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Genome-Wide Sequencing for Early Stage Lung Cancer Detection from Plasma Cell-Free DNA (cfDNA): The Circulating Cell-free Genome Atlas (CCGA) Study Geoffrey R. Oxnard 1 , Tara Maddala 2 , Earl Hubbell 2 , Alex Aravanis 2 , Nan Zhang 2 , Oliver Venn 2 , Anton Valouev 2 , Ling Shen 2 , Shilpen Patel 2 , Arash Jamshidi 2 , Karthik Jagadeesh 3 , Samuel Gross 2 , Darya Filippova 2 , John F. Beausang 2 , Minetta C. Liu 4 , Donald A. Richards 5 , Sylvia K. Plevritis 3 , Richard T. Williams 2* , Anne-Renee Hartman 2 , Charles Swanton 6 1 Dana Farber Cancer Institute, Boston, MA. 2 GRAIL, Inc. Menlo Park, CA. 3 Stanford University, Stanford, CA. 4 Mayo Clinic, Rochester, MN. 5 US Oncology Research, Tyler, TX. 6 Francis Crick Institute, London, UK. *Current affiliation: WuXi NextCODE. 1 Geoffrey R. Oxnard, MD
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Page 1: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

Genome-Wide Sequencing for Early Stage Lung Cancer Detection from Plasma Cell-Free DNA (cfDNA):

The Circulating Cell-free Genome Atlas (CCGA) Study

Geoffrey R. Oxnard1, Tara Maddala2, Earl Hubbell2, Alex Aravanis2, Nan Zhang2, Oliver Venn2, Anton Valouev2, Ling Shen2, Shilpen Patel2, Arash Jamshidi2, Karthik Jagadeesh3,

Samuel Gross2, Darya Filippova2, John F. Beausang2, Minetta C. Liu4, Donald A. Richards5, Sylvia K. Plevritis3, Richard T. Williams2*, Anne-Renee Hartman2, Charles Swanton6

1Dana Farber Cancer Institute, Boston, MA. 2GRAIL, Inc. Menlo Park, CA. 3Stanford University, Stanford, CA. 4Mayo Clinic, Rochester, MN. 5US Oncology Research, Tyler, TX.

6Francis Crick Institute, London, UK. *Current affiliation: WuXi NextCODE.

1Geoffrey R. Oxnard, MD

Page 2: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

Disclosures

Geoffrey R. Oxnard is an advisory board member and consultant for Inivata, an honorarium recipient from Guardant Health, Sysmex, and BioRad, and a consultant for DropWorks, AstraZeneca, and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen Patel, Arash Jamshidi, Samuel Gross, Darya Filippova, John F. Beausang, Richard T. Williams, and Anne-Renee Hartman are current or former GRAIL employees with options to hold stock in the company. Richard T. Williams is an employee of WuXi NextCODE with options to hold stock in the company. Arash Jamshidi is a shareholder in Illumina. Charles Swanton is a grant recipient from Pfizer and AstraZeneca; receives honoraria or consultant fees from Roche Ventana, Celgene, Pfizer, Novartis, Genentech, and BMS; holds stock in GRAIL, Epic Biosciences, and Apogen Biotech; and is a co-founder of Achilles Therapeutics. The remaining authors have no conflicts to declare.

2Geoffrey R. Oxnard, MD

Page 3: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

Current Lung Cancer Screening Paradigm is Not Widely Adopted

3Geoffrey R. Oxnard, MD

● Low-dose computed tomography (LDCT) improves lung cancer mortality in high-risk individuals

● Rate of clinical adoption remains low (1.9%)2,3

● Criticisms of LDCT include risk of false positives and logistical challenges4

Early Detection of Lung Cancer is a High Unmet Medical Need

cfDNA-Based Tests Represent an Untapped Opportunity for Cancer Detection

● Cancer genotyping using plasma cfDNA○ Adopted for detection of specific

actionable mutations○ Only validated for advanced cancer○ Uses smaller targeted gene panels

● Cancer detection using plasma cfDNA○ Aims to identify a broader cancer

“signature” rather than specific individual mutations

○ Genome-wide approaches offer additional information that allow early detection

○ Could address the unmet medical need

1National Lung Screening Trial Research Team. N Engl J Med 2011; 365:395-409. 2Pham D et al. J Clin Oncol 36, 2018 (suppl; abstr 6504). 3Jemal A, Fedewa SA. JAMA Oncol 2017;3:1278-1281. 4McCunnet RJ et al. Chest Journal 2014;145(3):618-24.

Page 4: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

4Geoffrey R. Oxnard, MD

CCGA is a Prospective Longitudinal Cohort Study Designed for Early Cancer Detection (NCT02889978)

15,000+ participants:70% with cancer- Previously

untreated- Any malignancy30% without cancer- Benign comorbid

conditions were not excluded

Enrollment

Blood samples(from all participants)

Tissue samples(cancer only)

Clinical dataAll pts

Sample Collection

CH3

Targeted sequencing: cfDNA, WBCs

Whole-genome sequencing: cfDNA, WBCs

Targeted & whole-genome bisulfite sequencing: cfDNA

Whole transcriptome sequencing: cfRNA

Whole genome sequencing: tumor tissue

Pts with cancer: Treatment, recurrence, mortality

Pts without cancer: Remain cancer free or new cancer diagnosis, data on cancer status & treatment, mortality

Sequencing and Follow-Up for 5 Years

Page 5: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

845 cancer(118 lung cancer)

561 non-cancer

CCGA is a Prospective Longitudinal Cohort Study Designed for Early Cancer Detection: First Training and Test Set Analyses

5

12,292 of 15,000 participants enrolled70% cancer:30% non-cancer

142 active sites24 U.S. states,

one site in CanadaFPI: 08/2016

12,200 reserved for future validation

studies

2,800 participants:Pre-specified case-control

substudy1,785 training set

(1,733 clinically evaluable, 127 lung cancer)

1,406 evaluable and analyzable

472 cancer(46 lung cancer)

362 non-cancer

1,015 test set(980 clinically evaluable,

47 lung cancer)

834 evaluable and analyzable

Geoffrey R. Oxnard, MD

Page 6: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

CCGA is Geographically Diverse with Enrollment Representative of United States Population

6Geoffrey R. Oxnard, MD

Active/Enrolling Training Test Training and Test

Non-cancer and cancer participants are

enrolled from the same institutions to control

for preanalytical variability

Page 7: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

Participant Demographics

7Geoffrey R. Oxnard, MD

Training Test

Lung Cancer Non-Cancer Lung Cancer Non-Cancer

Total, n (%) 127 580 47 368

Age, Mean ± SD 67 ± 9 60 ± 13 69 ± 8 59 ± 14

Sex (%)

Female 69 (54%) 452 (78%) 25 (53%) 238 (65%)

Race/Ethnicity (%)

White, Non-Hispanic 112 (88%) 489 (84%) 37 (79%) 312 (85%)

African American 6 (5%) 47 (8%) 5 (11%) 25 (7%)

Hispanic, Asian, Other 9 (7%) 44 (8%) 5 (11%) 31 (8%)

Smoking Status (%)

Never-smoker 19 (15%) 330 (57%) 3 (6%) 185 (50%)

BMI

Normal/Underweight 41 (32%) 156 (27%) 20 (43%) 86 (23%)

Overweight/Obese 86 (68%) 423 (73%) 27 (57%) 281 (77%)

● To identify markers of cancer versus non-cancer, a comparable non-cancer group is important.

● Lung cancer and non-cancer participants were comparable with respect to age, race, and BMI.

● A higher proportion of participants with lung cancer were male and were ever-smokers.

Page 8: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

8Geoffrey R. Oxnard, MD

*Carcinoma in situ. **Staging information not available.1Staging by the Surveillance, Epidemiology, and End Results (SEER) program 2010-2014 involves the higher of pathological or clinical stage. https://seer.cancer.gov.

Participant Demographics● Stage distribution consistent with United States distribution1

● A subset of participants with lung cancer were diagnosed by screening

Lung Cancer,Training Set (n=127)

Lung Cancer, Test Set (n=47)

Overall Clinical Stage (n, %)

0* 1 (<1%) 0 (0%)

I 23 (18%) 12 (26%)

II 14 (11%) 5 (11%)

III 39 (31%) 10 (21%)

IV 47 (37%) 19 (40%)

Non-Informative** 3 (2%) 1 (2%)

Method of Dx (n, %)

Dx by Screening 23 (18%) 7 (15%)

Dx by Clinical Presentation 104 (82%) 40 (85%)

Page 9: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

Prototype Sequencing Assays Used to Comprehensively Characterize Cancer-Specific cfDNA Signals

9Geoffrey R. Oxnard, MD

● All major somatic and epigenetic cfDNA features characterized

507-gene panel,60,000X depth,3,000X unique

coverage

30X depth

Bisulfitesequencing,

30X depth

cfD

NA WBC

gD

NATargeted

Methylation

WGS

Input

SCNA signals from WBCs

Variants from WBCs

Aging,Biological variation

Interference

Somatic copy number

Non-synonymous SNVs/indels

Fragment-level CpG

methylation status

Final Features

Targeted Classifier

WGS Classifier

Methylation Classifier

Classifiers

30X depth

Tum

or Tumor variants for comparison

WGS WBC

gD

NA

Page 10: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

Correcting for WBC Variants (Clonal Hematopoiesis) Allows for High Specificity

10

● The majority of cfDNA single-nucleotide somatic variants (SNVs) were WBC-matched and accounted for, on average:○ 3,562 of 3,648 (98%) of all variants in non-cancer

group○ 1,154 of 2,156 (54%) in cancer group○ Number of variants positively associated with age1

(ASCO Abstract 12001)

Geoffrey R. Oxnard, MD

1. Aravanis et al. Development of plasma cell-free DNA (cfDNA) assays for early cancer detection: first insights from the Circulating Cell-Free Genome Atlas Study (CCGA). Oral presentation at the 2018 American Association for Cancer Research; April 14-18, 2018; Chicago, IL.

Copy Number Analysis

Chromosome

1 2 3 4 5 6 7 8 9

10 11 12 13 14 15 16 17 18 19 20 21 22

log2

(sam

ple/

mea

n[co

ntro

ls])

ctDN

A fr

acti

on (

gain

or

loss

of

1 co

py)

-0.1

5-0

.10

-0.0

50.

000.

050.

100.

15

-0.2

0-0

.10

-0.0

50.

050.

100.

20

● After correcting for WBC-matched variants:○ Only 5 of 580 (<1%) non-cancer samples had a

cancer-like signal across multiple assays○ Two pts subsequently diagnosed with cancer

(ovarian and endometrial) ● Potential for highly specific tests (>99%) when

controlling for CHIP

5p20q

Page 11: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

Simulating Existing Assays: Not Optimized for Screening

11Geoffrey R. Oxnard, MD

● 561 non-cancer and 118 pts with lung cancer from CCGA analyzed

● Testing a single location (emulating ddPCR) without WBC filtering○ KRAS:p.G12X○ Excellent specificity○ Small number of cancer cases detected

No Signal Detected Signal Detected

● CCGA Targeted Assay with WBC filtering○ Increased detection○ Reduced false-positives (set at 98% here)○ Continuous statistical score allows for

tradeoffs in sensitivity/specificity

● NGS panel reporting 813 clinically actionable variants (OncoKB levels 1-4)* without WBC filtering○ Many cancer cases with variants○ Many non-cancer cases with variants

*Chakravarty D et al. JCO Precis Oncol 2017;doi: 10.1200/PO.17.00011. Epub 2017 May 16

Non-Cancer (n=561)Lung Cancer

(n=118)

Page 12: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

12

Sensitivity Consistent Across Assays and at High Specificity

Geoffrey R. Oxnard, MD

Sens

itiv

ity

1.00

0.75

0.50

0.25

0.00

0.000 0.025 0.050 0.075 0.100

1-Specificity

Targeted WGS Methylation● In age-matched controls, there is a latent

rate of 1% of undiagnosed cancer

○ Some of those cancers will be detectable by the prototype assays and classifiers

○ The longitudinal design of the study allows us to correctly assign cancer status to individuals post-enrollment once diagnoses are reported from normal clinical practice

● We conservatively look at 98% specificity to account for these latent cases

○ Specificity will continue to evolve as follow-up is completed

95%98%

Page 13: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

13

Consistent Assay Performance Across Lung Cancer Stages and by Diagnosis Method

Geoffrey R. Oxnard, MD

Subgroup* Cases

Stage I 22

13

38

45

Stage II

Stage III

Stage IV

Sensitivity at 98% Specificity

Sensitivity by Stage (Training)

*Excludes 3 participants with non-informative stage

0% 20% 40% 60% 80% 100%

Subgroup Cases

Dx by Screening

22

96Dx by Symptoms

Sensitivity at 98% Specificity

Sensitivity by Diagnosis Method (Training)

0% 20% 40% 60% 80% 100%

● Signal increased with stage

Page 14: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

Subgroup* Cases

Adeno-carcinoma

Squamous Cell

Other NSCLC

Small Cell

Sensitivity at 98% Specificity

0% 20% 40% 60% 80% 100%

58

28

15

13

Sensitivity by Histological Subtype (Training)

*Excludes 3 participants with non-informative stage, 7 participants with missing subtype

14

Consistent Biological Signal In Smokers and Non-Smokers and Across Histologies

Geoffrey R. Oxnard, MD

Subgroup Cases

Smoker 101

17Non-

Smoker

Sensitivity at 98% Specificity

Sensitivity by Smoking Status (Training)

0% 20% 40% 60% 80% 100%

Page 15: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

Consistent Biological Signal Across Lung Cancer Stages in Training and Test Sets

15Geoffrey R. Oxnard, MD

Sensitivity at 98% Specificity

Training

Cases

Test

63

24

Subgroup**

● Early stage lung cancer (stage I-IIIA)

○ Training: 41% (29-54%)

○ Test: 50% (29-71%)

0% 20% 40% 60% 80% 100%

Methylation Score* (Sensitivity [95% CI])

*Results comparable across assays

StageI-IIIA

54

22

0% 20% 40% 60% 80% 100%

● Advanced lung cancer (stage IIIB-IV)

○ Training: 89% (77-96%)

○ Test: 91% (71-99%)

StageIIIB-IV

Training

Test

**Excludes 1 participant with missing subtype

Page 16: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

Conclusions

16Geoffrey R. Oxnard, MD

● This first interim analysis of the CCGA study (2,800 participants, 174 with lung cancer) shows:

○ Comprehensive sequencing of plasma cfDNA generates high-quality data across the spectrum of genomic features that permits non-invasive cancer detection

○ These assays detect lung cancer across stages, histologies, and populations, and results replicate in an independent test set

○ WBC-derived mutations and copy number variations are a major source of potential false positives that must be accounted for to achieve high specificity

● Together, these early results support the promise of using cfDNA-based sequencing to develop an early cancer detection test with high specificity

○ Further assay and clinical development in large-scale clinical studies is ongoing

■ CCGA (NCT02889978): remaining participants for further training and clinical validation

■ STRIVE (NCT03085888): clinical validation in an intended use population

Page 17: Genome-Wide Sequencing for Early Stage Lung Cancer ... - GRAIL · and GRAIL. Tara Maddala, Earl Hubbell, Alexander M. Aravanis, Nan Zhang, Oliver Venn, Anton Valouev, Ling Shen, Shilpen

Acknowledgements

17

● Study participants who graciously donated their time, energy, and specimens

● CCGA investigators and collaborators for advice, enrolling participants, and collecting data and specimens

○ Principal Investigators from sites enrolling >35 participants in this preplanned substudy: Rosanna Lapham, MD (Spartanburg Regional Health Services, SC); Donald Richards, MD, PhD (TOPA Tyler, TX, US Oncology Network); Nicholas Lopez, MD (Baptist Health Paducah, KY); Daron G. Davis, MD (Baptist Health Lexington, KY); Mohan Tummala, MD (Mercy Springfield, MO); Eric Klein, MD (Cleveland Clinic, OH); Peter Yu, MD (Hartford Hospital, CT); Wangjian Zhong, MD (Baptist Health, Louisville, KY); Alexander Parker, MD (Mayo Clinic Jacksonville, FL); Kristi McIntyre, MD (TOPA Dallas Presbyterian, TX, US Oncology Network); Minetta C. Liu, MD (Mayo Clinic Rochester, MN); Fergus Couch (Mayo Clinic Rochester, MN); Robert Seigel (Bon Secours Greenville, SC); David Smith, MD (Compass Oncology Vancouver, WA, US Oncology Network); Allen L. Cohn, MD (Rocky Mountain Cancer Center Hale Parkway Denver, CO, US Oncology Network); Michael V. Seiden, MD, PhD (US Oncology Research, The Woodlands, TX); Alan H. Bryce (Mayo Clinic Phoenix, AZ).

● Advisors and SAB for their helpful feedback and advice along the way

● The many GRAIL teams who have worked and continue to work on this study


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