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Fostering collaboration in the era of precision oncology: Pharmaceutical perspectiveForpath workshop: Working with BIG medical data in daily medical practice – 8 December 2018Rudy Hovelinck, Diagnostic Manager AstraZeneca
My presentation today
Who is AstraZeneca?
Why precision oncology matters?
How do we define big data at AstraZeneca?
Why do we visit pathologists? How do we handle any provided data?
Case examples:- Introducing a new test technology- Funding test cost- Supporting validation - Data collection for supporting decision making
AstraZenecaA global, science-led biopharmaceutical company
$23bn total revenue
$21.3bn product sales
$1.7bn externalisation revenue
As at 31 December 2016
$5.9bn invested in R&D with research across 5countries
138 projects in clinical development and 11NMEs in late-stage development
As a company built on delivering positive health outcomes, sustainability underpins everything AstraZeneca does
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3rd place on Dow Jones Sustainability Index: 100/100 in Environmental Reporting, Labour Practice Indicators, and Health Outcome Contribution reflects the increasing focus on our science-led sustainability strategy
Focus on three main therapy areas
Cardiovascular and
Metabolic
Respiratory, Inflammation and
AutoimmunityOncology
ASTHMA
affects 300 million
individuals worldwide(1)
DIABETES
422 million people affected
in 2014 (3)
COPD
3 million deaths in 2012 (2)
ONCO
8,2 million deaths in 2012 (5)
LUNG :
1,59 million deaths in 2012 (5)
CVD
n°1 cause of death
17 million deaths annually
(4)
(1) www.ginasthma.org/documents/1/Pocket-Guide-for-Asthma-Management-and-Prevention; (2) WHO Fact sheet COPD March 2015; (3) WHO factsheet Diabetes June 2016;(4) WHO factsheet CVD’s, September 2016;(5) Who factsheet n°297, feb 2015
AstraZeneca OncologyFour key platforms for Scientific Research in 4 indications
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*preclinical**combination with DNA Damage Repair
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The right medicine for the right patient ….
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Long history in diagnostic biomarkers
Nolvadex - also known as Tamoxifen
The success of personalized medicine in Oncology
10Schwaederle M,et al. Impact of Precision Medicine in Diverse Cancers: A Meta-Analysis of Phase II Clinical Trials. J Clin Oncol. 2015; 33:3817–3825.
Companion diagnostic & medicine budget evolutionFactor 12,5 relation
Test specificity has a high impact factor on total budget
Caveat of this exercise!● This is only representing higher budget due to more drug
prescribed● Patient adverse events and their treatment not included● No inclusion of cost for loss of QUALIs
Pharmaceutical perspectiveFalse Positive● Loss of credibility of treatment effectiveness● Wrong treatment for patient can lead to serious adverse events
which are documented to the competent authorities who can decide to take actions including molecule being banned from human use.
False negative● Low test positivity rate leading to testing fatigue! Ex ALK● Patients miss optimal therapy● Drug benefit in patient group is suboptimal
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Crucial role of diagnostic labs for optimal cancer patient care and efficient use of healthcare resources
Big data approach for Genomics
Our genomics strategy will bring better medicines to patients, faster
A comprehensive approach
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Working with the best scientists to achieve our aims
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Genomics Big Data Considerations1: Genomic Data
Genomics Big Data Considerations2: Security and Access
Genomics Big Data Considerations3: Consent
Genomics Big Data Considerations4: Geography
Genomics Big Data Considerations5: Phenotypic data
Genomics Big Data Considerations6: Integration with other data Tissue P
henomics
Flow C
ytometry
Screening
Proteom
icsTranscriptom
ics
Genomics Big Data Considerations7: Global Collaboration Tissue P
henomics
Flow C
ytometry
Screening
Proteom
icsTranscriptom
ics
Genomics Big Data Considerations8: More integration Tissue P
henomics
Flow C
ytometry
Screening
Proteom
icsTranscriptom
ics
Rules around data handling
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Key themes of GDPR on one page
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1.1 Are we allowed to collect/process data (Lawful & fair)? Have
we been clear on purpose (Transparent)
1.2 Use it only for the specified and explicit
purpose it was collected for (purpose
limitation)
1.3 Do we really need it? Limit to what is necessary (data
minimization)
1.4 Keep it up to date (Accuracy)
1.5 Keep no longer than necessary
(storage limitation)1.6 Handle and
manage securely
6 principles Data subject rights
1.Right to Refuse: consent
1.Right of Transparency:
notice
1.Right to Access Copy, Correct, Transfer, Limit
1.Right to Be Forgotten (deletion)
Requirements 1.1. Hold an
inventory of all processes and
systems that process personal data
1.2. Perform a Privacy Impact
Assessment upon new process
1.3. Report any Data breach notification
within 72 hours:
With an overarching principle of Accountability
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What to do when an HCP wants to exercise rights
AZ has a global website and process in place. Why:• It tracks and documents the process to be able to complete within the 30 days.• It checks the identify of requester, especially in case of copy of data, as anyone can
connect to this website and submit a request• Website available externally at:
• Via www.astrazenecapersonaldataretention.com• Via www.astrazeneca.com, at the bottom, Privacy Notice
If the HCP does not want to complete the form to request access, we can complete on their behalf.
• To withdraw e-mail consent: send a mail to the Helpdesk • For all other questions refer to global website below
1.Right to Refuse or Withdraw consent
1.Right of Transparency
1.Right to Access, Copy,
Correct, Transfer, Limit
1.Right to Be Forgotten (deletion)
Transparency for all financial contributions to HCOs, HCPs and Patient Organisations‘Sunshine act’
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Ethical clearance of an activity by MdeonAll events ≥ 2 consecutive days benefiting to BE HCPs
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Interactions with pathologists
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Diagnostic focus of AstraZeneca Belgium Get it right for the right patient….
the right people
the right science
the right quality
the right communication
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the right people• Dedicated team that are end
responsible for diagnostic strategy and actions
• Diagnostic Manager leading 2 Diagnostic Liaisons
• X-functional working in brand team• Molecular biology or biomedical
sciences• Hands-on lab experience and/or
experience in diagnostic company• True experts in their field
the right science• Solid companion diagnostic
data generated during AZ clinicaltrials
• Adapt to local situation eg instrument resources available
• Keep track of the fast diagnostictechnology evolution = challenge
the right quality• Most important • How do we know for certain ?• Benchmark is the clinical trial test,
ideally it is a CE-IVD test• Lab developed tests are uncharted
terrain• Organise a Ring Trial with unknown
samples• Preceptorship training program• Set up reference labs• Biggest challenge
the right communication• Always based on scientific facts • Individualize but synchronise
messages for clinical and diagnosticstakeholders
• Gather all stakeholders from the MOC/COM in a round table meeting to sort out practical aspects
• Channels: face to face visits by DLs, digital newsletter, congress attendance, satellite symposia
Diagnostic focus of AstraZeneca Belgium Get it right for the right patient….
Case 1: Developing new test technology somatic BRCA testing
PARPi
● Approved for use in Belgium in 2016● second line maintenance therapy for Ovarian Cancer patients with germline or somatic BRCA mutation
The BRCA genes and BRCA mutationsGermline and somatic BRCA mutations
1. National Cancer Institute. http://www.cancer.gov/dictionary?cdrid=46384; 2.. Pennington KP, et al. Clin Cancer Res 2014;20:764–75; 3.National Cancer Institute. http://www.cancer.gov/dictionary?CdrID=46586;
Germline mutations1
Mutations described as germline are replicated in every cell of the body. This reflects their origin in the DNA within germinal cells (eggs or sperm) and the resulting transmission to progeny at conception. Inherited (germline) BRCA mutations account for the majority of familial ovarian cancer.2
Somatic mutations3
Somatic mutations can arise in any cell other than a germinal cell.BRCA mutations described as somatic are those that occur in the BRCAgenes within tumour cells. Somatic mutations are non-heritable.
Tumor specific somatic mutations
Germline wild type Mutation in tumor cells only
● Prevalence of BRCA mutation in High Grade Epithelial Ovarian Cancer patients - 18% germline- 7% somatic only
Outcomes advisory board
● Provided update on available technology● Clarity on who performs the test (Gen – Path)● Insight on current status of BRCA tumour test per centre● Agreement on sharing experience with BRCA tumour test with other centres● Most common named barriers to overcome are:
- Access to reference material for validation- Differentiate between what is a real mutation – what is an artefact?- How deep to sequence- detection of large genomic rearrangements
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Common validation approach
Phase 1● AZ provides external reference material aquired from Horizon Discovery● AZ collaborates with Horizon Discovery to provide BRCA mutation list● CME test dilution series of samples with own method to confirm sensitivity threshold of 10% is reached
Phase 2● CME + Path provide a pool of well characterised patient FFPE samples with known BRCA mutations● CME all test these samples● All results are compared and recommendations are shaped (Ring trial) Slide kit with Tumour testing recommendations
Phase 1 - 2● In the start up phase (50 first patients tbd.) germline and tumour BRCA are tested simultaneously This completes the validation file
Phase 3● AZ sponsors participation to a tumour BRCA External Quality Assesment
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Phase 2: Samples in Ring Trial represent diagnostic reality
● 9 samples submitted by Belgian labs● UZ Gent, Erasme, IPG, UZA and CHU de Liege● 6 selected together with expert BRCA● Blinded and distributed
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Blinded ID Sample ID Pathogenic mutations (germline) Comments Difficulty level
B PB2378 BRCA1: deletion exons 8 to 13 5 year old block hardest to assay
PB2379 BRCA2: c.6405_6409del 5 year old block easy
A UZG 14B13795 B11 BRCA1 c.5155dupG, p.(Val1719Glyfs*6) 30 slides 10µ easy
C A_UZA (B293082) BRCA1: c.2197_2201del; p.Glu733Thrfs*5 4µ easy
B_UZA (B293553) BRCA2: c.5263G>T; p.Glu1755Ter 24 slides, 4µ easy
D 15H15953 BRCA1:c.5062‐5064delGTT (p.Val1688del) hardest to classify
E 13H13630 BRCA1:c.4327C>T (p.Arg1443X) easy
F 12H08210 BRCA2:c.8053delA (p.Thr2685Hisfsx9) easy
ULG‐BRCA1 BRCA1 c.5137delG (p.Val1713*)DNA extracted from FFPE HGSOC
Phase 2 results
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Correct resultTechnical limitation of methodincorrect result
Participant identification 1 2 3 4 5 6 7
Method description
extraction QiagenQIAamp DNA FFPE Tissue Kit (Qiagen) Maxwell Qiamp DNA FFPE Tissue
Qiagen QIAamp DNA FFPE Tissue kit QiaAmp FFPE kit Maxwell DNA extraction
library preparationBRCA Tumor MASTR Plus assay
BRCA Tumor MASTR Plus Dx (Multiplicom)
BRCA tumor MASTR ASSAY Multiplicom
Multiplex PCR (Multiplicom kit)
Multiplicom BRCA Tumor MASTR Plus Multiplicom Multiplicom
sequencing platform MiSeq (Illumina) Miseq Miseq Miseq MiSeq Miseq (2X250) BRCA Tumor MASTR Plus
secquencing coverage or read depth 17822
median coverage: 6000x; minimum coverage of >90% target: 2000x around 1000X 5000x
* our targets for all samples were 100% at 100x, 65% at 500x and 25% at 1000x
min 300X for each nucleotide Min 100x
databases consulted for variant calling
Alamut (BIC, LOVD, Lindor, ClinVar, Polyphen, SIFT,…)
HGMDProf, LOVD3.0, UMD, BIC, Cosmic seqnext, Alamut BIC, LOVD
Sophia Genetics (No CNV analysis yet)
BRCA1: NM_007294.3; BRCA2: NM_00059.3
SeqNext module (JSI Medical Systems), AF min 10% for variant calling
ResultsPathogenic variants detected
Pathogenic variants detected
Pathogenic variants detected
Pathogenic variants detected
Pathogenic variants detected
Pathogenic variants detected
Pathogenic variants detected
Pathogenic variants detected
Sample ABRCA1: c.5155dupG/ p.Val1719Glyfs*6
BRCA1 (NM_007294) c.5155dupG, p.Trp1718Glyfs*7 (VAF 64%)
c.5155dup (p.Val1719Glyfs*6)
BRCA1: c.5155dup (p.Val1719Glyfs*6) c.5155dupG
BRCA1 c.5155_5156insG, p.(Val1719Glyfs*6) VAF: 63% (coverage: 2220)
BRCA2 c.5703_5704delGG, p.(Asp1902Tyrfs*4) VAF: 31% (coverage: 6214)
BRCA1 c.5155dup (g.41215388dup, p.Val1719Glyfs*6)
Sample B NoneBRCA1 (NM_007294) deletion (exon 8 to 13)
probable deletion exon 8-13 BRCA1 (decreased coverage)
BRCA1: deletion exons 8 to 13 None
BRCA1 c.442-?_4357+?del
no mutation found
Sample C
BRCA1: c.2197_2201del/ p.Glu733Thrfs*5
BRCA1 (NM_007294) c.2197_2201delGAGAA, p.Glu733Thrfs*5 (VAF80%)
c.2197_2201del (p.Glu733Thrfs*5)
BRCA1: c.2197_2201del (p.Glu733Thrfs*5) c.2197_2201delGAGAA
BRCA1 c.2197_2201delGAGAA, p.(Glu733Thrfs*5)
BRCA1 c.2197_2201del (g.41245347_41245351del, p.Glu733Thrfs*5)
Sample D Calling error - VUS
BRCA1 (NM_007294) c.5062_5064delGTT, p.Val1688del (VAF 53%)
c.5062_5064del (p.Val1688del)
BRCA1: c.5062_5064del (p.Val1688del) Extraction failed, retest
BRCA1 c.5062_5064delGTT, p.(Val1688del)
BRCA1 c.5062_5064del (g.41219635_41219637del, p.Val1688del)
Sample EBRCA1: c.4327C>T/ p.Arg1443*
BRCA1 (NM_007294) c.4327C>T, p.Arg1443* (VAF 49%)
not done yet due to delay in extraction.
BRCA1: c.4327C>T (p.Arg1443*) c.4327C>T
BRCA1 c.4327C>T, p.Arg1443*
BRCA1 c.4327C>T (g.41234451G>A, p.Arg1443*)
Sample FBRCA2: c.8053delA/ p.Thr268Hisfs*9
BRCA2 (NM_000059) c.8053delA,p.Thr2685Hisfs*9 (VAF 66%)
c.8053del (p.Thr2685Hisfs*9)
BRCA2: c.8053del (p.Thr2685Hisfs*9) c.8053delA
BRCA2 c.8053delA, p.(Thr2685Hisfs*9)
BRCA2 c.8053del (g.32937392del, p.Thr2685Hisfs*9)
Blood DNAtest
TumourDNA test
Counselling by clinical geneticist for hereditary risks and
prevention
Mutation frequency based on Pennington et al Clin Cancer Research 2014
HGSOC cancer patients(regardless of age or family history)
Consensus on algorithm for new HGSOC patients
• BRCA 1 & 2 + 24 genesinvolved in homologousrecombination repair (HRR)
• hereditary mutations only
18% BRCA pathogenic mutation
• BRCA 1 & 2 genes• hereditary and acquired
mutations
25% BRCA pathogenic mutation(7% somatic + 18% germline)
Eligible for PARPi therapy
NEW*
Case 2: Test quality – EGFR T790M test on plasma
• 2017 third generation EGFR TKI• For NSCLC patients progressing on
first line tki therapy• Overcomes T790M resistance
mutation• Many progressing patients are not
eligible for biopsy
Liquid biopsy• But only used in research and no
data on clinical performance• Ring trial with artificial samples
Ring Trial – T790M ctDNA liquid biopsy
Ring trial liquid biopsy – report and interpretation
• Participants asked to write a report for 3 patients with nominative test result
• Found differences in reporting• Some reports were wrong
• Considerable opportunity for errors
• Now looking into clinician understanding of a report
Polling at scientific meetings: BWP, Respiratory Oncology Update, Forpath meeting
Case 3: test funding
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AstraZeneca covers the cost of EGFR tests outside reimbursement to relieve patients from additional financial burden and assure access for stage 4 Lung Cancer patients to optimal therapy
Lung cancer stages
1 2 3 4
Out of the 350 EGFRm patients who progress on a first‐generation EGFR
TKI…
…only ~100 will have the cost oftheir diagnostic testing fully
reimbursed by the RIZIV/INAMI For the remaining 250 AZ provided a
solution
48% of all lung cancers are diagnosed in stage IV
For stage IV therapy options are limited to either chemo or targeted
therapy
a tumour biopsy needs to be analysed for molecular biomarkers selecting eligibility for targeted
therapy
One such example is the EGFR testit needs to be performed at
diagnosis and potentially multiple times at progression
On 1 August 2017 a new RIZIV/INAMI code specific for EGFR was introduced
The new reimbursment code 589831 589842 in article 33bis allows for reimbursment of 340,67 EUR tolabs for performing the EGFR test This is restricted to
. Pathology, genetics or clinical chemistry labs
. that meet a minimal set of quality criteria proven by BELAC accreditation for the EGFR testThe reimbursment allows for
. tissue or plasma samples to be used
. Testing activating mutations at diagnosis
. Testing resistance mutations (T790M) at progressionThe reimbursment is restricted to
. NSCLC patients with non Squamous Histology
. Once per year per individual patient
These restrictions lead to a lack of test reimbursment for a part of the patient population eligeablefor an EGFR tki
1. the NSCLC label of the EGFR tki is broader then non-squamous histology2. the average time to progression on first line EGFR tki is shorter then 1 year3. Many patients need repeated attempts to identify T790M if a plasma sample is used
AZ has entered in to an agreement with your test lab to cover all the EGFR testing cost for the patients for which you needto take a therapeutic decision
RIZIV Test reimbursement changes
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Article 33TER expected in February ‘Good’ news for Molecular testing
- All companion tests included- Fixed technology based codes- Faster approval new tests
NGS convention expected in March
Nothing yet for IHC….
Data collection on biomarkers – PD-L1
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2018 Belgian Guidelines
How is the situation in Belgium today? PD-L1 survey!
What specific indications/histology/stage is a PD-L1 test performed?
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0
5
10
15
20
25
30
All NSCLC irrespective of stage Survey gap At request clinician
Which samples are tested?
What antibody should the lab use?
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PD-L1 positivity rate with TPS 1% cut-off:
• 70% in AZ clinical trials (SP263)
• 55-60% in real world publications1,2
What is the situation in Belgium?
1) Evans et al https://doi.org/10.1371/journal.pone.02063702) Velchetti et al https://doi.org/10.1007/s12253-018-0469-6
LDTs versus approved IVDs: HER2 exampleHigher healthcare system costs & worse patient outcomes
“Every $1 saved by laboratories by using cheaper reagents could potentially result in approximately $6 in additional costs to the healthcare system.”
Vyberg et al. BMC Health Services Research (2015) 15:352. DOI 10.1186/s12913-015-1018-6
$1
$6
Approved Laboratory
1. Decreased life expectancy
2. Decreased quality-adjusted life years
3. More recurrences and progressions
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• Depending on platform available in the lab (Dako/Ventana)• 22C3 and SP263 mostly used • CE-IVD versus LDT)
0123456789
101112
22C3 DakoAutostainer
(IVD)
SP263Ventana (IVD)
22C3 Ventana(LDT)
22C3 Omnis(LDT)
28.8 Omnis(LDT)
Survey gap
Which PD-L1 assay do you use at the moment?
Participated in EQA rounds?
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Key messages
● Diagnostic labs play a central role to provide patients with the correct targeted therapy● Data generation is not limited to clinical trials and continues in the real world setting● AstraZeneca strives that
- All patients have access to testing- Tests performed are accurate- Test results are in time for therapeutic decision making
● Diagnostic labs and industry are true partners
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Thank you!
Confidentiality Notice This file is private and may contain confidential and proprietary information. If you have received this file in error, please notify us and remove it from your system and note that you must not copy,distribute or take any action in reliance on it. Any unauthorized use or disclosure of the contents of this file is not permitted and may be unlawful. AstraZeneca PLC, 2 Kingdom Street, London, W2 6BD,UK, T: +44(0)20 7604 8000, F: +44 (0)20 7604 8151, www.astrazeneca.com
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