Antigen testing for COVID-19 using image-based assessment of oral specimens

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Abstract

While numerous diagnostic tests for COVID-19 have been developed for clinical and public health use, most of them provide binary or one-dimensional information on SARS-CoV-2 infection in pursuit of speed and ease of use. As their readouts are largely dependent on the specimen collection procedure, reliable diagnosis is still difficult. Here we report the development of a prototypical method for the immunocytochemical diagnosis of SARS-CoV-2 infection using oral specimens and fluorescent nanobodies against the viral spike and nucleocapsid proteins. Our cytological approach for the detection of SARS-CoV-2 infection was validated by our finding that at least half of SARS-CoV-2 RNAs in oral specimens were localized in the cellular fraction. Mapping antigens on sampled cells provided qualitative image data to which appropriate statistical texture analysis could be applied for the quantitative assessment of SARS-CoV-2 infectious status. A comprehensive comparative analysis revealed that oral cavity swabbing by medical workers provides specimens for COVID-19 diagnosis that yield comparable diagnostic accuracy as self-collected saliva specimens. Our diagnostic strategy may enable medical workers to acquire a wealth of information on virus–human cell interactions for multifaceted insight into COVID-19.

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  1. SciScore for 10.1101/2022.05.27.22274752: (What is this?)

    Please note, not all rigor criteria are appropriate for all manuscripts.

    Table 1: Rigor

    EthicsField Sample Permit: VeroE6/TMPRSS2 cells were purchased from the Japanese Collection of Research Bioresources (JCRB) Cell Bank.
    IRB: Specimen collection: This study was approved by the ethics committee of Keio University (approval number: 20210081) and was conducted in accordance with the Declaration of Helsinki and Title 45, U.S. Code of Federal Regulations, Part 46, Protection of Human Subjects, effective December 13, 2001.
    Consent: All patients provided written informed consent.
    Sex as a biological variablenot detected.
    RandomizationQuantification of SAES-CoV-2 infection: First, multiple fields of view (FOVs) containing observed cells were randomly selected.
    Blindingnot detected.
    Power Analysisnot detected.
    Cell Line Authenticationnot detected.

    Table 2: Resources

    Antibodies
    SentencesResources
    Visualizing squamous epithelial cells using an antibody against pan-cytokeratin: After reaction with a fluorescent Nb, cells were incubated in 0.7 mL PBS containing 0.1% (wt/vol) Triton X-100 and 1.25 μg/mL anti–pan-cytokeratin mouse mAb (AE1/AE3) (BioLegend, 914204) at RT for 60 min.
    anti–pan-cytokeratin
    suggested: (BioLegend Cat# 914204, RRID:AB_2616960)
    Delineating individual cells by immunostaining the plasma membrane: After reaction with a fluorescent Nb, cells were incubated in 0.7 mL PBS containing 0.1% (wt/vol) Triton X-100 and 3.3 μg/mL anti–pan-cadherin rabbit polyclonal antibody (abcam, ab16505) at RT for 60 min.
    anti–pan-cadherin
    suggested: (Abcam Cat# ab16505, RRID:AB_443397)
    After washing with PBS twice, cells were incubated in a 0.7 mL PBS containing 0.1% (wt/vol) Triton X-100 and 2.0 μg/mL Alexa Fluor 546–labeled donkey anti–rabbit IgG (H+L) antibody (Thermo Fisher/Invitrogen, A10040) at RT for 60 min.
    anti–rabbit IgG
    suggested: (Thermo Fisher Scientific Cat# A10040, RRID:AB_2534016)
    Experimental Models: Cell Lines
    SentencesResources
    VeroE6/TMPRSS2 cells were purchased from the Japanese Collection of Research Bioresources (JCRB) Cell Bank.
    VeroE6/TMPRSS2
    suggested: JCRB Cat# JCRB1819, RRID:CVCL_YQ49)
    Recombinant DNA
    SentencesResources
    Gene construction (Nb-FP fusion): The K-874A, E9, or N10 gene was amplified using primers containing the 5’-BamHI and 3’-EcoRI sites, and the restricted products were cloned into the BamHI/EcoRI sites of pBS Coupler 4 (Shimozono and Miyawaki, 2008) to generate pBS/K-874A=, pBS/E9=, or pBS/N10=, respectively. ‘=’ denotes the “coupler linker,” a triple repeat of the amino acid linker Gly–Gly–Gly–Gly–Ser [(GGGGS)3].
    pBS/E9=
    suggested: None
    pBS/N10=
    suggested: None
    The KikG gene was amplified using primers containing the 5’-HindIII and 3’-SalI sites, and the restricted product was cloned in-frame into the HindIII/SalI sites of pBS/K-874A=, pBS/E9=, and pBS/N10= to generate pBS/K-874A=KikG, pBS/E9=KikG, and pBS/N10=KikG, respectively.
    pBS/K-874A=KikG
    suggested: None
    pBS/E9=KikG
    suggested: None
    pBS/N10=KikG
    suggested: None
    The Azalea gene was amplified using primers containing the 5’-HindIII and 3’-SalI sites, and the restricted product was cloned in-frame into the HindIII/SalI sites of pBS/K-874A=, pBS/E9=, and pBS/N10= to generate pBS/K-874A=Azalea, pBS/E9=Azalea, and pBS/N10=Azalea, respectively.
    pBS/K-874A=Azalea
    suggested: None
    pBS/E9=Azalea
    suggested: None
    pBS/N10=Azalea
    suggested: None
    The EGFP or Achilles gene was amplified using primers containing the 5’-HindIII and 3’-SalI sites, and the restricted product was cloned in-frame into the HindIII/SalI sites of pBS/K-874A= to generate pBS/K-874A=EGFP or pBS/K-874A=Achilles, respectively.
    pBS/K-874A=
    suggested: None
    pBS/K-874A=EGFP
    suggested: None
    pBS/K-874A=Achilles
    suggested: None
    In parallel, pRSETB was engineered to have a SalI site instead of a HindIII site.
    pRSETB
    suggested: RRID:Addgene_89510)
    The resultant plasmid was named pRSETB(S).
    pRSETB(S
    suggested: None
    The DNA fragments encoding K-874A=KikG, E9=KikG, N10=KikG, K-874A=Azalea, E9=Azalea, N10=Azalea, K-874A=EGFP, and K-874A=Achilles were cloned into the BamHI/SalI sites of pRSETB(S) to generate pRSETB(S)/K-874A=KikG, pRSETB(S)/E9=KikG, pRSETB(S)/N10=KikG, pRSETB(S)/K-874A=Azalea, pRSETB(S)/E9=Azalea, pRSETB(S)/N10=Azalea, pRSETB(S)/K-874A=EGFP, and pRSETB(S)/K-874A=Achilles, respectively.
    pRSETB(S)/K-874A=KikG
    suggested: None
    pRSETB(S)/E9=KikG
    suggested: None
    pRSETB(S)/N10=KikG
    suggested: None
    pRSETB(S)/K-874A=Azalea
    suggested: None
    pRSETB(S)/E9=Azalea
    suggested: None
    pRSETB(S)/N10=Azalea
    suggested: None
    pRSETB(S)/K-874A=EGFP
    suggested: None
    pRSETB(S)/K-874A=Achilles
    suggested: None
    Software and Algorithms
    SentencesResources
    Second, individual cells were manually delineated using the “Freehand selections” tool (ImageJ) in each FOV.
    ImageJ
    suggested: (ImageJ, RRID:SCR_003070)
    Third, the average intensity and the texture of the E9=KikG fluorescence were extracted using a customized program written using C++ and OpenCV 3.4.1 (https://opencv.org).
    https://opencv.org
    suggested: (OpenCV, RRID:SCR_015526)

    Results from OddPub: We did not detect open data. We also did not detect open code. Researchers are encouraged to share open data when possible (see Nature blog).


    Results from LimitationRecognizer: An explicit section about the limitations of the techniques employed in this study was not found. We encourage authors to address study limitations.

    Results from TrialIdentifier: No clinical trial numbers were referenced.


    Results from Barzooka: We did not find any issues relating to the usage of bar graphs.


    Results from JetFighter: We did not find any issues relating to colormaps.


    Results from rtransparent:
    • Thank you for including a conflict of interest statement. Authors are encouraged to include this statement when submitting to a journal.
    • Thank you for including a funding statement. Authors are encouraged to include this statement when submitting to a journal.
    • No protocol registration statement was detected.

    Results from scite Reference Check: We found no unreliable references.


    About SciScore

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