SlideShare a Scribd company logo
1 of 15
Download to read offline
Application of NGS technologies
to Preimplantation Genetic
Diagnosis (PGD)
Andreu Paytuví
MSc in Bioinformatics, UAB
Little bits of history 2/12
Little bits of history
First baby born from NGS!
3/12
Why PGD?
Pictures from: Fertility Institute of New Jersey & New York. http://www.center4ivf.com/ (Accessed 28/02/2014).
4/12
Why PGD?
Pictures from: Chromosome Screening. http://www.chromosome-screening.org/ (Accessed 28/02/2014).
4/12
Exampleofaneuploidy:
Turnersyndrome
Why PGD?
Pictures from: Theisen, A. (2008) Microarray-based comparative genomic hybridization (aCGH). Nature Education 1(1):45
aCGH
2500-3500€ for 6-10 embryos
≈350-400€/embryo
Workflow:
16-24h
10 X Y
5/12
PGD based on NGS 6/12
PGD based on NGS
Sequencing
7/12
PGD based on NGS
0
10
20
30
40
50
60
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 X Y
Percentage(%)
Chromosomes
seqtk comp hs37m.fa.gz |
awk '/^[0-9MXY]/{x=$4+$5;y=x+$3+$6;print $1"t"x/y}'
Sequencing
GC bias correction
7/12
Data analysis
Picture from: Rico, Alan. Pre-implantation Genetic Testing on Ion Torrent™ PGM™ System. Ion Tour 2013, Life Technologies. Microsoft PowerPoint file.
Based on Hidden Markov Model (HMM):
- States: Ploidy status (monosomy, disomy, etc.).
- Observations: coverage (1X, 2X, 5X, 10X, etc.).
8/12
Data analysis
Picture from: Rico, Alan. Pre-implantation Genetic Testing on Ion Torrent™ PGM™ System. Ion Tour 2013, Life Technologies. Microsoft PowerPoint file.
Based on Hidden Markov Model (HMM):
- States: Ploidy status (monosomy, disomy, etc.).
- Observations: coverage (1X, 2X, 5X, 10X, etc.).
8/12
Data analysis
Ion PGM™
150K reads
aCGH
Up to 32 embryos per run
≈70€/embryo
Workflow:
≈15h
Pictures from: Rico, Alan. Pre-implantation Genetic Testing on Ion Torrent™ PGM™ System. Ion Tour 2013, Life Technologies. Microsoft PowerPoint file.
9/12
Data analysis
CFTR case
Picture from: Treff, N. 2013. Evaluation of targeted next-generation sequencing–based
preimplantation genetic diagnosis of monogenic disease. Fertility And Sterility, 99:5, p. 1377-1390.
Picture from: Rico, Alan. Pre-implantation Genetic Testing on Ion Torrent™
PGM™ System. Ion Tour 2013, Life Technologies. Microsoft PowerPoint file.
10/12
Prenatal diagnosis
Pictures from: Bianchi, D. W. 2012. From prenatal genomic diagnosis to fetal personalized medicine: progress and challenges. Nat Med., 18, 1041–1051.
Alkan, C., et al. 2010. Personalized Copy-Number and Segmental Duplication Maps using Next-Generation Sequencing. Nat Genet., 41(10), 1061–1067.
Z score of an observation is the number of
standard deviations it falls above or below
the mean.
-Z score of mean = 0
-Cut-off value of 3 (|Z| > 3)
LOESS method (GC correction)
x --> region
y’ --> corrected counts
f(x) --> mean of counts for that GC%
e(x) --> expected counts (overall average)
11/12
Other references:
Recommended talks:
Munne, S., et al. 2005. Preimplantation genetic diagnosis reduces pregnancy loss in women aged 35 years and older with a history of
recurrent miscarriages. Fertility and Sterility, 84(2), 331-335.
Handyside, A. H. 2013. 24-chromosome copy number analysis: a comparison of available technologies. Fertility and Sterility, 100(3),
595–602.
Life Technologies, Aneuploidy detection by low-pass whole-genome sequencing on the ion PGM™ system, Appl. Note CO06456 0713.
Chen, E. Z., et al. 2011. Noninvasive Prenatal Diagnosis of Fetal Trisomy 18 and Trisomy 13 by Maternal Plasma DNA Sequencing. PLoS
One, 6(7), e21791.
Thanks for your
attention!

More Related Content

What's hot

Invicta ngs fresh poster eshre 2014
Invicta ngs fresh poster eshre 2014Invicta ngs fresh poster eshre 2014
Invicta ngs fresh poster eshre 2014INVICTA GENETICS
 
Preimplantation genetic screening & diagnosis brochures
Preimplantation genetic screening & diagnosis brochuresPreimplantation genetic screening & diagnosis brochures
Preimplantation genetic screening & diagnosis brochuresmedgenome claria
 
I Jornada Actualización en Genética Reproductiva y Fertilidad
I Jornada Actualización en Genética Reproductiva y Fertilidad I Jornada Actualización en Genética Reproductiva y Fertilidad
I Jornada Actualización en Genética Reproductiva y Fertilidad TECNALIA Research & Innovation
 
I Jornada Actualización en Genética Reproductiva y Fertilidad
I Jornada Actualización en Genética Reproductiva y Fertilidad I Jornada Actualización en Genética Reproductiva y Fertilidad
I Jornada Actualización en Genética Reproductiva y Fertilidad TECNALIA Research & Innovation
 
Preimplantation Genetic Diagnosis (PGD) of a wide range of single gene disorders
Preimplantation Genetic Diagnosis (PGD) of a wide range of single gene disordersPreimplantation Genetic Diagnosis (PGD) of a wide range of single gene disorders
Preimplantation Genetic Diagnosis (PGD) of a wide range of single gene disordersMaryam Rafati
 
Invicta robertsonian poster eshre 2014
Invicta robertsonian poster eshre 2014Invicta robertsonian poster eshre 2014
Invicta robertsonian poster eshre 2014INVICTA GENETICS
 
Pre implantation genetic diagnosis (pgd)
Pre implantation genetic diagnosis (pgd)Pre implantation genetic diagnosis (pgd)
Pre implantation genetic diagnosis (pgd)BALASUBRAMANIAM IYER
 
Preimplantation Genetic Diagnosis using Next Generation Sequencing for Social...
Preimplantation Genetic Diagnosis using Next Generation Sequencing for Social...Preimplantation Genetic Diagnosis using Next Generation Sequencing for Social...
Preimplantation Genetic Diagnosis using Next Generation Sequencing for Social...Maryam Rafati
 
PGD and PGS in India - the good, bad and ugly
PGD and PGS in India - the good, bad and uglyPGD and PGS in India - the good, bad and ugly
PGD and PGS in India - the good, bad and uglyDr Aniruddha Malpani
 
PGT Applications and Biopsy procedures - COOK Media workshop- Dubai 2014
PGT Applications and Biopsy procedures - COOK Media workshop- Dubai  2014PGT Applications and Biopsy procedures - COOK Media workshop- Dubai  2014
PGT Applications and Biopsy procedures - COOK Media workshop- Dubai 2014Metwalley Metwalley
 
Preimplantation Genetic Diagnosis and Screening
Preimplantation Genetic Diagnosis and Screening�Preimplantation Genetic Diagnosis and Screening�
Preimplantation Genetic Diagnosis and ScreeningUlun Uluğ
 
Munne Overview Pgd China 2009 11 With Sound
Munne Overview Pgd China 2009 11 With SoundMunne Overview Pgd China 2009 11 With Sound
Munne Overview Pgd China 2009 11 With Soundsmunne
 
Genetics in Congenital Disorders of the Urinary Tract
Genetics in Congenital Disorders of the Urinary TractGenetics in Congenital Disorders of the Urinary Tract
Genetics in Congenital Disorders of the Urinary Tract Maryam Rafati
 
Preimplantation genetic screening
Preimplantation genetic screeningPreimplantation genetic screening
Preimplantation genetic screeningTevfik Yoldemir
 

What's hot (20)

Invicta ngs fresh poster eshre 2014
Invicta ngs fresh poster eshre 2014Invicta ngs fresh poster eshre 2014
Invicta ngs fresh poster eshre 2014
 
PGD-ONE™
PGD-ONE™PGD-ONE™
PGD-ONE™
 
Preimplantation genetic screening & diagnosis brochures
Preimplantation genetic screening & diagnosis brochuresPreimplantation genetic screening & diagnosis brochures
Preimplantation genetic screening & diagnosis brochures
 
I Jornada Actualización en Genética Reproductiva y Fertilidad
I Jornada Actualización en Genética Reproductiva y Fertilidad I Jornada Actualización en Genética Reproductiva y Fertilidad
I Jornada Actualización en Genética Reproductiva y Fertilidad
 
PGD-ONE FM™
PGD-ONE FM™PGD-ONE FM™
PGD-ONE FM™
 
Knl wells
Knl wellsKnl wells
Knl wells
 
I Jornada Actualización en Genética Reproductiva y Fertilidad
I Jornada Actualización en Genética Reproductiva y Fertilidad I Jornada Actualización en Genética Reproductiva y Fertilidad
I Jornada Actualización en Genética Reproductiva y Fertilidad
 
iMGE Test™
iMGE Test™iMGE Test™
iMGE Test™
 
Preimplantation Genetic Diagnosis (PGD) of a wide range of single gene disorders
Preimplantation Genetic Diagnosis (PGD) of a wide range of single gene disordersPreimplantation Genetic Diagnosis (PGD) of a wide range of single gene disorders
Preimplantation Genetic Diagnosis (PGD) of a wide range of single gene disorders
 
Invicta robertsonian poster eshre 2014
Invicta robertsonian poster eshre 2014Invicta robertsonian poster eshre 2014
Invicta robertsonian poster eshre 2014
 
Pre implantation genetic diagnosis (pgd)
Pre implantation genetic diagnosis (pgd)Pre implantation genetic diagnosis (pgd)
Pre implantation genetic diagnosis (pgd)
 
Preimplantation Genetic Diagnosis using Next Generation Sequencing for Social...
Preimplantation Genetic Diagnosis using Next Generation Sequencing for Social...Preimplantation Genetic Diagnosis using Next Generation Sequencing for Social...
Preimplantation Genetic Diagnosis using Next Generation Sequencing for Social...
 
PGD and PGS in India - the good, bad and ugly
PGD and PGS in India - the good, bad and uglyPGD and PGS in India - the good, bad and ugly
PGD and PGS in India - the good, bad and ugly
 
35170
3517035170
35170
 
PGD center setup
PGD center setupPGD center setup
PGD center setup
 
PGT Applications and Biopsy procedures - COOK Media workshop- Dubai 2014
PGT Applications and Biopsy procedures - COOK Media workshop- Dubai  2014PGT Applications and Biopsy procedures - COOK Media workshop- Dubai  2014
PGT Applications and Biopsy procedures - COOK Media workshop- Dubai 2014
 
Preimplantation Genetic Diagnosis and Screening
Preimplantation Genetic Diagnosis and Screening�Preimplantation Genetic Diagnosis and Screening�
Preimplantation Genetic Diagnosis and Screening
 
Munne Overview Pgd China 2009 11 With Sound
Munne Overview Pgd China 2009 11 With SoundMunne Overview Pgd China 2009 11 With Sound
Munne Overview Pgd China 2009 11 With Sound
 
Genetics in Congenital Disorders of the Urinary Tract
Genetics in Congenital Disorders of the Urinary TractGenetics in Congenital Disorders of the Urinary Tract
Genetics in Congenital Disorders of the Urinary Tract
 
Preimplantation genetic screening
Preimplantation genetic screeningPreimplantation genetic screening
Preimplantation genetic screening
 

Viewers also liked

Next generation sequencing in preimplantation genetic screening (NGS in PGS)
Next generation sequencing in preimplantation genetic screening (NGS in PGS)Next generation sequencing in preimplantation genetic screening (NGS in PGS)
Next generation sequencing in preimplantation genetic screening (NGS in PGS)Mahidol University, Thailand
 
Preimplantation genetic diagnosis
Preimplantation genetic diagnosisPreimplantation genetic diagnosis
Preimplantation genetic diagnosisSandesh Kamdi
 
Pgd an overview_dr.laila_bastaki
Pgd an overview_dr.laila_bastakiPgd an overview_dr.laila_bastaki
Pgd an overview_dr.laila_bastaki鋒博 蔡
 
Preimplantation genetic screening (pgs) current ppt
Preimplantation genetic screening (pgs)  current     pptPreimplantation genetic screening (pgs)  current     ppt
Preimplantation genetic screening (pgs) current ppt鋒博 蔡
 
NGS - Basic principles and sequencing platforms
NGS - Basic principles and sequencing platformsNGS - Basic principles and sequencing platforms
NGS - Basic principles and sequencing platformsAnnelies Haegeman
 
Pre-implantation Genetic Diagnosis ( PGD )
Pre-implantation  Genetic Diagnosis ( PGD )Pre-implantation  Genetic Diagnosis ( PGD )
Pre-implantation Genetic Diagnosis ( PGD )Marwan Alhalabi
 
pgs munne Pre genetic screen (1)
pgs   munne  Pre genetic screen (1)pgs   munne  Pre genetic screen (1)
pgs munne Pre genetic screen (1)鋒博 蔡
 
Prenatal diagnosis and fetal therapy
Prenatal diagnosis and fetal therapyPrenatal diagnosis and fetal therapy
Prenatal diagnosis and fetal therapyMohit Satodia
 
Personalized Medicine: Current and Future Perspectives Personalized Medicin...
Personalized Medicine: Current and Future Perspectives 	 Personalized Medicin...Personalized Medicine: Current and Future Perspectives 	 Personalized Medicin...
Personalized Medicine: Current and Future Perspectives Personalized Medicin...MedicineAndHealth
 
Genomic Medicine: Personalized Care for Just Pennies
Genomic Medicine: Personalized Care for Just PenniesGenomic Medicine: Personalized Care for Just Pennies
Genomic Medicine: Personalized Care for Just PenniesHealth Catalyst
 

Viewers also liked (20)

Next generation sequencing in preimplantation genetic screening (NGS in PGS)
Next generation sequencing in preimplantation genetic screening (NGS in PGS)Next generation sequencing in preimplantation genetic screening (NGS in PGS)
Next generation sequencing in preimplantation genetic screening (NGS in PGS)
 
Preimplantation genetic diagnosis
Preimplantation genetic diagnosisPreimplantation genetic diagnosis
Preimplantation genetic diagnosis
 
Pgd an overview_dr.laila_bastaki
Pgd an overview_dr.laila_bastakiPgd an overview_dr.laila_bastaki
Pgd an overview_dr.laila_bastaki
 
Preimplantation genetic screening (pgs) current ppt
Preimplantation genetic screening (pgs)  current     pptPreimplantation genetic screening (pgs)  current     ppt
Preimplantation genetic screening (pgs) current ppt
 
NGS - Basic principles and sequencing platforms
NGS - Basic principles and sequencing platformsNGS - Basic principles and sequencing platforms
NGS - Basic principles and sequencing platforms
 
Pre-implantation Genetic Diagnosis ( PGD )
Pre-implantation  Genetic Diagnosis ( PGD )Pre-implantation  Genetic Diagnosis ( PGD )
Pre-implantation Genetic Diagnosis ( PGD )
 
aCGH in PGD/PGS
aCGH in PGD/PGSaCGH in PGD/PGS
aCGH in PGD/PGS
 
Ngs ppt
Ngs pptNgs ppt
Ngs ppt
 
pgs munne Pre genetic screen (1)
pgs   munne  Pre genetic screen (1)pgs   munne  Pre genetic screen (1)
pgs munne Pre genetic screen (1)
 
9 5-2014 pgs prevention connect
9 5-2014 pgs prevention connect9 5-2014 pgs prevention connect
9 5-2014 pgs prevention connect
 
Geneettinen tulevaisuutemme_8.12._EeroVarila
Geneettinen tulevaisuutemme_8.12._EeroVarilaGeneettinen tulevaisuutemme_8.12._EeroVarila
Geneettinen tulevaisuutemme_8.12._EeroVarila
 
Geneettinen_tulevaisuutemme_8.12.JaakkoKaprio
Geneettinen_tulevaisuutemme_8.12.JaakkoKaprioGeneettinen_tulevaisuutemme_8.12.JaakkoKaprio
Geneettinen_tulevaisuutemme_8.12.JaakkoKaprio
 
Prenatal diagnosis and fetal therapy
Prenatal diagnosis and fetal therapyPrenatal diagnosis and fetal therapy
Prenatal diagnosis and fetal therapy
 
Fetal therapy
Fetal therapyFetal therapy
Fetal therapy
 
Fetal therapy
Fetal therapyFetal therapy
Fetal therapy
 
Fetal therapy
Fetal therapyFetal therapy
Fetal therapy
 
Organelle DNA
Organelle DNAOrganelle DNA
Organelle DNA
 
Intra uterine fetal surgery
Intra uterine fetal surgeryIntra uterine fetal surgery
Intra uterine fetal surgery
 
Personalized Medicine: Current and Future Perspectives Personalized Medicin...
Personalized Medicine: Current and Future Perspectives 	 Personalized Medicin...Personalized Medicine: Current and Future Perspectives 	 Personalized Medicin...
Personalized Medicine: Current and Future Perspectives Personalized Medicin...
 
Genomic Medicine: Personalized Care for Just Pennies
Genomic Medicine: Personalized Care for Just PenniesGenomic Medicine: Personalized Care for Just Pennies
Genomic Medicine: Personalized Care for Just Pennies
 

Similar to Application of NGS technologies to Preimplantation Genetic Diagnosis (PGD)

Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...t7260678
 
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...t7260678
 
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...t7260678
 
Invicta eshre-poster-mitochondrial dna
Invicta eshre-poster-mitochondrial dnaInvicta eshre-poster-mitochondrial dna
Invicta eshre-poster-mitochondrial dnaINVICTA GENETICS
 
Diagnóstico prenatal no invasivo en sangre materna
Diagnóstico prenatal no invasivo en sangre maternaDiagnóstico prenatal no invasivo en sangre materna
Diagnóstico prenatal no invasivo en sangre maternaGinecólogos Privados Ginep
 
Cell free fetal dna testing for prenatal diagnosis
Cell free fetal dna testing for prenatal diagnosisCell free fetal dna testing for prenatal diagnosis
Cell free fetal dna testing for prenatal diagnosisSkander Ben Abdelkrim
 
Improved sensitivit
Improved sensitivitImproved sensitivit
Improved sensitivitt7260678
 
Improved sensitivit
Improved sensitivitImproved sensitivit
Improved sensitivitt7260678
 
progesterone & Miscarriage.pptx
progesterone & Miscarriage.pptxprogesterone & Miscarriage.pptx
progesterone & Miscarriage.pptxHesham Al-Inany
 
Controversies in prenatal diagnosis 3 should everyone
Controversies in prenatal diagnosis 3 should everyoneControversies in prenatal diagnosis 3 should everyone
Controversies in prenatal diagnosis 3 should everyoneLuis Carlos Murillo Valencia
 
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
 
Fetal fraction nipt pnd
Fetal fraction nipt pndFetal fraction nipt pnd
Fetal fraction nipt pnd鋒博 蔡
 
NIPT inservice talk May 2015
NIPT inservice talk May 2015NIPT inservice talk May 2015
NIPT inservice talk May 2015Kathryn Murray
 

Similar to Application of NGS technologies to Preimplantation Genetic Diagnosis (PGD) (20)

Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
 
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
 
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
Applicationofngstechnologiestopreimplantationgeneticdiagnosis 140406120933-ph...
 
Invicta eshre-poster-mitochondrial dna
Invicta eshre-poster-mitochondrial dnaInvicta eshre-poster-mitochondrial dna
Invicta eshre-poster-mitochondrial dna
 
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
 
Diagnóstico prenatal no invasivo en sangre materna
Diagnóstico prenatal no invasivo en sangre maternaDiagnóstico prenatal no invasivo en sangre materna
Diagnóstico prenatal no invasivo en sangre materna
 
Cell free fetal dna testing for prenatal diagnosis
Cell free fetal dna testing for prenatal diagnosisCell free fetal dna testing for prenatal diagnosis
Cell free fetal dna testing for prenatal diagnosis
 
Improved sensitivit
Improved sensitivitImproved sensitivit
Improved sensitivit
 
Improved sensitivit
Improved sensitivitImproved sensitivit
Improved sensitivit
 
progesterone & Miscarriage.pptx
progesterone & Miscarriage.pptxprogesterone & Miscarriage.pptx
progesterone & Miscarriage.pptx
 
Controversies in prenatal diagnosis 3 should everyone
Controversies in prenatal diagnosis 3 should everyoneControversies in prenatal diagnosis 3 should everyone
Controversies in prenatal diagnosis 3 should everyone
 
5.16.11.pediatrics
5.16.11.pediatrics5.16.11.pediatrics
5.16.11.pediatrics
 
5.16.11.pediatrics
5.16.11.pediatrics5.16.11.pediatrics
5.16.11.pediatrics
 
5.16.11.pediatrics
5.16.11.pediatrics5.16.11.pediatrics
5.16.11.pediatrics
 
5.16.11.pediatrics
5.16.11.pediatrics5.16.11.pediatrics
5.16.11.pediatrics
 
Qpcr
QpcrQpcr
Qpcr
 
Qpcr
QpcrQpcr
Qpcr
 
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...
 
Fetal fraction nipt pnd
Fetal fraction nipt pndFetal fraction nipt pnd
Fetal fraction nipt pnd
 
NIPT inservice talk May 2015
NIPT inservice talk May 2015NIPT inservice talk May 2015
NIPT inservice talk May 2015
 

Recently uploaded

Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableDipal Arora
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiAlinaDevecerski
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...narwatsonia7
 
Call Girls Mumbai Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Mumbai Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Mumbai Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Mumbai Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...hotbabesbook
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...chandars293
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escortsaditipandeya
 
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...narwatsonia7
 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsBangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsGfnyt
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipurparulsinha
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escortsvidya singh
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Dipal Arora
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Servicevidya singh
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...chandars293
 

Recently uploaded (20)

Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
 
Call Girls Mumbai Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Mumbai Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Mumbai Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Mumbai Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
 
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
 
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsBangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
 

Application of NGS technologies to Preimplantation Genetic Diagnosis (PGD)

  • 1. Application of NGS technologies to Preimplantation Genetic Diagnosis (PGD) Andreu Paytuví MSc in Bioinformatics, UAB
  • 2. Little bits of history 2/12
  • 3. Little bits of history First baby born from NGS! 3/12
  • 4. Why PGD? Pictures from: Fertility Institute of New Jersey & New York. http://www.center4ivf.com/ (Accessed 28/02/2014). 4/12
  • 5. Why PGD? Pictures from: Chromosome Screening. http://www.chromosome-screening.org/ (Accessed 28/02/2014). 4/12 Exampleofaneuploidy: Turnersyndrome
  • 6. Why PGD? Pictures from: Theisen, A. (2008) Microarray-based comparative genomic hybridization (aCGH). Nature Education 1(1):45 aCGH 2500-3500€ for 6-10 embryos ≈350-400€/embryo Workflow: 16-24h 10 X Y 5/12
  • 7. PGD based on NGS 6/12
  • 8. PGD based on NGS Sequencing 7/12
  • 9. PGD based on NGS 0 10 20 30 40 50 60 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 X Y Percentage(%) Chromosomes seqtk comp hs37m.fa.gz | awk '/^[0-9MXY]/{x=$4+$5;y=x+$3+$6;print $1"t"x/y}' Sequencing GC bias correction 7/12
  • 10. Data analysis Picture from: Rico, Alan. Pre-implantation Genetic Testing on Ion Torrent™ PGM™ System. Ion Tour 2013, Life Technologies. Microsoft PowerPoint file. Based on Hidden Markov Model (HMM): - States: Ploidy status (monosomy, disomy, etc.). - Observations: coverage (1X, 2X, 5X, 10X, etc.). 8/12
  • 11. Data analysis Picture from: Rico, Alan. Pre-implantation Genetic Testing on Ion Torrent™ PGM™ System. Ion Tour 2013, Life Technologies. Microsoft PowerPoint file. Based on Hidden Markov Model (HMM): - States: Ploidy status (monosomy, disomy, etc.). - Observations: coverage (1X, 2X, 5X, 10X, etc.). 8/12
  • 12. Data analysis Ion PGM™ 150K reads aCGH Up to 32 embryos per run ≈70€/embryo Workflow: ≈15h Pictures from: Rico, Alan. Pre-implantation Genetic Testing on Ion Torrent™ PGM™ System. Ion Tour 2013, Life Technologies. Microsoft PowerPoint file. 9/12
  • 13. Data analysis CFTR case Picture from: Treff, N. 2013. Evaluation of targeted next-generation sequencing–based preimplantation genetic diagnosis of monogenic disease. Fertility And Sterility, 99:5, p. 1377-1390. Picture from: Rico, Alan. Pre-implantation Genetic Testing on Ion Torrent™ PGM™ System. Ion Tour 2013, Life Technologies. Microsoft PowerPoint file. 10/12
  • 14. Prenatal diagnosis Pictures from: Bianchi, D. W. 2012. From prenatal genomic diagnosis to fetal personalized medicine: progress and challenges. Nat Med., 18, 1041–1051. Alkan, C., et al. 2010. Personalized Copy-Number and Segmental Duplication Maps using Next-Generation Sequencing. Nat Genet., 41(10), 1061–1067. Z score of an observation is the number of standard deviations it falls above or below the mean. -Z score of mean = 0 -Cut-off value of 3 (|Z| > 3) LOESS method (GC correction) x --> region y’ --> corrected counts f(x) --> mean of counts for that GC% e(x) --> expected counts (overall average) 11/12
  • 15. Other references: Recommended talks: Munne, S., et al. 2005. Preimplantation genetic diagnosis reduces pregnancy loss in women aged 35 years and older with a history of recurrent miscarriages. Fertility and Sterility, 84(2), 331-335. Handyside, A. H. 2013. 24-chromosome copy number analysis: a comparison of available technologies. Fertility and Sterility, 100(3), 595–602. Life Technologies, Aneuploidy detection by low-pass whole-genome sequencing on the ion PGM™ system, Appl. Note CO06456 0713. Chen, E. Z., et al. 2011. Noninvasive Prenatal Diagnosis of Fetal Trisomy 18 and Trisomy 13 by Maternal Plasma DNA Sequencing. PLoS One, 6(7), e21791. Thanks for your attention!