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Jashvant (Jash) Unadkat Milo Gibaldi Endowed Professor Dept. of Pharmaceutics School of Pharmacy University of Washington Seattle, WA [email protected] 1 Pursuing the holy grail of predicting and verifying tissue drug concentrations: A proteomics and PET imaging approach https://sop.washington.edu/people/jashvant-unadkat/

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Page 1: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

Jashvant (Jash) Unadkat Milo Gibaldi Endowed Professor

Dept. of Pharmaceutics School of Pharmacy

University of Washington Seattle, WA

[email protected] 1

Pursuing the holy grail of predicting and verifying tissue drug concentrations: A proteomics and PET

imaging approach

https://sop.washington.edu/people/jashvant-unadkat/

Page 2: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

2

Failure Rate and Reasons for Failure in Drug Development

Smietana et al., Nature Reviews Drug Discovery 15, 379–380 (2016) Harrison, Nature Reviews Drug Discovery 15, 817–818 (2016) SSX

Page 3: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

One Possible Reason for Lack of Drug Efficacy & Safety

• Unable to measure or predict tissue conc. of drugs

• Unbound plasma conc. ≠ unbound tissue conc. if transporters are involved, i.e. asymmetry between blood and tissue drug conc. (e.g. liver:blood due to OATPs)

3 SSX

Page 4: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

4 Eyal, Hsiao & Unadkat Pharmacol. Ther., 2009

Asymmetry In Brain:Blood Drug Conc. Due to Blood-Brain Barrier Efflux Transporters

SSX

Page 5: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

5

P-gp at the Rat BBB Results in Asymmetry in Brain:Blood Conc. of Verapamil (P-gp substrate)

0%

500%

1000%

1500%

0 5 10 15 20Blood CsA concentraion (μM)

Human PET study

Mouse KO study

Perce

nt inc

rease

in bra

in: bl

ood

[3 H]-ra

dioac

tivity

Hsiao et al J Pharmacol Exp Ther. 2006 SSX

Page 6: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

6 Eyal et al., Clin Pharmacol Ther. 2010

Time (min)

0 10 20 30 40 50

Brain

11C-

radio

activ

ity / D

ose (

L-1)

0.01

↑~2-fold

Time (min)

0 10 20 30 40 50

Plas

ma 11

C-rad

ioacti

vity /

Dos

e (L-1

)

0.01

0.1Plasma

Brain

- CsA + CsA

+ CsA -CsA

Asymmetry in Drug Conc. at the Human Brain:Blood Barrier: P-gp Efflux of 11C-Verapamil

11C-verapamil AUCbrain:AUCblood (20 min) - 0.42±0.04 SSX

Page 7: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

Asymmetry in Tissue:Blood Drug Conc. - Liver

7

CLbile CLsin

CLsef

Bile Blood

[D] [D]

CLmet

e.g. OATPs

e.g. P-gp, BCRP, MRP2

SSX

Page 8: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

Asymmetry in Liver Tissue:Plasma Conc. when Clsin is the Rate-Determining Step

i.e. CLmet+bile >> CLsef

0

0.5

1

1.5

2

0 10 20 30 40 50 60

Con

cent

ratio

n (m

g/L

)

Time (min)

0

0.2

0.4

0.6

0 10 20 30 40 50 60

Con

cent

ratio

n (m

g/L

)

Time (min)

CLins CLefs

CLmet CLbile

CLins CLefs

CLmet CLbile

0

0.5

1

1.5

2

0 10 20 30 40 50 60

Con

cent

ratio

n (m

g/L

)

Time (min)

0

0.2

0.4

0.6

0 10 20 30 40 50 60

Con

cent

ratio

n (m

g/L

)

Time (min)

CLins CLefs

CLmet CLbile

0

0.5

1

1.5

2

0 10 20 30 40 50 60

Con

cent

ratio

n (m

g/L

)

Time (min)

0

1

2

3

0 10 20 30 40 50 60

Con

cent

ratio

n (m

g/L

)

Time (min)

Inhibition of sinusoidal uptake CL

Inhibition of metabolism and biliary efflux CL

No inhibition

Assumptions: > Liver is the only

eliminating organ > 90% inhibition

8

Liver

Blood

Patilea-Vrana & Unadkat. CPT. 2016

Page 9: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

Asymmetry in Hepatic:Blood Conc. of 11C-Rosuvastatin in the Rat

Coronal 2 min SUV images of 11C-Rosuvastatin

He et al., Mol Pharm., ‘14

Bile Blood

ROS

Hepatocyte

OATPs BCRP/MRP2

-RIF +RIF

9 SSX

Page 10: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

Hepatic Uptake and Biliary Excretion of 11C-Rosuvastatin in the Rat

He et al., Mol Pharm., ‘14 10 SSX

Page 11: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

Changes in Rat Liver Exposure to Rosuvastatin ± Rifampin

11 He et al., Mol Pharm. 2014

2.3 fold increase in RSV plasma AUC but NO significant increase in RSV liver AUC

Rat Blood Rat Liver

% o

f Dos

e

% o

f Dos

e

Time (min)

Time (min)

OATPs

Bile Blood

ROS

Hepatocyte

BCRP/MRP2

SSX

Page 12: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

12

Biodistribution of 11C-rosuvastatin in humans

Billington et al., In progress SSX

Page 13: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

How Can we Predict Tissue Drug Conc. in Humans?

• PET imaging (MRI and other imaging modalities do not have the required sensitivity): – Requires sophisticated equipment and

radiochemistry – Costly (about $20-40K/experiment/subject)

• Therefore we need alternative methods that will allow us to predict tissue conc. of drugs in humans 13

Page 14: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

APPLICATION OF PROTEOMICS DATA TO PREDICT PK AND TISSUE CONC. OF DRUGS

14

Page 15: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + PiATP ADP + Pi

Hypothesis: Predict transporter-mediated in-vivo CL and tissue concentration of drugs in humans from in-vitro studies

15

Predict in-vivo CL and tissue conc. using transporter scaling factor

1. transporter-mediated drug CL

2. transporter abundance using quantitative proteomics

3. Obtain transporter scaling factor

Transporter-expressing cells

Verify predictions using PET imaging

Page 16: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

Hepatic Uptake and Biliary Excretion of 11C-Rosuvastatin in the Rat

Boston 16

Coronal 2 min SUV images of 11C-Rosuvastatin

He et al., Mol Pharm., ‘14

Bile Blood

ROS

Hepatocyte

OATPs BCRP/MRP2

-RIF +RIF

Page 17: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

0

20

40

60

80

Clea

ranc

e (m

L/m

in/k

g bo

dy w

eigh

t)

Previous PET imagingstudy

SCRH not corrected forOatp expression

p<0.05

CLs,uptake CLs,efflux CLbile

Successful prediction of the hepatobiliary clearance of rosuvastatin using cell lines, sandwich-cultured rat hepatocytes and quantitative proteomics

CLs,uptake; sinusoidal uptake CLs,efflux; sinusoidal efflux CLbile; canalicular efflux

0

2

4

6

8

10

Oat

p ex

pres

sion

(fmol

/µg

mem

bran

e pr

otei

n)

SD rat liverSCRH

p<0.05

p<0.05 p<0.05

Ishida et al., DMD, 2018 17

0

20

40

60

80

100

120

CLs,

upta

ke(m

L/m

in/k

g bo

dy w

eigh

t)

Page 18: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

Rat Hepatic Rosuvastatin Conc. well Predicted

18 Ishida et al., DMD 2018

0

500

1000

1500

2000

2500

3000

3500

0 3 6 9 12 15

Hepa

tic c

once

ntra

tion

(kBq

/mL)

Time (min)

Observed valuepredicted value95% CI of observed data

Page 19: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

Can Rosuvastatin Hepatobiliary CL and Hepatic Conc. be Predicted in Humans?

19

Page 20: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + PiATP ADP + Pi

Total transporter abundance in suspended (SH), plated (PH), sandwich-cultured (SCH) hepatocytes and liver tissue

20

Kumar et al., Unpublished data

Data removed as not published

Page 21: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + PiATP ADP + Pi

Plasma membrane transporter abundance in suspended (SH), plated (PH), sandwich-cultured (SCH) hepatocytes cf liver tissue

Kumar et al., Unpublished data

21

Data removed as not published

Page 22: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + PiATP ADP + Pi

22

Transporter-expressing cells better predict in-vivo (IV ) human rosuvastatin hepatic uptake clearance than hepatocytes

RSV uptake CL scaled on the basis of hepatocellularity *(Classical method)

*88 mg protein/g human liver

*Assuming sinusoidal uptake is the rate determining step in

RSV plasma CL

Patilea-Vrana G and Unadkat JD, Clin Pharmacol Ther, 2016

Martin et al., Clin Ther. 2003 Oct;25(10):2553-63. Karlgren et al., J Med Chem. 2012 May 24;55(10):4740-63.

Data removed as not published

Page 23: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

Metformin renal clearance is reasonably well-predicted using OCT2 expressing

cells

Kumar et al., DMD 2018 23

Observed metformin renal secretory clearance in humans: 432 (range 215-643) mL/min

0

100

200

300

400

500

600

700

Total abundance PM abundance PM abundanceand PM potential

Met

form

in re

nal s

ecre

tory

cl

eara

nce

(mL/

min

)

215

643

432

Page 24: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

• Predicting tissue concentration and therefore efficacy and toxicity of a drug is the next frontier in ADME research

• The hepatic ECL model clarifies when transporters will or will not affect the systemic and tissue PK of a drug

• Tissue conc. measurement is possible using PET. However, this method cannot be routinely applied

• IVIVE using transfected cells and quantitative transporter proteomics is a promising technique to predict tissue drug conc.

• These predictions should be validated using PET imaging probes that interrogate multiple drug transporters

24

Summary

Page 25: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

Bhagwat Prasad Anand Deo 25

YuYang Jiake He

Major Contributors

Sarah Billington Li Wang Gabriela Patilea-Vrana

Kazuya Ishida Vineet Kumar SSX

Page 26: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

26

Genentech, Merck, Biogen, Gilead, BMS, Takeda, Pfizer

SSX

Page 27: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + PiOther Collaborators

Dept. of Radiology: Jeanne Link, David Mankoff, Todd Richards, Janet Eary, Satoshi Minoshima, Ken Maravilla, Mark Muzi, Steve Shoner, David Lewis, Jean Lee and the PET suite team Dept. of Medicine: Ann Collier and her team; Scott Lee and his team Dept. of Anesthesiology: Karen Domino, Matthew Pennington Dept. of Pharmaceutics: Bhagwat Prasad, Edward Kelly, Carol Collins, Joanne Wang Kidney Research Institute: Jonathan Himmelfarb Univ. of Greifswald: Stefan Oswald and team Children’s Mercy Hospitals: Steven Leeder and team Acknowledgement: NIH P01DA032507, MH63641, P50 HD44404, RR 00166, HD47892, AG031485, RC1NS068904, Solvo Biotech., UWRAPT funded by Genentech, Merck, Biogen, Gilead, BMS, Takeda, Pfizer

27 SSX

Page 28: Pursuing the holy grail of predicting and verifying tissue ... · ATP ADP + Pi 2 Failure Rate and Reasons for Failure in Drug Development Smietana et al., Nature Reviews Drug Discovery

ATP ADP + Pi

SSX 28