What does it take 2 -...

18
What does it take to accurately measure concentration of nanoparticles in colloids Jan “Kuba” Tatarkiewicz, PhD VP Engineering MANTA Instruments, Inc.

Transcript of What does it take 2 -...

What does it take to accurately measureconcentration of nanoparticles in colloids

Jan “Kuba” Tatarkiewicz, PhDVP Engineering

MANTA Instruments, Inc.

CountsVolume

Beginnings

NASA sponsored ICESCAPE Projecttwo cruises on USCGC Healy

2010 - 2011

Open circles: Stations from 2011 cruise with NanoSight data

-50

-50

-50

-50

-500

-2000

-2000

8

15

1836

34

5

333213

ALASKASIBERIA

CHUKCHISEA

BEAUFORTSEA

Results

Fig. 2. Average calibration function determined Particle diameter d [ µm ]

0.0 0.2 0.4 0.6 0.8

Cal

ibra

tion

func

tion

0

1

2

3 power function-like PSD of mixturenearly flat PSD of mixturefitted calibration function

Final multiplicative cali-bration function (Fig. 2) determined by averaging data from different expe-

Particle diameter d [ µm ]

This is a very strange function...

• 

Particle diameter d [ µm ]

0.1 1 10 100

Den

sity

of P

SD

[ c

m-3µm

-1 ]

10-1

102

105

108

CoulterNanoSight

2 m, station #15

27 m, station #15

147 m, station #15

J. J. Tatarkiewicz, R. A. Reynolds, and D. Stramski Counting and sizingof colloidal particles in the Arctic Ocean 2012 Ocean Sci Meeting A0412

2nd generation NTA

• Multispectral Advanced Nanoparticle Tracking Analysis

• NSF grant for MRI #1126870, 2012-2014

• MANTA Instruments, Inc. founded in 2014

• US patents granted up to now:

• 9541490, 9645070, 9857283, 9909972

Visualization

microscope + camera

light sheet

scattered light

light sheet thickness

light source

investigated volume

1.0E-05

1.0E-04

1.0E-03

1.0E-02

1.0E-01

1.0E+00

1.0E+01

1.0E+02

1.0E+03

1.0E+04

10 100 1,000

Scat

terin

g cr

oss-

sect

ion

[nm

²]

Diameter [nm]

MANTA

Mie calculations for 445 nm, 520 nm and 635 nm polarized laser beams scattering on PSL in water (n=1.337), objective NA=0.28, 80°÷100° integration

MSD(n) = 1N − n

(xi+ni=1

N−n

∑ − xi )2 + (yi+n − yi )

2

MSD n( ) = 4·Δt·D( )·n

!" =$%&3()*

Sizes• Mean Squared Distance MSD (2D, N frames track, n frames lag*):

• Diffusion coefficient D (least-squares fit of MSD as a function of n):

• Hence hydrodynamic diameter:

* ergodicity: assembly average ≡ time average

Statistics• Cramér-Rao statistics decides length of each track used for

optimal MSD fitting• X. Michalet and A.J. Berglund Optimal diffusion coefficient

estimation in SPT, Phys Rev E85, 061916 (2012)

• Binning diameters with different schemes (like equal or logarithmic widths) into density of particle-size distribution (PSD) with variable investigated volume (explained later)

• Statistical parameters of PSD (average size, standard deviation)

Mode?

Report ABT-308_after_30min+Measurement date: 2/16/2018Measurement time: 10:10:12Measurement type: NTAOperator: QT

Instrument informationSerial number: 024Software version: 1.8.0.3417,1.0.7 WeekBuild 2617Calibration constant: 195.74 [nm/pixel]

Sample informationSample ID: ABT-308_after_30min+Sample description: Vial 5, 350 rpm between videosDiluent: Custom 2.7 [cP]Diluent impurities concentration: 0 [particles/mL]Dilution: 1 [times]

Processing informationDetection threshold type: PolydisperseDetection threshold: 2AutoThreshold: EnabledFeature radius: 35 [pixels]Tracking starts on: 1 [frame]Drift correction: 0 [%]

Recording informationFrame rate: 30 [fps]Exposure: 15 [ms]Gain: 26 [dB]Stir time: 2 [seconds]Wait time: 1 [seconds]Laser power:Blue: 0 [mW]Green: 16 [mW]Red: 12 [mW]Frames per video: 300Videos recorded: 25

ResultsIntegrated from 30 nm to 1900 nmConcentration (raw): 6.944E+06 [particles/mL]Concentration w/o impurities: 6.944E+06 [particles/mL]Total counts: 434Average size: 387 nmSD of size: 304 nmCV of size: 0.78D10: 87 nmD50: 322 nmD90: 806 nm

Report ABT-308_after_30min+Measurement date: 2/16/2018Measurement time: 10:10:12Measurement type: NTAOperator: QT

Instrument informationSerial number: 024Software version: 1.8.0.3417,1.0.7 WeekBuild 2617Calibration constant: 195.74 [nm/pixel]

Sample informationSample ID: ABT-308_after_30min+Sample description: Vial 5, 350 rpm between videosDiluent: Custom 2.7 [cP]Diluent impurities concentration: 0 [particles/mL]Dilution: 1 [times]

Processing informationDetection threshold type: PolydisperseDetection threshold: 2AutoThreshold: EnabledFeature radius: 35 [pixels]Tracking starts on: 1 [frame]Drift correction: 0 [%]

Recording informationFrame rate: 30 [fps]Exposure: 15 [ms]Gain: 26 [dB]Stir time: 2 [seconds]Wait time: 1 [seconds]Laser power:Blue: 0 [mW]Green: 16 [mW]Red: 12 [mW]Frames per video: 300Videos recorded: 25

ResultsIntegrated from 30 nm to 1900 nmConcentration (raw): 6.88E+06 [particles/mL]Concentration w/o impurities: 6.88E+06 [particles/mL]Total counts: 430Average size: 391 nmSD of size: 303 nmCV of size: 0.77D10: 90 nmD50: 310 nmD90: 810 nm

Report ABT-308_after_30min+Measurement date: 2/16/2018Measurement time: 10:10:12Measurement type: NTAOperator: QT

Instrument informationSerial number: 024Software version: 1.8.0.3417,1.0.7 WeekBuild 2617Calibration constant: 195.74 [nm/pixel]

Sample informationSample ID: ABT-308_after_30min+Sample description: Vial 5, 350 rpm between videosDiluent: Custom 2.7 [cP]Diluent impurities concentration: 0 [particles/mL]Dilution: 1 [times]

Processing informationDetection threshold type: PolydisperseDetection threshold: 2AutoThreshold: EnabledFeature radius: 35 [pixels]Tracking starts on: 1 [frame]Drift correction: 0 [%]

Recording informationFrame rate: 30 [fps]Exposure: 15 [ms]Gain: 26 [dB]Stir time: 2 [seconds]Wait time: 1 [seconds]Laser power:Blue: 0 [mW]Green: 16 [mW]Red: 12 [mW]Frames per video: 300Videos recorded: 25

ResultsIntegrated from 30 nm to 1900 nmConcentration (raw): 6.992E+06 [particles/mL]Concentration w/o impurities: 6.992E+06 [particles/mL]Total counts: 437Average size: 386 nmSD of size: 304 nmCV of size: 0.79D10: 84 nmD50: 324 nmD90: 797 nm

Report ABT-308_after_30min+Measurement date: 2/16/2018Measurement time: 10:10:12Measurement type: NTAOperator: QT

Instrument informationSerial number: 024Software version: 1.8.0.3417,1.0.7 WeekBuild 2617Calibration constant: 195.74 [nm/pixel]

Sample informationSample ID: ABT-308_after_30min+Sample description: Vial 5, 350 rpm between videosDiluent: Custom 2.7 [cP]Diluent impurities concentration: 0 [particles/mL]Dilution: 1 [times]

Processing informationDetection threshold type: PolydisperseDetection threshold: 2AutoThreshold: EnabledFeature radius: 35 [pixels]Tracking starts on: 1 [frame]Drift correction: 0 [%]

Recording informationFrame rate: 30 [fps]Exposure: 15 [ms]Gain: 26 [dB]Stir time: 2 [seconds]Wait time: 1 [seconds]Laser power:Blue: 0 [mW]Green: 16 [mW]Red: 12 [mW]Frames per video: 300Videos recorded: 25

ResultsIntegrated from 30 nm to 1900 nmConcentration (raw): 6.992E+06 [particles/mL]Concentration w/o impurities: 6.992E+06 [particles/mL]Total counts: 437Average size: 385 nmSD of size: 304 nmCV of size: 0.79D10: 86 nmD50: 318 nmD90: 784 nm

narrow equal bins wide equal bins logarithmic bins variable bins

Counts• 25 (or more) short videos (300 frames each) recorded*

• Track and count particles detected on 1st frame of each video

• Mixing sample between videos to get different aliquots (magnetic stirrer)

• external fluidics for magnetic materials and low concentration samples – do not use sample flow during recording

• Proper PSD binning (bin widths) for polydispersity

* typically between 100 and 150 particles tracked per video

ThicknessLight sheet thickness! = #

$%&'()*+, $- ≈ 2.5 (,

light sheet

Volume

How to calibrate volume:• Measure concentrations for standards

of different sizes and made out of different materials (various RIs)

• Determine effective volumes• Create look-up surface of volumes• Extrapolate by using intensity of

individual tracks and applying Mie scattering cross-section formula

Volume

Diameter

Intensity

d

I

V

Lookup surface

! = #$%&'()%*#%+,%-.%*

!/

Histogram

Concentration from 50 nm to 700 nm = area of density of PSD histogram

Dens

ity o

f PSD !" =$ 1

&" ∙ ())

*+, =$!",

"-+∙ &" = $$ 1

())

,

"-+

Concentration• Integrate density of PSD (counts/mL/nm) across sizes of interest,

for example from 50 to 700 nm, to get concentration (counts/mL)

• Instruments are calibrated for optics scaling (nm/pix) and for laser(s) power (mW) (manufacturing variability of active elements)

• For unknown materials, extrapolate investigated volumes by using Mie scattering cross-sections of known test materials

• Use measured data with statistically significant number of counts, do not use fitted distributions (PSD is not an invariant)

NIST exploratory mix

N = 1.02E+13*d -2.07

1.0E+06

1.0E+07

1.0E+08

1.0E+09

1.0E+10

100.0 1000.0

Conc

entra

tion

[cou

nts/

mL]

Diameter [nm]Diameter [nm]

50 100 200 500 1000

Den

sity

of P

SD [c

ount

s/m

L/nm

]

1.0e+3

1.0e+4

1.0e+5

1.0e+6

1.0e+7

!~ 1$%

TEM, DLS & NTA vs. MANTA

α-lactalbumin nanoparticles made as per Arroyo-Maya et al. J Dairy Sci 95, 6204 (2012)

Testowaniecd.

α-lactalbumin nanoparticlesTEMZdjęciedr.NiaBell,UCSD Particle diameter d [ nm ]

0 100 200 300 400 500 600 700 800

Par

ticl

e co

nce

ntr

atio

n N

[ c

m-3

nm

-1 ]

107

108

109

1010

α-lactalbumin nanoparticles

NanoSight

TEM MANTA

DLS

TEM, DLS & cNTA vs. MANTA

α-lactalbumin nanoparticles made as per Arroyo-Maya et al. J. Dairy Sci. (2012) 95, 6204-6214

200 300100 500 600400 800700

107

108

109

1010

0

Particle diameter [nm]De

nsity

of P

SD [c

ount

s/m

L/nm

] NTAMANTA

3x DLS

TEM

Testowaniecd.

α-lactalbumin nanoparticlesTEMZdjęciedr.NiaBell,UCSD Particle diameter d [ nm ]

0 100 200 300 400 500 600 700 800

Par

ticl

e co

nce

ntr

atio

n N

[ c

m-3

nm

-1 ]

107

108

109

1010

α-lactalbumin nanoparticles

NanoSight

TEM MANTA

DLS

Thank you

Jan “Kuba” Tatarkiewicz, PhDVP Engineering

MANTA Instruments, Inc.