SlideShare a Scribd company logo
High through-put DNA methylation analysis of
LungCancer - plasma cfDNA for biomarker
development
From tissue based discovery to cell free DNA methylation testing
Andreas Weinhaeusel, Ram Vinay Pandev, Walter Pulverer, Matthias Wielscher, Lisa
Milchram, Silvia Schönthaler, Gabriel Beikricher, Manuela Hofner, Christa Noehammer,
Klemens Vierlinger and Stephan Pabinger
AIT Austrian Institute of Technology, Vienna Austria
5th qPCR and Digital PCR Congress
4.-5. Dec 2017, London- UK
AIT Austrian Institute of Technology
➢ Largest Applied Research Institute in Austria
➢ Employees > 1150
➢ 8 Centers
214.12.2017
AIT Austrian Institute of Technology
AIT-Molecular Diagnostics
Biomolecules
• DNA
• Genotyping
• DNA-methylation
• Genomic Aberrations
• RNA
• Gene Expression
• miRNA
• ncRNA
• Protein
• auto antibody profiling
• DNA Microarray
• whole genome
• targeted
• Next Generation Sequencing
• qPCR
• Microfluidic qPCR
• Protein Arrays
• Peptide Arrays
• Biostatistics
• Bioinformatics
• Software Development
Technologies
Biomarker technology expertise
Thyroid CancerBreast Cancer Lung Cancer Leukemias
Infectious
Disease
Fibroprolif.
Diseases
Indications
Thyroid CaBreast Cancer Lung Cancer LeukemiasColon Cancer
Fibroprolif.
Diseases
AIM: improving minimal invasive diagnostics
Prostate Ca
DNA METHYLATION
auto antibody profiling
Cancer Statistics - Europe
Incidence (newly diagnosed/y) Mortality (deaths / y)
➢ 3.2 mio new cancers per year; 1.7 mio deaths from cancer
➢ ~ 30% of all deaths; ageing society
Source: WHO statistics - cancer death per year (2012)
http://www.who.int/mediacentre/factsheets/fs297/en/ NSCLC
≈ 87%
38%
38%
11%
13% squamous cell lung
carcinoma
adenocarcinoma
large-cell lung
carcinoma
small-cell lung
cancer (SCLC)
Lung Cancer - Facts (1)
Lung
1370000
Stomach
736,000
Liver
695,000
Colorect.
608,000
Breast
458,000
Cervival
275,000
others
3458000
Lung Cancer - Facts (2)
▪ Very high mortality rate
▪ Five-year survival rate: 20%
▪ Late diagnosis – causes high
mortality
▪ Laborious, uncomfortable and
insensitive diagnostic tools
Chest X-ray (78,3% sensitivity)
 Early diagnosis improves survival rates
techniques
exposure to
radiation
invasive sensitivity
chest X-ray ✓ detects only large
tumours
CT scan ✓ ✓ -
PET ✓ ✓ -
Bronchoscopy ✓✓ -
cytology (performed on lavage fluid
obtained during bronchoscopy)
✓✓ 43%
biopsy ✓✓✓ 90%
(but too invasive)
 Need for minimal invasive techniques with increased sensitivity/specificity
Lung Cancer Diagnosis – State of the Art
Lung Cancer - Molecular Diagnostic Tests
914.12.2017
Company Application Analyte Drawback Conclusion
Orion
Genomics
(US)
screening test DNA methylation
in sputum
specificity/sensitivity
not published
not yet fully
developed
Epigenomics
(Germany)
diagnostic test DNA methylation
of SHOX2 using
Bronchial Lavages
Bronchoscopy/
anaesthesia is
required to perform
test
Blood based
test not yet
commercially
available
Qiagen
(Netherlands)
companion diagnostics
of an anticancer drug
for NSCLC patients
mutation status of
EGFR in plasma
limited to a specific
use (identifying
NSCLC patients
sensitive to
anticancer drug)
Test for therapy
stratification
NOT for
diagnosis
Oncimmune
(UK)
early detection of lung
cancer
autoantibodies in
blood
low sensitivity (41%) not suited as
screening
• methylation targets = CpG dinucleotides; clustered in CpG Island
• 88% of human genes have a CpG islands - associated promoter (Kim,TH et al., 2005 Nature)
• human genome: 28000 CpG islands
Cross-species Tissue specific mCpG-patterns
mouse mouse mouse
brain liver spleen
Irrizary et al. 2009, NatGen
mC - „the 5th base“
➢ heritable pattern
➢ tissue specific / cross-species
➢ chemically as stable as DNA
➢ early event in cancerogenesis
➢ detectable in cell free serum
➢ PCR based detection
 DNA methylation = „ideal“ biomarker
DNA-Methylation Biomarkers
DNA methylation biomarker development
for minimal invasive diagnostics
„plasma“ markers early diagnosis, monitoring patients under therapy
Tissue
• Screening: malignant – bening – healthy / blood
Tissue
• Candidate marker – confirmation (include blood DNA)
• qPCR
PLASMA
• evaluation of markers for minmal invasive testing
• 10ng cfDNA / ml – background = blood DNA
• ≤1% is TU derived
Bisulfite
conversion
WGA
Hybridisation on methylation
specific probes
Assay for Discovery: Infinium 450/850k array
GENOME-wide discovery - Lung tissues
Illumina 450k methylation analyses
bioinformatic analysis for biomarker-
selection
univariate - cut off: adj. p-value < 0,005 &
methylation difference >7.5%; & AUC >0,85
multivariate – using class prediction analyses
LuCa, 18
IPF, 30
HP, 8
COPD, 42
normal
LU tissue,
34
blood
DNA, 24
Lung cancer (n=18) - AdenoCa (9), SqCCL.(9)
IPF - Idiopathic pulmonary fibrosis (n= 30)
HP - Hypersens. pneumonia (n= 8)
COPD (n=42) - GOLD 0-3, - n = 8-13 per group
Normal lung tissue (n=34)
Healthy blood DNA (n=24)
n=156
Methylome – e.g. Lung disease / tissue
5% (24300) most variant probes plotted
DNA methylation changes: HIGH  Cancer > Fibrosis >> COPD > LOW
CNV & chromosomal structural aberrations exclusively in cancer
Fibrosis (n=30)
Cancer (n=18)
COPD (n=42)
healthy (n=34)
1) QC - Picogreen DNA quantif
2) SO3 deamin  qMSP – 4 markers …GNAS-ME, GNAS-UM, NESP
3) Illumina 450k (now 850k EPIC) protocol
4) Bioinformatics
Assay for Validation: MSRE* HTqPCR
*methylation sensitive restriction enzyme
Advantages:
• Low input: < 10ng DNA (<1ml of plasma)
• No bisulfite conversion
• Multiplexing: 48-96plex
• useful for plasma cfDNA qPCR testing
HT-PCR methylation assay design tools
Pandey, et al. (2016). MSP-HTPrimer: a high-throughput primer design tool to
improve assay design for DNA methylation analysis in epigenetics. Clin.
Epigenetics 8, 101.
https://sourceforge.net/p/msrehtprimer/wiki/MSRE-HTPrimer_Manual/
Pandey, R.V., et al. (2016). MSRE-HTPrimer: A high-throughput and genome-wide
primer design pipeline optimized for epigenetic research. Clinical Epigenetics 8, 26.
IonTorrent – TDBS* confirmation of array data
*…targeted deep bisulfite amplicon sequencing
FP7: EurHealthAgeing
➢ 62 bisulfite PCRs established & bisulfite sequencing conducted on IonTorrent technology used
➢ implementation of analyses workflow for TDBS-analyses - use IonT Mapper in BISMARK  TMAP
o Pabinger et al. (2016): Analysis and Visualization Tool for Targeted amplicon Bisulfite Sequencing on Ion Torrent
sequencers; PLoS One. 2016 July 28;11(7).
Setup (384 well –MSP) Workflow
▪ 40 samples
▪ 62 targets
Correlation 450k array vs TDBS
Median correl: 0.91
DNA
Bisulfite
conversion
Target
enrichment
Pooling of
targets per
sample
Barcode
and adapter
annealing
Sequencing
microarray data
sequnecingdata
MSREqPCR-Confirmation
LungCa-tissue-methylation marks
▪ Design – pipeline: 276 different qPCRs assays  222 working assay
▪ optimization of 48-plex a/o 96-plex
▪ qualification according MIQE guidelines
2114.12.2017
Established assays WITH & WITHOUT PreAmplification
PCR- efficiency: 80-120%
PCR Perfomance – upon Pre-Amplifikation (48x)
Results – MSREqPCR (96x) vs 450k chip- methylation
156
samples
healthy
blood (24)
lung tissue
(34)
diseased
lung tissue
cancer(18)
IPF (30)
HP (8)
COPD (42)
222 assays x 156 Tissue DNA samples  65% confirmed
 best 96 selected for cfDNA testing
cfDNA methylation test analysis workflow
cfDNA testing (400µl plasma): Cancer vs other
Healthy N=61 (29.9%) COPD N=42 (20.5%)
healthy n=27 (13.2%) GOLD 1-2 n=31 (15.1%)
COPD at risk n=34 (16.6%) GOLD 3-4 n=11 (5.4%)
Cancer N=33 (16,1%) Fibrosis N=68 (33.3%)
low stage (I-II) n=9 (4.4%) UIP n=27 (13.2%)
High stage (III-
IV)
n=15 (7.3%) NSIP n=11 (5.4%)
11 AdCa, 8 SqCC, 7 SCLC, 7 LCLC HP n=22 (10.7%)
correct classification:
Wielscher M., et al.: EBioMedicine 2
(2015) 927–934
14.12.2017 25
Class prediction
(lasso penalized logistic regression - from R package glmnet)
14.12.2017 27
23 lung cancer vs 23 healthy controls
Validation-set: n=46 independent cfDNA samples
cfDNA MSREqPCR workflow
Genome wide (e.g. 450k / 850k array)
– tissue
3x96-plex confirmation -
tissue
96 plex transfer to
plasma
48plex assay
further clinical
validation & applications
Summary
▪ MSRE-qPCR
▪ enables confirmation, validation and classifier-refinement
• works with bisulfite based discovery
• extremely low LOD, able to detect 0,1 – 1% of tumor DNA in 10ng of cfDNA
▪ efficient tool (costs & time) for qualification of methylation markers
and applicabel for plasma cfDNAmethylation testing
▪ Lung-Cancer Methylation markers
▪ new biomarkers discovered in genomewide methylation screening
▪ biomarkers were validated with MSRE-qPCR in plasma testing with AUC
calssifiers ≈0.8-0.95
• plasma samples up to 15y old are useful (age had no effect)
Potential use & need for further validation
▪ alternative to „wait and watch“ approach:
▪ CT-scan „suspicious“ - when no biopsy is feasible
▪ early-diagnostics
▪ avoid biopsy in CT-false positives
▪ early cancer detection in at risk persons: heavy smokers or IPF & COPD
patients == alternative to CT-scan
▪ screening test – requires validation in prediagnostic patient samples – serial
samples collected some years before diagnosis
▪ therapy monitoring
▪ patient cohorts in clinical studies or in standard treatment
▪ therapy response prediction ?
….The technologies are available…
cooperations & partnering welcome….
analyse 92 markers
from 1µl of serum
Oncology
Cardio-Vascular / CVD
Inflammation
Biomarker Technology platforms
Acknowledgement
DNA Methylation work
Matthias Wielscher, Manuela Hofner, Elisabeth Reithuber, Gabriel Beikircher, Walter Pulverer, Christa Noehammer
Immunoprofiling work: Regina Soldo, Peter Hettegger, Istvan Gyurjan, Johana Luna, Stefanie Brezina, Roman Kreuzhuber,
Lisa Milchram, Sandra Rosskopf, Ronald Kulovics, Gabriel Beikircher, Silvia Schönthaler, Johannes Söllner, Michael
Stierschneider
Assay design pipelines and bioinformatics
Ram Vinay Pandey, Stefan Pabinger, Fabian Schröder, and Klemens Vierlinger
Clinical Cooperations:
Funding & Support:
T. Liloglou, J. Field; Roy Castle Lung Cancer Foundation,
Liverpool, UK
M. Hajduch, Molecular and Translational Medicine, University
Hospital Olomouc, Czech Republic
C. Singer, A. Gsur. & P. Hofer, R. Ziesche
Medical Univ. Vienna
F. Längle, J. Hofbauer, LKH Wr. Neustadt
G. Leeb & K. Mach, LKH Oberpullendorf
C. Jungbauer, Austrian Red Cross
J. Söllner, Emergentec

More Related Content

What's hot

STR IMP.pptx
STR IMP.pptxSTR IMP.pptx
STR IMP.pptx
GOURAVOSTWAL
 
Medicon 2016 presentation
Medicon 2016 presentationMedicon 2016 presentation
Medicon 2016 presentation
madurai
 
Precision Medicine in Oncology Informatics
Precision Medicine in Oncology InformaticsPrecision Medicine in Oncology Informatics
Precision Medicine in Oncology Informatics
Warren Kibbe
 
Precision Medicine in Oncology
Precision Medicine in OncologyPrecision Medicine in Oncology
Precision Medicine in Oncology
Canadian Cancer Survivor Network
 
Clinical Applications of Next Generation Sequencing
Clinical Applications of Next Generation SequencingClinical Applications of Next Generation Sequencing
Clinical Applications of Next Generation Sequencing
Bell Symposium &amp; MSP Seminar
 
Microsatellite instability - What is it? How to test? Applications in Medical...
Microsatellite instability - What is it? How to test? Applications in Medical...Microsatellite instability - What is it? How to test? Applications in Medical...
Microsatellite instability - What is it? How to test? Applications in Medical...
Venkata pradeep babu koyyala
 
Single-Cell Sequencing for Drug Discovery: Applications and Challenges
Single-Cell Sequencing for Drug Discovery: Applications and ChallengesSingle-Cell Sequencing for Drug Discovery: Applications and Challenges
Single-Cell Sequencing for Drug Discovery: Applications and Challenges
inside-BigData.com
 
Introduction to High Resolution Melt Analysis
Introduction to High Resolution Melt AnalysisIntroduction to High Resolution Melt Analysis
Introduction to High Resolution Melt Analysis
American Biotechnologist
 
Gene expression profiling i
Gene expression profiling  iGene expression profiling  i
Gene expression profiling i
Prasanthperceptron
 
Clinical Genomics for Personalized Cancer Medicine: Recent Advances, Challeng...
Clinical Genomics for Personalized Cancer Medicine: Recent Advances, Challeng...Clinical Genomics for Personalized Cancer Medicine: Recent Advances, Challeng...
Clinical Genomics for Personalized Cancer Medicine: Recent Advances, Challeng...
Yoon Sup Choi
 
Tracking introgressions using FISH and GISH
Tracking introgressions using FISH and GISHTracking introgressions using FISH and GISH
Tracking introgressions using FISH and GISH
vipulkelkar1
 
The Application of Next Generation Sequencing (NGS) in cancer treatment
The Application of Next Generation Sequencing (NGS) in cancer treatmentThe Application of Next Generation Sequencing (NGS) in cancer treatment
The Application of Next Generation Sequencing (NGS) in cancer treatment
Premadarshini Sai
 
Real Time PCR
Real Time PCRReal Time PCR
Real Time PCR
ASHIKH SEETHY
 
Small molecule inhibitors
Small molecule inhibitorsSmall molecule inhibitors
Small molecule inhibitors
FREE EDUCATION FOR ALL
 
Next Generation Sequencing and its Applications in Medical Research - Frances...
Next Generation Sequencing and its Applications in Medical Research - Frances...Next Generation Sequencing and its Applications in Medical Research - Frances...
Next Generation Sequencing and its Applications in Medical Research - Frances...
Sri Ambati
 
Step by Step, from Liquid Biopsy to a Genomic Biomarker: Liquid Biopsy Series...
Step by Step, from Liquid Biopsy to a Genomic Biomarker: Liquid Biopsy Series...Step by Step, from Liquid Biopsy to a Genomic Biomarker: Liquid Biopsy Series...
Step by Step, from Liquid Biopsy to a Genomic Biomarker: Liquid Biopsy Series...
QIAGEN
 
CAR T cells
CAR T cellsCAR T cells
CAR T cells
Rajina Shakya
 
A 2020 Renal Cancer update
 A 2020 Renal Cancer update   A 2020 Renal Cancer update
A 2020 Renal Cancer update
malcolmbrigden
 
The immunotherapy of cancer: past, present & the next frontier
The immunotherapy of cancer: past, present & the next frontierThe immunotherapy of cancer: past, present & the next frontier
The immunotherapy of cancer: past, present & the next frontier
The ScientifiK
 

What's hot (20)

STR IMP.pptx
STR IMP.pptxSTR IMP.pptx
STR IMP.pptx
 
Medicon 2016 presentation
Medicon 2016 presentationMedicon 2016 presentation
Medicon 2016 presentation
 
Precision Medicine in Oncology Informatics
Precision Medicine in Oncology InformaticsPrecision Medicine in Oncology Informatics
Precision Medicine in Oncology Informatics
 
Precision Medicine in Oncology
Precision Medicine in OncologyPrecision Medicine in Oncology
Precision Medicine in Oncology
 
Clinical Applications of Next Generation Sequencing
Clinical Applications of Next Generation SequencingClinical Applications of Next Generation Sequencing
Clinical Applications of Next Generation Sequencing
 
Microsatellite instability - What is it? How to test? Applications in Medical...
Microsatellite instability - What is it? How to test? Applications in Medical...Microsatellite instability - What is it? How to test? Applications in Medical...
Microsatellite instability - What is it? How to test? Applications in Medical...
 
Single-Cell Sequencing for Drug Discovery: Applications and Challenges
Single-Cell Sequencing for Drug Discovery: Applications and ChallengesSingle-Cell Sequencing for Drug Discovery: Applications and Challenges
Single-Cell Sequencing for Drug Discovery: Applications and Challenges
 
Introduction to High Resolution Melt Analysis
Introduction to High Resolution Melt AnalysisIntroduction to High Resolution Melt Analysis
Introduction to High Resolution Melt Analysis
 
Gene expression profiling i
Gene expression profiling  iGene expression profiling  i
Gene expression profiling i
 
Clinical Genomics for Personalized Cancer Medicine: Recent Advances, Challeng...
Clinical Genomics for Personalized Cancer Medicine: Recent Advances, Challeng...Clinical Genomics for Personalized Cancer Medicine: Recent Advances, Challeng...
Clinical Genomics for Personalized Cancer Medicine: Recent Advances, Challeng...
 
Tracking introgressions using FISH and GISH
Tracking introgressions using FISH and GISHTracking introgressions using FISH and GISH
Tracking introgressions using FISH and GISH
 
Translating next generation sequencing to practice
Translating next generation sequencing to practiceTranslating next generation sequencing to practice
Translating next generation sequencing to practice
 
The Application of Next Generation Sequencing (NGS) in cancer treatment
The Application of Next Generation Sequencing (NGS) in cancer treatmentThe Application of Next Generation Sequencing (NGS) in cancer treatment
The Application of Next Generation Sequencing (NGS) in cancer treatment
 
Real Time PCR
Real Time PCRReal Time PCR
Real Time PCR
 
Small molecule inhibitors
Small molecule inhibitorsSmall molecule inhibitors
Small molecule inhibitors
 
Next Generation Sequencing and its Applications in Medical Research - Frances...
Next Generation Sequencing and its Applications in Medical Research - Frances...Next Generation Sequencing and its Applications in Medical Research - Frances...
Next Generation Sequencing and its Applications in Medical Research - Frances...
 
Step by Step, from Liquid Biopsy to a Genomic Biomarker: Liquid Biopsy Series...
Step by Step, from Liquid Biopsy to a Genomic Biomarker: Liquid Biopsy Series...Step by Step, from Liquid Biopsy to a Genomic Biomarker: Liquid Biopsy Series...
Step by Step, from Liquid Biopsy to a Genomic Biomarker: Liquid Biopsy Series...
 
CAR T cells
CAR T cellsCAR T cells
CAR T cells
 
A 2020 Renal Cancer update
 A 2020 Renal Cancer update   A 2020 Renal Cancer update
A 2020 Renal Cancer update
 
The immunotherapy of cancer: past, present & the next frontier
The immunotherapy of cancer: past, present & the next frontierThe immunotherapy of cancer: past, present & the next frontier
The immunotherapy of cancer: past, present & the next frontier
 

Similar to High Through-Put DNA Methylation Analysis of Lung Cancer: Plasma cfDNA for Biomarker Development

Specimen Handling IOMC.pptx
Specimen Handling IOMC.pptxSpecimen Handling IOMC.pptx
Specimen Handling IOMC.pptx
aguseriawan1
 
Peter Nagy, Columbia Agilent Symposium, Jan, 27 2012
Peter Nagy, Columbia Agilent Symposium, Jan, 27 2012Peter Nagy, Columbia Agilent Symposium, Jan, 27 2012
Peter Nagy, Columbia Agilent Symposium, Jan, 27 2012sequencing_columbia
 
An Efficient NGS Workflow for Liquid Biopsy Research Using a Comprehensive As...
An Efficient NGS Workflow for Liquid Biopsy Research Using a Comprehensive As...An Efficient NGS Workflow for Liquid Biopsy Research Using a Comprehensive As...
An Efficient NGS Workflow for Liquid Biopsy Research Using a Comprehensive As...
Thermo Fisher Scientific
 
Clinical Utility of Droplet Digital PCR on Liquid Biopsies from Patients with...
Clinical Utility of Droplet Digital PCR on Liquid Biopsies from Patients with...Clinical Utility of Droplet Digital PCR on Liquid Biopsies from Patients with...
Clinical Utility of Droplet Digital PCR on Liquid Biopsies from Patients with...
Kate Barlow
 
PCR
PCRPCR
Targeted genomic sequencing assay for comprehensive molecular characterizatio...
Targeted genomic sequencing assay for comprehensive molecular characterizatio...Targeted genomic sequencing assay for comprehensive molecular characterizatio...
Targeted genomic sequencing assay for comprehensive molecular characterizatio...Saba Anwer, MPH, MBA
 
RNA Biomarker Discovery in Exosomes and Liquid Biopsies by Sequencing and qPCR
RNA Biomarker Discovery in Exosomes and Liquid Biopsies by Sequencing and qPCRRNA Biomarker Discovery in Exosomes and Liquid Biopsies by Sequencing and qPCR
RNA Biomarker Discovery in Exosomes and Liquid Biopsies by Sequencing and qPCR
William Baird
 
Accurate detection of low frequency genetic variants using novel, molecular t...
Accurate detection of low frequency genetic variants using novel, molecular t...Accurate detection of low frequency genetic variants using novel, molecular t...
Accurate detection of low frequency genetic variants using novel, molecular t...
Integrated DNA Technologies
 
blood based bio assays for cancer
blood based bio assays for cancerblood based bio assays for cancer
blood based bio assays for cancerShubham Vashishtha
 
01-14 Analysis of Liquid Biopsies - Ibrahim.pdf
01-14 Analysis of Liquid Biopsies - Ibrahim.pdf01-14 Analysis of Liquid Biopsies - Ibrahim.pdf
01-14 Analysis of Liquid Biopsies - Ibrahim.pdf
OCRE | Open Clouds for Research Environments
 
Maldi tof-ms analysis in identification of prostate cancer
Maldi tof-ms analysis in identification of prostate cancerMaldi tof-ms analysis in identification of prostate cancer
Maldi tof-ms analysis in identification of prostate cancer
Moustafa Rezk
 
Health economic modelling in the diagnostics development process
Health economic modelling in the diagnostics development processHealth economic modelling in the diagnostics development process
Health economic modelling in the diagnostics development process
cheweb1
 
JOURNAL CLUB 14-03-2022.pptx
JOURNAL CLUB 14-03-2022.pptxJOURNAL CLUB 14-03-2022.pptx
JOURNAL CLUB 14-03-2022.pptx
JyotiSharma560718
 
Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...
Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...
Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...
Thermo Fisher Scientific
 
Evolution of molecular prognostic testing in ER positive breast cancer
Evolution of molecular prognostic testing in ER positive breast cancerEvolution of molecular prognostic testing in ER positive breast cancer
Evolution of molecular prognostic testing in ER positive breast cancer
Bell Symposium &amp; MSP Seminar
 
trusight-tumor-15-cfdna-white-paper-1170-2016-016
trusight-tumor-15-cfdna-white-paper-1170-2016-016trusight-tumor-15-cfdna-white-paper-1170-2016-016
trusight-tumor-15-cfdna-white-paper-1170-2016-016Andrew Hinton
 
Diagnosis & management of tb in RNTCP
Diagnosis & management of tb in RNTCPDiagnosis & management of tb in RNTCP
Diagnosis & management of tb in RNTCPnavinthakkar
 

Similar to High Through-Put DNA Methylation Analysis of Lung Cancer: Plasma cfDNA for Biomarker Development (20)

Specimen Handling IOMC.pptx
Specimen Handling IOMC.pptxSpecimen Handling IOMC.pptx
Specimen Handling IOMC.pptx
 
Peter Nagy, Columbia Agilent Symposium, Jan, 27 2012
Peter Nagy, Columbia Agilent Symposium, Jan, 27 2012Peter Nagy, Columbia Agilent Symposium, Jan, 27 2012
Peter Nagy, Columbia Agilent Symposium, Jan, 27 2012
 
An Efficient NGS Workflow for Liquid Biopsy Research Using a Comprehensive As...
An Efficient NGS Workflow for Liquid Biopsy Research Using a Comprehensive As...An Efficient NGS Workflow for Liquid Biopsy Research Using a Comprehensive As...
An Efficient NGS Workflow for Liquid Biopsy Research Using a Comprehensive As...
 
Clinical Utility of Droplet Digital PCR on Liquid Biopsies from Patients with...
Clinical Utility of Droplet Digital PCR on Liquid Biopsies from Patients with...Clinical Utility of Droplet Digital PCR on Liquid Biopsies from Patients with...
Clinical Utility of Droplet Digital PCR on Liquid Biopsies from Patients with...
 
EACR-P0ster-17
EACR-P0ster-17EACR-P0ster-17
EACR-P0ster-17
 
PCR
PCRPCR
PCR
 
Targeted genomic sequencing assay for comprehensive molecular characterizatio...
Targeted genomic sequencing assay for comprehensive molecular characterizatio...Targeted genomic sequencing assay for comprehensive molecular characterizatio...
Targeted genomic sequencing assay for comprehensive molecular characterizatio...
 
RNA Biomarker Discovery in Exosomes and Liquid Biopsies by Sequencing and qPCR
RNA Biomarker Discovery in Exosomes and Liquid Biopsies by Sequencing and qPCRRNA Biomarker Discovery in Exosomes and Liquid Biopsies by Sequencing and qPCR
RNA Biomarker Discovery in Exosomes and Liquid Biopsies by Sequencing and qPCR
 
Accurate detection of low frequency genetic variants using novel, molecular t...
Accurate detection of low frequency genetic variants using novel, molecular t...Accurate detection of low frequency genetic variants using novel, molecular t...
Accurate detection of low frequency genetic variants using novel, molecular t...
 
Ngs part ii 2013
Ngs part ii 2013Ngs part ii 2013
Ngs part ii 2013
 
Oncogenomics 2013
Oncogenomics 2013Oncogenomics 2013
Oncogenomics 2013
 
blood based bio assays for cancer
blood based bio assays for cancerblood based bio assays for cancer
blood based bio assays for cancer
 
01-14 Analysis of Liquid Biopsies - Ibrahim.pdf
01-14 Analysis of Liquid Biopsies - Ibrahim.pdf01-14 Analysis of Liquid Biopsies - Ibrahim.pdf
01-14 Analysis of Liquid Biopsies - Ibrahim.pdf
 
Maldi tof-ms analysis in identification of prostate cancer
Maldi tof-ms analysis in identification of prostate cancerMaldi tof-ms analysis in identification of prostate cancer
Maldi tof-ms analysis in identification of prostate cancer
 
Health economic modelling in the diagnostics development process
Health economic modelling in the diagnostics development processHealth economic modelling in the diagnostics development process
Health economic modelling in the diagnostics development process
 
JOURNAL CLUB 14-03-2022.pptx
JOURNAL CLUB 14-03-2022.pptxJOURNAL CLUB 14-03-2022.pptx
JOURNAL CLUB 14-03-2022.pptx
 
Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...
Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...
Analytical Validation of the Oncomine™ Comprehensive Assay v3 with FFPE and C...
 
Evolution of molecular prognostic testing in ER positive breast cancer
Evolution of molecular prognostic testing in ER positive breast cancerEvolution of molecular prognostic testing in ER positive breast cancer
Evolution of molecular prognostic testing in ER positive breast cancer
 
trusight-tumor-15-cfdna-white-paper-1170-2016-016
trusight-tumor-15-cfdna-white-paper-1170-2016-016trusight-tumor-15-cfdna-white-paper-1170-2016-016
trusight-tumor-15-cfdna-white-paper-1170-2016-016
 
Diagnosis & management of tb in RNTCP
Diagnosis & management of tb in RNTCPDiagnosis & management of tb in RNTCP
Diagnosis & management of tb in RNTCP
 

More from Kate Barlow

CoMEHeRe: Co-operative Models for Evidence-based Healthcare Redistribution
CoMEHeRe: Co-operative Models for Evidence-based Healthcare RedistributionCoMEHeRe: Co-operative Models for Evidence-based Healthcare Redistribution
CoMEHeRe: Co-operative Models for Evidence-based Healthcare Redistribution
Kate Barlow
 
Evaluating How Blockchain Can Transform the Pharmaceutical and Healthcare Ind...
Evaluating How Blockchain Can Transform the Pharmaceutical and Healthcare Ind...Evaluating How Blockchain Can Transform the Pharmaceutical and Healthcare Ind...
Evaluating How Blockchain Can Transform the Pharmaceutical and Healthcare Ind...
Kate Barlow
 
NIZO: Hotspot for Microbiome Research
NIZO: Hotspot for Microbiome ResearchNIZO: Hotspot for Microbiome Research
NIZO: Hotspot for Microbiome Research
Kate Barlow
 
Precision in Plant Immune Expression: Not Lost in Translation
Precision in Plant Immune Expression: Not Lost in Translation Precision in Plant Immune Expression: Not Lost in Translation
Precision in Plant Immune Expression: Not Lost in Translation
Kate Barlow
 
Beyond GWAS QTL Identification and Strategies to Increase Yield
Beyond GWAS QTL Identification and Strategies to Increase YieldBeyond GWAS QTL Identification and Strategies to Increase Yield
Beyond GWAS QTL Identification and Strategies to Increase Yield
Kate Barlow
 
Information Technology Meets Synthetic Biology for Ag-Tech
Information Technology Meets Synthetic Biology for Ag-Tech Information Technology Meets Synthetic Biology for Ag-Tech
Information Technology Meets Synthetic Biology for Ag-Tech
Kate Barlow
 
From Simple to Complex – Phytobiomes and the 2050 Vision for Agriculture
From Simple to Complex – Phytobiomes and the 2050 Vision for AgricultureFrom Simple to Complex – Phytobiomes and the 2050 Vision for Agriculture
From Simple to Complex – Phytobiomes and the 2050 Vision for Agriculture
Kate Barlow
 
A Universal Genetic Switch for Increasing Plant Yields, Stress Tolerance and ...
A Universal Genetic Switch for Increasing Plant Yields, Stress Tolerance and ...A Universal Genetic Switch for Increasing Plant Yields, Stress Tolerance and ...
A Universal Genetic Switch for Increasing Plant Yields, Stress Tolerance and ...
Kate Barlow
 
Targeted Breeding Applications of CRISPR-Cas
Targeted Breeding Applications of CRISPR-CasTargeted Breeding Applications of CRISPR-Cas
Targeted Breeding Applications of CRISPR-Cas
Kate Barlow
 
Informatics in Context: Managing Sample-to-Answer Multi-Omics Workflows
Informatics in Context: Managing Sample-to-Answer Multi-Omics WorkflowsInformatics in Context: Managing Sample-to-Answer Multi-Omics Workflows
Informatics in Context: Managing Sample-to-Answer Multi-Omics Workflows
Kate Barlow
 
Prospects for Digital PCR in Absolute Quantification of DNA and RNA
Prospects for Digital PCR in Absolute Quantification of DNA and RNAProspects for Digital PCR in Absolute Quantification of DNA and RNA
Prospects for Digital PCR in Absolute Quantification of DNA and RNA
Kate Barlow
 
Challenges and Opportunities for Digital PCR in the CLIA Laboratory of the Mo...
Challenges and Opportunities for Digital PCR in the CLIA Laboratory of the Mo...Challenges and Opportunities for Digital PCR in the CLIA Laboratory of the Mo...
Challenges and Opportunities for Digital PCR in the CLIA Laboratory of the Mo...
Kate Barlow
 
Circulating Tumor DNA Detection from Heparinized Plasma Samples by Droplet Di...
Circulating Tumor DNA Detection from Heparinized Plasma Samples by Droplet Di...Circulating Tumor DNA Detection from Heparinized Plasma Samples by Droplet Di...
Circulating Tumor DNA Detection from Heparinized Plasma Samples by Droplet Di...
Kate Barlow
 
Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...
Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...
Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...
Kate Barlow
 
Admix™: Custom lyophilised RT-PCR reagents for point-of-use applications
Admix™: Custom lyophilised RT-PCR reagents for point-of-use applicationsAdmix™: Custom lyophilised RT-PCR reagents for point-of-use applications
Admix™: Custom lyophilised RT-PCR reagents for point-of-use applications
Kate Barlow
 
Explaining Biocide Tolerance of Gram Negative Bacteria
Explaining Biocide Tolerance of Gram Negative Bacteria Explaining Biocide Tolerance of Gram Negative Bacteria
Explaining Biocide Tolerance of Gram Negative Bacteria
Kate Barlow
 
Optimized Design of Broadly Detecting qPCR Primers and Probes Using a Conserv...
Optimized Design of Broadly Detecting qPCR Primers and Probes Using a Conserv...Optimized Design of Broadly Detecting qPCR Primers and Probes Using a Conserv...
Optimized Design of Broadly Detecting qPCR Primers and Probes Using a Conserv...
Kate Barlow
 
MelTree: A Novel Workflow for the Automated Identification of a Large Number ...
MelTree: A Novel Workflow for the Automated Identification of a Large Number ...MelTree: A Novel Workflow for the Automated Identification of a Large Number ...
MelTree: A Novel Workflow for the Automated Identification of a Large Number ...
Kate Barlow
 
Discordance Between Replicate qPCR Reactions
Discordance Between Replicate qPCR ReactionsDiscordance Between Replicate qPCR Reactions
Discordance Between Replicate qPCR Reactions
Kate Barlow
 
Development and Clinical Validation of Liquid ddPCR Tests for Actionable Soma...
Development and Clinical Validation of Liquid ddPCR Tests for Actionable Soma...Development and Clinical Validation of Liquid ddPCR Tests for Actionable Soma...
Development and Clinical Validation of Liquid ddPCR Tests for Actionable Soma...
Kate Barlow
 

More from Kate Barlow (20)

CoMEHeRe: Co-operative Models for Evidence-based Healthcare Redistribution
CoMEHeRe: Co-operative Models for Evidence-based Healthcare RedistributionCoMEHeRe: Co-operative Models for Evidence-based Healthcare Redistribution
CoMEHeRe: Co-operative Models for Evidence-based Healthcare Redistribution
 
Evaluating How Blockchain Can Transform the Pharmaceutical and Healthcare Ind...
Evaluating How Blockchain Can Transform the Pharmaceutical and Healthcare Ind...Evaluating How Blockchain Can Transform the Pharmaceutical and Healthcare Ind...
Evaluating How Blockchain Can Transform the Pharmaceutical and Healthcare Ind...
 
NIZO: Hotspot for Microbiome Research
NIZO: Hotspot for Microbiome ResearchNIZO: Hotspot for Microbiome Research
NIZO: Hotspot for Microbiome Research
 
Precision in Plant Immune Expression: Not Lost in Translation
Precision in Plant Immune Expression: Not Lost in Translation Precision in Plant Immune Expression: Not Lost in Translation
Precision in Plant Immune Expression: Not Lost in Translation
 
Beyond GWAS QTL Identification and Strategies to Increase Yield
Beyond GWAS QTL Identification and Strategies to Increase YieldBeyond GWAS QTL Identification and Strategies to Increase Yield
Beyond GWAS QTL Identification and Strategies to Increase Yield
 
Information Technology Meets Synthetic Biology for Ag-Tech
Information Technology Meets Synthetic Biology for Ag-Tech Information Technology Meets Synthetic Biology for Ag-Tech
Information Technology Meets Synthetic Biology for Ag-Tech
 
From Simple to Complex – Phytobiomes and the 2050 Vision for Agriculture
From Simple to Complex – Phytobiomes and the 2050 Vision for AgricultureFrom Simple to Complex – Phytobiomes and the 2050 Vision for Agriculture
From Simple to Complex – Phytobiomes and the 2050 Vision for Agriculture
 
A Universal Genetic Switch for Increasing Plant Yields, Stress Tolerance and ...
A Universal Genetic Switch for Increasing Plant Yields, Stress Tolerance and ...A Universal Genetic Switch for Increasing Plant Yields, Stress Tolerance and ...
A Universal Genetic Switch for Increasing Plant Yields, Stress Tolerance and ...
 
Targeted Breeding Applications of CRISPR-Cas
Targeted Breeding Applications of CRISPR-CasTargeted Breeding Applications of CRISPR-Cas
Targeted Breeding Applications of CRISPR-Cas
 
Informatics in Context: Managing Sample-to-Answer Multi-Omics Workflows
Informatics in Context: Managing Sample-to-Answer Multi-Omics WorkflowsInformatics in Context: Managing Sample-to-Answer Multi-Omics Workflows
Informatics in Context: Managing Sample-to-Answer Multi-Omics Workflows
 
Prospects for Digital PCR in Absolute Quantification of DNA and RNA
Prospects for Digital PCR in Absolute Quantification of DNA and RNAProspects for Digital PCR in Absolute Quantification of DNA and RNA
Prospects for Digital PCR in Absolute Quantification of DNA and RNA
 
Challenges and Opportunities for Digital PCR in the CLIA Laboratory of the Mo...
Challenges and Opportunities for Digital PCR in the CLIA Laboratory of the Mo...Challenges and Opportunities for Digital PCR in the CLIA Laboratory of the Mo...
Challenges and Opportunities for Digital PCR in the CLIA Laboratory of the Mo...
 
Circulating Tumor DNA Detection from Heparinized Plasma Samples by Droplet Di...
Circulating Tumor DNA Detection from Heparinized Plasma Samples by Droplet Di...Circulating Tumor DNA Detection from Heparinized Plasma Samples by Droplet Di...
Circulating Tumor DNA Detection from Heparinized Plasma Samples by Droplet Di...
 
Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...
Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...
Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...
 
Admix™: Custom lyophilised RT-PCR reagents for point-of-use applications
Admix™: Custom lyophilised RT-PCR reagents for point-of-use applicationsAdmix™: Custom lyophilised RT-PCR reagents for point-of-use applications
Admix™: Custom lyophilised RT-PCR reagents for point-of-use applications
 
Explaining Biocide Tolerance of Gram Negative Bacteria
Explaining Biocide Tolerance of Gram Negative Bacteria Explaining Biocide Tolerance of Gram Negative Bacteria
Explaining Biocide Tolerance of Gram Negative Bacteria
 
Optimized Design of Broadly Detecting qPCR Primers and Probes Using a Conserv...
Optimized Design of Broadly Detecting qPCR Primers and Probes Using a Conserv...Optimized Design of Broadly Detecting qPCR Primers and Probes Using a Conserv...
Optimized Design of Broadly Detecting qPCR Primers and Probes Using a Conserv...
 
MelTree: A Novel Workflow for the Automated Identification of a Large Number ...
MelTree: A Novel Workflow for the Automated Identification of a Large Number ...MelTree: A Novel Workflow for the Automated Identification of a Large Number ...
MelTree: A Novel Workflow for the Automated Identification of a Large Number ...
 
Discordance Between Replicate qPCR Reactions
Discordance Between Replicate qPCR ReactionsDiscordance Between Replicate qPCR Reactions
Discordance Between Replicate qPCR Reactions
 
Development and Clinical Validation of Liquid ddPCR Tests for Actionable Soma...
Development and Clinical Validation of Liquid ddPCR Tests for Actionable Soma...Development and Clinical Validation of Liquid ddPCR Tests for Actionable Soma...
Development and Clinical Validation of Liquid ddPCR Tests for Actionable Soma...
 

Recently uploaded

mô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốt
mô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốtmô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốt
mô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốt
HongcNguyn6
 
Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...
Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...
Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...
University of Maribor
 
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...
University of Maribor
 
Oedema_types_causes_pathophysiology.pptx
Oedema_types_causes_pathophysiology.pptxOedema_types_causes_pathophysiology.pptx
Oedema_types_causes_pathophysiology.pptx
muralinath2
 
Nutraceutical market, scope and growth: Herbal drug technology
Nutraceutical market, scope and growth: Herbal drug technologyNutraceutical market, scope and growth: Herbal drug technology
Nutraceutical market, scope and growth: Herbal drug technology
Lokesh Patil
 
Topic: SICKLE CELL DISEASE IN CHILDREN-3.pdf
Topic: SICKLE CELL DISEASE IN CHILDREN-3.pdfTopic: SICKLE CELL DISEASE IN CHILDREN-3.pdf
Topic: SICKLE CELL DISEASE IN CHILDREN-3.pdf
TinyAnderson
 
DMARDs Pharmacolgy Pharm D 5th Semester.pdf
DMARDs Pharmacolgy Pharm D 5th Semester.pdfDMARDs Pharmacolgy Pharm D 5th Semester.pdf
DMARDs Pharmacolgy Pharm D 5th Semester.pdf
fafyfskhan251kmf
 
Lateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensiveLateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensive
silvermistyshot
 
Introduction to Mean Field Theory(MFT).pptx
Introduction to Mean Field Theory(MFT).pptxIntroduction to Mean Field Theory(MFT).pptx
Introduction to Mean Field Theory(MFT).pptx
zeex60
 
DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...
DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...
DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...
Wasswaderrick3
 
ESR spectroscopy in liquid food and beverages.pptx
ESR spectroscopy in liquid food and beverages.pptxESR spectroscopy in liquid food and beverages.pptx
ESR spectroscopy in liquid food and beverages.pptx
PRIYANKA PATEL
 
Anemia_ types_clinical significance.pptx
Anemia_ types_clinical significance.pptxAnemia_ types_clinical significance.pptx
Anemia_ types_clinical significance.pptx
muralinath2
 
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Sérgio Sacani
 
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Ana Luísa Pinho
 
如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样
如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样
如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样
yqqaatn0
 
Travis Hills' Endeavors in Minnesota: Fostering Environmental and Economic Pr...
Travis Hills' Endeavors in Minnesota: Fostering Environmental and Economic Pr...Travis Hills' Endeavors in Minnesota: Fostering Environmental and Economic Pr...
Travis Hills' Endeavors in Minnesota: Fostering Environmental and Economic Pr...
Travis Hills MN
 
NuGOweek 2024 Ghent programme overview flyer
NuGOweek 2024 Ghent programme overview flyerNuGOweek 2024 Ghent programme overview flyer
NuGOweek 2024 Ghent programme overview flyer
pablovgd
 
Phenomics assisted breeding in crop improvement
Phenomics assisted breeding in crop improvementPhenomics assisted breeding in crop improvement
Phenomics assisted breeding in crop improvement
IshaGoswami9
 
BREEDING METHODS FOR DISEASE RESISTANCE.pptx
BREEDING METHODS FOR DISEASE RESISTANCE.pptxBREEDING METHODS FOR DISEASE RESISTANCE.pptx
BREEDING METHODS FOR DISEASE RESISTANCE.pptx
RASHMI M G
 
What is greenhouse gasses and how many gasses are there to affect the Earth.
What is greenhouse gasses and how many gasses are there to affect the Earth.What is greenhouse gasses and how many gasses are there to affect the Earth.
What is greenhouse gasses and how many gasses are there to affect the Earth.
moosaasad1975
 

Recently uploaded (20)

mô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốt
mô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốtmô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốt
mô tả các thí nghiệm về đánh giá tác động dòng khí hóa sau đốt
 
Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...
Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...
Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...
 
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...
 
Oedema_types_causes_pathophysiology.pptx
Oedema_types_causes_pathophysiology.pptxOedema_types_causes_pathophysiology.pptx
Oedema_types_causes_pathophysiology.pptx
 
Nutraceutical market, scope and growth: Herbal drug technology
Nutraceutical market, scope and growth: Herbal drug technologyNutraceutical market, scope and growth: Herbal drug technology
Nutraceutical market, scope and growth: Herbal drug technology
 
Topic: SICKLE CELL DISEASE IN CHILDREN-3.pdf
Topic: SICKLE CELL DISEASE IN CHILDREN-3.pdfTopic: SICKLE CELL DISEASE IN CHILDREN-3.pdf
Topic: SICKLE CELL DISEASE IN CHILDREN-3.pdf
 
DMARDs Pharmacolgy Pharm D 5th Semester.pdf
DMARDs Pharmacolgy Pharm D 5th Semester.pdfDMARDs Pharmacolgy Pharm D 5th Semester.pdf
DMARDs Pharmacolgy Pharm D 5th Semester.pdf
 
Lateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensiveLateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensive
 
Introduction to Mean Field Theory(MFT).pptx
Introduction to Mean Field Theory(MFT).pptxIntroduction to Mean Field Theory(MFT).pptx
Introduction to Mean Field Theory(MFT).pptx
 
DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...
DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...
DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...
 
ESR spectroscopy in liquid food and beverages.pptx
ESR spectroscopy in liquid food and beverages.pptxESR spectroscopy in liquid food and beverages.pptx
ESR spectroscopy in liquid food and beverages.pptx
 
Anemia_ types_clinical significance.pptx
Anemia_ types_clinical significance.pptxAnemia_ types_clinical significance.pptx
Anemia_ types_clinical significance.pptx
 
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
 
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
 
如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样
如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样
如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样
 
Travis Hills' Endeavors in Minnesota: Fostering Environmental and Economic Pr...
Travis Hills' Endeavors in Minnesota: Fostering Environmental and Economic Pr...Travis Hills' Endeavors in Minnesota: Fostering Environmental and Economic Pr...
Travis Hills' Endeavors in Minnesota: Fostering Environmental and Economic Pr...
 
NuGOweek 2024 Ghent programme overview flyer
NuGOweek 2024 Ghent programme overview flyerNuGOweek 2024 Ghent programme overview flyer
NuGOweek 2024 Ghent programme overview flyer
 
Phenomics assisted breeding in crop improvement
Phenomics assisted breeding in crop improvementPhenomics assisted breeding in crop improvement
Phenomics assisted breeding in crop improvement
 
BREEDING METHODS FOR DISEASE RESISTANCE.pptx
BREEDING METHODS FOR DISEASE RESISTANCE.pptxBREEDING METHODS FOR DISEASE RESISTANCE.pptx
BREEDING METHODS FOR DISEASE RESISTANCE.pptx
 
What is greenhouse gasses and how many gasses are there to affect the Earth.
What is greenhouse gasses and how many gasses are there to affect the Earth.What is greenhouse gasses and how many gasses are there to affect the Earth.
What is greenhouse gasses and how many gasses are there to affect the Earth.
 

High Through-Put DNA Methylation Analysis of Lung Cancer: Plasma cfDNA for Biomarker Development

  • 1. High through-put DNA methylation analysis of LungCancer - plasma cfDNA for biomarker development From tissue based discovery to cell free DNA methylation testing Andreas Weinhaeusel, Ram Vinay Pandev, Walter Pulverer, Matthias Wielscher, Lisa Milchram, Silvia Schönthaler, Gabriel Beikricher, Manuela Hofner, Christa Noehammer, Klemens Vierlinger and Stephan Pabinger AIT Austrian Institute of Technology, Vienna Austria 5th qPCR and Digital PCR Congress 4.-5. Dec 2017, London- UK
  • 2. AIT Austrian Institute of Technology ➢ Largest Applied Research Institute in Austria ➢ Employees > 1150 ➢ 8 Centers 214.12.2017
  • 3. AIT Austrian Institute of Technology AIT-Molecular Diagnostics
  • 4. Biomolecules • DNA • Genotyping • DNA-methylation • Genomic Aberrations • RNA • Gene Expression • miRNA • ncRNA • Protein • auto antibody profiling • DNA Microarray • whole genome • targeted • Next Generation Sequencing • qPCR • Microfluidic qPCR • Protein Arrays • Peptide Arrays • Biostatistics • Bioinformatics • Software Development Technologies Biomarker technology expertise Thyroid CancerBreast Cancer Lung Cancer Leukemias Infectious Disease Fibroprolif. Diseases Indications Thyroid CaBreast Cancer Lung Cancer LeukemiasColon Cancer Fibroprolif. Diseases AIM: improving minimal invasive diagnostics Prostate Ca DNA METHYLATION auto antibody profiling
  • 5. Cancer Statistics - Europe Incidence (newly diagnosed/y) Mortality (deaths / y) ➢ 3.2 mio new cancers per year; 1.7 mio deaths from cancer ➢ ~ 30% of all deaths; ageing society
  • 6. Source: WHO statistics - cancer death per year (2012) http://www.who.int/mediacentre/factsheets/fs297/en/ NSCLC ≈ 87% 38% 38% 11% 13% squamous cell lung carcinoma adenocarcinoma large-cell lung carcinoma small-cell lung cancer (SCLC) Lung Cancer - Facts (1) Lung 1370000 Stomach 736,000 Liver 695,000 Colorect. 608,000 Breast 458,000 Cervival 275,000 others 3458000
  • 7. Lung Cancer - Facts (2) ▪ Very high mortality rate ▪ Five-year survival rate: 20% ▪ Late diagnosis – causes high mortality ▪ Laborious, uncomfortable and insensitive diagnostic tools Chest X-ray (78,3% sensitivity)  Early diagnosis improves survival rates
  • 8. techniques exposure to radiation invasive sensitivity chest X-ray ✓ detects only large tumours CT scan ✓ ✓ - PET ✓ ✓ - Bronchoscopy ✓✓ - cytology (performed on lavage fluid obtained during bronchoscopy) ✓✓ 43% biopsy ✓✓✓ 90% (but too invasive)  Need for minimal invasive techniques with increased sensitivity/specificity Lung Cancer Diagnosis – State of the Art
  • 9. Lung Cancer - Molecular Diagnostic Tests 914.12.2017 Company Application Analyte Drawback Conclusion Orion Genomics (US) screening test DNA methylation in sputum specificity/sensitivity not published not yet fully developed Epigenomics (Germany) diagnostic test DNA methylation of SHOX2 using Bronchial Lavages Bronchoscopy/ anaesthesia is required to perform test Blood based test not yet commercially available Qiagen (Netherlands) companion diagnostics of an anticancer drug for NSCLC patients mutation status of EGFR in plasma limited to a specific use (identifying NSCLC patients sensitive to anticancer drug) Test for therapy stratification NOT for diagnosis Oncimmune (UK) early detection of lung cancer autoantibodies in blood low sensitivity (41%) not suited as screening
  • 10. • methylation targets = CpG dinucleotides; clustered in CpG Island • 88% of human genes have a CpG islands - associated promoter (Kim,TH et al., 2005 Nature) • human genome: 28000 CpG islands Cross-species Tissue specific mCpG-patterns mouse mouse mouse brain liver spleen Irrizary et al. 2009, NatGen mC - „the 5th base“ ➢ heritable pattern ➢ tissue specific / cross-species ➢ chemically as stable as DNA ➢ early event in cancerogenesis ➢ detectable in cell free serum ➢ PCR based detection  DNA methylation = „ideal“ biomarker DNA-Methylation Biomarkers
  • 11. DNA methylation biomarker development for minimal invasive diagnostics „plasma“ markers early diagnosis, monitoring patients under therapy Tissue • Screening: malignant – bening – healthy / blood Tissue • Candidate marker – confirmation (include blood DNA) • qPCR PLASMA • evaluation of markers for minmal invasive testing • 10ng cfDNA / ml – background = blood DNA • ≤1% is TU derived
  • 12. Bisulfite conversion WGA Hybridisation on methylation specific probes Assay for Discovery: Infinium 450/850k array
  • 13. GENOME-wide discovery - Lung tissues Illumina 450k methylation analyses bioinformatic analysis for biomarker- selection univariate - cut off: adj. p-value < 0,005 & methylation difference >7.5%; & AUC >0,85 multivariate – using class prediction analyses LuCa, 18 IPF, 30 HP, 8 COPD, 42 normal LU tissue, 34 blood DNA, 24 Lung cancer (n=18) - AdenoCa (9), SqCCL.(9) IPF - Idiopathic pulmonary fibrosis (n= 30) HP - Hypersens. pneumonia (n= 8) COPD (n=42) - GOLD 0-3, - n = 8-13 per group Normal lung tissue (n=34) Healthy blood DNA (n=24) n=156
  • 14. Methylome – e.g. Lung disease / tissue 5% (24300) most variant probes plotted DNA methylation changes: HIGH  Cancer > Fibrosis >> COPD > LOW CNV & chromosomal structural aberrations exclusively in cancer Fibrosis (n=30) Cancer (n=18) COPD (n=42) healthy (n=34) 1) QC - Picogreen DNA quantif 2) SO3 deamin  qMSP – 4 markers …GNAS-ME, GNAS-UM, NESP 3) Illumina 450k (now 850k EPIC) protocol 4) Bioinformatics
  • 15. Assay for Validation: MSRE* HTqPCR *methylation sensitive restriction enzyme Advantages: • Low input: < 10ng DNA (<1ml of plasma) • No bisulfite conversion • Multiplexing: 48-96plex • useful for plasma cfDNA qPCR testing
  • 16. HT-PCR methylation assay design tools Pandey, et al. (2016). MSP-HTPrimer: a high-throughput primer design tool to improve assay design for DNA methylation analysis in epigenetics. Clin. Epigenetics 8, 101. https://sourceforge.net/p/msrehtprimer/wiki/MSRE-HTPrimer_Manual/ Pandey, R.V., et al. (2016). MSRE-HTPrimer: A high-throughput and genome-wide primer design pipeline optimized for epigenetic research. Clinical Epigenetics 8, 26.
  • 17. IonTorrent – TDBS* confirmation of array data *…targeted deep bisulfite amplicon sequencing FP7: EurHealthAgeing ➢ 62 bisulfite PCRs established & bisulfite sequencing conducted on IonTorrent technology used ➢ implementation of analyses workflow for TDBS-analyses - use IonT Mapper in BISMARK  TMAP o Pabinger et al. (2016): Analysis and Visualization Tool for Targeted amplicon Bisulfite Sequencing on Ion Torrent sequencers; PLoS One. 2016 July 28;11(7). Setup (384 well –MSP) Workflow ▪ 40 samples ▪ 62 targets Correlation 450k array vs TDBS Median correl: 0.91 DNA Bisulfite conversion Target enrichment Pooling of targets per sample Barcode and adapter annealing Sequencing microarray data sequnecingdata
  • 18. MSREqPCR-Confirmation LungCa-tissue-methylation marks ▪ Design – pipeline: 276 different qPCRs assays  222 working assay ▪ optimization of 48-plex a/o 96-plex ▪ qualification according MIQE guidelines
  • 19. 2114.12.2017 Established assays WITH & WITHOUT PreAmplification PCR- efficiency: 80-120% PCR Perfomance – upon Pre-Amplifikation (48x)
  • 20. Results – MSREqPCR (96x) vs 450k chip- methylation 156 samples healthy blood (24) lung tissue (34) diseased lung tissue cancer(18) IPF (30) HP (8) COPD (42) 222 assays x 156 Tissue DNA samples  65% confirmed  best 96 selected for cfDNA testing
  • 21. cfDNA methylation test analysis workflow
  • 22. cfDNA testing (400µl plasma): Cancer vs other Healthy N=61 (29.9%) COPD N=42 (20.5%) healthy n=27 (13.2%) GOLD 1-2 n=31 (15.1%) COPD at risk n=34 (16.6%) GOLD 3-4 n=11 (5.4%) Cancer N=33 (16,1%) Fibrosis N=68 (33.3%) low stage (I-II) n=9 (4.4%) UIP n=27 (13.2%) High stage (III- IV) n=15 (7.3%) NSIP n=11 (5.4%) 11 AdCa, 8 SqCC, 7 SCLC, 7 LCLC HP n=22 (10.7%) correct classification: Wielscher M., et al.: EBioMedicine 2 (2015) 927–934
  • 23. 14.12.2017 25 Class prediction (lasso penalized logistic regression - from R package glmnet)
  • 24. 14.12.2017 27 23 lung cancer vs 23 healthy controls Validation-set: n=46 independent cfDNA samples
  • 25. cfDNA MSREqPCR workflow Genome wide (e.g. 450k / 850k array) – tissue 3x96-plex confirmation - tissue 96 plex transfer to plasma 48plex assay further clinical validation & applications
  • 26. Summary ▪ MSRE-qPCR ▪ enables confirmation, validation and classifier-refinement • works with bisulfite based discovery • extremely low LOD, able to detect 0,1 – 1% of tumor DNA in 10ng of cfDNA ▪ efficient tool (costs & time) for qualification of methylation markers and applicabel for plasma cfDNAmethylation testing ▪ Lung-Cancer Methylation markers ▪ new biomarkers discovered in genomewide methylation screening ▪ biomarkers were validated with MSRE-qPCR in plasma testing with AUC calssifiers ≈0.8-0.95 • plasma samples up to 15y old are useful (age had no effect)
  • 27. Potential use & need for further validation ▪ alternative to „wait and watch“ approach: ▪ CT-scan „suspicious“ - when no biopsy is feasible ▪ early-diagnostics ▪ avoid biopsy in CT-false positives ▪ early cancer detection in at risk persons: heavy smokers or IPF & COPD patients == alternative to CT-scan ▪ screening test – requires validation in prediagnostic patient samples – serial samples collected some years before diagnosis ▪ therapy monitoring ▪ patient cohorts in clinical studies or in standard treatment ▪ therapy response prediction ?
  • 28. ….The technologies are available… cooperations & partnering welcome…. analyse 92 markers from 1µl of serum Oncology Cardio-Vascular / CVD Inflammation Biomarker Technology platforms
  • 29. Acknowledgement DNA Methylation work Matthias Wielscher, Manuela Hofner, Elisabeth Reithuber, Gabriel Beikircher, Walter Pulverer, Christa Noehammer Immunoprofiling work: Regina Soldo, Peter Hettegger, Istvan Gyurjan, Johana Luna, Stefanie Brezina, Roman Kreuzhuber, Lisa Milchram, Sandra Rosskopf, Ronald Kulovics, Gabriel Beikircher, Silvia Schönthaler, Johannes Söllner, Michael Stierschneider Assay design pipelines and bioinformatics Ram Vinay Pandey, Stefan Pabinger, Fabian Schröder, and Klemens Vierlinger Clinical Cooperations: Funding & Support: T. Liloglou, J. Field; Roy Castle Lung Cancer Foundation, Liverpool, UK M. Hajduch, Molecular and Translational Medicine, University Hospital Olomouc, Czech Republic C. Singer, A. Gsur. & P. Hofer, R. Ziesche Medical Univ. Vienna F. Längle, J. Hofbauer, LKH Wr. Neustadt G. Leeb & K. Mach, LKH Oberpullendorf C. Jungbauer, Austrian Red Cross J. Söllner, Emergentec