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© 2019 Wyatt Technology Corporation – All Rights Reserved 1 Beyond Aggregates: Light Scattering Tools for Biophysical Characterization and Quantitation Sophia Kenrick Wyatt Technology Corporation

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Page 1: Beyond Aggregates 2019 HOS SAK final© 2019 Wyatt Technology Corporation –All Rights Reserved 2 About Wyatt Technology Corporation Founded in 1982 by Dr. Philip J. Wyatt to commercialize

© 2019 Wyatt Technology Corporation – All Rights Reserved 1

Beyond Aggregates:Light Scattering Tools for Biophysical Characterization and Quantitation

Sophia Kenrick

Wyatt Technology Corporation

Page 2: Beyond Aggregates 2019 HOS SAK final© 2019 Wyatt Technology Corporation –All Rights Reserved 2 About Wyatt Technology Corporation Founded in 1982 by Dr. Philip J. Wyatt to commercialize

© 2019 Wyatt Technology Corporation – All Rights Reserved 2

About Wyatt Technology Corporation Founded in 1982 by Dr. Philip J. Wyatt to commercialize multi‐angle 

light scattering (MALS) Award‐winning, robust, low maintenance, easy to use instruments 

that have been validated by thousands of peer‐reviewed publications  Leading provider of light scattering instruments for solution‐based 

characterization of macromolecules and nanoparticles: molar mass, size, charge, & interactions

Pioneer of SEC‐MALS and FFF‐MALS, now standard analytical tools in protein, biopharma, biopolymer, synthetic polymer labs and more

Pioneer of plate‐based dynamic light scattering (DLS), an essential technology for high‐throughput protein and nanoparticle formulation

Page 3: Beyond Aggregates 2019 HOS SAK final© 2019 Wyatt Technology Corporation –All Rights Reserved 2 About Wyatt Technology Corporation Founded in 1982 by Dr. Philip J. Wyatt to commercialize

© 2019 Wyatt Technology Corporation – All Rights Reserved 3

Static light scattering Dynamic light scattering

Identity Molar massSize (RMS radius)Conjugation/loadingExtinction coefficientConcentration

Hydrodynamic sizeConformation

Quality Aggregate amount and sizeFragment amount and sizeHeterogeneity

Aggregate sizeViscosity

Stability Reversible associationsSecond virial coefficient

Diffusion interaction parameterTransition temperatures

Light scattering provides critical attributes

Page 4: Beyond Aggregates 2019 HOS SAK final© 2019 Wyatt Technology Corporation –All Rights Reserved 2 About Wyatt Technology Corporation Founded in 1982 by Dr. Philip J. Wyatt to commercialize

© 2019 Wyatt Technology Corporation – All Rights Reserved 4

Multi‐Angle Light Scattering

The variation of scattered light with scattering angle is proportional to the average size of the scattering molecules.

The amount of light scattered at 0° is directly proportional to the molar mass and mass concentration

𝐼 ∝ 𝑀 · 𝑐 ·𝑑𝑛𝑑𝑐

Isotropic scattering

Small particles (R < 10 nm)

Anisotropic scattering

large particles (R > 10 nm)

Page 5: Beyond Aggregates 2019 HOS SAK final© 2019 Wyatt Technology Corporation –All Rights Reserved 2 About Wyatt Technology Corporation Founded in 1982 by Dr. Philip J. Wyatt to commercialize

© 2019 Wyatt Technology Corporation – All Rights Reserved 5

Dynamic light scattering (DLS)

Page 6: Beyond Aggregates 2019 HOS SAK final© 2019 Wyatt Technology Corporation –All Rights Reserved 2 About Wyatt Technology Corporation Founded in 1982 by Dr. Philip J. Wyatt to commercialize

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Typical MALS hardware setup and applications

SEC‐MALS of biomolecules—Proteins, polysaccharides, nucleic 

acids, conjugates—Measure monomer and aggregate 

molar mass, molar mass distribution and polydispersity (𝑀 𝑀⁄ )

—Characterize branching and degree of conjugation

Eclipse AF4‐MALS of BioNPs—Viral vectors, EVs/exosomes, lipid or 

other NPs— Isolate, identify, and quantify 

nanoparticle size, molar mass, and concentration

—Characterize shape/structure and payload/cargo content

Page 7: Beyond Aggregates 2019 HOS SAK final© 2019 Wyatt Technology Corporation –All Rights Reserved 2 About Wyatt Technology Corporation Founded in 1982 by Dr. Philip J. Wyatt to commercialize

© 2019 Wyatt Technology Corporation – All Rights Reserved 7

Example:Online Molar Mass and RMS RadiusLight scattering and refractive index data are measured for each eluting slice to yield absolutemolecular weight, 𝑅 , and (with DLS) 𝑅 .

𝑅𝑀𝑆 𝑟𝑎𝑑𝑖𝑢𝑠 ∝ 𝑠𝑙𝑜𝑝𝑒𝑅 11.5 𝑛𝑚

𝐼 ∝ 𝑀 𝑐𝑀 122 𝑘𝐷𝑎

Page 8: Beyond Aggregates 2019 HOS SAK final© 2019 Wyatt Technology Corporation –All Rights Reserved 2 About Wyatt Technology Corporation Founded in 1982 by Dr. Philip J. Wyatt to commercialize

© 2019 Wyatt Technology Corporation – All Rights Reserved 8

Example:Online Molar Mass and RMS RadiusLight scattering and refractive index data are measured for each eluting slice to yield absolutemolecular weight, 𝑅 , and (with DLS) 𝑅 .

2

1

3

Page 9: Beyond Aggregates 2019 HOS SAK final© 2019 Wyatt Technology Corporation –All Rights Reserved 2 About Wyatt Technology Corporation Founded in 1982 by Dr. Philip J. Wyatt to commercialize

© 2019 Wyatt Technology Corporation – All Rights Reserved 9

Case Study 1:AdenovirusMeasure size of monomer and aggregates

Quantify number of aggregates

Relate aggregation to stress conditions

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Adenovirus

volume (mL)15.0 20.0 25.0 30.0

geom

etric

rad

ius

(nm

)

0.0

50.0

100.0LS

• Small amount of aggregates will not be detected by batch DLS.• Rg and Rh can be measured by MALS and online DLS, respectively. 

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Quantitation: size, particle counts, aggregate%

Radius(nm)

Number of particles

Radius(nm)

Number of particles

% by number (MALS)

% by mass  (MALS)

% by UV peak area

Run 1 43.7 1.8 10 77 1.4 10 0.08% 2.76% 0.83%

Run 2 44 1.7 10 82 1.0 10 0.06% 2.09% 1.06%

Average 43.9 1.75 10 80 1.2 10 0.07% 2.4% 0.9%

Monomer Aggregate

Good reproducibility was obtained for both sizing and particle counting, despite very low amount of aggregate.

MALS provides more accurate quantitation of aggregate than traditional UV method.— UV peak area may overestimate the percentage of large aggregates— Scattering contribution in UV data is significant for particle radius >50 nm

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How do stressors change the vector?

Freeze‐thaw— Isolate and quantify virus size with 

Eclipse AF4‐MALS— Sensitive and robust aggregation 

assessment

Fresh vs. aged— Elution time and peak shape are not 

representative of size distribution— Eclipse fractionation with DAWN 

MALS detector quantifies absolute size

Buffer effects— Measure differences in size 

distribution between buffers— Quantify number of particles:  1.7

10 for each case

Shortly after thawing

12 hr. later3.5 hr. later Salt added

Aged, 10µLFresh, 25µL

Tris buffer

Formulation buffer

Page 13: Beyond Aggregates 2019 HOS SAK final© 2019 Wyatt Technology Corporation –All Rights Reserved 2 About Wyatt Technology Corporation Founded in 1982 by Dr. Philip J. Wyatt to commercialize

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Case Study 2:  Adeno‐associated virus (AAV)Comparison of separation techniques

Quantify genetic payload

Determine structure

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AAV by SEC‐MALS and Eclipse AF4‐MALS

SEC‐MALS— SEC may be able to resolve monomer 

and oligomer— SEC is not be the right tool to 

quantify large aggregates

Eclipse AF4‐MALS— AF4 provides better separation of 

confirmation of aggregate %— HMW aggregates visible by AF4‐

MALS may be removed by SEC column

volume (mL)5.0 10.0 15.0

Rela

tive

Sca

le

0.0

0.5

1.0UV

WTC‐050S5

fragmentaggregates

time (min)10.0 15.0 20.0 25.0 30.0

Rela

tive

Sca

le

0.0

0.5

1.0UV

aggregates

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AAV genetic payload by SEC with multi‐detection

Quantify genetic payload— SEC/FFF cannot resolve empty and filled AAVs, but the apparent MW data 

from MALS and dRI may correlate to the percentage of full AAV

MW from protein3.0 MDa

Total MW

MW from DNA1.8 MDa

6.1 MDa

3.8 MDa

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volume (mL)11.4 11.6 11.8 12.0 12.2 12.4

Hyd

rody

nam

ic R

adiu

s (Q

) (nm

)

8.0

9.0

10.0

20.0UV

volume (mL)11.4 11.6 11.8 12.0 12.2 12.4

rms

radi

us (n

m)

8.0

9.0

10.0

20.0UV

volume (mL)11.5 12.0 12.5

rms

radi

us/r

h(Q

)

0.5

0.6

0.7

0.8

0.9

1.0

UV

𝑅 from MALS 𝑅 from DLS𝑅 𝑅⁄ ~ 0.8

filled sphere

AAV structure by SEC with multi‐detection

Confirm payload and measure shape

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© 2019 Wyatt Technology Corporation – All Rights Reserved 17

Case Study 3:  Formulation stabilityHigh‐throughput aggregate screening

Colloidal stability:  𝑘 and 𝐴Conformational stability:  𝑇 and 𝑇

Page 18: Beyond Aggregates 2019 HOS SAK final© 2019 Wyatt Technology Corporation –All Rights Reserved 2 About Wyatt Technology Corporation Founded in 1982 by Dr. Philip J. Wyatt to commercialize

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Benefits of batch DLS

Screening and characterization tool for formulation development— High‐throughput, low volume quality control for aggregates— Perform studies as a function of time and temperature— Screen small‐molecule drugs: promiscuous inhibitors and binders— Measure formulation viscosity

Radius

MW

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Measure interactions among molecules

Dynamic light scattering:Diffusion Interaction Parameter, 𝑘

Static light scattering:

Second virial coefficient, 𝐴

𝐷 𝐷 1 𝑘 𝑐

𝑘 0 attraction𝑘 0 repulsion

𝑅 𝐾∗⁄ 𝑀𝑐 1 2𝐴 𝑀𝑐

𝐴 0 attraction𝐴 0 repulsion

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𝑘 correlates with solution properties— 𝑘 0 correlates to low viscosity— 𝑘 ≲ 0 correlates to high viscosity— 𝑘 ≲ 0 correlates with particles 

formation (e.g., after agitation)

Sample formulation space and determining key stability attributes.

— Interactions as a function of pH, excipient, salts, etc.

— Observe correlations between 𝑘 , 𝐴 , and 𝑇

Connolly, B.D. et al. Biophys. J. (2012) 103(1):69‐78.

Why measure concentration dependence?

Positive correlation between 𝒌𝐃 and many other stability‐indicating parameters!

Tomar D.S., et al. (2018) Pharm. Res. 35:193.

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Quantify colloidal stability,  and 

Formulation pH influences intermolecular interactions.—Neutral pH causes undesirable attractive interactions

—Acidic and basic pH exhibit net repulsive interactions

𝑹𝒉 (𝐧𝐦) 𝒌𝑫 (𝐦𝐋 𝐠⁄ ) 𝑴𝒘 (𝐤𝐃𝐚) 𝑨𝟐 (𝐦𝐨𝐥 · 𝐦𝐋 𝐠𝟐⁄ )

Neutral 1.9 8.5 15.0 4.8 10

Acidic 2.0 4.6 13.5 7.3 10

Basic 2.1 3.7 14.7 5.0 10

DLS SLS

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1.8

1.9

2.0

2.1

2.2

2.3

2.4

2.5

2.6

30 40 50 60 70 80 90

Rad

ius

(nm

)

DLS Temp (C)

0

10

20

30

40

50

Mw

-S (k

Da)

1

10

100

30 40 50 60 70 80 90

Rad

ius

(nm

)

DLS Temp (C)

Conformational stability from temperatureAcidic pH Basic pH

Acidic pH provides conformational stability.—Midpoint unfolding temperature 𝑇

69 °C— Confirm unfolding (not aggregation) via 

constant measured 𝑀

Basic pH shows aggregation at elevated temperature

—Onset of aggregation/unfolding happens at lower T compared to acidic pH

—𝑇 varies with concentration, ranging from 48 °C to 60 °C

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ConclusionLight scattering is not just for protein molecules and aggregates!

— Assess wide range of biotherapeutics, protein conjugates, and higher order structures.

— Extend characterization and quantitation to viruses, gene therapy and drug delivery vectors.

Static and dynamic light scattering provide a wide range of solutions for formulation stability.

— Measure nonspecific interactions and propensity to aggregate with DLS (𝑘 ) or SLS (𝐴 ).

— Characterize conformational stability (𝑇 , 𝑇 , time to aggregation, etc.)

Combine with complementary information for complete characterization.

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For More Information

Sample application notes, webinars, & more at www.wyatt.com/Library.

Search over 14,000 peer‐reviewed publications that feature Wyatt instruments at www.wyatt.com/Bibliography.

For information about a particular topic:— Light Scattering Solutions: www.wyatt.com/Solutions— SEC‐MALS: www.wyatt.com/SEC‐MALS— DLS: www.wyatt.com/DLS— CG‐MALS:  www.wyatt.com/CG‐MALS