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  • Spectral Flow Cytometry

    Experimental Methods

    Spectral flow cytometry data was aquired using a five laser Cytek Aurora spectral flow cytometer, and was performed by dividing and staining PBMC samples with four separate panels of antibodies. Where possible, both scRNA-seq and flow cytometry were performed on aliquots from the same sample on the same day. As a standard practice, instrument setup and tracking is performed daily using SpectroFlo QC beads and the Daily QC program.

    To enable spectral unmixing and compensation matrix analyses, we utilized healthy resting PBMCs for markers with positive signal in at least 5% of control PBMCs, and Ultra-Comp control compensation particles (Thermo Fisher Scientific) for markers with low frequency detection.

    The flow cytometry panels used in our studies, including suggested gating, detailed panel composition information, and additional methodological details, are available in our paper in Cytometry Part A:

    Heubeck A, Savage A, Henderson K, Roll C, Hernandez V, Torgerson T, et al. Cross-platform immunophenotyping of human peripheral blood mononuclear cells with four high-dimensional flow cytometry panels. Cytometry A. 2023;103: 500–517.
    doi:10.1002/cyto.a.24715

    Details about the combined scRNA-seq and spectral flow cytometry pipeline are available in our paper in STAR Protocols:

    Genge PC, Roll CR, Heubeck AT, Swanson E, Kondza N, Lord C, et al. Optimized workflow for human PBMC multiomic immunosurveillance studies. STAR Protoc. 2021;2: 100900.
    doi:10.1016/j.xpro.2021.100900

    The composition of the flow cytometry staining panels is provided below.

    Data Processing

    After acquisition of raw data for each panel on a five laser Cytek Aurora spectral flow cytometer, data were unmixed using Cytek SpectroFlo software with the ordinary least squares method. Autofluorescence extraction was not performed, as minimal signal improvement was observed in initial testing.

    Antibody Staining Panels

    TargetConjugateClonePurpose
    ViabilityFVS510N/AViability
    CD45BUV496HI30Pan-leukocytes
    CD3BUV395UCHT1T cells
    CD19BB790HIB19B cells
    CD56APC-R700NCAM16.2NK cells
    CD14BUV661MϕP9Monocytes
    HLA-DRAPC-Cy7L243Antigen presenting cells and activation
    CD4BV480RPA-T4CD4 T cells
    CD8BUV737RPA-T8CD8 T cells
    CD25BV421M-A251Regulatory T cells and activation
    CD127BV711A0195D5T cell differentiation
    CD45RABUV615HI100T cell differentiation
    CD197PE-Cy7G043H7T cell differentiation
    TCRαßPE-Dazzle594IP26αß T Cells
    IgDBV750IA6-2B cell differentiation
    CD27PEO323T and B cell memory
    CD38APCHB-7T and B cell differentiation and activation
    CD16BV6053G8Monocyte and NK cell differentiation
    CD11bPerCP-Cy5.5M1/70Monocyte and dendritic cell differentiation
    CD11cBUV805B-ly6Monocyte and dendritic cell differentiation
    CD123BV6506H6Plasmacytoid dendritic cells and basophils
    CD304BV786U21-1283Plasmacytoid dendritic cells
    CD141BB5151A4Dendritic cell differentiation
    CD15BUV563W6D3Neutrophils
    CD34PE-Cy5581Circulating progenitor cells
    TargetConjugateClonePurpose
    ViabilityFVS510N/AViability
    CD45BUV496HI30Pan-leukocytes
    CD3BV750SK7T cells
    CD19APC-R700HIB19B cells
    CD56BUV615NCAM16.2NK cells
    CD14BB660MϕP9Monocytes
    HLA-DRBV786G46-6Antigen presenting cells and activation
    CD20BUV8052H7B cell differentiation
    CD24BUV661ML5B cell differentiation
    CD27PEO323B cell differentiation
    CD38BUV395HB7B cell differentiation
    CD10PE-Cy5HI10aB cell differentiation
    CD21PE-Cy7Bu32B cell differentiation
    IgDBV480IA6-2B cell isotype
    IgMBUV563UCH-B1B cell isotype
    IgAFITCIS11-8E10B cell isotype
    IgGPerCP-Cy5.5M1310G05B cell isotype
    CD319BUV737235,614Plasmablasts
    CD269 (BCMA)BV42119F2Plasmablasts
    CD268 (BAFFR)BV60511C1Plasmablasts
    CD71BV650L01.1B cell activation
    CD40APC-Cy75C3B cell activation
    CD85jAPCGHI/75B cell activation
    CD86PE-Dazzle594BU63B cell activation
    CD274 (PD-L1)BV71129 E.2A3B cell activation
    TargetConjugateClonePurpose
    ViabilityFVS510N/AViability
    CD45BUV496HI30Pan-leukocytes
    CD3BUV395UCHT1T cells
    CD19BUV615HIB19B cells
    CD56BUV563NCAM16.2NK cells
    CD14BB660MϕP9Monocytes
    HLA-DRBB790G46-6Antigen presenting cells and activation
    CD4BB700SK3CD4 T cells
    CD8BUV737RPA-T8CD8 T cells
    CD25APC-R7002A3Regulatory T cells and activation
    TCRαßBV480IP26αß T Cells
    CD103BV421Ber-ACT8Tissue resident T cells
    CD127BV711A019D5T cell differentiation
    CD45RABV785HI100T cell differentiation
    CD197 (CCR7)PE-Cy7G043H7T cell differentiation
    CD27BUV661L128T cell differentiation
    CD95BV650DX2T cell differentiation
    CD185 (CXCR5)BB515RF8B2T cell differentiation
    TIGITPE-Dazzle594A15153GT cell exhaustion
    KLRG1APC-Fire 750SA231A2T cell exhaustion
    CD38PE-Cy5HIT2T cell activation
    CD39BUV805Tu66T cell activation
    CD69APCFN50T cell activation
    CD223 (LAG3)BV60511C3C65T cell checkpoint
    CD278 (ICOS)BV750DX29T cell checkpoint
    CD279 (PD-1)PEEH12.2H7T cell checkpoint
    TargetConjugateClonePurpose
    ViabilityFVS510N/AViability
    CD45BUV496HI30Pan-leukocytes
    CD3BV650UCHT1T cells
    CD19BB790HIB19B cells
    CD14BUV395MϕP9NK cells
    CD56BUV615NCAM16.2Monocytes
    HLA-DRBV480G46-6Antigen presenting cells and activation
    CD16PE-Cy53G8Monocyte and NK cell differentiation
    CD11bBV711ICRF44Monocyte and DC differentiation
    CD11cBUV805B-ly6Monocyte and DC differentiation
    CD33BUV737HIM3-4Monocyte differentiation
    CD86PE-CF5942331Monocyte differentiation
    CD192 (CCR2)BV605K036C2Monocyte differentiation
    CD123BB6607G3Plasmacytoid DCs and basophils
    CD304BUV661U21-1283Plasmacytoid DCs
    CD141BB5151A4Dendritic cell differentiation
    CD370 (CLEC9A)PE3A4Dendritic cell differentiation
    CD1cAPC-Cy7L161Dendritic cell differentiation
    CD15BUV563W6D3Neutrophils
    CD40BV7505C3Myeloid cell activation
    CD80BV786L307.4Myeloid cell activation
    CD172a (SIRPa)PerCP-eFluor71015–414Myeloid cell activation
    CD195 (CCR5)APC-R7002D7Myeloid cell activation
    CD197 (CCR7)PE-Cy7G043H7Myeloid cell activation
    CD274 (PD-L1)APC29 E.2A3Myeloid cell activation
    CX3CR1BV4212A9-1Myeloid cell activation

    Full reagent details, including vendors, catalog numbers, and RRIDs, are available as a supplement to Heubeck, et al. (2021), which can be downloaded here:
    Download Reagent Details