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 Identifiers
flow.fileName: The file name of the .fcs file
cohort.cohortGuid: A Globally Unique Identifier (GUID) of the Cohort the subject enrolled in for our study
subject.subjectGuid: A GUID for the Subject
sample.sampleKitGuid: A GUID for the Sample Kit, representing all material collected at a visit
Subject Metadata
subject.biologicalSex: The biological sex of the Subject
subject.birthYear: The Birth Year of the Subject
subject.ageAtFirstDraw: The Age of the Subject at their first on-study sample collection
subject.ageGroup: The Age Group of the Subject (Young Adult or Older Adult)
subject.race: The self-reported Race of the Subject
subject.ethnicity: The self-reported Ethnicity of the subject
subject.cmv: The CMV Status of the subject, as determined by an HCMV assay
subject.bmi: The BMI of the Subject
Sample Metadata
sample.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 Metadata
Subject.ageGroup: The Age Group of the Subject (Young Adult or Older Adult)
subject.subjectGuid: A GUID for the Subject
subject.biologicalSex: The biological sex of the Subject
subject.cmv: The CMV Status of the subject, as determined by an HCMV assay
subject.race: The self-reported Race of the Subject
subject.ethnicity: The self-reported Ethnicity of the subject
Sample Metadata
sample.sampleKitGuid: A GUID for the Sample Kit, representing all material collected at a visit
sample.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 Results
flow.cellType: The B cell type assigned to the cell
flow.frac_live_cells: The fraction of live cells
Sample Metadata
cohort.cohortGuid: A Globally Unique Identifier (GUID) of the Cohort the subject enrolled in for our study
subject.subjectGuid: A GUID for the Subject
sample.sampleKitGuid: A GUID for the Sample Kit, representing all material collected at a visit
subject.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 columns
flow.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 expression
CD69_pos: A boolean value (True or False) for CD69 expression
Feature 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.
CD23
CD20
CD11c
CD69
IgG
IgM
CD21
HLA_DR
CD73
CD27
CD24
CD19
CD95
CD10
CD183
CD32
Viability
CD45RB
IgD
Lin
CD38
IgA
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 |