Dynamic effects of the COVID-19 pandemic on the demand for telemedicine services: Evidence from China," Journal of Economic Behavior & Organization, Elsevier, vol. 220(C), pages 531-557.
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    7. Igor Costa de Lima & Daniel Carvalho de Menezes & Juliana Hiromi Emin Uesugi & Cléa Nazaré Carneiro Bichara & Pedro Fernando da Costa Vasconcelos & Juarez Antônio Simões Quaresma & Luiz Fábio Magno Fa, 2023. "Liver Function in Patients with Long-Term Coronavirus Disease 2019 of up to 20 Months: A Cross-Sectional Study," IJERPH, MDPI, vol. 20(7), pages 1-11, March.
    8. Ivan Chun Hang Lam & Ran Zhang & Kenneth Keng Cheung Man & Carlos King Ho Wong & Celine Sze Ling Chui & Francisco Tsz Tsun Lai & Xue Li & Esther Wai Yin Chan & Chak Sing Lau & Ian Chi Kei Wong & Eric , 2024. "Persistence in risk and effect of COVID-19 vaccination on long-term health consequences after SARS-CoV-2 infection," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    9. Tianchu Lyu & Nicole Hair & Nicholas Yell & Zhenlong Li & Shan Qiao & Chen Liang & Xiaoming Li, 2021. "Temporal Geospatial Analysis of COVID-19 Pre-Infection Determinants of Risk in South Carolina," IJERPH, MDPI, vol. 18(18), pages 1-18, September.
    10. Chansavath Phetsouphanh & Brendan Jacka & Sara Ballouz & Katherine J. L. Jackson & Daniel B. Wilson & Bikash Manandhar & Vera Klemm & Hyon-Xhi Tan & Adam Wheatley & Anupriya Aggarwal & Anouschka Akerm, 2024. "Improvement of immune dysregulation in individuals with long COVID at 24-months following SARS-CoV-2 infection," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    11. Chengxi Zang & Yongkang Zhang & Jie Xu & Jiang Bian & Dmitry Morozyuk & Edward J. Schenck & Dhruv Khullar & Anna S. Nordvig & Elizabeth A. Shenkman & Russell L. Rothman & Jason P. Block & Kristin Lyma, 2023. "Data-driven analysis to understand long COVID using electronic health records from the RECOVER initiative," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    12. Alicja Mińko & Agnieszka Turoń-Skrzypińska & Aleksandra Rył & Natalia Tomska & Zuzanna Bereda & Iwona Rotter, 2022. "Searching for Factors Influencing the Severity of the Symptoms of Long COVID," IJERPH, MDPI, vol. 19(13), pages 1-11, June.
    13. Yunhe Wang & Binbin Su & Marta Alcalde-Herraiz & Nicola L. Barclay & Yaohua Tian & Chunxiao Li & Nicholas J. Wareham & Roger Paredes & Junqing Xie & Daniel Prieto-Alhambra, 2024. "Modifiable lifestyle factors and the risk of post-COVID-19 multisystem sequelae, hospitalization, and death," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    14. Michal Matuszewski & Yurii Reznikov & Michal Pruc & Frank W. Peacock & Alla Navolokina & Raúl Júarez-Vela & Lukasz Jankowski & Zubaid Rafique & Lukasz Szarpak, 2022. "Prognostic Performance of Cystatin C in COVID-19: A Systematic Review and Meta-Analysis," IJERPH, MDPI, vol. 19(21), pages 1-10, November.
    15. Wangzi Xu & Yu Cao & Lin Wu, 2023. "No Causal Effects Detected in COVID-19 and Myalgic Encephalomyelitis/Chronic Fatigue Syndrome: A Two Sample Mendelian Randomization Study," IJERPH, MDPI, vol. 20(3), pages 1-13, January.
    16. Stelson, Elisabeth A. & Dash, Devanshi & McCorkell, Lisa & Wilson, Cali & Assaf, Gina & Re'em, Yochai & Wei, Hannah, 2023. "Return-to-work with long COVID: An Episodic Disability and Total Worker Health® analysis," Social Science & Medicine, Elsevier, vol. 338(C).
    17. Evan Xu & Yan Xie & Ziyad Al-Aly, 2023. "Long-term gastrointestinal outcomes of COVID-19," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    18. Anna Irene Vedel Sørensen & Lampros Spiliopoulos & Peter Bager & Nete Munk Nielsen & Jørgen Vinsløv Hansen & Anders Koch & Inger Kristine Meder & Steen Ethelberg & Anders Hviid, 2022. "A nationwide questionnaire study of post-acute symptoms and health problems after SARS-CoV-2 infection in Denmark," Nature Communications, Nature, vol. 13(1), pages 1-8, December.
    19. André Santa Cruz & Ana Mendes-Frias & Marne Azarias-da-Silva & Sónia André & Ana Isabel Oliveira & Olga Pires & Marta Mendes & Bárbara Oliveira & Marta Braga & Joana Rita Lopes & Rui Domingues & Ricar, 2023. "Post-acute sequelae of COVID-19 is characterized by diminished peripheral CD8+β7 integrin+ T cells and anti-SARS-CoV-2 IgA response," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    20. Michael A. Horberg & Eric Watson & Mamta Bhatia & Celeena Jefferson & Julia M. Certa & Seohyun Kim & Lily Fathi & Keri N. Althoff & Carolyn Williams & Richard Moore, 2022. "Post-acute sequelae of SARS-CoV-2 with clinical condition definitions and comparison in a matched cohort," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    21. Ainur T. Tauekelova & Zhanar Kalila & Akerke Bakhtiyar & Zarina Sautbayeva & Polina Len & Aliya Sailybayeva & Sadyk Khamitov & Nazira Kadroldinova & Natasha S. Barteneva & Makhabbat S. Bekbossynova, 2023. "Association of Lung Fibrotic Changes and Cardiological Dysfunction with Comorbidities in Long COVID-19 Cohort," IJERPH, MDPI, vol. 20(3), pages 1-18, January.
    22. Vanessa Bertuzzi & Michelle Semonella & Gianluca Castelnuovo & Gerhard Andersson & Giada Pietrabissa, 2022. "Synthesizing Stakeholders Perspectives on Online Psychological Interventions to Improve the Mental Health of the Italian Population during the COVID-19 Pandemic: An Online Survey Study," IJERPH, MDPI, vol. 19(12), pages 1-13, June.

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