SlideShare a Scribd company logo
1 of 34
Download to read offline
Barbara MALVESTITI
TOMA Advanced Biomedical Assays, S.p.A.
bmalvestiti@tomalab.com
Validazione dei cfDNA Test e
Controlli di Qualità Esterni e Interni
1980 2011
Screening Tests Evolution
Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
VALIDATION and VERIFICATION Genetic Test
https://www.cdc.gov/genomics/gtesting/ACC
E/
ACCE Model Process for Evaluating Genetic
Tests
Analytic Validity
Clinical Validity
Clinical Utility
Ethical/ Legal/ Social
Implications
https://www.cdc.gov/genomics/gtesting/ACC
E/
ANALYTIC VALIDITY
https://www.cdc.gov/genomics/gtesting/ACC
E/
Diagnostic routine
New test blinded
for operators
Informed
consent for
the new test
Results
ANALYTIC SENSITIVITY
= ability of a test to identify a genetic change when it is
present.
How often is the test positive when an
aneuploidy is present?
ANALYTIC SPECIFICITY
= ability of a test to report a negative screen result when in
fact there is no aneuploidy
How often is the test negative when an
aneuploidy is not present?
cfDNA test – 22q11.2 results from ANALYTICAL
VALIDATION and CLINICAL VERIFICATION cohort
Schmid et al, Fetal Diagn Ther. 2017 Nov 8. doi: 10.1159/000484317
Multicentric worldwide prospective blinded clinical validation is ongoing
ANALYTICAL VERIFICATION 22q
ANALYTICAL VALIDATION
Total samples (N) 456
22q11.2 (n/N) 31/33
No evidence of a deletion (n/N) 422/423*
Sensitivity %, (95% CI) 93.94%(95%CI:80.39-98.32)
Specificity %, (95% CI) 99.76%(95%CI:98.67-99.96)
Deletions spanned through the A-D 22q11.2 LCRs, sizes ranged from 2.37 and 2.89Mb
Sensitivity verified on 2 maternal plasma samples and 31 simulated pregnancy samples
obtained combining genomic 22q11.2DS DNA with plasma from a related/unrelated non-
pregnant euploid females (23) or provided as internal control in the reagents kit (8)
*Specificity verified on presumed unaffected - commercial samples without a known
diagnosis of 22q11.2 deletion, presumed to be unaffected (may cause underestimation
of Specificity)
Performances overlap with those published by the source laboratory (Schmid et al 2017)
Simulated fetal fractions (FF) ranged from 7 to 39%
Schmid et al, Fetal Diagn Ther. 2017 Nov 8
CLINICAL VALIDITY
How well will it perform in the clinical setting?
https://www.cdc.gov/genomics/gtesting/ACC
E/
CLINICAL SENSITIVITY
CLINICAL SPECIFICITY
Maternal side
Maternal diseases / treatments
Maternal tumors
Abnormal maternal sex chromosomes
(constitutional or mosaic)
Transfusions and transplants
CNV and maternal autosomal
mosaicisms
Fetal side
Low FF
Fetal mosaicisms
Vanishing twins
PPV
NPV
If the test is positive, is my
baby really affected?
My baby is really normal if
the test says I am screen
negative?
PREVALENCE
CLINICAL VALIDITY: NEXT Study
Women (age 18-48, mean age of 30.7) with singleton pregnancies between 10
to 14 weeks gestation
First Trimester
Screening (FTS*)
cfDNA test&
Each pregnancy was followed.
Outcome data obtained by:
Genetic testing
Newborn Exam
n=15.841 (women with both FTS* & cfDNA & outcome data)
n=18.955 enrolled
Norton M, et al, N Engl J Med. 2015 Apr 23;372(17):1589-97.
Study Design
CLINICAL VALIDITY: NEXT Study
Norton M, et al, N Engl J Med. 2015 Apr 23;372(17):1589-97.
Sensitivity 100%
Positive Predictive
Value 81%
79%
3.4%
cfDNA testing performances: a Meta-Analysis
Type of aneuploidy Number of studies
N.
trisomic cases
N.
non-trisomic cases
Twin pregnancies
DR FPR
(95% CI) (95% CI)
T21 5 24 1111
100% 0%
(95.2-100%) (0-0.003%)
Type of aneuploidy Number of studies
N.
trisomic cases
N.
non-trisomic cases
Singleton pregnancies
DR FPR
(95% CI) (95% CI)
T21 30 1963 223932
99.7% 0.04%
(99,1-99,9%) (0,02-0,07%)
T18 25 563 222013
97.9% 0.04%
(94.9-99.1%) (0.03-0.07%)
T13 23 119 212883
99.0% 0.04%
(65.8-100%) (0,02-0,07%)
45,X 11 36 7677
95.8% 0.14%
(70.3-99.5%) (0.05-0.38%)
other SCA 8 17 5403
100% 0.003%
(83.6-100%) (0-0.07%)
SENSITIVITY and SPECIFICITY do not adequately
reflect the real-life performance of cfDNA testing
and the actual PPVs being far less than 100%
Conclusions - CLINICAL VALIDITY
CONFIRMATORY TESTING
is recommended in the presence of a positive report.
CLINICAL UTILITY
Lower AF and CV
due to a lower FPR
CLINICAL UTILITY
CLINICAL UTILITY
Improved pregnancies
management
Possibility to lower costs
Lower capacity of the:
Lower identification
of rare anomalies
Lower AF and CV
due to a lower FPR
New cytogeneticists
New gynecologist
Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
VALIDATION and VERIFICATION Genetic Test
Testing Strategies
Targeted SNP-
Sequencing
Massive Parallel
Shotgun Sequencing
Digital ANalysis of
Selected Regions
NIPT - strategies
Pre-Installation
12-2015
Installation
01-2016
PerformancePerformance
Qualification
02-2016
Training
03/04 - 2016
Guide specification
site
Inspection site
Instrument installation
Installation qualification
Operational qualification
Performance qualification
Lab personnel training
- in San Jose Labs
- in TOMA Labs
Internal TOMA lab VERIFICATION from 05-2016
Internal VERIFICATION
Verify that the performance of
the test are similar to those of the
laboratory source.
Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
Sample Collection Scheme
Routine Cytogenetic
Prenatal Diagnosis
Routine cfDNA Test
2 CfD Tubes
(2w5m at 20°C)
1 CfD Tubes
(2w5m at 20°C)cfDNA extraction
cfDNA test Blinded
for operators
Results
Comparison with previous results
Karyotype @ TOMA cfDNA test @ Ariosa
2 CfD Tubes
(max 1w at RT)
Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
Analyzed Cohort
Description of the Analysed Cohort
SAMPLE TYPE n.
Euploid 380
Aneuploid 30
T21 14
T18 8
T13 3
MX 2
XXX 1
XXY 1
XYY 1
Total 410
VERIFICATION
171
196
43
Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
Validation Results
SAMPLE TOTAL TN FP TP FN
Euploid 380 380 0
Aneuploid 30 29 1
T21 14 14
T18 8 8
T13 3 2 1
MX 2 2
XXX 1 1
XXY 1 1
XYY 1 1
RESULTS
NO fetal sex discordances
VERIFICATION
Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
SAMPLE TOTAL TN FP TP FN SENSITIVITY % SPECIFICITY %
T21 14 14 0
Euploid 380 380 0 100% (76.84-100) 100% (99.03-100)
Total 394
T18 8 8 0
Euploid 380 380 0 100% (63.06-100) 100% (99.03-100)
Total 388
T13 3 2 1
Euploid 380 380 0 67% (9.43-99.16) 100% (99.03-100)
Total 383
MX 2 2 0
Euploid 380 380 0 100% (15.81-100) 100% (99.03-100)
Total 382
SCAs 3 3 0
Euploid 380 380 0 100% (29.24-100) 100%(99.03-100)
Total 383
PERFORMANCES
VERIFICATION
67%67%
Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
93,2%
2,6%
4,2%
-20% < FF Toma < 20%
FF Toma ≥ 20% FF Ariosa
FF Toma < -20% FF Ariosa
FETAL FRACTION MEASUREMENT
FF% ranges n. cases %
-20%<FF%<20% 354 93.2%
FF%>20% 10 2.6%
FF<-20% 16 4.2%
VERIFICATION
For all investigated chr aneuploidies, SENS and
SPEC are in agreement with source laboratory
performances (slightly lower performances for
T13 but not stat different; OR 0.1333, 95% CI
0.0082-2.1813)
PPV and NPV cannot be calculated because
the enrolled cohort does not represent a
clinical population enrolled with specific
clinical criteria
Fetal sex concordance was 100%
VERIFICATION
Conclusions – TEST PERFORMANCES
Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
FF% fell in the arbitrary range of ±20%
measured FF% by source laboratory: 93,2% of
the cases
In about 2.6% and 4.2% of the cases, the FF%
was above or below of the ±20% of the
measured FF% by source laboratory,
respectively;
The described discrepancies can be explained by:
Different maintenance and handling of the two blood
aliquots (freezing and thowing and storage up to 6
months at -20°C in toma Lab – shipping to source
laboratory in USA max 1week at Room T)
Different cfDNA extraction method
Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
VERIFICATION
Conclusions – FETAL FRACTION
With the multiplication of available cfDNA test in
the market, trasparency around local validation and
verification of testing is becoming increasingly
important.
A standardized tech-transfer process
monitoring 172 IQC metrics
Is realiable;
Provides an assurance that the performances in the
decentralized laboratory maches that of the source
laboratory.
VERIFICATION
Conclusions – VERIFICATION
Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
Description of the analysed Cohort
SAMPLE TYPE n.
Total sample analyzed 6701
NO Results 44
NO Results SCA 57
Euploid 6533
High Risk 67
T21 31
T18 5
T13 4
MX 3
XXX 13
XXY 9
XYY 2
ONGOING VALIDATION
Analyzed Cohort (June 2016– Dic 2017)
ONGOING
VALIDATION
Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
NO RESULTS
Total sample
6701
No Results
291
Results
51%
No Results
Low FF <4%
22%
No Results
FF>4%
78%
Results
79%
No Results
21%
No Result
14%
Results
35%
1° tube
1° tube
1° draw
2° draw
2° tube
ONGOING
VALIDATION
1° draw
NRR:0.65%
Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
NO RESULTS - SCA
ONGOING
VALIDATION
Total sample
6701
No Results
57
No Results
SCA
57
Follow up
4
Follow up lost or
pregnances ongoing
53
High Risk
samples N. TP FP FN
Method Confirmation
NO follow
up
CVS AF TC
T21 31 28 0 10 17 1 3
T18 5 4 1 1 4
T13 4 3 0 1 2 1
MX 3 1 1 1 1 1
47,XXX 13 3 4 7 6
47,XXY 9 2 5 1 6 2
47,XYY 2 1 0 1 1
Total: 67
HIGH RISK
ONGOING
VALIDATION
24 6 9
15
SAMPLES ANALYSED No follow-up TN FP TP FN SENSITIVITY %
(95% CI)
SPECIFICITY %
(95% CI)
T21 31 3 28 0
100%
(87.66% to 100 %)
99.95%
(99.87% to 99.99%)
Euploid 6626 6629 3
Total 6657
T18 5 0 4 0
100%
(39.76% to 100.00%)
99.98%
(99.92% to 100.00%)
Euploid 6652 6655 1
Total 6657
T13 4 1 3 0
100%
(29.24% to 100.00%)
99.98%
(99.92% to 100.00%)
Euploid 6653 6656 1
Total 6657
MX 3 1 1 0
100%
(2.50% to 100.00%)
99.97%
(99.89% to 100.00%)
Euploid 6597 6600 2
Total 6600
SCAs 24 9 6 0
100%
(54.07% to 100.00%)
99.73%
(99.57% to 99.84%)
Euploid 6576 6579 18
Total 6600
HIGH RISK
ONGOING
VALIDATION
NO FOLLOW UP
>99.7%
Conclusions – Ongoing Validation
Sensitivity 100%
Specificity 99.95%
PPV 87%
NPV 100%
ONGOING
VALIDATION
External - QUALITY CONTROL
Validazione dei cfDNA Test e Controlli di Qualità Esterni e Interni

More Related Content

What's hot

Immunotherapy update
Immunotherapy updateImmunotherapy update
Immunotherapy updateAdilDaud
 
NY Prostate Cancer Conference - A. Stephenson - Session 4: Predicting clinica...
NY Prostate Cancer Conference - A. Stephenson - Session 4: Predicting clinica...NY Prostate Cancer Conference - A. Stephenson - Session 4: Predicting clinica...
NY Prostate Cancer Conference - A. Stephenson - Session 4: Predicting clinica...European School of Oncology
 
J.Gras HPV mRNA Eurogin 2010
J.Gras HPV mRNA Eurogin 2010J.Gras HPV mRNA Eurogin 2010
J.Gras HPV mRNA Eurogin 2010jgras
 
Evaluation the Results of 18F-FDG PET/CT Implementation for Cancer Diseases a...
Evaluation the Results of 18F-FDG PET/CT Implementation for Cancer Diseases a...Evaluation the Results of 18F-FDG PET/CT Implementation for Cancer Diseases a...
Evaluation the Results of 18F-FDG PET/CT Implementation for Cancer Diseases a...MinhNguyen1675
 
Comparison of Surgical Outcomes between Robotic and Laparoscopic Colorectal S...
Comparison of Surgical Outcomes between Robotic and Laparoscopic Colorectal S...Comparison of Surgical Outcomes between Robotic and Laparoscopic Colorectal S...
Comparison of Surgical Outcomes between Robotic and Laparoscopic Colorectal S...Jacques Megevand
 
Controversies in Colorectal Cancer
Controversies in Colorectal CancerControversies in Colorectal Cancer
Controversies in Colorectal Cancerspa718
 
Astro annual meeting 2014 highlights
Astro annual meeting 2014 highlightsAstro annual meeting 2014 highlights
Astro annual meeting 2014 highlightsAjeet Gandhi
 
ECCLU 2011 - J.J. Battermann - Prostate cancer: All the truth about local tre...
ECCLU 2011 - J.J. Battermann - Prostate cancer: All the truth about local tre...ECCLU 2011 - J.J. Battermann - Prostate cancer: All the truth about local tre...
ECCLU 2011 - J.J. Battermann - Prostate cancer: All the truth about local tre...European School of Oncology
 
Inmunoterapia en cáncer de vejiga
Inmunoterapia en cáncer de vejigaInmunoterapia en cáncer de vejiga
Inmunoterapia en cáncer de vejigaMauricio Lema
 
2014 08-25 molecular microscopy - pro - budapest ynp meeting short
2014 08-25 molecular microscopy - pro - budapest ynp meeting short2014 08-25 molecular microscopy - pro - budapest ynp meeting short
2014 08-25 molecular microscopy - pro - budapest ynp meeting shortMaarten Naesens
 
munné (2) pgs
  munné (2)  pgs  munné (2)  pgs
munné (2) pgs鋒博 蔡
 
( )Anal scc
( )Anal scc( )Anal scc
( )Anal sccBDU
 
The perfect integration between Lab SOP and clinical strategy
The perfect integration between Lab SOP and clinical strategyThe perfect integration between Lab SOP and clinical strategy
The perfect integration between Lab SOP and clinical strategySandro Esteves
 
Astro highlights 2013
Astro highlights 2013Astro highlights 2013
Astro highlights 2013Ajeet Gandhi
 
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
 

What's hot (20)

New Horizons in EGFR-Mutated NSCLC: Broadening the Impact of Precision Testin...
New Horizons in EGFR-Mutated NSCLC: Broadening the Impact of Precision Testin...New Horizons in EGFR-Mutated NSCLC: Broadening the Impact of Precision Testin...
New Horizons in EGFR-Mutated NSCLC: Broadening the Impact of Precision Testin...
 
Cco keynote 407
Cco keynote 407Cco keynote 407
Cco keynote 407
 
Immunotherapy update
Immunotherapy updateImmunotherapy update
Immunotherapy update
 
Everything You Need to Know About Molecular Testing and Targeted Therapies in...
Everything You Need to Know About Molecular Testing and Targeted Therapies in...Everything You Need to Know About Molecular Testing and Targeted Therapies in...
Everything You Need to Know About Molecular Testing and Targeted Therapies in...
 
NY Prostate Cancer Conference - A. Stephenson - Session 4: Predicting clinica...
NY Prostate Cancer Conference - A. Stephenson - Session 4: Predicting clinica...NY Prostate Cancer Conference - A. Stephenson - Session 4: Predicting clinica...
NY Prostate Cancer Conference - A. Stephenson - Session 4: Predicting clinica...
 
J.Gras HPV mRNA Eurogin 2010
J.Gras HPV mRNA Eurogin 2010J.Gras HPV mRNA Eurogin 2010
J.Gras HPV mRNA Eurogin 2010
 
Evaluation the Results of 18F-FDG PET/CT Implementation for Cancer Diseases a...
Evaluation the Results of 18F-FDG PET/CT Implementation for Cancer Diseases a...Evaluation the Results of 18F-FDG PET/CT Implementation for Cancer Diseases a...
Evaluation the Results of 18F-FDG PET/CT Implementation for Cancer Diseases a...
 
Comparison of Surgical Outcomes between Robotic and Laparoscopic Colorectal S...
Comparison of Surgical Outcomes between Robotic and Laparoscopic Colorectal S...Comparison of Surgical Outcomes between Robotic and Laparoscopic Colorectal S...
Comparison of Surgical Outcomes between Robotic and Laparoscopic Colorectal S...
 
Controversies in Colorectal Cancer
Controversies in Colorectal CancerControversies in Colorectal Cancer
Controversies in Colorectal Cancer
 
Astro annual meeting 2014 highlights
Astro annual meeting 2014 highlightsAstro annual meeting 2014 highlights
Astro annual meeting 2014 highlights
 
Cf dna for fetal aneuploidy risk assessment toma sept 2015 usb
Cf dna for fetal aneuploidy risk assessment toma sept 2015 usbCf dna for fetal aneuploidy risk assessment toma sept 2015 usb
Cf dna for fetal aneuploidy risk assessment toma sept 2015 usb
 
ECCLU 2011 - J.J. Battermann - Prostate cancer: All the truth about local tre...
ECCLU 2011 - J.J. Battermann - Prostate cancer: All the truth about local tre...ECCLU 2011 - J.J. Battermann - Prostate cancer: All the truth about local tre...
ECCLU 2011 - J.J. Battermann - Prostate cancer: All the truth about local tre...
 
Inmunoterapia en cáncer de vejiga
Inmunoterapia en cáncer de vejigaInmunoterapia en cáncer de vejiga
Inmunoterapia en cáncer de vejiga
 
2014 08-25 molecular microscopy - pro - budapest ynp meeting short
2014 08-25 molecular microscopy - pro - budapest ynp meeting short2014 08-25 molecular microscopy - pro - budapest ynp meeting short
2014 08-25 molecular microscopy - pro - budapest ynp meeting short
 
munné (2) pgs
  munné (2)  pgs  munné (2)  pgs
munné (2) pgs
 
( )Anal scc
( )Anal scc( )Anal scc
( )Anal scc
 
The perfect integration between Lab SOP and clinical strategy
The perfect integration between Lab SOP and clinical strategyThe perfect integration between Lab SOP and clinical strategy
The perfect integration between Lab SOP and clinical strategy
 
1 Hassan
1  Hassan1  Hassan
1 Hassan
 
Astro highlights 2013
Astro highlights 2013Astro highlights 2013
Astro highlights 2013
 
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...
 

Similar to Validazione dei cfDNA Test e Controlli di Qualità Esterni e Interni

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 cancerMoustafa 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 processcheweb1
 
Sk microfluidics and lab on-a-chip-ch6
Sk microfluidics and lab on-a-chip-ch6Sk microfluidics and lab on-a-chip-ch6
Sk microfluidics and lab on-a-chip-ch6stanislas547
 
Characterization of Novel ctDNA Reference Materials Developed using the Genom...
Characterization of Novel ctDNA Reference Materials Developed using the Genom...Characterization of Novel ctDNA Reference Materials Developed using the Genom...
Characterization of Novel ctDNA Reference Materials Developed using the Genom...Thermo Fisher Scientific
 
Afirma molecular diagnosis 10.3.2019
Afirma molecular diagnosis 10.3.2019Afirma molecular diagnosis 10.3.2019
Afirma molecular diagnosis 10.3.2019Massimiliano Andrioli
 
Lab-on-a-Chip for cancer diagnostics and monitoring
Lab-on-a-Chip for cancer diagnostics and monitoringLab-on-a-Chip for cancer diagnostics and monitoring
Lab-on-a-Chip for cancer diagnostics and monitoringstanislas547
 
Exclusive Look at Sentieon's TNscope
Exclusive Look at Sentieon's TNscopeExclusive Look at Sentieon's TNscope
Exclusive Look at Sentieon's TNscopeGolden Helix
 
Gene Profiling in Clinical Oncology - Slide 9 - F. André - Genomic evaluation...
Gene Profiling in Clinical Oncology - Slide 9 - F. André - Genomic evaluation...Gene Profiling in Clinical Oncology - Slide 9 - F. André - Genomic evaluation...
Gene Profiling in Clinical Oncology - Slide 9 - F. André - Genomic evaluation...European School of Oncology
 
Clinical Impact of New NAFLD/NASH Data From San Francisco 2018
Clinical Impact of New NAFLD/NASH Data From San Francisco 2018Clinical Impact of New NAFLD/NASH Data From San Francisco 2018
Clinical Impact of New NAFLD/NASH Data From San Francisco 2018hivlifeinfo
 
MCO 2011 - Slide 33 - C. Svedman - Spotlight session - Criteria to evaluate g...
MCO 2011 - Slide 33 - C. Svedman - Spotlight session - Criteria to evaluate g...MCO 2011 - Slide 33 - C. Svedman - Spotlight session - Criteria to evaluate g...
MCO 2011 - Slide 33 - C. Svedman - Spotlight session - Criteria to evaluate g...European School of Oncology
 
Pharmacogenomic Clinical Studies
Pharmacogenomic Clinical StudiesPharmacogenomic Clinical Studies
Pharmacogenomic Clinical StudiesRyan Squire
 
6-23-2015 AACC Poster HIV Incidence Assay - Stengelin_Final
6-23-2015 AACC Poster HIV Incidence Assay - Stengelin_Final6-23-2015 AACC Poster HIV Incidence Assay - Stengelin_Final
6-23-2015 AACC Poster HIV Incidence Assay - Stengelin_FinalLawrence Hwang
 
Castera élastométrie:pbh du16
Castera  élastométrie:pbh du16Castera  élastométrie:pbh du16
Castera élastométrie:pbh du16odeckmyn
 
Novel Concepts in Male Infertility: Clinical and Laboratory Aspects
Novel Concepts in Male Infertility: Clinical and Laboratory AspectsNovel Concepts in Male Infertility: Clinical and Laboratory Aspects
Novel Concepts in Male Infertility: Clinical and Laboratory AspectsSandro Esteves
 
V1c 97 03 Hstm 2011 Hamburg 20110526 Dj
V1c 97 03 Hstm 2011 Hamburg 20110526 DjV1c 97 03 Hstm 2011 Hamburg 20110526 Dj
V1c 97 03 Hstm 2011 Hamburg 20110526 Djdennisjapink
 
Amany m. elshamy why the negative covid19 pcr test is a misguide results
Amany m. elshamy why the negative covid19 pcr test is a misguide resultsAmany m. elshamy why the negative covid19 pcr test is a misguide results
Amany m. elshamy why the negative covid19 pcr test is a misguide resultsAmany Elshamy
 
SCREENING WHAT TESTS WHEN & WHAT NEXT?
SCREENING WHAT TESTS WHEN & WHAT NEXT?SCREENING WHAT TESTS WHEN & WHAT NEXT?
SCREENING WHAT TESTS WHEN & WHAT NEXT?NARENDRA MALHOTRA
 

Similar to Validazione dei cfDNA Test e Controlli di Qualità Esterni e Interni (20)

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
 
Sk microfluidics and lab on-a-chip-ch6
Sk microfluidics and lab on-a-chip-ch6Sk microfluidics and lab on-a-chip-ch6
Sk microfluidics and lab on-a-chip-ch6
 
Characterization of Novel ctDNA Reference Materials Developed using the Genom...
Characterization of Novel ctDNA Reference Materials Developed using the Genom...Characterization of Novel ctDNA Reference Materials Developed using the Genom...
Characterization of Novel ctDNA Reference Materials Developed using the Genom...
 
Afirma molecular diagnosis 10.3.2019
Afirma molecular diagnosis 10.3.2019Afirma molecular diagnosis 10.3.2019
Afirma molecular diagnosis 10.3.2019
 
Lab-on-a-Chip for cancer diagnostics and monitoring
Lab-on-a-Chip for cancer diagnostics and monitoringLab-on-a-Chip for cancer diagnostics and monitoring
Lab-on-a-Chip for cancer diagnostics and monitoring
 
The CRISPR/Cas9 Toolbox
The CRISPR/Cas9 ToolboxThe CRISPR/Cas9 Toolbox
The CRISPR/Cas9 Toolbox
 
Exclusive Look at Sentieon's TNscope
Exclusive Look at Sentieon's TNscopeExclusive Look at Sentieon's TNscope
Exclusive Look at Sentieon's TNscope
 
Gene Profiling in Clinical Oncology - Slide 9 - F. André - Genomic evaluation...
Gene Profiling in Clinical Oncology - Slide 9 - F. André - Genomic evaluation...Gene Profiling in Clinical Oncology - Slide 9 - F. André - Genomic evaluation...
Gene Profiling in Clinical Oncology - Slide 9 - F. André - Genomic evaluation...
 
Clinical Impact of New NAFLD/NASH Data From San Francisco 2018
Clinical Impact of New NAFLD/NASH Data From San Francisco 2018Clinical Impact of New NAFLD/NASH Data From San Francisco 2018
Clinical Impact of New NAFLD/NASH Data From San Francisco 2018
 
MCO 2011 - Slide 33 - C. Svedman - Spotlight session - Criteria to evaluate g...
MCO 2011 - Slide 33 - C. Svedman - Spotlight session - Criteria to evaluate g...MCO 2011 - Slide 33 - C. Svedman - Spotlight session - Criteria to evaluate g...
MCO 2011 - Slide 33 - C. Svedman - Spotlight session - Criteria to evaluate g...
 
Pharmacogenomic Clinical Studies
Pharmacogenomic Clinical StudiesPharmacogenomic Clinical Studies
Pharmacogenomic Clinical Studies
 
6-23-2015 AACC Poster HIV Incidence Assay - Stengelin_Final
6-23-2015 AACC Poster HIV Incidence Assay - Stengelin_Final6-23-2015 AACC Poster HIV Incidence Assay - Stengelin_Final
6-23-2015 AACC Poster HIV Incidence Assay - Stengelin_Final
 
Castera élastométrie:pbh du16
Castera  élastométrie:pbh du16Castera  élastométrie:pbh du16
Castera élastométrie:pbh du16
 
Novel Concepts in Male Infertility: Clinical and Laboratory Aspects
Novel Concepts in Male Infertility: Clinical and Laboratory AspectsNovel Concepts in Male Infertility: Clinical and Laboratory Aspects
Novel Concepts in Male Infertility: Clinical and Laboratory Aspects
 
V1c 97 03 Hstm 2011 Hamburg 20110526 Dj
V1c 97 03 Hstm 2011 Hamburg 20110526 DjV1c 97 03 Hstm 2011 Hamburg 20110526 Dj
V1c 97 03 Hstm 2011 Hamburg 20110526 Dj
 
Chims poster
Chims posterChims poster
Chims poster
 
Amany m. elshamy why the negative covid19 pcr test is a misguide results
Amany m. elshamy why the negative covid19 pcr test is a misguide resultsAmany m. elshamy why the negative covid19 pcr test is a misguide results
Amany m. elshamy why the negative covid19 pcr test is a misguide results
 
SCREENING WHAT TESTS WHEN & WHAT NEXT?
SCREENING WHAT TESTS WHEN & WHAT NEXT?SCREENING WHAT TESTS WHEN & WHAT NEXT?
SCREENING WHAT TESTS WHEN & WHAT NEXT?
 
Gene Xpert & Advances
Gene Xpert & AdvancesGene Xpert & Advances
Gene Xpert & Advances
 

More from Roberto Scarafia

20180426 presentation to-personnel-v3.pptx
20180426 presentation to-personnel-v3.pptx20180426 presentation to-personnel-v3.pptx
20180426 presentation to-personnel-v3.pptxRoberto Scarafia
 
CELL - FREE DNA TEST: ASPETTI EMERGENTI NELLA PRATICA QUOTIDIANA
CELL - FREE DNA TEST: ASPETTI EMERGENTI NELLA PRATICA QUOTIDIANACELL - FREE DNA TEST: ASPETTI EMERGENTI NELLA PRATICA QUOTIDIANA
CELL - FREE DNA TEST: ASPETTI EMERGENTI NELLA PRATICA QUOTIDIANARoberto Scarafia
 
Cell-free DNA test: aspetti emergenti nella pratica quotidiana CAUSE DEI RISU...
Cell-free DNA test: aspetti emergenti nella pratica quotidiana CAUSE DEI RISU...Cell-free DNA test: aspetti emergenti nella pratica quotidiana CAUSE DEI RISU...
Cell-free DNA test: aspetti emergenti nella pratica quotidiana CAUSE DEI RISU...Roberto Scarafia
 
Cell-free DNA test oltre le comuni aneuploidie
Cell-free DNA test oltre le comuni aneuploidieCell-free DNA test oltre le comuni aneuploidie
Cell-free DNA test oltre le comuni aneuploidieRoberto Scarafia
 
No results: significato e implicazioni
No results: significato e implicazioniNo results: significato e implicazioni
No results: significato e implicazioniRoberto Scarafia
 
20180202 3 j. lombard genomind milan relazione part 2 to pub.pptx
20180202 3 j. lombard genomind milan relazione part 2 to pub.pptx20180202 3 j. lombard genomind milan relazione part 2 to pub.pptx
20180202 3 j. lombard genomind milan relazione part 2 to pub.pptxRoberto Scarafia
 
20160219 - Daniela Turchetti - I tumori ereditari della mammella e/o ovaio da...
20160219 - Daniela Turchetti - I tumori ereditari della mammella e/o ovaio da...20160219 - Daniela Turchetti - I tumori ereditari della mammella e/o ovaio da...
20160219 - Daniela Turchetti - I tumori ereditari della mammella e/o ovaio da...Roberto Scarafia
 
20160219 - Sabrina Tosi - Karyotyping and chromosome biology: from the diag...
20160219 - Sabrina Tosi -  Karyotyping and chromosome biology: from the diag...20160219 - Sabrina Tosi -  Karyotyping and chromosome biology: from the diag...
20160219 - Sabrina Tosi - Karyotyping and chromosome biology: from the diag...Roberto Scarafia
 
20160219 - E. Pompilii - Linee guida e Consulenza genetica nei tumori eredita...
20160219 - E. Pompilii - Linee guida e Consulenza genetica nei tumori eredita...20160219 - E. Pompilii - Linee guida e Consulenza genetica nei tumori eredita...
20160219 - E. Pompilii - Linee guida e Consulenza genetica nei tumori eredita...Roberto Scarafia
 
20160219 F. Malvestiti - DAL CARIOTIPO AL NGS: COME STA CAMBIANDO LA DIAGNOSI...
20160219 F. Malvestiti - DAL CARIOTIPO AL NGS: COME STA CAMBIANDO LA DIAGNOSI...20160219 F. Malvestiti - DAL CARIOTIPO AL NGS: COME STA CAMBIANDO LA DIAGNOSI...
20160219 F. Malvestiti - DAL CARIOTIPO AL NGS: COME STA CAMBIANDO LA DIAGNOSI...Roberto Scarafia
 
20160219 - M. Agostini - Nuove tecnologie per lo studio del DNA tumorale libe...
20160219 - M. Agostini - Nuove tecnologie per lo studio del DNA tumorale libe...20160219 - M. Agostini - Nuove tecnologie per lo studio del DNA tumorale libe...
20160219 - M. Agostini - Nuove tecnologie per lo studio del DNA tumorale libe...Roberto Scarafia
 
20160219 - L. Dalprà - Esperienza di Monza sulla predisposizione ai tumori de...
20160219 - L. Dalprà - Esperienza di Monza sulla predisposizione ai tumori de...20160219 - L. Dalprà - Esperienza di Monza sulla predisposizione ai tumori de...
20160219 - L. Dalprà - Esperienza di Monza sulla predisposizione ai tumori de...Roberto Scarafia
 
20160219 - F. Grati - Toma - Maternal Malignancies
20160219 - F. Grati - Toma - Maternal Malignancies20160219 - F. Grati - Toma - Maternal Malignancies
20160219 - F. Grati - Toma - Maternal MalignanciesRoberto Scarafia
 
20160219 - S. De Toffol - Dal Sanger al NGS nello studio delle mutazioni BRCA
20160219 - S. De Toffol -  Dal Sanger al NGS nello studio delle mutazioni BRCA �20160219 - S. De Toffol -  Dal Sanger al NGS nello studio delle mutazioni BRCA �
20160219 - S. De Toffol - Dal Sanger al NGS nello studio delle mutazioni BRCA Roberto Scarafia
 
20160219 - M. Bregni - L’IMPORTANZA DELLE ALTERAZIONI MOLECOLARI NELLA SCELTA...
20160219 - M. Bregni - L’IMPORTANZA DELLE ALTERAZIONI MOLECOLARI NELLA SCELTA...20160219 - M. Bregni - L’IMPORTANZA DELLE ALTERAZIONI MOLECOLARI NELLA SCELTA...
20160219 - M. Bregni - L’IMPORTANZA DELLE ALTERAZIONI MOLECOLARI NELLA SCELTA...Roberto Scarafia
 
20160219 - A. Mazzone - Anemie Definizione Prevalenza - Anemie e sindromi mie...
20160219 - A. Mazzone - Anemie Definizione Prevalenza - Anemie e sindromi mie...20160219 - A. Mazzone - Anemie Definizione Prevalenza - Anemie e sindromi mie...
20160219 - A. Mazzone - Anemie Definizione Prevalenza - Anemie e sindromi mie...Roberto Scarafia
 
20160219 Livia Marcato - Cell Free DNA and Liquid Biopsy
20160219 Livia Marcato - Cell Free DNA and Liquid Biopsy 20160219 Livia Marcato - Cell Free DNA and Liquid Biopsy
20160219 Livia Marcato - Cell Free DNA and Liquid Biopsy Roberto Scarafia
 
20160918 - F. Prefumo - Ecografia, screening biochimico, NIPT e diagnosi pren...
20160918 - F. Prefumo - Ecografia, screening biochimico, NIPT e diagnosi pren...20160918 - F. Prefumo - Ecografia, screening biochimico, NIPT e diagnosi pren...
20160918 - F. Prefumo - Ecografia, screening biochimico, NIPT e diagnosi pren...Roberto Scarafia
 
20150918 - Y Yuval - NIPT for Microdeletions & Single Gene Disorders
20150918 - Y Yuval - NIPT for Microdeletions & Single Gene Disorders�20150918 - Y Yuval - NIPT for Microdeletions & Single Gene Disorders�
20150918 - Y Yuval - NIPT for Microdeletions & Single Gene DisordersRoberto Scarafia
 
20150918 F. Vialard - Prevalence of recurrent pathogenic microdeletion and mi...
20150918 F. Vialard - Prevalence of recurrent pathogenic microdeletion and mi...20150918 F. Vialard - Prevalence of recurrent pathogenic microdeletion and mi...
20150918 F. Vialard - Prevalence of recurrent pathogenic microdeletion and mi...Roberto Scarafia
 

More from Roberto Scarafia (20)

20180426 presentation to-personnel-v3.pptx
20180426 presentation to-personnel-v3.pptx20180426 presentation to-personnel-v3.pptx
20180426 presentation to-personnel-v3.pptx
 
CELL - FREE DNA TEST: ASPETTI EMERGENTI NELLA PRATICA QUOTIDIANA
CELL - FREE DNA TEST: ASPETTI EMERGENTI NELLA PRATICA QUOTIDIANACELL - FREE DNA TEST: ASPETTI EMERGENTI NELLA PRATICA QUOTIDIANA
CELL - FREE DNA TEST: ASPETTI EMERGENTI NELLA PRATICA QUOTIDIANA
 
Cell-free DNA test: aspetti emergenti nella pratica quotidiana CAUSE DEI RISU...
Cell-free DNA test: aspetti emergenti nella pratica quotidiana CAUSE DEI RISU...Cell-free DNA test: aspetti emergenti nella pratica quotidiana CAUSE DEI RISU...
Cell-free DNA test: aspetti emergenti nella pratica quotidiana CAUSE DEI RISU...
 
Cell-free DNA test oltre le comuni aneuploidie
Cell-free DNA test oltre le comuni aneuploidieCell-free DNA test oltre le comuni aneuploidie
Cell-free DNA test oltre le comuni aneuploidie
 
No results: significato e implicazioni
No results: significato e implicazioniNo results: significato e implicazioni
No results: significato e implicazioni
 
20180202 3 j. lombard genomind milan relazione part 2 to pub.pptx
20180202 3 j. lombard genomind milan relazione part 2 to pub.pptx20180202 3 j. lombard genomind milan relazione part 2 to pub.pptx
20180202 3 j. lombard genomind milan relazione part 2 to pub.pptx
 
20160219 - Daniela Turchetti - I tumori ereditari della mammella e/o ovaio da...
20160219 - Daniela Turchetti - I tumori ereditari della mammella e/o ovaio da...20160219 - Daniela Turchetti - I tumori ereditari della mammella e/o ovaio da...
20160219 - Daniela Turchetti - I tumori ereditari della mammella e/o ovaio da...
 
20160219 - Sabrina Tosi - Karyotyping and chromosome biology: from the diag...
20160219 - Sabrina Tosi -  Karyotyping and chromosome biology: from the diag...20160219 - Sabrina Tosi -  Karyotyping and chromosome biology: from the diag...
20160219 - Sabrina Tosi - Karyotyping and chromosome biology: from the diag...
 
20160219 - E. Pompilii - Linee guida e Consulenza genetica nei tumori eredita...
20160219 - E. Pompilii - Linee guida e Consulenza genetica nei tumori eredita...20160219 - E. Pompilii - Linee guida e Consulenza genetica nei tumori eredita...
20160219 - E. Pompilii - Linee guida e Consulenza genetica nei tumori eredita...
 
20160219 F. Malvestiti - DAL CARIOTIPO AL NGS: COME STA CAMBIANDO LA DIAGNOSI...
20160219 F. Malvestiti - DAL CARIOTIPO AL NGS: COME STA CAMBIANDO LA DIAGNOSI...20160219 F. Malvestiti - DAL CARIOTIPO AL NGS: COME STA CAMBIANDO LA DIAGNOSI...
20160219 F. Malvestiti - DAL CARIOTIPO AL NGS: COME STA CAMBIANDO LA DIAGNOSI...
 
20160219 - M. Agostini - Nuove tecnologie per lo studio del DNA tumorale libe...
20160219 - M. Agostini - Nuove tecnologie per lo studio del DNA tumorale libe...20160219 - M. Agostini - Nuove tecnologie per lo studio del DNA tumorale libe...
20160219 - M. Agostini - Nuove tecnologie per lo studio del DNA tumorale libe...
 
20160219 - L. Dalprà - Esperienza di Monza sulla predisposizione ai tumori de...
20160219 - L. Dalprà - Esperienza di Monza sulla predisposizione ai tumori de...20160219 - L. Dalprà - Esperienza di Monza sulla predisposizione ai tumori de...
20160219 - L. Dalprà - Esperienza di Monza sulla predisposizione ai tumori de...
 
20160219 - F. Grati - Toma - Maternal Malignancies
20160219 - F. Grati - Toma - Maternal Malignancies20160219 - F. Grati - Toma - Maternal Malignancies
20160219 - F. Grati - Toma - Maternal Malignancies
 
20160219 - S. De Toffol - Dal Sanger al NGS nello studio delle mutazioni BRCA
20160219 - S. De Toffol -  Dal Sanger al NGS nello studio delle mutazioni BRCA �20160219 - S. De Toffol -  Dal Sanger al NGS nello studio delle mutazioni BRCA �
20160219 - S. De Toffol - Dal Sanger al NGS nello studio delle mutazioni BRCA
 
20160219 - M. Bregni - L’IMPORTANZA DELLE ALTERAZIONI MOLECOLARI NELLA SCELTA...
20160219 - M. Bregni - L’IMPORTANZA DELLE ALTERAZIONI MOLECOLARI NELLA SCELTA...20160219 - M. Bregni - L’IMPORTANZA DELLE ALTERAZIONI MOLECOLARI NELLA SCELTA...
20160219 - M. Bregni - L’IMPORTANZA DELLE ALTERAZIONI MOLECOLARI NELLA SCELTA...
 
20160219 - A. Mazzone - Anemie Definizione Prevalenza - Anemie e sindromi mie...
20160219 - A. Mazzone - Anemie Definizione Prevalenza - Anemie e sindromi mie...20160219 - A. Mazzone - Anemie Definizione Prevalenza - Anemie e sindromi mie...
20160219 - A. Mazzone - Anemie Definizione Prevalenza - Anemie e sindromi mie...
 
20160219 Livia Marcato - Cell Free DNA and Liquid Biopsy
20160219 Livia Marcato - Cell Free DNA and Liquid Biopsy 20160219 Livia Marcato - Cell Free DNA and Liquid Biopsy
20160219 Livia Marcato - Cell Free DNA and Liquid Biopsy
 
20160918 - F. Prefumo - Ecografia, screening biochimico, NIPT e diagnosi pren...
20160918 - F. Prefumo - Ecografia, screening biochimico, NIPT e diagnosi pren...20160918 - F. Prefumo - Ecografia, screening biochimico, NIPT e diagnosi pren...
20160918 - F. Prefumo - Ecografia, screening biochimico, NIPT e diagnosi pren...
 
20150918 - Y Yuval - NIPT for Microdeletions & Single Gene Disorders
20150918 - Y Yuval - NIPT for Microdeletions & Single Gene Disorders�20150918 - Y Yuval - NIPT for Microdeletions & Single Gene Disorders�
20150918 - Y Yuval - NIPT for Microdeletions & Single Gene Disorders
 
20150918 F. Vialard - Prevalence of recurrent pathogenic microdeletion and mi...
20150918 F. Vialard - Prevalence of recurrent pathogenic microdeletion and mi...20150918 F. Vialard - Prevalence of recurrent pathogenic microdeletion and mi...
20150918 F. Vialard - Prevalence of recurrent pathogenic microdeletion and mi...
 

Recently uploaded

VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...Garima Khatri
 
Call Girl Lucknow Mallika 7001305949 Independent Escort Service Lucknow
Call Girl Lucknow Mallika 7001305949 Independent Escort Service LucknowCall Girl Lucknow Mallika 7001305949 Independent Escort Service Lucknow
Call Girl Lucknow Mallika 7001305949 Independent Escort Service Lucknownarwatsonia7
 
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment BookingCall Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Bookingnarwatsonia7
 
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalorenarwatsonia7
 
Asthma Review - GINA guidelines summary 2024
Asthma Review - GINA guidelines summary 2024Asthma Review - GINA guidelines summary 2024
Asthma Review - GINA guidelines summary 2024Gabriel Guevara MD
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Miss joya
 
Call Girls Thane Just Call 9910780858 Get High Class Call Girls Service
Call Girls Thane Just Call 9910780858 Get High Class Call Girls ServiceCall Girls Thane Just Call 9910780858 Get High Class Call Girls Service
Call Girls Thane Just Call 9910780858 Get High Class Call Girls Servicesonalikaur4
 
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...narwatsonia7
 
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy GirlsCall Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girlsnehamumbai
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...Miss joya
 
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowKolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowNehru place Escorts
 
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% SafeBangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safenarwatsonia7
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Servicemakika9823
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.MiadAlsulami
 
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Miss joya
 
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiCall Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiNehru place Escorts
 

Recently uploaded (20)

VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
 
Call Girl Lucknow Mallika 7001305949 Independent Escort Service Lucknow
Call Girl Lucknow Mallika 7001305949 Independent Escort Service LucknowCall Girl Lucknow Mallika 7001305949 Independent Escort Service Lucknow
Call Girl Lucknow Mallika 7001305949 Independent Escort Service Lucknow
 
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment BookingCall Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
 
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
 
Asthma Review - GINA guidelines summary 2024
Asthma Review - GINA guidelines summary 2024Asthma Review - GINA guidelines summary 2024
Asthma Review - GINA guidelines summary 2024
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
 
Call Girls Thane Just Call 9910780858 Get High Class Call Girls Service
Call Girls Thane Just Call 9910780858 Get High Class Call Girls ServiceCall Girls Thane Just Call 9910780858 Get High Class Call Girls Service
Call Girls Thane Just Call 9910780858 Get High Class Call Girls Service
 
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
 
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy GirlsCall Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
 
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowKolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
 
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
 
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
 
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Servicesauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
 
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% SafeBangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
 
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
 
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
 
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiCall Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
 

Validazione dei cfDNA Test e Controlli di Qualità Esterni e Interni

  • 1. Barbara MALVESTITI TOMA Advanced Biomedical Assays, S.p.A. bmalvestiti@tomalab.com Validazione dei cfDNA Test e Controlli di Qualità Esterni e Interni
  • 3. Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015 VALIDATION and VERIFICATION Genetic Test https://www.cdc.gov/genomics/gtesting/ACC E/
  • 4. ACCE Model Process for Evaluating Genetic Tests Analytic Validity Clinical Validity Clinical Utility Ethical/ Legal/ Social Implications https://www.cdc.gov/genomics/gtesting/ACC E/
  • 5. ANALYTIC VALIDITY https://www.cdc.gov/genomics/gtesting/ACC E/ Diagnostic routine New test blinded for operators Informed consent for the new test Results ANALYTIC SENSITIVITY = ability of a test to identify a genetic change when it is present. How often is the test positive when an aneuploidy is present? ANALYTIC SPECIFICITY = ability of a test to report a negative screen result when in fact there is no aneuploidy How often is the test negative when an aneuploidy is not present?
  • 6. cfDNA test – 22q11.2 results from ANALYTICAL VALIDATION and CLINICAL VERIFICATION cohort Schmid et al, Fetal Diagn Ther. 2017 Nov 8. doi: 10.1159/000484317 Multicentric worldwide prospective blinded clinical validation is ongoing
  • 7. ANALYTICAL VERIFICATION 22q ANALYTICAL VALIDATION Total samples (N) 456 22q11.2 (n/N) 31/33 No evidence of a deletion (n/N) 422/423* Sensitivity %, (95% CI) 93.94%(95%CI:80.39-98.32) Specificity %, (95% CI) 99.76%(95%CI:98.67-99.96) Deletions spanned through the A-D 22q11.2 LCRs, sizes ranged from 2.37 and 2.89Mb Sensitivity verified on 2 maternal plasma samples and 31 simulated pregnancy samples obtained combining genomic 22q11.2DS DNA with plasma from a related/unrelated non- pregnant euploid females (23) or provided as internal control in the reagents kit (8) *Specificity verified on presumed unaffected - commercial samples without a known diagnosis of 22q11.2 deletion, presumed to be unaffected (may cause underestimation of Specificity) Performances overlap with those published by the source laboratory (Schmid et al 2017) Simulated fetal fractions (FF) ranged from 7 to 39% Schmid et al, Fetal Diagn Ther. 2017 Nov 8
  • 8. CLINICAL VALIDITY How well will it perform in the clinical setting? https://www.cdc.gov/genomics/gtesting/ACC E/ CLINICAL SENSITIVITY CLINICAL SPECIFICITY Maternal side Maternal diseases / treatments Maternal tumors Abnormal maternal sex chromosomes (constitutional or mosaic) Transfusions and transplants CNV and maternal autosomal mosaicisms Fetal side Low FF Fetal mosaicisms Vanishing twins PPV NPV If the test is positive, is my baby really affected? My baby is really normal if the test says I am screen negative? PREVALENCE
  • 9. CLINICAL VALIDITY: NEXT Study Women (age 18-48, mean age of 30.7) with singleton pregnancies between 10 to 14 weeks gestation First Trimester Screening (FTS*) cfDNA test& Each pregnancy was followed. Outcome data obtained by: Genetic testing Newborn Exam n=15.841 (women with both FTS* & cfDNA & outcome data) n=18.955 enrolled Norton M, et al, N Engl J Med. 2015 Apr 23;372(17):1589-97. Study Design
  • 10. CLINICAL VALIDITY: NEXT Study Norton M, et al, N Engl J Med. 2015 Apr 23;372(17):1589-97. Sensitivity 100% Positive Predictive Value 81% 79% 3.4%
  • 11. cfDNA testing performances: a Meta-Analysis Type of aneuploidy Number of studies N. trisomic cases N. non-trisomic cases Twin pregnancies DR FPR (95% CI) (95% CI) T21 5 24 1111 100% 0% (95.2-100%) (0-0.003%) Type of aneuploidy Number of studies N. trisomic cases N. non-trisomic cases Singleton pregnancies DR FPR (95% CI) (95% CI) T21 30 1963 223932 99.7% 0.04% (99,1-99,9%) (0,02-0,07%) T18 25 563 222013 97.9% 0.04% (94.9-99.1%) (0.03-0.07%) T13 23 119 212883 99.0% 0.04% (65.8-100%) (0,02-0,07%) 45,X 11 36 7677 95.8% 0.14% (70.3-99.5%) (0.05-0.38%) other SCA 8 17 5403 100% 0.003% (83.6-100%) (0-0.07%)
  • 12. SENSITIVITY and SPECIFICITY do not adequately reflect the real-life performance of cfDNA testing and the actual PPVs being far less than 100% Conclusions - CLINICAL VALIDITY CONFIRMATORY TESTING is recommended in the presence of a positive report.
  • 13. CLINICAL UTILITY Lower AF and CV due to a lower FPR
  • 15. CLINICAL UTILITY Improved pregnancies management Possibility to lower costs Lower capacity of the: Lower identification of rare anomalies Lower AF and CV due to a lower FPR New cytogeneticists New gynecologist
  • 16. Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015 VALIDATION and VERIFICATION Genetic Test
  • 17. Testing Strategies Targeted SNP- Sequencing Massive Parallel Shotgun Sequencing Digital ANalysis of Selected Regions NIPT - strategies
  • 18. Pre-Installation 12-2015 Installation 01-2016 PerformancePerformance Qualification 02-2016 Training 03/04 - 2016 Guide specification site Inspection site Instrument installation Installation qualification Operational qualification Performance qualification Lab personnel training - in San Jose Labs - in TOMA Labs Internal TOMA lab VERIFICATION from 05-2016 Internal VERIFICATION Verify that the performance of the test are similar to those of the laboratory source. Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
  • 19. Sample Collection Scheme Routine Cytogenetic Prenatal Diagnosis Routine cfDNA Test 2 CfD Tubes (2w5m at 20°C) 1 CfD Tubes (2w5m at 20°C)cfDNA extraction cfDNA test Blinded for operators Results Comparison with previous results Karyotype @ TOMA cfDNA test @ Ariosa 2 CfD Tubes (max 1w at RT) Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
  • 20. Analyzed Cohort Description of the Analysed Cohort SAMPLE TYPE n. Euploid 380 Aneuploid 30 T21 14 T18 8 T13 3 MX 2 XXX 1 XXY 1 XYY 1 Total 410 VERIFICATION 171 196 43 Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
  • 21. Validation Results SAMPLE TOTAL TN FP TP FN Euploid 380 380 0 Aneuploid 30 29 1 T21 14 14 T18 8 8 T13 3 2 1 MX 2 2 XXX 1 1 XXY 1 1 XYY 1 1 RESULTS NO fetal sex discordances VERIFICATION Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
  • 22. SAMPLE TOTAL TN FP TP FN SENSITIVITY % SPECIFICITY % T21 14 14 0 Euploid 380 380 0 100% (76.84-100) 100% (99.03-100) Total 394 T18 8 8 0 Euploid 380 380 0 100% (63.06-100) 100% (99.03-100) Total 388 T13 3 2 1 Euploid 380 380 0 67% (9.43-99.16) 100% (99.03-100) Total 383 MX 2 2 0 Euploid 380 380 0 100% (15.81-100) 100% (99.03-100) Total 382 SCAs 3 3 0 Euploid 380 380 0 100% (29.24-100) 100%(99.03-100) Total 383 PERFORMANCES VERIFICATION 67%67% Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
  • 23. 93,2% 2,6% 4,2% -20% < FF Toma < 20% FF Toma ≥ 20% FF Ariosa FF Toma < -20% FF Ariosa FETAL FRACTION MEASUREMENT FF% ranges n. cases % -20%<FF%<20% 354 93.2% FF%>20% 10 2.6% FF<-20% 16 4.2% VERIFICATION
  • 24. For all investigated chr aneuploidies, SENS and SPEC are in agreement with source laboratory performances (slightly lower performances for T13 but not stat different; OR 0.1333, 95% CI 0.0082-2.1813) PPV and NPV cannot be calculated because the enrolled cohort does not represent a clinical population enrolled with specific clinical criteria Fetal sex concordance was 100% VERIFICATION Conclusions – TEST PERFORMANCES Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
  • 25. FF% fell in the arbitrary range of ±20% measured FF% by source laboratory: 93,2% of the cases In about 2.6% and 4.2% of the cases, the FF% was above or below of the ±20% of the measured FF% by source laboratory, respectively; The described discrepancies can be explained by: Different maintenance and handling of the two blood aliquots (freezing and thowing and storage up to 6 months at -20°C in toma Lab – shipping to source laboratory in USA max 1week at Room T) Different cfDNA extraction method Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015 VERIFICATION Conclusions – FETAL FRACTION
  • 26. With the multiplication of available cfDNA test in the market, trasparency around local validation and verification of testing is becoming increasingly important. A standardized tech-transfer process monitoring 172 IQC metrics Is realiable; Provides an assurance that the performances in the decentralized laboratory maches that of the source laboratory. VERIFICATION Conclusions – VERIFICATION Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
  • 27. Description of the analysed Cohort SAMPLE TYPE n. Total sample analyzed 6701 NO Results 44 NO Results SCA 57 Euploid 6533 High Risk 67 T21 31 T18 5 T13 4 MX 3 XXX 13 XXY 9 XYY 2 ONGOING VALIDATION Analyzed Cohort (June 2016– Dic 2017) ONGOING VALIDATION Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
  • 28. NO RESULTS Total sample 6701 No Results 291 Results 51% No Results Low FF <4% 22% No Results FF>4% 78% Results 79% No Results 21% No Result 14% Results 35% 1° tube 1° tube 1° draw 2° draw 2° tube ONGOING VALIDATION 1° draw NRR:0.65% Mattocks et al, European Journal of Human Genetics (2010) 18, 1276–1288; Norton et al, NEJM 2015
  • 29. NO RESULTS - SCA ONGOING VALIDATION Total sample 6701 No Results 57 No Results SCA 57 Follow up 4 Follow up lost or pregnances ongoing 53
  • 30. High Risk samples N. TP FP FN Method Confirmation NO follow up CVS AF TC T21 31 28 0 10 17 1 3 T18 5 4 1 1 4 T13 4 3 0 1 2 1 MX 3 1 1 1 1 1 47,XXX 13 3 4 7 6 47,XXY 9 2 5 1 6 2 47,XYY 2 1 0 1 1 Total: 67 HIGH RISK ONGOING VALIDATION 24 6 9 15
  • 31. SAMPLES ANALYSED No follow-up TN FP TP FN SENSITIVITY % (95% CI) SPECIFICITY % (95% CI) T21 31 3 28 0 100% (87.66% to 100 %) 99.95% (99.87% to 99.99%) Euploid 6626 6629 3 Total 6657 T18 5 0 4 0 100% (39.76% to 100.00%) 99.98% (99.92% to 100.00%) Euploid 6652 6655 1 Total 6657 T13 4 1 3 0 100% (29.24% to 100.00%) 99.98% (99.92% to 100.00%) Euploid 6653 6656 1 Total 6657 MX 3 1 1 0 100% (2.50% to 100.00%) 99.97% (99.89% to 100.00%) Euploid 6597 6600 2 Total 6600 SCAs 24 9 6 0 100% (54.07% to 100.00%) 99.73% (99.57% to 99.84%) Euploid 6576 6579 18 Total 6600 HIGH RISK ONGOING VALIDATION NO FOLLOW UP >99.7%
  • 32. Conclusions – Ongoing Validation Sensitivity 100% Specificity 99.95% PPV 87% NPV 100%