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Why so few companion diagnostics? The difficulty of translating biological data into predictive biomarkers
Nicholas C. Dracopoli, Ph.D.Vice President, Head Oncology BiomarkersJanssen R&DJohnson & Johnson
CADTHSt Johns, NF, CanadaMay 6, 2013
The Biomarker Paradox
There are 21,748 biomarkers listed in GOBIOM database on 02/19/2013
-BUT -
only 32 valid genomic biomarkers in FDA approved drug labels
- AND -0 are multiplex IVD’s based on proteomic or
genomic profiles that predict response to therapy
Biomarkers in Drug Development
Marker Function Test
PD/MOA • Determine whether a drug hits the target and has impact on the biological pathway
• Evaluate mechanism of action (MOA)
• PK/PD correlations and determine dose and schedule
• Determine biologically effective dose
• Research test used during drug development
• Not developed as companion diagnostic
Predictive • Identify patients most likely to respond, or are least likely to suffer an adverse event when treated with a drug.
• Companion diagnostic test (e.g. herceptin, EGFR)
Resistance • Identify mechanisms driving acquired drug resistance
• Mutation analyses (e.g. Bcr-Abl mutation in imatinib treated CML)
Prognostic • Predicts course of disease independent of any specific treatment modality
• Approved tests (e.g. CellSearch, Mammaprint)
Surrogate • Approved registrational endpoints • Commercial diagnostic tests (e.g. LDL, HbA1c, viral load, blood pressure)
Biomarkers for Oncology Targeted Therapies
Ph+, KRAS, EGFR, KIT, HER2, BRAF, ALK
Predictive Biomarkers
CD3, CD4, CD5, CD8, CD19,CD20, CD41, IgA, IgM, IgG, Estradiol, Estrone, Estrone sulfate, soluble HER2, PET tratsuzumab, Testosterone, Androstenedione, SHBG, plasma HDL, Albumin, Treg, CD8, CBC, CD4+, Caspase 3-9, Bcl2, PDGFR, cKIT, ER, PR, Ki67, pS2, IgA, IgG, IgM, IgG, IgA, IgM, 20S proteasome, EGFR, pEGFR, Ki67,p27, pMAPK, AKT, pAKT , keratin 1, STAT3, VEGF, FDG-PET, CT, DCE-MRI, plasma PLG, CECs, EGFR, pEGFR, Ki67,p27, TGFalpha , amphiregulin, epiregulin, EGFRvIII, MEK, ERK1, pERK1, ERK2, pERK2, actin, Acetylated H3, H4, HDAC2-6, TopoIIa, HP1, KRAS, SRC, pSRC, pBCR/ABL, pCRKL, IGFR1, pS6, TGF-alpha, p95, 4EBP1, p4E-BP1, eIF-4G, S6, pS6, IDO, TNFalpha, ……………..
PD/MOA Biomarkers
Oncology CoDx: Twelve Drugs Against Seven Targets
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Date Drug Markers
1998 trastuzumab HER2
2007 lapatinib HER2, EGFR
2001 imatinib BCR-ABL, KIT
2006 dasatinib BCR-ABL
2007 nilotinib BCR-ABL
2004 cetuximab KRAS
2006 panitumumab KRAS
2011 crizotinib EML4-ALK
2011 vemurafenib BRAF
2012 pertuzumab HER2
2012 bosutinib BCR-ABL
2012 ponatinib BCR-ABL
0
2
4
6
8
10
12
No CoDx With CoDx
Minimal Requirements for Predictive Markers
Patient samples:Training set (n > 100)
Validation set(s) (n > 500)
Candidate markers:Drug target statusMolecular profile
Stable endpoints:Response (ORR)
Survival (PFS, OS)
Algorithm:Biological rationalePredefined cutoffs“Black box” model
PredictiveBiomarker
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Predictive Biomarker Discovery for a 1st in Class Drug
Pre-ClinicalPhase IDose
Escalation
Phase IExtension at
MTDPhase II Phase III Post-Launch
N: # patients treated at or above biological effective dose
in vivo &in vitromodels
1st
Training1st
Validation
2nd
Validation&
Registration
SimpleBiomarker(e.g. BRAF V600E)
in vivo &in vitromodels
1st
Training1st
Training1st
Validation
2nd
Validation&
Registration
MolecularProfile
>30 >80 >200N 0 0 >1,000
Clinical Endpoints CR/PR PFS/OS
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Training Set (n = 62) Validation Set (n = 138)
Ross, R.W., et al. Lancet, 2012http://dx.doi.org/10.1016/s1470-2045(12)70263-2
Biomarker Discovery and Validation
6-gene expression model in blood to predict survival in CRPC
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Approved Oncology Companion Dx
Markers Direct Markers Secondary Markers
Molecular Profiles*
Readout Drug target status Downstream pathway
Consolidated profiles
Examples HER2+
ER+
CD20+
BCR-ABL (Ph+)
KIT+
EGFR+
BRAF
EML4-ALK
KRAS wt
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No IVDMIA Tests Approved as Companion Diagnostics
Test Company FDA Approval CompanionDiagnostic
Prognostic Test
Mammaprint Agendia 2007 No Yes
Tumor of Unknown Origin
PathworkDiagnostics
2008 No Yes
Allomap XDx 2008 No Yes
OVA1 Vermillion 2009 No Yes
An IVDMIA is a device that combines the values of multiple variables using an interpretation function to yield a single, patient-specific result that is intended for use in the diagnosis of disease or other conditions, or in the cure, mitigation, treatment or prevention of disease and provides a result whose derivation is non-transparent and cannot be independently derived or verified by the end user.Draft Guidance for Industry, Clinical Laboratories, and FDA staff – Multivariate Index Assays (Rockville, MD: FDA, Center for Devices and Radiologic Health, 2007)
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Conclusions
• All approved oncology companion diagnostic tests evaluate status of the drug target:
– Complex profiles have only been approved as prognostic markers
– Signal transduction pathways defined by “driver mutations”
• Developing companion diagnostics for other drug classes (e.g. epigenetic modulators, immuno-oncology agents) because they do not inhibit classic “driver mutations”
• Developing complex molecular profiles as companion diagnostics for 1st in class drugs is not feasible prior to approval:
– Too few samples exposed to an efficacious dose
– Response is not always correlated with survival
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