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Optimizing Multiparameter Flow
Cytometry in 6-12 Colors
Holden T. Maecker
Outline
• Choosing fluorochrome combinations
and filter sets
• Matching antibody specificities with
fluorochromes
• Instrument setup and quality control
• Experiment setup and controls
• Analysis of multiparameter data sets
Outline
• Choosing fluorochrome combinations
and filter sets
• Choose bright fluorochromes
• Minimize spillover between channels
“Bright” = good resolution sensitivity
D
W1
W2
Stain Index (SI) D
W
Various fluorochromes-stain index
Reagent
Clone
Filter
Stain Index
PE
RPA-T4
585/40
356.3
Alexa 647
RPA-T4
660/20
313.1
APC
RPA-T4
660/20
279.2
PE-Cy7
RPA-T4
780/60
278.5
PE-Cy5
RPA-T4
695/40
222.1
PerCP-Cy5.5
Leu-3a
695/40
92.7
PE-Alexa 610
RPA-T4
610/20
80.4
Alexa 488
RPA-T4
530/30
75.4
FITC
RPA-T4
530/30
68.9
PerCP
Leu-3a
695/40
64.4
APC-Cy7
RPA-T4
7801/60
42.2
Alexa 700
RPA-T4
720/45
39.9
Pacific Blue
RPA-T4
440/40
22.5
AmCyan
RPA-T4
525/50
20.2
Spillover affects resolution sensitivity
FITC background
contributes noise to
PE measurement
www.bdbiosciences.com/spectra
Choices for 6-, 8-, 10-, and more colors
6-color
8-color
10-color
Additional
FITC or Alexa 488
FITC or Alexa 488
FITC or Alexa 488 FITC or Alexa 488
PE
PE
PE
PE
PE-Texas Red or
PE-Alexa 610
PE-Texas Red or
PE-Alexa 610
PerCP-Cy5.5
PerCP-Cy5.5
PerCP-Cy5.5
PerCP-Cy5.5
PE-Cy7
PE-Cy7
PE-Cy7
PE-Cy7
APC or Alexa 647
APC or Alexa 647
APC or Alexa 647
APC or Alexa 647
Alexa 680 or 700
Alexa 680 or 700
APC-Cy7
APC-Cy7
APC-Cy7
AmCyan
AmCyan
AmCyan
Pacific Blue
Pacific Blue
Pacific Blue
APC-Cy7
Q-dot 655, 705…
Outline
• Choosing fluorochrome combinations
and filter sets
• Matching antibody specificities with
fluorochromes
• Instrument setup and quality control
• Experiment setup and controls
• Analysis of multiparameter data sets
Fluorochrome selection considerations
• “Bright” antibodies go on “dim”
fluorochromes
• Avoid spillover from bright cell populations
into channels requiring high sensitivity
• Beware of tandem dye degradation
Data spread of fluorescent signals
uncompensated
compensated
data
spread
uncompensated
compensated
FITC mean fluorescence
---------------------------negative
positive
-------------------123
3541
123
3564
PE mean fluorescence
---------------------------negative
positive
-------------------184
1648
134
136
HT Maecker, T Frey, LE Nomura, J Trotter: Selecting fluorochrome
conjugates for maximum sensitivity. Cytometry A 2004, 62:169-73.
Data spread of fluorescent signals
A. With CD8 APC-Cy7 and CD4 PE-Cy7:
Gating scheme
B. Without CD8 APC-Cy7:
CD8 APC-Cy7+ cells
CD4 PE-Cy7+ cells
Data spread in APC
channel reduced in
absence of APC-Cy7
Data spread in
PE channel
remains
Effect of Spillover on Double Stained Cells
CD45-FITC
Dim CD4-PE
CD45- PerCP
Dim CD4-PE
Compensated data:
CD45 FITC makes
dim CD4+CD45+ difficult to
Distinguish due to FITC spillover
Into PE and resultant “spread”
CD45 PerCP allows
same dim CD4+CD45+ cells to be
distinguished from background
(PerCP contributes little spillover
into PE)
Spillover affects resolution senstivity
8-color Antigen-Specific
Immunophenotyping
Ab Conjugate
Laser
CD28 PerCP-Cy5.5
488
CD45RA PE-Cy7
488
CD27 APC
633
Surface
CD8 APC-Cy7
633
staining
CD3 Pacific Blue
405
CD4 AmCyan
405
Anti-IFNg FITC
488
Intracellular
Anti-IL-2 PE
488
staining
Outline
• Choosing fluorochrome combinations
and filter sets
• Matching antibody specificities with
fluorochromes
• Instrument setup and quality control
• Experiment setup and controls
• Analysis of multiparameter data sets
Instrument setup
• Finding PMT voltages that maximize
resolution sensitivity
• Compensating for fluorescence spillover
How to set PMT voltages?
• Put unstained cells in first log decade
• Autofluorescence varies by channel
• Leads to highly variable setup
• No guarantee that performance on
stained cells will be optimal
• Use dim particles to find voltages that
minimize their CV, thus maximizing
resolution sensitivity
A suitably dim particle
• Spherotech Rainbow Calibration Particles
(3.0-3.4 mM)
• Peak 2 of 8-peak bead set
• Catalog # RCP-30-5A-2
PMT characterization to minimize CV
When to change baseline voltages?
• Stained cells go off-scale
• Should lower voltages so there are no
events in the highest channel
• Background is very high
• Can lower voltages, but risk losing
resolution sensitivity
Target channels using mid-range beads
Compensation controls with capture beads
Outline
• Choosing fluorochrome combinations
and filter sets
• Matching antibody specificities with
fluorochromes
• Instrument setup and quality control
• Experiment setup and controls
• Analysis of multiparameter data sets
Types of controls
• Instrument setup controls
• PMT voltage settings
• Compensation
• Gating controls
• Isotype controls
• FMO controls
• Biological controls
• Unstimulated samples
• Healthy donors
Comparison of controls
Potential problems of tandem dyes (I)
• Multiple specificities of a given tandem may
require individual compensation
• Due to variations in tandem conjugation
• The same tandem reagent may require
different compensation lot-to-lot and
experiment-to-experiment
• Due to partial degradation of tandem
• Solution: compensate on the same reagents
used for each experiment (for tandems)
Potential problems of tandem dyes (II)
• Degradation of conjugate in bottle
• Degradation of conjugate on stained cells
• Aggravated by exposure to:
• Light
• Elevated temperature
• Formaldehyde-based fixation
• Worst for APC-Cy7, then PE-Cy7
False positives due to tandem degradation
A. With CD8 APC-Cy7 and CD4 PE-Cy7:
Gating scheme
B. Without CD8 APC-Cy7:
CD8 APC-Cy7+ cells
CD4 PE-Cy7+ cells
False positives in
APC channel reduced
in absence of APC-Cy7
False positives
in PE channel
remain
Degradation of APC-Cy7 on stained cells
% spillover
APC-Cy7 -> APC
100
75
PBS/BSA
PBS/formaldehyde
50
25
In Fixation Stabilizing Buffer
0
no
storage
overnight overnight
room temp
4o C
Standardization using lyophilized reagents
• Lyophilization provides increased stability,
even at room temperature or 37oC
• One batch of reagents can be used for an
entire longitudinal study
• Pre-configured plates can avoid errors of
reagent addition
• Complex experiments (multiple stimuli,
multiple polychromatic staining cocktails)
become easier
• Lyophilized cell controls can provide run-torun standardization
Lyophilized Reagent ICS Protocol
PBMC or whole blood
Plate with lyophilized Ag+BFA
6h @ 37oC, EDTA, FACS Lyse, FACS Perm 2
Plate with lyophilized Ab
to flow cytometer
Liquid vs. Lyophilized Reagents
CD3+CD8+
CD3+CD8-
0.97%
MFI 489
0.59%
MFI 608
CD69 PE
Liquid Ag
Liquid Ab
0.95%
MFI 420
0.58%
MFI 608
Lyophilized Ag
Lyophilized Ab
IFNg FITC
Multi-Site Data with Lyoplates
Fixed
Activated
Blood
Shipped
Whole
Blood
Cryopreserved
PBMC
Cryopreserved
PBMC with
Lyoplates
Number of samples
12
12
24
9
Mean % CV
24%
31%
23%
18%
Assay Type
Outline
• Choosing fluorochrome combinations
and filter sets
• Matching antibody specificities with
fluorochromes
• Instrument setup and quality control
• Experiment setup and controls
• Analysis of multiparameter data sets
All events
CD3+ gate
CD8 APC-Cy7
Side Light Scatter
B
C
A
CD3 Pacific Blue
CD4 AmCyan
CD4+ CD8- gate
IFNg FITC
IFNg FITC
CD4- CD8+ gate
CD28 PerCP-Cy5.5
CD28 PerCP-Cy5.5
CD28 PerCP-Cy5.5
CD28 PerCP-Cy5.5
CD4+ IFNg+ IL-2+
CD28 PerCP-Cy5.5
CD28 PerCP-Cy5.5
CD45RA PE-Cy7
CD45RA PE-Cy7
CD27 APC
CD45RA PE-Cy7
CD27 APC
CD45RA PE-Cy7
CD45RA PE-Cy7
CD27 APC
Side Light Scatter
CD4+ IFNg+
CD8+ IFNg+ IL-2+
CD45RA PE-Cy7
CD45RA PE-Cy7
CD45RA PE-Cy7
CD27 APC
IL-2 PE
Side Light Scatter
CD8+ IFNg+
Side Light Scatter
Side Light Scatter
IL-2 PE
CD28 PerCP-Cy5.5
CD28 PerCP-Cy5.5
Facilitating Data Organization
Batch
analysis
with
dynamic
gating
FCS
files
Statistics files
Custom
Excel
spreadsheet
Donor
168 - May 6,
168 - May 6,
168 - May 6,
168 - May 6,
168 - May 6,
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168 - May 6,
168 - May 6,
168 - May 6,
168 - May 6,
168 - May 6,
168 - May 6,
168 - May 6,
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2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
CMV sero Well Gate
Label
% Gated
+
A01 CD4 IFNg+CD69+
0.01
+
A02 CD4 IFNg+CD69+
0.36
+
A03 CD4 IFNg+CD69+
0.15
+
A04 CD4 IFNg+CD69+
0.07
+
A05 CD4 IFNg+CD69+
0.07
+
A06 CD4 IFNg+CD69+
0.06
+
A07 CD4 IFNg+CD69+
0.08
+
A08 CD4 IFNg+CD69+
0.02
+
A09 CD4 IFNg+CD69+
0.01
+
A10 CD4 IFNg+CD69+
0.03
+
A11 CD4 IFNg+CD69+
0.05
+
A12 CD4 IFNg+CD69+
0.09
+
B01 CD4 IFNg+CD69+
0.05
+
B02 CD4 IFNg+CD69+
2.69
+
B03 CD4 IFNg+CD69+
0.15
+
B04 CD4 IFNg+CD69+
0.05
+
B05 CD4 IFNg+CD69+
0.03
+
B06 CD4 IFNg+CD69+
0.03
+
B07 CD4 IFNg+CD69+
0.1
+
B08 CD4 IFNg+CD69+
0.03
+
B09 CD4 IFNg+CD69+
0.04
+
B10 CD4 IFNg+CD69+
0.03
+
B11 CD4 IFNg+CD69+
0.03
+
B12 CD4 IFNg+CD69+
0.11
Web
database
4000
CD4+ IFNg+
CD4+ IFNg+ IL-2+
CD8+ IFNg+
CD8+ IFNg+ IL-2+
HIV- subjects
pp65+IE-1
Cytokine+ cells/ml blood
2000
0
9000
HIV+ subjects
pp65+IE-1
2000
2000
0
4000
HIV+ subjects
gag+env
2000
0
CD27:
+ + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - -
CD28:
+ + + + - - - - + + + + - - - - + + + + - - - - + + + + - - - -
CD45RA: + - - + - + - + + - - + - + - + + - - + - + - + + - - + - + - +
Conclusions
• Polychromatic flow cytometry is not impossible
• Select fluorochromes for brightness and least spillover
• Optimize antibody panels by taking into account reagent
brightness and data spread
• Stabilize longitudinal experiments with proper QC
• Put systems into place to allow streamlined and
reproducible analysis
• Some solutions that can help
• Lyophilized reagent plates
• Fixation stabilizing buffer
• Beads for calibration and compensation
• Maecker lab weblog for references, ICS protocols, tools:
• http://maeckerlab.typepad.com
Acknowledgements
•
•
•
•
•
•
•
Laurel Nomura
Margaret Inokuma
Maria Suni
Smita Ghanekar
Daiva Gladding
Jack Dunne
Skip Maino
• Joe Trotter
• Dennis Sasaki
• Perry Haaland
• Eugene Veteska