A proteome-wide genetic investigation identifies several SARS-CoV-2-exploited host targets of clinical relevance

  1. Mohd Anisul  Is a corresponding author
  2. Jarrod Shilts
  3. Jeremy Schwartzentruber
  4. James Hayhurst
  5. Annalisa Buniello
  6. Elmutaz Shaikho
  7. Jie Zheng
  8. Michael Holmes
  9. David Ochoa
  10. Miguel Carmona
  11. Joseph Maranville
  12. Tom R Gaunt
  13. Valur Emilsson
  14. Vilmundur Gudnason
  15. Ellen M McDonagh
  16. Gavin J Wright
  17. Maya Ghoussaini  Is a corresponding author
  18. Ian Dunham  Is a corresponding author
  1. Wellcome Sanger Institute, United Kingdom
  2. EBI-EMBL, United Kingdom
  3. Bristol-Myers Squibb, United States
  4. University of Bristol, United Kingdom
  5. University of Oxford, United Kingdom
  6. Icelandic Heart Association, Iceland
  7. Wellcome Trust Sanger Institute, United Kingdom
  8. EMBL-European Bioinformatics Institute, United Kingdom

Abstract

Background:

The virus SARS-CoV-2 can exploit biological vulnerabilities (e.g. host proteins) in susceptible hosts that predispose to the development of severe COVID-19.

Methods:

To identify host proteins that may contribute to the risk of severe COVID-19, we undertook proteome-wide genetic colocalisation tests, and polygenic (pan) and cis-Mendelian randomisation analyses leveraging publicly available protein and COVID-19 datasets.

Results:

Our analytic approach identified several known targets (e.g. ABO, OAS1), but also nominated new proteins such as soluble Fas (colocalisation probability > 0.9, p = 1 x 10-4), implicating Fas-mediated apoptosis as a potential target for COVID-19 risk. The polygenic (pan) and cis-Mendelian randomisation analyses showed consistent associations of genetically predicted ABO protein with several COVID-19 phenotypes. The ABO signal is highly pleiotropic and a look-up of proteins associated with the ABO signal revealed that the strongest association was with soluble CD209. We demonstrated experimentally that CD209 directly interacts with the spike protein of SARS-CoV-2, suggesting a mechanism that could explain the ABO association with COVID-19.

Conclusions:

Our work provides a prioritised list of host targets potentially exploited by SARS-CoV-2 and is a precursor for further research on CD209 and FAS as therapeutically tractable targets for COVID-19.

Funding:

MAK, JSc, JH, AB, DO, MC, EMM, MG, ID were funded by Open Targets. J.Z. and T.R.G were funded by the UK Medical Research Council Integrative Epidemiology Unit (MC_UU_00011/4). JSh and GJW were funded by the Wellcome Trust Grant 206194. This research was funded in part by the Wellcome Trust [Grant 206194]. For the purpose of open access, the author has applied a CC BY public copyright licence to any Author Accepted Manuscript version arising from this submission.

Data availability

Summary data used for genetic analyses are publicly available (Sun et al can be downloaded from GWAS catalog https://www.ebi.ac.uk/gwas/downloads/summary-statistics and COVID-19 HGI summary statistics can be downloaded from their website https://www.covid19hg.org/results/). Data generated from our study are provided in the supplementary tables (pan-MR and cis-MR association results filtered at p < 0.05 and no filters applied to colocalisation results).

The following previously published data sets were used

Article and author information

Author details

  1. Mohd Anisul

    Wellcome Sanger Institute, Cambridge, United Kingdom
    For correspondence
    mk31@sanger.ac.uk
    Competing interests
    Mohd Anisul, Open Targets is a pre-competitive partnership currently involving the Wellcome Sanger Institute, EMBL-EBI, BMS, GSK, and Sanofi. Research is funded by financial and in-kind contributions from each of the partners..
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0003-2960-6017
  2. Jarrod Shilts

    Wellcome Sanger Institute, Cambridge, United Kingdom
    Competing interests
    No competing interests declared.
  3. Jeremy Schwartzentruber

    Wellcome Sanger Institute, Cambridge, United Kingdom
    Competing interests
    Jeremy Schwartzentruber, Open Targets is a pre-competitive partnership currently involving the Wellcome Sanger Institute, EMBL-EBI, BMS, GSK, and Sanofi. Research is funded by financial and in-kind contributions from each of the partners..
  4. James Hayhurst

    EBI-EMBL, Cambridge, United Kingdom
    Competing interests
    James Hayhurst, Open Targets is a pre-competitive partnership currently involving the Wellcome Sanger Institute, EMBL-EBI, BMS, GSK, and Sanofi. Research is funded by financial and in-kind contributions from each of the partners..
  5. Annalisa Buniello

    EBI-EMBL, Cambridge, United Kingdom
    Competing interests
    Annalisa Buniello, Open Targets is a pre-competitive partnership currently involving the Wellcome Sanger Institute, EMBL-EBI, BMS, GSK, and Sanofi. Research is funded by financial and in-kind contributions from each of the partners..
  6. Elmutaz Shaikho

    Bristol-Myers Squibb, Cambridge, United States
    Competing interests
    Elmutaz Shaikho, Open Targets is a pre-competitive partnership currently involving the Wellcome Sanger Institute, EMBL-EBI, BMS, GSK, and Sanofi. Research is funded by financial and in-kind contributions from each of the partners.. ES is also a full-time employee of Bristol-Myers Squibb..
  7. Jie Zheng

    Medical Research Council (MRC) Integrative Epidemiology Unit, Department of Population Health Sciences, University of Bristol, Bristol, United Kingdom
    Competing interests
    No competing interests declared.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-6623-6839
  8. Michael Holmes

    University of Oxford, Oxford, United Kingdom
    Competing interests
    Michael Holmes, Dr Holmes has consulted for Boehringer Ingelheim, and in adherence to the University of Oxford's Clinical Trial Service Unit & Epidemiological Studies Unit (CSTU) staff policy, did not accept personal honoraria or other payments from pharmaceutical companies..
  9. David Ochoa

    EBI-EMBL, Cambridge, United Kingdom
    Competing interests
    David Ochoa, Open Targets is a pre-competitive partnership currently involving the Wellcome Sanger Institute, EMBL-EBI, BMS, GSK, and Sanofi. Research is funded by financial and in-kind contributions from each of the partners..
  10. Miguel Carmona

    EBI-EMBL, Cambridge, United Kingdom
    Competing interests
    Miguel Carmona, Open Targets is a pre-competitive partnership currently involving the Wellcome Sanger Institute, EMBL-EBI, BMS, GSK, and Sanofi. Research is funded by financial and in-kind contributions from each of the partners..
  11. Joseph Maranville

    Bristol-Myers Squibb, Cambridge, United States
    Competing interests
    Joseph Maranville, JM is a full-time employee of Bristol-Myers Squibb and retains stock or stock options in Bristol-Myers Squibb. The author has no other competing interests to declare..
  12. Tom R Gaunt

    MRC Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
    Competing interests
    Tom R Gaunt, TG received grants from Biogen and GlaxoSmithKline. The author has no other competing interests to declare..
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0003-0924-3247
  13. Valur Emilsson

    Icelandic Heart Association, Kopavogur, Iceland
    Competing interests
    No competing interests declared.
  14. Vilmundur Gudnason

    Icelandic Heart Association, Kopavogur, Iceland
    Competing interests
    No competing interests declared.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0001-5696-0084
  15. Ellen M McDonagh

    EBI-EMBL, Cambridge, United Kingdom
    Competing interests
    Ellen M McDonagh, Open Targets is a pre-competitive partnership currently involving the Wellcome Sanger Institute, EMBL-EBI, BMS, GSK, and Sanofi. Research is funded by financial and in-kind contributions from each of the partners..
  16. Gavin J Wright

    Cell Surface Signalling Laboratory, Wellcome Trust Sanger Institute, Cambridge, United Kingdom
    Competing interests
    No competing interests declared.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0003-0537-0863
  17. Maya Ghoussaini

    Wellcome Sanger Institute, Cambridge, United Kingdom
    For correspondence
    mg29@sanger.ac.uk
    Competing interests
    Maya Ghoussaini, Open Targets is a pre-competitive partnership currently involving the Wellcome Sanger Institute, EMBL-EBI, BMS, GSK, and Sanofi. Research is funded by financial and in-kind contributions from each of the partners..
  18. Ian Dunham

    Open Targets, EMBL-European Bioinformatics Institute, Hinxton, United Kingdom
    For correspondence
    dunham@ebi.ac.uk
    Competing interests
    Ian Dunham, Open Targets is a pre-competitive partnership currently involving the Wellcome Sanger Institute, EMBL-EBI, BMS, GSK, and Sanofi. Research is funded by financial and in-kind contributions from each of the partners. ID also received travel costs within the last 36 months from Takeda for speaking at their Reverse Translation Symposium. The author has no other competing interests to declare..
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0003-2525-5598

Funding

Wellcome Trust (Grant 206194)

  • Mohd Anisul
  • Jarrod Shilts
  • Jeremy Schwartzentruber
  • Gavin J Wright
  • Maya Ghoussaini

The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

Reviewing Editor

  1. John W Schoggins, University of Texas Southwestern Medical Center, United States

Ethics

Human subjects: All institutions contributing cohorts to the COVID-19 Host Genetics Initiative and INTERVAL (Sun et al) study for proteomics received ethics approval from their respective research ethics review boards. All participants in the INTERVAL study provided informed consent before joining the INTERVAL study with approval from the National Research Ethics (11/EE/0538). Ethics statements of studies that contributed participant data to the COVID-19 Host Genetics Initiative are provided in Supplementary Table 1 of their recently published paper (https://www.nature.com/articles/s41586-021-03767-x).

Version history

  1. Preprint posted: March 17, 2021 (view preprint)
  2. Received: April 23, 2021
  3. Accepted: August 7, 2021
  4. Accepted Manuscript published: August 17, 2021 (version 1)
  5. Version of Record published: September 22, 2021 (version 2)

Copyright

© 2021, Anisul et al.

This article is distributed under the terms of the Creative Commons Attribution License permitting unrestricted use and redistribution provided that the original author and source are credited.

Metrics

  • 1,805
    views
  • 219
    downloads
  • 24
    citations

Views, downloads and citations are aggregated across all versions of this paper published by eLife.

Download links

A two-part list of links to download the article, or parts of the article, in various formats.

Downloads (link to download the article as PDF)

Open citations (links to open the citations from this article in various online reference manager services)

Cite this article (links to download the citations from this article in formats compatible with various reference manager tools)

  1. Mohd Anisul
  2. Jarrod Shilts
  3. Jeremy Schwartzentruber
  4. James Hayhurst
  5. Annalisa Buniello
  6. Elmutaz Shaikho
  7. Jie Zheng
  8. Michael Holmes
  9. David Ochoa
  10. Miguel Carmona
  11. Joseph Maranville
  12. Tom R Gaunt
  13. Valur Emilsson
  14. Vilmundur Gudnason
  15. Ellen M McDonagh
  16. Gavin J Wright
  17. Maya Ghoussaini
  18. Ian Dunham
(2021)
A proteome-wide genetic investigation identifies several SARS-CoV-2-exploited host targets of clinical relevance
eLife 10:e69719.
https://doi.org/10.7554/eLife.69719

Share this article

https://doi.org/10.7554/eLife.69719

Further reading

    1. Epidemiology and Global Health
    2. Microbiology and Infectious Disease
    Patrick E Brown, Sze Hang Fu ... Ab-C Study Collaborators
    Research Article Updated

    Background:

    Few national-level studies have evaluated the impact of ‘hybrid’ immunity (vaccination coupled with recovery from infection) from the Omicron variants of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2).

    Methods:

    From May 2020 to December 2022, we conducted serial assessments (each of ~4000–9000 adults) examining SARS-CoV-2 antibodies within a mostly representative Canadian cohort drawn from a national online polling platform. Adults, most of whom were vaccinated, reported viral test-confirmed infections and mailed self-collected dried blood spots (DBSs) to a central lab. Samples underwent highly sensitive and specific antibody assays to spike and nucleocapsid protein antigens, the latter triggered only by infection. We estimated cumulative SARS-CoV-2 incidence prior to the Omicron period and during the BA.1/1.1 and BA.2/5 waves. We assessed changes in antibody levels and in age-specific active immunity levels.

    Results:

    Spike levels were higher in infected than in uninfected adults, regardless of vaccination doses. Among adults vaccinated at least thrice and infected more than 6 months earlier, spike levels fell notably and continuously for the 9-month post-vaccination. In contrast, among adults infected within 6 months, spike levels declined gradually. Declines were similar by sex, age group, and ethnicity. Recent vaccination attenuated declines in spike levels from older infections. In a convenience sample, spike antibody and cellular responses were correlated. Near the end of 2022, about 35% of adults above age 60 had their last vaccine dose more than 6 months ago, and about 25% remained uninfected. The cumulative incidence of SARS-CoV-2 infection rose from 13% (95% confidence interval 11–14%) before omicron to 78% (76–80%) by December 2022, equating to 25 million infected adults cumulatively. However, the coronavirus disease 2019 (COVID-19) weekly death rate during the BA.2/5 waves was less than half of that during the BA.1/1.1 wave, implying a protective role for hybrid immunity.

    Conclusions:

    Strategies to maintain population-level hybrid immunity require up-to-date vaccination coverage, including among those recovering from infection. Population-based, self-collected DBSs are a practicable biological surveillance platform.

    Funding:

    Funding was provided by the COVID-19 Immunity Task Force, Canadian Institutes of Health Research, Pfizer Global Medical Grants, and St. Michael’s Hospital Foundation. PJ and ACG are funded by the Canada Research Chairs Program.

    1. Epidemiology and Global Health
    Sean V Connelly, Nicholas F Brazeau ... Jeffrey A Bailey
    Research Article

    Background:

    The Zanzibar archipelago of Tanzania has become a low-transmission area for Plasmodium falciparum. Despite being considered an area of pre-elimination for years, achieving elimination has been difficult, likely due to a combination of imported infections from mainland Tanzania and continued local transmission.

    Methods:

    To shed light on these sources of transmission, we applied highly multiplexed genotyping utilizing molecular inversion probes to characterize the genetic relatedness of 282 P. falciparum isolates collected across Zanzibar and in Bagamoyo district on the coastal mainland from 2016 to 2018.

    Results:

    Overall, parasite populations on the coastal mainland and Zanzibar archipelago remain highly related. However, parasite isolates from Zanzibar exhibit population microstructure due to the rapid decay of parasite relatedness over very short distances. This, along with highly related pairs within shehias, suggests ongoing low-level local transmission. We also identified highly related parasites across shehias that reflect human mobility on the main island of Unguja and identified a cluster of highly related parasites, suggestive of an outbreak, in the Micheweni district on Pemba island. Parasites in asymptomatic infections demonstrated higher complexity of infection than those in symptomatic infections, but have similar core genomes.

    Conclusions:

    Our data support importation as a main source of genetic diversity and contribution to the parasite population in Zanzibar, but they also show local outbreak clusters where targeted interventions are essential to block local transmission. These results highlight the need for preventive measures against imported malaria and enhanced control measures in areas that remain receptive to malaria reemergence due to susceptible hosts and competent vectors.

    Funding:

    This research was funded by the National Institutes of Health, grants R01AI121558, R01AI137395, R01AI155730, F30AI143172, and K24AI134990. Funding was also contributed from the Swedish Research Council, Erling-Persson Family Foundation, and the Yang Fund. RV acknowledges funding from the MRC Centre for Global Infectious Disease Analysis (reference MR/R015600/1), jointly funded by the UK Medical Research Council (MRC) and the UK Foreign, Commonwealth & Development Office (FCDO), under the MRC/FCDO Concordat agreement and is also part of the EDCTP2 program supported by the European Union. RV also acknowledges funding by Community Jameel.