SlideShare a Scribd company logo
1 of 15
Next generation sequencing in
      multiple sclerosis
          Chris Cotsapas
     Neurology/Genetics @ Yale
         cotsapaslab.info
Acknowledgements
•   John Murdoch
•   Cristin Aubin
•   Stephan Sanders
•   Matthew State
•   Phil De Jager
•   David Hafler
•   Yale Keck YCGA; Mane Shrikant
Multiple sclerosis
MS NGS, oh yes
• Discover variation in/around 35 MS candidate
  genes in 1500 cases and 1500 controls
• Validate hits in 10,000 cases and 10,000
  controls
• Test hypotheses of overall and pathway
  burden, common/rare combinations
Targets
           IL23R           CD58        RGS1                         KIF21B                                    CXCR4            TMEM39A
           IL12A            IL7R      PTGER4                         IL12B                                TNFAIP3                IL7
           JAK2           MLANA        IL2RA                        ZMIZ1                                     NKX2.3             CD6
            SIAE         TNFRSF1A     MGST1                          IL23A                                    SH2B3            PTPN11
        MPHOSPH9         CDK2AP1      CLEC16A                       SOCS1                                      IRF8             STAT3
           TYK2            CD40        OLIG3                        TBRG1                                     SPA17
                                                                  RNF40
                                                                      STX1B




                                                                             KIF21B
                                                                                 STX4


                                                                       CACNA1S
                                                                                                 P4HA2
                                                       PHKG2                                SETD1A
                                                                                                SRCAP
                                               ITGAL                                             RAD50

                                                                                                IRF1                  ZNF768



                                                                             STAT5B                    EBF1
                                                                              STAT5A
                                                                 IL12B
                                                                IL5             STAT3
                                                               CSF2
                                                               CTF1
                                                                IL3    JAK2
                                                                                        INSL6
                                                                     IL23R
                                                 C1orf106          IL12RB2



                                                                                                               PTRF



Rossin et al, Cotsapas et al PLoS Genet 2011                             DCTPP1
Experimental design




John Murdoch, Cristin Aubin
Conservative MAF representation with
          different pool sizes
14.00%


12.00%


10.00%


 8.00%                                 2.59%
                                                         Min. Allele %
 6.00%                                                   Mean Allele %


 4.00%


 2.00%


 0.00%
         0   2   4   6   8   10   12    14     16   18
Raindance technology
GERALD


                   Align to
                  reference

                              Convert to
                              SAMtools


                                           Trim to Target


           Coverage
                                                      Sort and Pileup


                    Error Rate                                      Filter SNPs



                                 Results                                          Annotate

Stephan Sanders
State of play: 656 cases, 640 controls
Summary statistics (per pool, with sd)
• Barcoded reads passing filter per pool: 21 mil (6.5 mil)

• Mean coverage per pool: 3066x (649x)

• % bases > 80x coverage 97.7 (1.2)

• % bases on-genome: 87.8 (1.4)

• % bases on-target 66.7 (6.0)
   – drop-off due to residual genomic DNA

• Mean error rate: 0.51% (0.1%)

• Ti/Tv = 3.97
Summary statistics by status
                            Case [mean(sd)]            Control [mean(sd)]
  Sample N                            656                        640
  Total passed reads/pool     21.1 million (6.9 mil)     20.9 million (6.2 mil)
  Mean coverage/pool              3063x (680x)               3069x (619x)
  Lane representation             49.9% (7.0%)               50.2% (7.0%)
  % bases 80x                     97.6% (1.0%)               97.9% (1.3%)
  % bases on-genome               87.9% (1.3%)               87.6% (1.5%)
  % bases on-target               66.9% (5.1%)               66.4% (6.9%)
  Error rate                     0.51% (0.10%)              0.51% (0.09%)


John Murdoch
C-alpha distributional testing
    • Test categories
           – Missense/splice variants < 5% MAF
           – Silent variants < 5% MAF
           – All singletons

    Gene        M/SS         M/SS       Silent    Silent     Singleton   Singleton
                counts       Calpha p   counts    Calpha p   counts      Calpha p
    JAK2        2/7          0.04       408/401   0.91       34/45       0.18
    IL2RA       4/0          0.05       94/75     0.19       17/16       0.86
    NKX2-3      1/1          0.50       691/660   0.69       3/8         0.06
    IRF8        1/3          0.12       211/222   0.42       35/13       0.0016


Stephan Sanders, Ben Neale
Future work
• Collect remaining data
• PCR-based validation
  – Per-sample genotypes
• Replicate in 10K/10K cohort (Q2/2012)
• GWAS/Immunochip integration
  – Condition on common variants
• Pathway burden analysis
Last impressions

More Related Content

Viewers also liked

Creando el mapa de la susceptibilidad genética y un modelo de patogénesis en ...
Creando el mapa de la susceptibilidad genética y un modelo de patogénesis en ...Creando el mapa de la susceptibilidad genética y un modelo de patogénesis en ...
Creando el mapa de la susceptibilidad genética y un modelo de patogénesis en ...Fundación Ramón Areces
 
Multiple Sclerosis
Multiple SclerosisMultiple Sclerosis
Multiple Sclerosisfitango
 
Effects of Antioxidants on Age and Multiple Sclerosis-Related Oxidative Stress
Effects of Antioxidants on Age and Multiple Sclerosis-Related Oxidative StressEffects of Antioxidants on Age and Multiple Sclerosis-Related Oxidative Stress
Effects of Antioxidants on Age and Multiple Sclerosis-Related Oxidative Stressarsosa
 
MS Genetics Presentation_Julia_Feb 2014Invesot
MS Genetics Presentation_Julia_Feb 2014InvesotMS Genetics Presentation_Julia_Feb 2014Invesot
MS Genetics Presentation_Julia_Feb 2014InvesotDr. Julia Rothman
 
Challenges in the treatment against multiple sclerosis
Challenges in the treatment against multiple sclerosisChallenges in the treatment against multiple sclerosis
Challenges in the treatment against multiple sclerosisNicolas Farrands
 
Multiple Sclerosis Diagnostics Dr C Bourque
Multiple Sclerosis Diagnostics Dr C BourqueMultiple Sclerosis Diagnostics Dr C Bourque
Multiple Sclerosis Diagnostics Dr C BourqueMedicineAndDermatology
 
Disease modifying therapy presentation
Disease modifying therapy presentationDisease modifying therapy presentation
Disease modifying therapy presentationNick W.
 
MS Disease modifying agents for multiple sclerosis
MS Disease modifying agents for multiple sclerosisMS Disease modifying agents for multiple sclerosis
MS Disease modifying agents for multiple sclerosisHossam Sayed
 
Multiple Sclerosis SEMINAR
 Multiple Sclerosis SEMINAR Multiple Sclerosis SEMINAR
Multiple Sclerosis SEMINARfareedresidency
 
Genetic Insights Into Multiple Sclerosis Pathogenesis
Genetic Insights Into Multiple Sclerosis PathogenesisGenetic Insights Into Multiple Sclerosis Pathogenesis
Genetic Insights Into Multiple Sclerosis PathogenesisAaron Sparshott
 
Multiple sclerosis
Multiple sclerosisMultiple sclerosis
Multiple sclerosisOsama Ragab
 

Viewers also liked (15)

Vitamin D
Vitamin DVitamin D
Vitamin D
 
Creando el mapa de la susceptibilidad genética y un modelo de patogénesis en ...
Creando el mapa de la susceptibilidad genética y un modelo de patogénesis en ...Creando el mapa de la susceptibilidad genética y un modelo de patogénesis en ...
Creando el mapa de la susceptibilidad genética y un modelo de patogénesis en ...
 
Multiple Sclerosis
Multiple SclerosisMultiple Sclerosis
Multiple Sclerosis
 
Multiple Sclerosis[1]
Multiple Sclerosis[1]Multiple Sclerosis[1]
Multiple Sclerosis[1]
 
Effects of Antioxidants on Age and Multiple Sclerosis-Related Oxidative Stress
Effects of Antioxidants on Age and Multiple Sclerosis-Related Oxidative StressEffects of Antioxidants on Age and Multiple Sclerosis-Related Oxidative Stress
Effects of Antioxidants on Age and Multiple Sclerosis-Related Oxidative Stress
 
MS Genetics Presentation_Julia_Feb 2014Invesot
MS Genetics Presentation_Julia_Feb 2014InvesotMS Genetics Presentation_Julia_Feb 2014Invesot
MS Genetics Presentation_Julia_Feb 2014Invesot
 
Challenges in the treatment against multiple sclerosis
Challenges in the treatment against multiple sclerosisChallenges in the treatment against multiple sclerosis
Challenges in the treatment against multiple sclerosis
 
Multiple Sclerosis Diagnostics Dr C Bourque
Multiple Sclerosis Diagnostics Dr C BourqueMultiple Sclerosis Diagnostics Dr C Bourque
Multiple Sclerosis Diagnostics Dr C Bourque
 
Disease modifying therapy presentation
Disease modifying therapy presentationDisease modifying therapy presentation
Disease modifying therapy presentation
 
Multiple sclerosis
Multiple sclerosisMultiple sclerosis
Multiple sclerosis
 
MS Disease modifying agents for multiple sclerosis
MS Disease modifying agents for multiple sclerosisMS Disease modifying agents for multiple sclerosis
MS Disease modifying agents for multiple sclerosis
 
Multiple Sclerosis SEMINAR
 Multiple Sclerosis SEMINAR Multiple Sclerosis SEMINAR
Multiple Sclerosis SEMINAR
 
Genetic Insights Into Multiple Sclerosis Pathogenesis
Genetic Insights Into Multiple Sclerosis PathogenesisGenetic Insights Into Multiple Sclerosis Pathogenesis
Genetic Insights Into Multiple Sclerosis Pathogenesis
 
Gbs 2010
Gbs 2010Gbs 2010
Gbs 2010
 
Multiple sclerosis
Multiple sclerosisMultiple sclerosis
Multiple sclerosis
 

Similar to Cotsapas ASHG 2011 (10)

Dr. Stephen Chanock: Genome-wide Association Studies
Dr. Stephen Chanock: Genome-wide Association StudiesDr. Stephen Chanock: Genome-wide Association Studies
Dr. Stephen Chanock: Genome-wide Association Studies
 
Blackmore, Murray
Blackmore, MurrayBlackmore, Murray
Blackmore, Murray
 
Boston liver aasld
Boston liver  aasldBoston liver  aasld
Boston liver aasld
 
Identifying candidate targets for Cancer Therapy with Integrated Text Mining ...
Identifying candidate targets for Cancer Therapy with Integrated Text Mining ...Identifying candidate targets for Cancer Therapy with Integrated Text Mining ...
Identifying candidate targets for Cancer Therapy with Integrated Text Mining ...
 
COVID-19, Endotheliitis, & Long-Term Cardiovascular Effects
COVID-19, Endotheliitis, & Long-Term Cardiovascular EffectsCOVID-19, Endotheliitis, & Long-Term Cardiovascular Effects
COVID-19, Endotheliitis, & Long-Term Cardiovascular Effects
 
Results of DNA Horses before Columbus research by geneticist Alessandro Achilli
Results of DNA Horses before Columbus research by geneticist Alessandro AchilliResults of DNA Horses before Columbus research by geneticist Alessandro Achilli
Results of DNA Horses before Columbus research by geneticist Alessandro Achilli
 
Dr. Campo MCL
Dr. Campo MCLDr. Campo MCL
Dr. Campo MCL
 
Dr. Campo MCL
Dr. Campo MCLDr. Campo MCL
Dr. Campo MCL
 
Dc mol testing7oct14
Dc mol testing7oct14Dc mol testing7oct14
Dc mol testing7oct14
 
Schematic of easybee
Schematic of easybeeSchematic of easybee
Schematic of easybee
 

More from Chris Cotsapas

The common architecture of autoimmune disease
The common architecture of autoimmune diseaseThe common architecture of autoimmune disease
The common architecture of autoimmune diseaseChris Cotsapas
 
Genetics of gene expression primer
Genetics of gene expression primerGenetics of gene expression primer
Genetics of gene expression primerChris Cotsapas
 
Common genetic association in autoimmune diseases - Update
Common genetic association in autoimmune diseases - UpdateCommon genetic association in autoimmune diseases - Update
Common genetic association in autoimmune diseases - UpdateChris Cotsapas
 
Mouse pharmacogenomics
Mouse pharmacogenomicsMouse pharmacogenomics
Mouse pharmacogenomicsChris Cotsapas
 
Common genetic association in autoimmune diseases
Common genetic association in autoimmune diseasesCommon genetic association in autoimmune diseases
Common genetic association in autoimmune diseasesChris Cotsapas
 

More from Chris Cotsapas (6)

eQTL Jamboree 2011
eQTL Jamboree 2011eQTL Jamboree 2011
eQTL Jamboree 2011
 
The common architecture of autoimmune disease
The common architecture of autoimmune diseaseThe common architecture of autoimmune disease
The common architecture of autoimmune disease
 
Genetics of gene expression primer
Genetics of gene expression primerGenetics of gene expression primer
Genetics of gene expression primer
 
Common genetic association in autoimmune diseases - Update
Common genetic association in autoimmune diseases - UpdateCommon genetic association in autoimmune diseases - Update
Common genetic association in autoimmune diseases - Update
 
Mouse pharmacogenomics
Mouse pharmacogenomicsMouse pharmacogenomics
Mouse pharmacogenomics
 
Common genetic association in autoimmune diseases
Common genetic association in autoimmune diseasesCommon genetic association in autoimmune diseases
Common genetic association in autoimmune diseases
 

Recently uploaded

Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...Dipal Arora
 
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 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 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 Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...Taniya Sharma
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...astropune
 
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
 
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...vidya singh
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeCall Girls Delhi
 
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...astropune
 
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
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...Taniya Sharma
 
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...jageshsingh5554
 
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
 
Chandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableChandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableDipal Arora
 
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...Arohi Goyal
 
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
 

Recently uploaded (20)

Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
 
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 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 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 Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
 
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
 
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
 
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
 
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
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
 
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
 
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...
 
Chandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableChandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD available
 
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
 
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
 

Cotsapas ASHG 2011

  • 1. Next generation sequencing in multiple sclerosis Chris Cotsapas Neurology/Genetics @ Yale cotsapaslab.info
  • 2. Acknowledgements • John Murdoch • Cristin Aubin • Stephan Sanders • Matthew State • Phil De Jager • David Hafler • Yale Keck YCGA; Mane Shrikant
  • 4. MS NGS, oh yes • Discover variation in/around 35 MS candidate genes in 1500 cases and 1500 controls • Validate hits in 10,000 cases and 10,000 controls • Test hypotheses of overall and pathway burden, common/rare combinations
  • 5. Targets IL23R CD58 RGS1 KIF21B CXCR4 TMEM39A IL12A IL7R PTGER4 IL12B TNFAIP3 IL7 JAK2 MLANA IL2RA ZMIZ1 NKX2.3 CD6 SIAE TNFRSF1A MGST1 IL23A SH2B3 PTPN11 MPHOSPH9 CDK2AP1 CLEC16A SOCS1 IRF8 STAT3 TYK2 CD40 OLIG3 TBRG1 SPA17 RNF40 STX1B KIF21B STX4 CACNA1S P4HA2 PHKG2 SETD1A SRCAP ITGAL RAD50 IRF1 ZNF768 STAT5B EBF1 STAT5A IL12B IL5 STAT3 CSF2 CTF1 IL3 JAK2 INSL6 IL23R C1orf106 IL12RB2 PTRF Rossin et al, Cotsapas et al PLoS Genet 2011 DCTPP1
  • 7. Conservative MAF representation with different pool sizes 14.00% 12.00% 10.00% 8.00% 2.59% Min. Allele % 6.00% Mean Allele % 4.00% 2.00% 0.00% 0 2 4 6 8 10 12 14 16 18
  • 9. GERALD Align to reference Convert to SAMtools Trim to Target Coverage Sort and Pileup Error Rate Filter SNPs Results Annotate Stephan Sanders
  • 10. State of play: 656 cases, 640 controls
  • 11. Summary statistics (per pool, with sd) • Barcoded reads passing filter per pool: 21 mil (6.5 mil) • Mean coverage per pool: 3066x (649x) • % bases > 80x coverage 97.7 (1.2) • % bases on-genome: 87.8 (1.4) • % bases on-target 66.7 (6.0) – drop-off due to residual genomic DNA • Mean error rate: 0.51% (0.1%) • Ti/Tv = 3.97
  • 12. Summary statistics by status Case [mean(sd)] Control [mean(sd)] Sample N 656 640 Total passed reads/pool 21.1 million (6.9 mil) 20.9 million (6.2 mil) Mean coverage/pool 3063x (680x) 3069x (619x) Lane representation 49.9% (7.0%) 50.2% (7.0%) % bases 80x 97.6% (1.0%) 97.9% (1.3%) % bases on-genome 87.9% (1.3%) 87.6% (1.5%) % bases on-target 66.9% (5.1%) 66.4% (6.9%) Error rate 0.51% (0.10%) 0.51% (0.09%) John Murdoch
  • 13. C-alpha distributional testing • Test categories – Missense/splice variants < 5% MAF – Silent variants < 5% MAF – All singletons Gene M/SS M/SS Silent Silent Singleton Singleton counts Calpha p counts Calpha p counts Calpha p JAK2 2/7 0.04 408/401 0.91 34/45 0.18 IL2RA 4/0 0.05 94/75 0.19 17/16 0.86 NKX2-3 1/1 0.50 691/660 0.69 3/8 0.06 IRF8 1/3 0.12 211/222 0.42 35/13 0.0016 Stephan Sanders, Ben Neale
  • 14. Future work • Collect remaining data • PCR-based validation – Per-sample genotypes • Replicate in 10K/10K cohort (Q2/2012) • GWAS/Immunochip integration – Condition on common variants • Pathway burden analysis