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Application, Value and Utility of a Broad Range of Imaging Technologies in R & D
Dr Harsukh ParmarExecutive Director, Global Discovery MedicineRespiratory & Inflammation Therapeutic Area
Imaging Technologies
• X-Ray’s• CT & HRCT• MRI & fMRI• PET• Gamma Scintigraphy• Ultrasound, Laser Doppler• Hyperspectral Imaging
Imaging Applications
1. In Diagnosis
2. Show Structures & Anatomy in Normal/Pathology
3. Show Changes with Disease Progression
4. Show Changes with Disease Improvement
5. Understand Structure-Function Relationships
6. Establish PoM, PoP and PoC in some diseases
7. Establish regulatory claims for disease modification
Purpose:•Provide quantitative indices for measurementof in vivo correlates of defined biologicalprocesses. (The structure/function relationship).•To develop linkage between DiscoveryTargets and indices for use in Clinical Trials.
Experimental Disease Models
Clinical Trials
The Challenge: •To identify and validate shared features of diseasein experimental models and apply them in the Clinic.
Imaging Strategy in R & D
structure
function
Imaging & Informatics: From Data to Decisions
Integration across
domains
Common Information Infrastructure (Ontologies, Standards, Protocols etc)
Evaluated analysis applications
Domain-specific Text-Mining
AZ Biomarker Results DB
CLINICAL DATA SOURCES
(AMOS, COOL)
CLINICAL DATA SOURCES
(AMOS, COOL)
Data flows
0 12 24 36 48 60 721
10
100
Con
cent
ratio
n (n
g/m
l)
Tim e (h)
PK/PD
IMAGING
SAS Data
Analysis Mining & Best
Practice
C
B
HumanTissues
Highest Priority DxMedInformatics Needs
DISCOVERYDATA
SOURCES
DISCOVERYDATA
SOURCES
IMAGINGGENETICS
OtherDIGST-lab…
Omic dataB
Access
Access
A
Coll.data
GEL
Imaging informatics/Software/Stats etcA Critical Need
• Handling of images– Capture, Reconstruction, Standardization among centers, Archiving,
Storage, Retreval, Interpretation• Image analysis
– Anatomical designation, parametric maps.• Quantitative Models and Methods
– Compartment analyses, Statistical Methodology, Regulatory etc• Protocols and regulatory needs for disease modification
e.g. OA & RA, COPD, Asthma, Cancer etc ?• How should this be organised ? A central function ?• (? Discovery / ? Clinical / ? Informatics) but with tailored
methodology for each disease ?
Role of Imaging in R &D
ImagingProof of Proof of Proof of Proof of
MechanismMechanismMechanismMechanism
ExposureExposureExposureExposure
Proof of Proof of Proof of Proof of PrinciplePrinciplePrinciplePrinciple
Proof of Proof of Proof of Proof of ConceptConceptConceptConcept
Safety
PET Evaluation of CNS Exposure[11C] Muscarinic Drug (Non-AZ)
<0.4% drug in brain
Most CNS active drugs have 1-3% CNS exposure
No-Go Decision
Imaging-Evaluation of Exposure and PoM
PoM and dose-finding with a CNS-drugNAD299 (Robalzotan) binding to 5HT1A-receptors (Phase I)
Pretreatment effect in a control subject.Radioligand: [11C]WAY100635
The plasma – occupancy relationship allows for predictions of occupancy at any dose/plasma level
Baseline Robalzotan
Occ
upan
cy (%
)
A
0
20
40
60
80
100
0 50 100 150 200 250 300 350 400
Fitted curve
Subject 1
Subject 2
Subject 3
Subject 4
Subject 5
Occ
upan
cy (%
)
Ki = 72 (61) nmol/L
A
50
Ctot (nmol/L)
Neocortex
Proof of Principle in OncologyPre
6 h
24 h
3 wk
ab
muscle
• Consistent reduction in blood flow observed. Data constituted PoP and supported continued phase 2 development.
Normal knee OA knee Joint Space Narrowing
3D segmented volume
1
2 Sagittalimage slice
Current (X-ray)•OA – to long, to many patients for PoC•RA – Current gold standard for PoC
Future (MRI+)•OA - reduce time, patients No’s & identify fast progressers.•RA – Patient stratification and shorter PoP, PoC
Thickness mapping
Proof of Concept –OA Disease Modification
Decreased Cartilage Thickness
Increased Cartilage Thickness
MRI -40 Knee OA patients, baseline and 6 months.
Rat MRI Assessment of MMP-inhibitor –Induced Fibrodysplasia
Normal patellar tendon Thickened patellar tendon
Control MMPi
Safety-Imaging of MMPi-Induced Tendon Damage
Outcomes in RA-Disease Modification
Clinical Endpoints• ACR score (20, 50, 70)• DAS (Disease activity
score)• Global physician
assessment• Patient assessment• HAQ, Function, QoL
Biomarkers • ESR/CRP• Joint X rays• Synovial biopsy• MRI
Currently X-ray is the only method of getting a DMARD or DCART Claim with Regulatory Authorities in EU, US & Japan
Natural Course in Patients Receiving TherapyNatural Course in Patients Receiving Therapy
Structural Damage = Erosions + Joint Space Narrowing (JSN)
Wolfe F and Sharp J, Arthritis Rheum. 1998; 41(9):1571-82.RA slide kit 15
REMICADE® (infliximab) Impacts Structural Damage
ATTRACTATTRACT
Median Change in Modified Sharp Score at Week 54Median Change in Modified Sharp Score at Week 54
RA slide kit 16
MRI• Synovitis 4 wks• Structural 6
mthsXR• Synovium ?• Structural 1 year
Earlier DMARD / structural efficacy readout?
Setting the Correct Expectations for Imaging & ProjectsKey Questions to Consider
•What do we want to achieve ? Example PoM, PoP, PoC
•What are the gaps with current technology & methodology?
•Which specific technology is best for your needs ?
•Which modality for which indication ?
•Do we have confidence that we can deliver quantifiable and
reproducible results?
•What are the future investment needs e.g. Informatics, Stats ?
•Timelines for future applications of Imaging against projects ?
•Are we ready for the Informatics requirements-software ?
ChronicChronicBronchitisBronchitis
EmphysemaEmphysema
AsthmaAsthma
•• Reversible Airway ObstructionReversible Airway Obstruction
•• Chronic Fixed Airway Chronic Fixed Airway ObstructionObstruction
•• Chronic Chronic Productive Productive CoughCough
•• AirspaceAirspaceDestructionDestruction
•• DyspnoeaDyspnoeaExacerbationsExacerbations
COPD is a syndromeA Complex Disease
The clinical characteristics of COPDThe clinical characteristics of COPD
0
2
4
6
8
10
12
14
0 1 2 3 4 5 6 7 8 9 10 11
Year 1Year 2
Importance of exacerbationsImportance of exacerbations
Continual decline in FEV1Continual decline in FEV1
23/01/2006
100
75
50
25
025 50 75
Smokedregularly andsusceptible toits effects
Never smokedor notsusceptibleto smoke
Stoppedat 45
Stopped at 65
Disability
Death
AGE (YEARS)
FEV
(% o
f val
ue a
t age
25)
1
† †
Fletcher, BMJ, 1977
FEV
1(%
of v
alue
at 2
5)COPD - Effect of smoking on lung function decline
Tissue turnover
Emphysema
COPD PoP/PoC
N
NH2 COOH
NH2
COOH
NH2 NH2
COOHHOOC
Desmosin
Gold standard for diagnosisPoC marker that requires 12 months
HR-CT
Observed in disease, no assays available yet, synergy with OA markers
Collagen markers
Collagen breakdown fragmentAssay in development
Hydroxyproline
Elastin breakdown fragmentAssay fit-for-purpose but not validated in disease
Desmosin
Paraseptal emphysema Centrilobular emphysema
Computed Tomographic Measurements of Airway Dimensions and Emphysema in Smokers Correlation with Lung Function
Am. J. Respir. Crit. Care Med., Volume 162, Number 3, September 2000, 1102
YASUTAKA NAKANO, SHIGEO MURO, HIROAKI SAKAI, TOYOHIRO HIRAI, KAZUO CHIN,
MITSUHIRO TSUKINO, KOICHI NISHIMURA, HARUMI ITOH, PETER D. PARÉ,
JAMES C. HOGG, and MICHIAKI MISHIMA
Use of HR-CT in clinical trials
Dirksen AJRCCM 1999
56 α1-antitrypsin deficient patientsα1-antitrypsin augmentation therapy vs placebo
• No sign. effect on lung function• Annual loss of lung tissue: active 1.5 g/L, placebo 2.6 g/L (p=0.07)• CT was twice as sensitive as FEV1 for monitoring the progression of
emphysema
The use of a breath actuated nebuliser The use of a breath actuated nebuliser HaloliteHalolite((Kastelik Kastelik JA et al JA et al PulmPulm Pharm & Pharm & Therapeut Therapeut 2002 15 513)2002 15 513)
Normal volunteers Cystic Fibrosis
The use of 111In-labelled granulocytes to assess airway
inflammation in COPD, bronchiectasis and asthma:
Granulocyte Imaging in Bronchiectasis
Relationship of imaging with severity of bronchiectasis
•Dose-response for allergic response to a contact sensitiser.
•These responses are 48 hrs after application of the indicated quantities in microgrammes
Scanning LDVflux
Scanning LDVArea
Methodology-Biomarkers in Early Decision Making (1)
New Technology – Hyperspectral Imaging
HYDICE (US Navy)
Lewis (NASA)
• originally developed for military / geological uses
• recent interest in biomedical applications:
– detection / segmentation of cancer
– oxygenation / haemoglobin
• computer fits each pixel to complex function
• estimates ratio of oxy:deoxy haemoglobin• removes effects of scattering
• conversion to % oxygen (O2) saturation
operation of camera
15min 06hr 24hr 48hr
Results - Allergen Trial (QMC, 2005)
Quantification15min
background
size calibration
upper region
lower region
0
5
10
15
20
25
Mea
n Ar
ea (c
m2)
top lefttop rightbottom leftbottom right
15min 06hr 24hr 48hr
50
60
70
80
90
Mea
n S
O2
(%)
top lefttop rightbottom leftbottom right
15min 06hr 24hr 48hr
area
% O2 sat
Future Directions – Photonic Imaging
in vivo spectroscopy - retina- detect changes in rat retina for safety studies
- collaboration in place with Heriot Watt University
in vivo spectroscopy - skin- refine analysis techiques to look beyond haemoglobin signatures e.g. inflammatory cell signals
in vivo fluorimetry -mouse- spectral imaging of fluorophores in tumours etc
- allows rejection of background autofluorescence
control arthritis
in vivo fluorimetry –human?-will require approval of fluorophores
-will be limited in depth resolution
Ranking Imaging Biomarkers - Feasibility
Research ToolNeeds Validation, Software, Stats etc
Quantitative & Reproducible, Software, Stats etcOrSpecialised measuring equipment needed
Non-invasive measurement (eg laser doppler, MRI, PET, ultrasound)
Sensitive to Enviornmentdiet/smoking/etc
Circadian/seasonal variation
Little variation
LO project “screen” onlyValidated by Dev Support Group
Feasibility Study Done
Research lab only –specialised handling or equipment
Can be run by Dev Support group*
Routine in hospital lab
Score = 1Score = 3Score = 10
Ranking Imaging Biomarkers - Relevance
Based on LO screen
Principle demonstrated in animal model
Principle demonstrated in patients
Phase 2bPhase 2aPhase 1/II/III
Stimulus added ex vivo
Stimulus administered in vivo
Depends on disease for stimulus
Score = 1Score = 3Score = 10
Ranking Imaging Biomarkers – Value
Regulatory endpoint
PublicationClinician persuaderGo/No Go
Project specificApplicable to several projects
Insight into disease process
Score = 1Score = 3Score = 10
Core Problem:The migration of raw data into useable knowledge
Integrated and Contextualized Data:
Integration of Orthogonal data types
DataDataData
InformationInformationInformation
KnowledgeKnowledgeKnowledge
Raw Data: • DNA Array • Sequence Data • Toxicity Data•Imaging Data
User-Integrated Information • Predictive Modeling:
– Disease progression models – Toxicity Models– Efficacy Models
!Predicive Tools fromImaging
Current State of Current State of BioPharmaBioPharma IndustryIndustry
Conclusions• Many Imaging Modalities exist for R &D• Some are less developed than others• Validation is always necessary for greatest utility and
value• More data and validation required for some
Regulatory approvals e.g. MRI in OA etc• Software, Stats methods etc need to be developed in
parallel with Imaging technology to have greatest utility
• Functional Imaging offers great hope in some areas e.g. CNS, Oncology, Respiratory etc
• Newer technology gaining broader acceptance