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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 
Example of aneuploidy: 
Turner syndrome
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 
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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!

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  • 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 Example of aneuploidy: Turner syndrome
  • 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!