clinical application of cell- free dna in...
TRANSCRIPT
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Clinical application of cell-free DNA in lymphoma
Seok Jin Kim MD, PhDMedicine
Hematology/OncologySamsung Medical Center
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I have no personal or financial interests to declare:
I have no financial support from an industry source at the current presentation.
대한혈액학회 Korean Society of Hematology
COI disclosureName of author : Seok Jin KIM
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The Era of Liquid Biopsy
https://www.healio.com/hematology-oncology/
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Liquid biopsy for cell-free DNA Accessing tumor DNA with a blood sampling Without the need of an invasive tissue biopsy
Cell-free fragments of DNA Shed into the bloodstream by cells undergoing
apoptosis Circulate at a low concentration in plasma as
double-stranded DNA fragments Predominantly short structure (
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Clinical applications of CTC and cfDNA analyses in cancer care
Cancer Discovery 4:650-661
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Role of cell-free DNA in cancer Early intervention Diagnose cancer earlier through screening
Localized disease Determine the risk of relapse after treatment
Advanced or disseminated disease Determine treatment selection based on biomarkers
Refractory disease Determine mechanisms of resistance and new targets
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Timeline of liquid biopsy development
Oncotarget, 2018, Vol. 9, (No. 2), pp: 2912-2922
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Number of publications per year in PubMed
Oncotarget, 2018, Vol. 9, (No. 2), pp: 2912-2922
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Comparison of methodologies for cell-free DNA analysis
Oncotarget, 2018, Vol. 9, (No. 2), pp: 2912-2922
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Healthy people vs. lymphoma patients Cell-free DNA in healthy people Primarily from the apoptosis of hematopoietic cells Minimally from other tissues Circulates in concentrations of 1-10 ng/mL of plasma
Cell-free DNA in lymphoma patients Primarily from apoptotic tumor cells Always increased compared with age- and gender-
matched healthy people Mean concentration of 30 ng/mL of plasma
Biochim Biophys Acta. 2007;775(1):181-232; Cell Res. 2014;24(6):766-769. Cancer Res. 2001;61(4):1659-1665. Lancet Oncol. 2015;16(5): 541-549.
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Cell-free DNA in lymphoma Levels of cfDNA could be variable Subtypes Higher in aggressive lymphomas than in indolent
lymphomas Tumor volume Higher in advanced stage disease than in limited
stage disease Disease status Higher in progressive disease than in a disease
responding to treatment
Ann Oncol. 2009;20(8):1408-1413. Haematologica 2019; 104(4):648-652
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Unmet needs of lymphoma
Haematologica 2019; 104(4)
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Clinical relevance of cell-free DNA
• Tumor burden
• Cell of origin
• Genetic alteration
• Detection of resistance mutation
• Relapse prediction
• Transformation prediction
• Relapse prediction
• Transformation prediction
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cftDNA: MRD marker in DLBCL IgHTS
Clonotypic Immunoglobulin High-throughput sequencing CAPP-Seq
Cancer personalized profiling by deep sequencing
Scherer et al., Sci. Transl. Med. 8, 364ra155 (2016)
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CAPP-Sequencing
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Detection of resistance mutation
Scherer et al., Sci. Transl. Med. 8, 364ra155 (2016)
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cfDNA reflects tumor burden 100% of pretreatment samples
Detectable ctDNA 37% of pretreatment samples
Abnormally high LDH Better sensitivity of ctDNA than LDH
Scherer et al., Sci. Transl. Med. 8, 364ra155 (2016)
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ctDNA after Allo-SCT NGS-based detection of cell-free tumor DNA
(cfDNA) after allogeneic SCT 88 patients with B- and T-cell lymphoma Peripheral blood samples: Plasma/PBMC Sequencing of Ig or TCR genes
Detectable cfDNA prior to allo-SCT 9/23 in CR (39%); 14/20 in PR (70%)
Detectable cfDNA after all-SCT 16/19 with disease progression (84%) Median of 3.7 months prior to relapse
BJH, 2016, 175, 841–850
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cfDNA after Allo-SCT cfDNA positivity in multivariate analysis
Risk of relapse/progression: HR 10.8, p = 0.0006
BJH, 2016, 175, 841–850
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Cell-free DNA in CNS lymphoma
6 patients with CNS lymphoma NGS tumor panel for tumor and reference tissue
(ETDA blood) Digital PCR for cfDNA from plasma and CSF
BMC Cancer (2019) 19:192
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Cell-free DNA in CNS lymphoma
BMC Cancer (2019) 19:192
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Cell-free DNA in CNS lymphoma
Phase 1b trial Ibrutinib-based therapy in R/R CNS lymphoma
Blood. 2019 Jan 31;133(5):436-445.
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Newly diagnosed
Patient
Relapsed/Refractory
Patient
Informed consent
Clinical practice
Follow-up & Data update
Analysis Translational research
Sample: Blood, tissue
Samsung lymphoma cohort
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Study Process
Targeted sequencing of tumor sample ( ~ 400 genes)
Newly visited
lymphoma patients
Informed consents for
clinical, pathology, and genomic data
analysis, and blood sampling
Blood sampling, biopsy and
imaging studies
Treatment with curative intent
Serial blood sampling for serum and cell-free tumor DNA
Follow-up and update of survival
status
Targeted sequencing of cell-free tumor DNA (~ 66 genes)
Serum cytokine analysis
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• A: At diagnosis or After enrollment
• B: Interim analysis
• C: Final analysis
• D: Relapse or progression
• E: 2nd relapse or progression
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LiquidSCAN-Lymphoma Overview
Sample Plasma 3-4ml
Sequencing
Platform Illumina NGS
Library KAPA (Pre-indexed)
Target enrichment Hybrid selection (Agilent)
Target region 66 genes (222 kb)
Detection limit (at 95% confidence) 0.3%
Input cfDNA 10 - 50ng
Raw depth > 20,000X
Unique read depth > 5,000X
Background error 8 Gbp
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Goal of cell-free tumor DNA analysis
Lymphoma diagnosis
Tissue
Targeted sequencing
Prospective cohort cell-free tumor DNA
serial collection
1) Correlation of tumor tissue with cell-free tumor DNA
2) Correlation of cell-free tumor
DNA with minimal residual disease
Precision medicine for lymphoma patients
3) Detection of clonal changes with cell-free tumor DNA
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Gene list
ACTB BTK CDKN1B GNA13 MAP3K13 PIK3CD TCL1A
AKT1 CARD11 CHEK1 IDH2 MAPK1 PIM1 TNFAIP3
ALK CCND1 CREBBP IRAK1 MAPK3 PRKCB TNFRSF14
B2M CCND3 CTLA4 IRAK4 MEF2B RHOA TP53
BCL2 CD28 CXCR4 IRF4 MTOR SGK1 TP63
BCL6 CD58 DDX3X KMT2D MYC SOCS1 XPO1
BCOR CD79A DUSP22 KRAS MYD88 STAT3
BIRC3 CD79B EZH2 MAP2K1 P2RY8 STAT6
BRAF CDK4 FYN MAP2K4 PAX5 SYK
BTG1 CDK6 GATA3 MAP3K1 PIK3CA TBL1XR1
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Allele frequencies
Comparison of mutation between tissue and cell-free
tumor DNA
Comparison of mutation frequency according to treatment and
response
Leuk Lymphoma. 2019 Feb 18:1-10
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The allele frequency of ctDNA estimated by targeted deep sequencing was plotted on the x-axis for NHL patients according to (A) NHL subtypes and (B) Ann Arbor stages. Box plot shows ranked normalized allele frequency in the median, 1st and 3rd quartiles, and 1.5 interquartile range (IQR) of 1st and 3rd quartiles.
Allele frequencies
Leuk Lymphoma. 2019 Feb 18:1-10
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Mutation profiling of tissue and/or plasma samples
Concordance of variants detected in plasma cell-free DNA samples compared with biopsy-based sequencing tests is shown in the chart.
Leuk Lymphoma. 2019 Feb 18:1-10
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Serial changes in patients
Leuk Lymphoma. 2019 Feb 18:1-10
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Serial changes in patients
Leuk Lymphoma. 2019 Feb 18:1-10
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Progressive DLBCL
Leuk Lymphoma. 2019 Feb 18:1-10
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Prediction of relapse in DLBCL
Leuk Lymphoma. 2019 Feb 18:1-10
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Cell-free DNA is early outcomePredictors in DLBCL
J Clin Oncol. 2018 Oct 1;36(28):2845-2853
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Cell-free DNA is early outcomePredictors in DLBCL
J Clin Oncol. 2018 Oct 1;36(28):2845-2853
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Cell-free DNA in AITL
Newly diagnosed AITL
Leuk Lymphoma. 2019 Feb 18:1-10
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Cell-free tumor DNA in AITL
Relapsed AITL
Leuk Lymphoma. 2019 Feb 18:1-10
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Cell-free DNA in ENKTL
Newly diagnosed ENKTL
Follow-up is required
Leuk Lymphoma. 2019 Feb 18:1-10
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Cell-free DNA in ENKTLRelapsed ENKTL
Leuk Lymphoma. 2019 Feb 18:1-10
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Comparison with other markers
Unpublished data
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Prediction of outcome in T-cell lymphoma
Fold change of VAF at final sample
cfD
NA
amou
nt
(ng/
ml)
Max
imal
VAF
Bas
elin
e sa
mpl
e
CR PR PD
At diagnosis Interim analysis
> 2-fold reduction
< 2-fold reduction
No relapse (Follow-up < 1 year)
No relapse (Follow-up > 1 year)
Relapse within 1 year after treatment
Unpublished data
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Clinical application: Cell-free DNA in lymphoma Expected role of cell-free DNA in lymphomas Diagnostic marker Predictive marker for surveillance Detection of minimal residual disease
Detection of clonal changes May help to select appropriate targeted agents Limited coverage of genes due to technological
issues and cost
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See you in Busan!
Clinical application of cell-free DNA in lymphoma Slide Number 2The Era of Liquid BiopsyLiquid biopsy for cell-free DNAClinical applications of CTC and cfDNA analyses in cancer careRole of cell-free DNA in cancerTimeline of liquid biopsy developmentNumber of publications per year in PubMedComparison of methodologies for cell-free DNA analysisHealthy people vs. lymphoma patientsCell-free DNA in lymphoma Unmet needs of lymphomaClinical relevance of cell-free DNA cftDNA: MRD marker in DLBCLCAPP-SequencingDetection of resistance mutationcfDNA reflects tumor burdenctDNA after Allo-SCTcfDNA after Allo-SCTCell-free DNA in CNS lymphomaCell-free DNA in CNS lymphomaCell-free DNA in CNS lymphomaSamsung lymphoma cohortStudy ProcessSlide Number 25LiquidSCAN-Lymphoma OverviewGoal of cell-free tumor DNA analysis Gene listAllele frequenciesAllele frequenciesMutation profiling of tissue and/or plasma samples Serial changes in patientsSerial changes in patientsProgressive DLBCLPrediction of relapse in DLBCLCell-free DNA is early outcome�Predictors in DLBCLCell-free DNA is early outcome�Predictors in DLBCLCell-free DNA in AITLCell-free tumor DNA in AITLCell-free DNA in ENKTLCell-free DNA in ENKTLComparison with other markersPrediction of outcome in T-cell lymphoma Clinical application�: Cell-free DNA in lymphoma See you in Busan!