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.

Upload: hoangminh

Post on 28-Feb-2019

227 views

Category:

Documents


0 download

TRANSCRIPT

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.