B cell Flow Cytometry
We used spectral flow cytometry to evaluate B cell phenotypes and frequencies in healthy young adults and older adults from the Sound Life cohort, at homeostasis (day 0) and during early (day 7) and late (day 90) flu vaccine response timepoints. The flu vaccine samples were collected in the 2020-2021 season. Flow cytometry was performed using a 23 color panel of antibodies and dyes on a Cytek Aurora spectral flow cytometer. Antibodies, fluorophores, dyes, and source information are provided below:
| Target | Flurophore | Clone | Vendor | Cat.# |
| CD10 | BV750 | HI10a | BD Biosciences | 747517 |
| CD11c | AF700 | Bu15 | BioLegend | 337220/337219 |
| CD183 (CXCR3) | BV785 | G025H7 | BioLegend | 353737/353738 |
| CD19 | BV650 | HIB19 | BioLegend | 302238/302237 |
| CD20 | APC-Cy7 | 2H7 | BioLegend | 302314/302313 |
| CD21 | BUV661 | 1048 | BD Biosciences | 750187 |
| CD23 (FcεRII) | APC | EBVCS-5 | BioLegend | 338514/338513 |
| CD24 | BV605 | ML5 | BioLegend | 311124/311123 |
| CD27 | BV421 | L128 | BD Biosciences | 742731 |
| CD32 (FcγRII) | FITC | FUN-2 | BioLegend | 303204 |
| CD38 | PE-Dazzle594 | HIT2 | BioLegend | 303538/303537 |
| CD45RB** | PE | MEM-55** | BioLegend | 310204 |
| CD69 | BUV395 | FN50 | BD Biosciences | 564364 |
| CD3 | PE-Cy7* | various | BD Biosciences | 563423 |
| CD7 | PE-Cy7* | various | BioLegend | 343114/343113 |
| CD14 | PE-Cy7* | various | BD Biosciences | 557742 |
| CD16 | PE-Cy7* | various | BioLegend | 302015/302016 |
| CD33 | PE-Cy7* | various | BioLegend | 366618/366617 |
| CD61 | PE-Cy7* | various | BioLegend | 336416/336415 |
| CD235a | PE-Cy7* | various | BioLegend | 306619/306620 |
| CD73 | BUV805 | AD2 | BD Biosciences | 748584 |
| CD95 (FAS) | BV711 | DX2 | BD Biosciences | 561633 |
| HLA-DR | BUV737 | G46-6 | BD Biosciences | 748339 |
| IgA*** | PerCp-Vio700 | IS11-8E10 | Miltenyi | 130-113-478 |
| IgD | PE-Cy5 | IA6-2 | BioLegend | 348249/348250 |
| IgG | BUV496 | G18-145 | BD Biosciences | 741172 |
| IgM | BUV563 | UCH-B1 | BD Biosciences | 74892 |
| Viability | FVS510 | nan | BD Biosciences | 564406 |
* All PE-Cy7 antibodies are included in the "Lin/Dump" channel.
** MEM-55 antibody clone binds to a glyco-epitope of CD45RB
*** We recommend excluding IgA from downstream analysis due to non-specific staining of cells
To analyze changes in cell type abundance across age cohorts, we gated specific B cell subpopulations. Cells were gated using a standard lymphocyte, singlet and live cell gating before reaching the first B cell gate (B_cells_filter1). The gating diagrams below show how B cell populations were identified:
| Gate Name | X Feature | Y Feature | Quantified Cell Type |
| Live_cells | CD19 | Lin | |
| └ B_cells_filter1 | CD19 | CD20 | |
| ├ plasma_cells_filter1 | CD38 | CD27 | |
| ┆└ plasma_cells_filter2 | Plasma cell | ||
| └ B_cells_filter2 | CD19 | CD11c | |
| ├ efector_B_cells | CD27 | CD11c | |
| ┆ ├ CD27_neg_effector_B_cells | CD27- effector B cell | ||
| ┆ └ CD27_pos_effector_B_cells | CD27+ effector B cell | ||
| └ not_effector | CD32 | CD23 | |
| ├ t2_memory_B_cells | Type 2 polarized memory B cell | ||
| └ not_t2_memory_B_cells | CD27 | CD45RB | |
| ├ antigen_inexperienced_B_cells | CD24 | CD38 | |
| ┆ ├ naive_B_cells | Naive B cell | ||
| ┆ └ transitional_B_cells | Transitional B cell | ||
| └ antigen_experienced_B_cells | CD27 | CD95 | |
| ├ CD95_memory_B_cells | CD95 memory B cell | ||
| └ not_CD95_memory_B_cells | CD27 | CD45RB | |
| ├ Early_memory_B | Early memory B cell | ||
| ├ Core_memory_B | Core memory B cell | ||
| └ Late_memory_B | Late memory B cell |
Data from these flow cytometry experiments are provided below:
- A .tar archive file containing .fcs files from each sample suitable for analysis using Flow Cytometry software, along with a .csv table with metadata for each file. The .fcs files contain all events in the experiment, including those labeled as non-B cells.
- A compressed table (.csv.gz) file containing annotated b cell event data with scaled expression for each measured marker.
- A table (.csv) with the frequency of each B cell type in each sample, as the fraction of live events.
The columns provided in the metadata table an CSV files are provided below:
Sample Identifiersflow.fileName: The file name of the .fcs filecohort.cohortGuid: A Globally Unique Identifier (GUID) of the Cohort the subject enrolled in for our studysubject.subjectGuid: A GUID for the Subjectsample.sampleKitGuid: A GUID for the Sample Kit, representing all material collected at a visit
Subject Metadatasubject.biologicalSex: The biological sex of the Subjectsubject.birthYear: The Birth Year of the Subjectsubject.ageAtFirstDraw: The Age of the Subject at their first on-study sample collectionsubject.ageGroup: The Age Group of the Subject (Young Adult or Older Adult)subject.race: The self-reported Race of the Subjectsubject.ethnicity: The self-reported Ethnicity of the subjectsubject.cmv: The CMV Status of the subject, as determined by an HCMV assaysubject.bmi: The BMI of the Subject
Sample Metadatasample.visitName: The name of the study visit (i.e. time point)sample.drawYear: The year of the study visit (e.g. 2021)sample.subjectAgeAtDraw: The age of the Subject in years at the time of sample collection
Subject MetadataSubject.ageGroup: The Age Group of the Subject (Young Adult or Older Adult)subject.subjectGuid: A GUID for the Subjectsubject.biologicalSex: The biological sex of the Subjectsubject.cmv: The CMV Status of the subject, as determined by an HCMV assaysubject.race: The self-reported Race of the Subjectsubject.ethnicity: The self-reported Ethnicity of the subject
Sample Metadatasample.sampleKitGuid: A GUID for the Sample Kit, representing all material collected at a visitsample.visitName: The name of the study visit (i.e. time point)sample.subjectAgeAtDraw: The age of the Subject in years at the time of sample collection
Flow Cytometry Resultsflow.cellType: The B cell type assigned to the cellflow.frac_live_cells: The fraction of live cells
Sample Metadatacohort.cohortGuid: A Globally Unique Identifier (GUID) of the Cohort the subject enrolled in for our studysubject.subjectGuid: A GUID for the Subjectsample.sampleKitGuid: A GUID for the Sample Kit, representing all material collected at a visitsubject.ageGroup: The Age Group of the Subject (Young Adult or Older Adult)sample.visitName: The name of the study visit (i.e. time point)
Annotation columnsflow.cellType: The B cell type assigned to the cell.flow.isotype: The isotype of the B cell based on Ig detection (if available)CXCR3_pos: A boolean value (True or False) for CXCR3 expressionCD69_pos: A boolean value (True or False) for CD69 expression
Feaature columns
These columns provide scaled expression values for each feature, and are only present in the annotated cell .csv.gz file. See above for additional antibody and fluorophore information.CD23CD20CD11cCD69IgGIgMCD21HLA_DRCD73CD27CD24CD19CD95CD10CD183CD32ViabilityCD45RBIgDLinCD38IgA
Sound Life B cell Flow Analysis
| File Name | Description | Download Link |
|---|---|---|
| sound-life_bcell_fcs.tar | FCS files and metadata | |
| sound-life_bcell_labeled-events.csv.gz | B cell events with labels | |
| sound-life_bcell_population_fractions.csv | Fractions of live events |