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U D TM Non-Native Aggregate Assembly and Structure: A Multi-Scale Problem Christopher J. Roberts, Ph.D. Associate Professor of Chemical Engineering University of Delaware

Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Page 1: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Non-Native Aggregate Assembly and Structure: A Multi-Scale Problem

Christopher J. Roberts, Ph.D.Associate Professor of Chemical Engineering

University of Delaware

Page 2: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Students & Post-DocsPrateek Shah (Ph.D. `08) Jennifer (Andrews) Woods (Ph.D. `08)Yi Li (Ph.D. `09) Michelle Spatara (Ph.D. `09)Teresa Young (Ph.D. `09) William F. Weiss IV (Ph.D. `09)Rebecca Brummitt(Ph.D. `10) ErincSahin(Post-doc Res. Assoc.)Charles Woods Marco BlancoRon Maurer Andrew Kroetsch(BChE `10)Nayoung Kim

Current / Recent CollaboratorsAnne Robinson (UD) BramieLenhoff(UD)Erik Fernandez (UVA) Aming Zhang (UVA)TundeOgunnaike(UD) AdeolaGrillo (HGSI)Melissa D. Perkins (HGSI) Doug Nesta(GSK)Lucy Chang (GSK / PFZ) Alan Hunter (MedImmune)MagdaIvanova(UCLA) Tom Laue, Sue Chase (UNH)Richard Remmele(Amgen) Dean Liu (Amgen)Tapan Das (Pfizer) Kevin King (Pfizer)

Funding (current + previous)National Institutes of HealthMerck Research LaboratoriesNational Science Foundation Human Genome SciencesGlaxoSmithKline PfizerMedImmune AmgenBoehringer Ingelheim

Acknowledgements

Page 3: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Dobson CM “Protein Folding and Misfolding” Nature (2003)

“Aggregation” occurs via competing contributions

Page 4: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Unfolding-mediated Aggregation is Multi-Step:Product(s) Range from Oligomers to Visible

Particles

200 nm 200 nm50 nm

Weiss, Hodgdon, et al. Biophys. J. (2007)

Li et al., J. Pharm. Sci.(2010)

Page 5: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Non-Native Agg’s are Typically Net “Irreversible”w/out Extreme T, p, [denaturant]

200 nm 200 nm50 nm

Weiss, Hodgdon, et al. Biophys. J. (2007)

High T (~ 100 C)High p (~ 103 bar)High [denaturant] (~ 4+ molar)

Page 6: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Aggregation rates are very sensitive to temperature need (at least local) unfolding

-3

-2

-1

0

1

2

3

4

3 3.2 3.4 3.6

bG-CSF shelf life (t90) vs. T, pH>4.5

Erroneous(Arrhenius)Prediction

1000 / T

log 1

0(ti

me

for 1

0% lo

ss)

pH 7.5

pH 4.8

1 year

1 mo.

1 day

1 hour

5 min.

LENPPrediction

5°C20°C30°C40°C

Roberts et al JPhSci (2003)

Hun ~ 102 kcal/mol at T ~ Tm

Hun ~ 0 kcal/mol at T ~ 10 - 20 oC

PBD 1BGC

Page 7: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Small length scales: Inter-protein contacts can be only small segments of the entire protein

Zhang, Ivanova, Weiss, Roberts, Fernandez, Biochemistry (2010)

Akin to modified “domain swapping” model (e.g., Sambashivan et al., Nature (2005))

Page 8: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Small length scales: Difficult to reliably predict (exposed) “hot spot” sequences in foldable proteins

Adapted from Roberts, Das, & Sahin Int. J. Pharm. (2011)

Page 9: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Small length scales: single point mutations can greatly change kobs via “hot spots” a/o Gun

Roberts, Das, & Sahin Int. J. Pharm. (2011)Sahin, Jordan, Spatara, Naranjo, Robinson, Fernandez, Roberts Biochemistry (2011)

M69 S130

Page 10: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Roberts, Das, & Sahin Int. J. Pharm. (2011)Sahin, Jordan, Spatara, Naranjo, Robinson, Fernandez, Roberts Biochemistry (2011)

M69 S130

Small length scales: single point mutations can greatly change kobs via “hot spots” a/o Gun

Page 11: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Intermediate length scales: colloidal interactions & (near) neighbors

lim [protein] 0G22 = -2B22

Blanco, Das, and Roberts (in preparation)

S(q 0) [light / neutron scattering]

Page 12: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Often, Gun (short L) wins out over B22(intermed. L) for agg’n of “monomers”

Tagg = temp. for t50 ~ 1 hourTm from DSCb2*= (B22-B22

HS) / B22HS

Roberts, Das, & Sahin Int. J. Pharm. (2011)Sahin, Grillo, Perkins, Roberts J. Pharm. Sci (2010)

Page 13: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Brummitt et al JPhSci 100:2104 (2011)

Intermediate L: antibody “chain polymerization” (small oligomers)

Lumry-Eyring Nucleated-Polymerization (LENP)

mass action model

pH 4.5

Page 14: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

40 50 60 70 80

Excess Specific Heat C

apacity

(cal g

‐1K‐

1 )or  

Mon

omer Fraction, m

(T)

Temperature  / deg. C

Fab

CH2CH3

Local unfolding is (particuarly?) important for aggregation of large proteins

CH2CH3

FabTSML

DSC

Page 15: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Initiation via irreversible dimerization of partially unfolded monomers

Nucleation: n ~ C01-x

Chain Growth: g ~ C0-1

Andrews & Roberts J Phys Chem B (2007); Weiss et al Biophys J (2007)Li & Roberts J Phys Chem B (2009); Li et al J PharmSci (2010)

Lumry-Eyring Nucleated-Polymerization (LENP)

mass action model

Brummitt et al JPhSci 100:2104 (2011)

Dimer…LargeSoluble /Insoluble Agg.

Page 16: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Brummitt et al JPhSci (2011b)

Large L: further aggregate growth via both monomer add’n & aggregate coalescence

Page 17: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Aggregate growth mechanism ispH-dependent

pH 3.5Slow growthOnly soluble

aggregates

pH 4.5Rapid growthSoluble & “insoluble” aggregates

pH 5.5Rapid growthPrimarily “insoluble” aggregates

(macroscopic “particles”)

Brummitt et al JPhSci (2011b)

Page 18: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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200 nm 200 nm50 nm 50 nm

100nm

Aggregate growth mechanisms depend strongly on charge & salt effects

Weiss et al. (2007)

Globular, HMW,Soluble Agg.

Insoluble Agg. / Precip. / Particles

Linear, HMW,Soluble Agg.

R. Hepler

Li et al., J. Pharm. Sci.p. 645-662 (2010).

Page 19: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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B22 Surrogate for agg – agg interactions & particle formation

200 nm 50 nm

Li et al., J. Pharm. Sci. 99:645 (2010)

All T < ca.Tm

NOTE: similar result for some IgGs (Sahin et al. 2010)

Page 20: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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[sal

t] (a

ppro

x. Io

nic

Str.

)

pH

Nucleation (Monomers)&Mon-Agg Interactions

Nucleation / Seeding&Agg-Agg Interactions

[sal

t] (a

ppro

x. Io

nic

Str.

)pH

Small L (“local” structure)

Small & Large L

200 nm 200 nm50 nm 50 nm

Page 21: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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Students & Post-DocsPrateek Shah (Ph.D. `08) Jennifer (Andrews) Woods (Ph.D. `08)Yi Li (Ph.D. `09) Michelle Spatara (Ph.D. `09)Teresa Young (Ph.D. `09) William F. Weiss IV (Ph.D. `09)Rebecca Brummitt(Ph.D. `10) ErincSahin(Post-doc Res. Assoc.)Charles Woods Marco BlancoRon Maurer Andrew Kroetsch(BChE `10)Nayoung Kim

Current / Recent CollaboratorsAnne Robinson (UD) BramieLenhoff(UD)Erik Fernandez (UVA) Aming Zhang (UVA)TundeOgunnaike(UD) AdeolaGrillo (HGSI)Melissa D. Perkins (HGSI) Doug Nesta(GSK)Lucy Chang (GSK / PFZ) Alan Hunter (MedImmune)MagdaIvanova(UCLA) Tom Laue, Sue Chase (UNH)Richard Remmele(Amgen) Dean Liu (Amgen)Tapan Das (Pfizer) Kevin King (Pfizer)

Funding (current + previous)National Institutes of HealthMerck Research LaboratoriesNational Science Foundation Human Genome SciencesGlaxoSmithKline PfizerMedImmune AmgenBoehringer Ingelheim

Acknowledgements

Page 22: Non-Native Aggregate Assembly and Structure: A Multi-Scale ... · (Arrhenius) Prediction 1000 / T log 10 (time for 10% loss) pH 7.5 pH 4.8 1 year 1 mo. 1 day 1 hour 5 min. LENP Prediction

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