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Detection of extracellular vesicles by flow cytometry: size does - - PowerPoint PPT Presentation
Detection of extracellular vesicles by flow cytometry: size does - - PowerPoint PPT Presentation
Detection of extracellular vesicles by flow cytometry: size does matter Edwin van der Pol November 6th, 2018 2 images: R. Hooke Micrographia 1665 3 image: A. van Leeuwenhoek Royal society 1675 4 image: A. van Leeuwenhoek Opera Omnia 1719 5
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images: R. Hooke Micrographia 1665 3
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image: A. van Leeuwenhoek Royal society 1675 4
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image: A. van Leeuwenhoek Opera Omnia 1719 5
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image: Österreichische Nationalbibliothek (Vienna) 6
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image: Deutsches Museum 7
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summary: Wolf Brit.J.Haemat. 1967 8
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Brazil ISAC Flow Cytometry Workshop
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Outline
image: semrock.com 15
- 1. Extracellular vesicles (EVs)
- 2. Light scatter
- 3. Fluorescence
- 4. Flow rate
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200 nm
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Extracellular vesicles
Cells release EVs: biological nanoparticles with receptors, DNA, RNA Specialized functions Clinically relevant
van der Pol et al. Pharmacol Rev 2012 17
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EV‐based “liquid biopsy”
18 rare EVs all EVs
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EV research using flow cytometry
Gardiner et al. J Extracell Vesicles 2016 19
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Motivation to detect EVs by flow cytometry
EVs are heterogeneous
Flow cytometry can differentiate EV types
Study all (also rare) EVs
Flow cytometry is fast (>10,000 events s‐1)
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Problem: EV flow cytometry is difficult
Gasecka et al. Platelets 2016 21
Reported concentrations of plasma EVs differ >106‐fold Clinical data cannot be compared “Gąsecka’s law”
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Detection of EVs: size does matter
30‐fold 2‐fold power‐law relation*
*van der Pol et al. J Thromb Haemost 2014 22
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What is this and what is wrong?
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Summary extracellular vesicles (EVs)
Body fluids contain EVs with clinical information Flow cytometers can identify EV populations Size distribution and detection limit determine measured concentration: apply statistics carefully!
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Outline
image: semrock.com 25
- 1. Extracellular vesicles (EVs)
- 2. Light scatter
- 3. Fluorescence
- 4. Flow rate
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Outline light scatter
Flow cytometry detection of EVs with
- ne scatter detector
two scatter detectors
Standardization
image: Feynman lectures on physics 26
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Goal: use scatter to interpret EV flow cytometry data
van der Pol Nanomedicine 2018 27 ?
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Is a “bead size gate” a good idea?
image adopted: Robert et al. J Thromb Haemost 2008 28
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Relate scatter to diameter of beads
Side scatter (a.u.)
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Relate scatter to diameter of beads
Side scatter (a.u.)
Mie based on scripts Mätzler (Bohren and Huffman) 30
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Relate scatter to diameter of beads
Side scatter (a.u.)
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Relate scatter to diameter of vesicles
10 nm Side scatter (a.u.)
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detected concentration 7∙106 particles ml‐1
Particles that are too small to be detected generate a signal!
89 nm silica beads at concentration 1010 particles ml‐1 urine EVs <220 nm at concentration ≥ 1010 EVs ml‐1
Side scatter (a.u.) detected concentration 9∙105 EVs ml‐1 Side scatter (a.u.)
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beam volume ≈ 54 pl At a concentration of 1010 vesicles ml‐1, >800 vesicles are simultaneously present in the beam.
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Invisible vesicles swarm within the iceberg Harrison & Gardiner J Thromb Haemost (2012)
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Summary EV detection with 1 scatter detector
Single event signal attributed to scattering from multiple EVs (“Swarm detection”) Conventional flow cytometry detects <1% of all EVs
van der Pol et al. J Thromb Haemost 2012 39
lower detection limit conventional flow cytometry Side scatter (a.u.)
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Outline light scatter
Flow cytometry detection of EVs with
- ne scatter detector
two scatter detectors
Standardization
image: Feynman lectures on physics 40
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Goal
Obtain physical properties of particles from flow cytometry scatter signals
41 particle
- diameter
- refractive index
laser
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Approach
Calibrate instrument (Apogee A50‐micro)
calibrate FSC and SSC derive size from Flow Scatter Ratio (Flow‐SR = SSC/FSC) derive refractive index from size and FSC
Validate Flow‐SR
beads mixture
- il emulsion
Apply Flow‐SR
EV and lipoprotein particles from blood
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Calibrate forward scatter and side scatter
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Flow‐SR = side scatter forward scatter
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Derive size from Flow‐SR
van der Pol Nanomedicine 2018 44
Flow‐SR = side scatter forward scatter
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Derive refractive index from size and FSC
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Approach
calibrate instrument (Apogee A50‐micro)
calibrate FSC and SSC derive size from Flow Scatter Ratio (Flow‐SR = SSC/FSC) derive refractive index from size and FSC
validate Flow‐SR
beads mixture
- il emulsion
apply Flow‐SR
EV and lipoprotein particles from blood
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Validate Flow‐SR with a beads mixture
47 Flow‐SR
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Validate Flow‐SR with a beads mixture
48 measurement error < 8% CV < 8% CV < 2%
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Validate Flow‐SR with oil emulsions
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Approach
calibrate instrument (Apogee A50‐micro)
calibrate FSC and SSC derive size from Flow Scatter Ratio (Flow‐SR = SSC/FSC) derive refractive index from size and FSC
validate Flow‐SR
beads mixture
- il emulsion
apply Flow‐SR
EV and lipoprotein particles from blood
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Supernatant of outdated platelet concentrate
centrifuged 3‐fold, 1550 × g, 20 min 51 Flow‐SR No gate
lipoprotein particles? EV? 77% 23%
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Supernatant of outdated platelet concentrate
52 No gate CD61+ gate
97% 3% 77% 23%
Median refractive index platelet EVs >200 nm = 1.37
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Summary EV detection with 2 scatter detectors
Flow‐SR enables size and refractive index determination of nanoparticles by flow cytometry
data interpretation and comparison differentiate EVs and lipoprotein particles
van der Pol Nanomedicine 2018 53
lipoprotein particles EVs
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Outline light scatter
Flow cytometry detection of EVs with
- ne scatter detector
two scatter detectors
Standardization
image: Feynman lectures on physics 54
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Standardization is boring (biologists, clinicians)
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Standardisation is exciting (metrologists, physicists)
0.31 nm X‐rays to size EV* (flow cytometers typically use 488 nm light) BESSYII *Varga et al. J Extracell Vesicles 2014 56
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Standardization is important (everybody)
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Goal
- btain reproducible measurements of the EV
concentration using different flow cytometers
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Study comprises 33 sites (64 instruments) worldwide
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Approach scatter‐based standardization
Measure EV reference sample and controls Scatter (a.u.) diameter (nm)
Measure Rosetta calibration* beads Rosetta calibration* software relates scatter to diameter and defines EV size gates
Apply EV size gate to software (e.g. FlowJo) and report concentrations
*Exometry.com 60
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EV reference sample
Platelet (CD61‐PE+) EVs from cell‐free platelet concentrates Trigger on most sensitive scatter channel Exclude EVs similar to isotype
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Exclusion of flow cytometers (FCM)
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Sensitivity of 46 flow cytometers in the field
69 = unable to detect 400 nm polystyrene beads
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400 nm polystyrene beads scatter more than 1,000 nm EV
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Sensitivity of 46 flow cytometers in the field
71 = unable to detect EV < 1000 nm
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Results
van der Pol et al. J Thromb Haemost 2018 72
Method CV* concentration (%) No scatter gate 144 Traditional bead size gate 139 1,200‐3,000 nm EV size gate 81 600‐1,200 nm EV size gate 82 300‐600 nm EV size gate 115
*CV: coefficient of variation (standard deviation / mean)
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Conclusions standardization by sizing
24% of flow cytometers in study are unable to detect EVs by scatter‐based triggering EV diameter gates by Mie theory improve reproducibility compared to no gate or bead diameter gate
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Outline
image: semrock.com 74
- 1. Extracellular vesicles (EVs)
- 2. Light scatter
- 3. Fluorescence
- 4. Flow rate
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Fluorescence
Please ask Dr. Zosia Maciorowski Label EVs
Antibodies Membrane dyes?
De Rond et al. Clin Chem 2018 75
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How specific do generic dyes label EVs?
blood contains ~1,000 lipoprotein particles (LPs) for each EV*
*Dragovic et al. Nanomedicine 2011 76
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Outline
image: semrock.com 77
- 1. Extracellular vesicles (EVs)
- 2. Light scatter
- 3. Fluorescence
- 4. Flow rate
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Determine flow rate
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concentration # of EV flow rate measurement time
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Conclusions
Detection of extracellular vesicles by flow cytometry: size does matter! Consider each flow cytometry aspect
Scatter Fluorescence Flow rate
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