Supplementary Material to. Genome-wide association study identifies new HLA Class II haplotypes strongly protective against narcolepsy

Size: px
Start display at page:

Download "Supplementary Material to. Genome-wide association study identifies new HLA Class II haplotypes strongly protective against narcolepsy"

Transcription

1 Supplementary Material to Genome-wide association study identifies new HLA Class II haplotypes strongly protective against narcolepsy Hyun Hor, 1,2, Zoltán Kutalik, 3,4, Yves Dauvilliers, 2,5 Armand Valsesia, 3,4,6 Gert J. Lammers, 7 Claire E.H.M. Donjacour, 7 Alex Iranzo, 8 Joan Santamaria, 8 Rosa Peraita Adrados, 9 José L. Vicario, 10 Sebastiaan Overeem, 11,12 Isabelle Arnulf, 13 Ioannis Theodorou, 14 Poul Jennum, 15 Stine Knudsen, 15 Claudio Bassetti, 16 Johannes Mathis, 17 Michel Lecendreux, 18 Geert Mayer, 19 Peter Geisler, 20 Antonio Benetó, 21 Brice Petit, 1 Corinne Pfister, 1 Julie Vienne Bürki, 1 Gérard Didelot, 1 Michel Billiard, 5 Guadalupe Ercilla, 22 Willem Verduijn, 23 Frans H.J. Claas, 23 Peter Vollenwider, 24 Gerard Waeber, 24 Dawn M. Waterworth, 25 Vincent Mooser, 25 Raphaël Heinzer, 26 Jacques S. Beckmann, 3,27 Sven Bergmann, 3,4 and Mehdi Tafti 1,26 *

2 Supplementary Note Extended 8.1 haplotype analysis We estimated the extent of the discovered protective haplotype (DRB1*1301-DQB1*0603) by phasing our genotype data (using PLINK 1 ) to reveal all HLA 8.1 ancestral haplotypes present in our population. We then selected individuals that carried exactly one copy of the DRB1*1301-DQB1*0603 haplotype and one copy of the DRB1*1501-DQB1*0602. Next we examined whether they carry shared HLA-A*0101-HLA-B*0801 haplotype, in which case the DRB1*1301-DQB1*0603 signal could extend to the full 8.1 extended ancestry haplotype. Tagging SNPs rs , rs and rs , rs were used for HLA-A and HLA-B, respectively. Only the CATT haplotype was shared among the DRB1*1301-DQB1*0603 controls, but this haplotype was frequently found also in non- DRB1*1301-DQB1*0603 carriers (Supplementary Figure 2a). This excludes that the protective signal extends beyond the HLA Class II region. For the DRB1*0301-DQB1*0200, we found that CACT is the only haplotype that is found in (almost) all DRB1*0301-DQB1*0200 carriers, but this haplotype is frequent amongst DRB1*0301-DQB1*0200 non-carriers too. This again, illustrates that the newly discovered signal cannot extend beyond the HLA Class II region. CNV analysis For the CNV analysis we derived copy number (CN) ratios from the raw CEL files. These ratios allowed us to estimate whether a genomic region is duplicated or deleted compared to a reference. All the normalization steps were done using the Aroma.affymetrix framework 1 and included Allelic Cross-talk calibration 2 to correct for differences between SNP s and offset in CN probes; intensity summarization using Robust Median Average and correction for any PCR amplification bias inherent to the Affymetrix SNP platform. To estimate the CN ratios for a given sample at a given SNP or CN probe, we computed the log 2 ratio of the normalized intensity of this probe divided by the median across all the samples from the same batch.

3 Raw copy number ratios were smoothed along physical position using Loess filtering with a 41-probe window size. Next, four component Gaussian mixture model (one component for each of the following copy number states: deletion, copy-neutral, 1 and 2 additional copy) was fitted to the smoothed copy number ratios with a constraint on the difference between the mixture means. Next, for a given individual we determined the probabilities for each copy number states. The copy number was finally determined as the expected copy number (dosage) and rounded to the nearest integer. Since CNV calls showed batch-specific hybridization efficiency, we used the batch-incidence matrix as covariate in addition to the principal components to correct for the batch effect. This substantially reduced the effective sample size, since batches with only case/control subjects were ignored. The subsequent genome-wide search for association between narcolepsy and CNVs revealed three genomic regions within the HLA class II region (best hit probe CN_425606, P = 4 x ). These CNV regions are part of previously identified CNVs 3-8 : (1) the first region extends approximately 40kb ( ) and contains HLA-DRB5; (2) the second region ( ) is 25kb long and contains the HLA-DQA1 gene; (3) the last region ( ) is 10kb long and is in between DQB1 and DQA2 (Supplementary Figure 1). No other genomic region showed significant (P < 10-6 ) association with narcolepsy in our sample. However, considering that genomic reorganizations within the HLA Class II region, due to the presence or absence of different DRB1 gens and several pseudogenes, give rise to at least 8 different haplotypes, the 3 identified CNVs may not be independent of HLA class II haplotypes. Accordingly, qpcr analysis indicated that the first CNV mainly tags the presence of DRB5, which is only present within the DRB51 (DRB1*15 and DRB1*16) haplotype. Note that more cases are DRB1*1501 homozygous and that among DRB1*1501 heterozygous, DRB1*1601 is significantly increased in cases. The second CNV could not be confirmed by qpcr and did not yield any multiple copy number. This apparent/pseudo CNV might stem from the high polymorphism of the region resulting in different hybridization signals. The third CNV corresponds to a hot spot of recombination immediately centromeric to DQB1. Note that SNP rs (32,808,061) is located just 2.5kb centromeric of this CNV region. Again this CNV could not be confirmed to be independent of HLA haplotypes, indicating that these CNVs are common genomic reorganizations reliably tagged by SNPs and HLA haplotypes, as recently found also in several other HLA-associated disorders 9.

4 Supplementary Table 1. Genome-wide association top hit SNPs (p<10-5 ) Chr Pos rs# A B r-sqhat AF 9 AF (case) odds ratio odds ratio CI95 P Gene Distance (kb)* rs A G [ ] 6.50E-06 UGT2B rs A G [ ] 1.44E-06 OR12D rs A G [ ] 2.04E-06 GABBR rs A C [ ] 7.37E-06 SORCS rs C T [ ] 7.32E-06 SORCS rs C T [ ] 7.54E-06 ATP12A rs C T [ ] 3.38E-06 LAMA1 0 Chr: chromosome, Pos: physical map position, r-sq-hat: imputation quality, AF: frequency, CI95: 95% confidence interval, * 0 indicate that the SNP maps within the indicated gene. In case when multiple hits are all below the threshold and are within 10kb from each other, only the one with the lowest p-value is reported.

5 Supplementary Table 2. Replication attempt of two selected top hits from Supplementary Table 1 Chr Pos rs# Gene Distance to Gene (kb) risk other r-sq-hat rs ATP12A 8 T C rs LAMA1 0 C T 1 stage effect freq controls cases odds ratio odds ratio CI95 discovery [ ] 7.54x10-6 replication [ ] 0.9 combined [ ] 1.89x10-5 discovery [ ] 3.38x10-6 replication [ ] 0.8 combined [ ] 2.01x10-5 P Abbreviations as in Supplementary Table 1. Supplementary Table 3. Genome-wide analysis of SNP associations (p<10-5 ) in HLA-DRB1*1501 positive individuals. Chr Pos rs# A B r-sqhat AF 9 AF (case) odds ratio odds ratio CI95 P Gene Distance (kb) rs A T [ ] 5.14E-06 SLC2A rs A G [ ] 5.68E-06 NOTCH rs G T [ ] 1.14E-07 C6orf rs C G [ ] 8.62E-07 BTNL rs A C [ ] 4.65E-08 HLA-DQA rs A G [ ] 2.31E-06 FLJ rs A G [ ] 5.98E-06 NTF rs C T [ ] 8.94E-06 BTG rs A G [ ] 4.67E-06 HAL rs G T [ ] 5.81E-06 SNX rs C T [ ] 2.90E-06 CACNG5 27 Abbreviations as in Supplementary Table 1.

6 Supplementary Figure 1. Phased extended 8.1 haplotype structure of the HLA-DRB1*1501/HLA- DRB1*03-DQB1*02 (a) (b) (a) Extended 8.1 haplotype configurations for DRB1*1301-DQB1*0603 carriers and non-carriers. No single HLA-A-HLA-B haplotype can distinguish between DRB1*1301-DQB1*0603 carriers and non-carriers. (b) Extended 8.1 haplotype configurations for DRB1*03-DQB1*02 carriers and non-carriers. Here, again, no single HLA-A-HLA-B haplotype can distinguish between DRB1*03-DQB1*02 carriers and non-carriers.

7 Supplementary Figure 2. Manhattan plot for CNV and SNP associations in the HLA region (a) (b) (a) Manhattan plot for SNP and CNV associations in the HLA region. For this analysis we used the batch incidence matrix as covariates in the logistic regression (both for SNPs and CNVs to retain comparability of the results). One can observe that the top CNV and SNPs signals are of the same strength hence one cannot determine causality. (b) Manhattan plot for SNP and CNV associations in the HLA region for HLA positive individuals only corrected for the copy number of the HLA-DRB1 haplotype. For this analysis we used the batch incidence matrix and the rs genotype as covariates in the logistic regression (both for SNPs and CNVs to retain comparability of the results). HLA-DRB1*1501 independent CNV signals emerge in the DRB5 and DQA1 regions.

8 Reference: 1. Bengtsson, H., Simpson, K., Bullard, J. & K. Hansen, K. A generic framework in R for analyzing small to very large Affymetrix data sets in bounded memory, Tech. Report #745 (Department of Statistics, University of California, Berkeley, 2008). 2. Bengtsson, H., Irizarry, R., Carvalho, B. & Speed, T.P. Estimation and assessment of raw copy numbers at the single locus level. Bioinformatics 24, (2008). 3. Korbel, J.O. et al. Systematic prediction and validation of breakpoints associated with copy-number variants in the human genome. Proc Natl Acad Sci U S A 104, (2007). 4. McCarroll, S.A. et al. Integrated detection and population-genetic analysis of SNPs and copy number variation. Nat Genet 40, (2008). 5. Perry, G.H. et al. Copy number variation and evolution in humans and chimpanzees. Genome Res 18, (2008). 6. Redon, R. et al. Global variation in copy number in the human genome. Nature 444, (2006). 7. Wheeler, D.A. et al. The complete genome of an individual by massively parallel DNA sequencing. Nature 452, (2008). 8. Wong, K.K. et al. A comprehensive analysis of common copy-number variations in the human genome. Am J Hum Genet 80, (2007). 9. Wellcome Trust Case Control, C. Genome-wide association study of CNVs in 16,000 cases of eight common diseases and 3,000 shared controls. Nature 464,

Cover Page. The handle holds various files of this Leiden University dissertation.

Cover Page. The handle   holds various files of this Leiden University dissertation. Cover Page The handle http://hdl.handle.net/1887/49010 holds various files of this Leiden University dissertation. Author: Heide, A. van der Title: Unravelling narcolepsy : from pathophysiology to measuring

More information

Whole-genome detection of disease-associated deletions or excess homozygosity in a case control study of rheumatoid arthritis

Whole-genome detection of disease-associated deletions or excess homozygosity in a case control study of rheumatoid arthritis HMG Advance Access published December 21, 2012 Human Molecular Genetics, 2012 1 13 doi:10.1093/hmg/dds512 Whole-genome detection of disease-associated deletions or excess homozygosity in a case control

More information

Statistical Analysis of Single Nucleotide Polymorphism Microarrays in Cancer Studies

Statistical Analysis of Single Nucleotide Polymorphism Microarrays in Cancer Studies Statistical Analysis of Single Nucleotide Polymorphism Microarrays in Cancer Studies Stanford Biostatistics Workshop Pierre Neuvial with Henrik Bengtsson and Terry Speed Department of Statistics, UC Berkeley

More information

New Enhancements: GWAS Workflows with SVS

New Enhancements: GWAS Workflows with SVS New Enhancements: GWAS Workflows with SVS August 9 th, 2017 Gabe Rudy VP Product & Engineering 20 most promising Biotech Technology Providers Top 10 Analytics Solution Providers Hype Cycle for Life sciences

More information

Supplementary note: Comparison of deletion variants identified in this study and four earlier studies

Supplementary note: Comparison of deletion variants identified in this study and four earlier studies Supplementary note: Comparison of deletion variants identified in this study and four earlier studies Here we compare the results of this study to potentially overlapping results from four earlier studies

More information

Global variation in copy number in the human genome

Global variation in copy number in the human genome Global variation in copy number in the human genome Redon et. al. Nature 444:444-454 (2006) 12.03.2007 Tarmo Puurand Study 270 individuals (HapMap collection) Affymetrix 500K Whole Genome TilePath (WGTP)

More information

Supplementary Figures

Supplementary Figures Supplementary Figures Supplementary Fig 1. Comparison of sub-samples on the first two principal components of genetic variation. TheBritishsampleisplottedwithredpoints.The sub-samples of the diverse sample

More information

DQB1 LOCUS AND THE RISK AND PROTECTION IN NARCOLEPSY WITH CATAPLEXY

DQB1 LOCUS AND THE RISK AND PROTECTION IN NARCOLEPSY WITH CATAPLEXY DQB1 LOCUS AND THE RISK AND PROTECTION IN NARCOLEPSY WITH CATAPLEXY http://dx.doi.org/10.5665/sleep.3300 DQB1 Locus Alone Explains Most of the Risk and Protection in Narcolepsy with Cataplexy in Europe

More information

Effects of age-at-diagnosis and duration of diabetes on GADA and IA-2A positivity

Effects of age-at-diagnosis and duration of diabetes on GADA and IA-2A positivity Effects of age-at-diagnosis and duration of diabetes on GADA and IA-2A positivity Duration of diabetes was inversely correlated with age-at-diagnosis (ρ=-0.13). However, as backward stepwise regression

More information

LTA Analysis of HapMap Genotype Data

LTA Analysis of HapMap Genotype Data LTA Analysis of HapMap Genotype Data Introduction. This supplement to Global variation in copy number in the human genome, by Redon et al., describes the details of the LTA analysis used to screen HapMap

More information

Genomic structural variation

Genomic structural variation Genomic structural variation Mario Cáceres The new genomic variation DNA sequence differs across individuals much more than researchers had suspected through structural changes A huge amount of structural

More information

Abstract. Optimization strategy of Copy Number Variant calling using Multiplicom solutions APPLICATION NOTE. Introduction

Abstract. Optimization strategy of Copy Number Variant calling using Multiplicom solutions APPLICATION NOTE. Introduction Optimization strategy of Copy Number Variant calling using Multiplicom solutions Michael Vyverman, PhD; Laura Standaert, PhD and Wouter Bossuyt, PhD Abstract Copy number variations (CNVs) represent a significant

More information

Supplementary Figure 1 Dosage correlation between imputed and genotyped alleles Imputed dosages (0 to 2) of 2-digit alleles (red) and 4-digit alleles

Supplementary Figure 1 Dosage correlation between imputed and genotyped alleles Imputed dosages (0 to 2) of 2-digit alleles (red) and 4-digit alleles Supplementary Figure 1 Dosage correlation between imputed and genotyped alleles Imputed dosages (0 to 2) of 2-digit alleles (red) and 4-digit alleles (green) of (A) HLA-A, HLA-B, (C) HLA-C, (D) HLA-DQA1,

More information

Introduction to Genetics and Genomics

Introduction to Genetics and Genomics 2016 Introduction to enetics and enomics 3. ssociation Studies ggibson.gt@gmail.com http://www.cig.gatech.edu Outline eneral overview of association studies Sample results hree steps to WS: primary scan,

More information

Supplementary Figure 1: Attenuation of association signals after conditioning for the lead SNP. a) attenuation of association signal at the 9p22.

Supplementary Figure 1: Attenuation of association signals after conditioning for the lead SNP. a) attenuation of association signal at the 9p22. Supplementary Figure 1: Attenuation of association signals after conditioning for the lead SNP. a) attenuation of association signal at the 9p22.32 PCOS locus after conditioning for the lead SNP rs10993397;

More information

The Loss of Heterozygosity (LOH) Algorithm in Genotyping Console 2.0

The Loss of Heterozygosity (LOH) Algorithm in Genotyping Console 2.0 The Loss of Heterozygosity (LOH) Algorithm in Genotyping Console 2.0 Introduction Loss of erozygosity (LOH) represents the loss of allelic differences. The SNP markers on the SNP Array 6.0 can be used

More information

Supplementary Figure 1. Quantile-quantile (Q-Q) plot of the log 10 p-value association results from logistic regression models for prostate cancer

Supplementary Figure 1. Quantile-quantile (Q-Q) plot of the log 10 p-value association results from logistic regression models for prostate cancer Supplementary Figure 1. Quantile-quantile (Q-Q) plot of the log 10 p-value association results from logistic regression models for prostate cancer risk in stage 1 (red) and after removing any SNPs within

More information

Understanding DNA Copy Number Data

Understanding DNA Copy Number Data Understanding DNA Copy Number Data Adam B. Olshen Department of Epidemiology and Biostatistics Helen Diller Family Comprehensive Cancer Center University of California, San Francisco http://cc.ucsf.edu/people/olshena_adam.php

More information

FONS Nové sekvenační technologie vklinickédiagnostice?

FONS Nové sekvenační technologie vklinickédiagnostice? FONS 2010 Nové sekvenační technologie vklinickédiagnostice? Sekvenování amplikonů Sequence capture Celogenomové sekvenování FONS 2010 Sekvenování amplikonů Amplicon sequencing - amplicon sequencing enables

More information

Supplementary Figures

Supplementary Figures Supplementary Figures Supplementary Figure 1. Heatmap of GO terms for differentially expressed genes. The terms were hierarchically clustered using the GO term enrichment beta. Darker red, higher positive

More information

Analysis of CGH and SNP arrays for the detection of chromosomal aberrations in single cells

Analysis of CGH and SNP arrays for the detection of chromosomal aberrations in single cells Analysis of CGH and SNP arrays for the detection of chromosomal aberrations in single cells Peter Konings 1 Evelyne Vanneste 1,2 Thierry Voet 1 Cédric Le Caignec 1 Michèle Ampe 1 Cindy Melotte 1 Sophie

More information

# For the GWAS stage, B-cell NHL cases which small numbers (N<20) were excluded from analysis.

# For the GWAS stage, B-cell NHL cases which small numbers (N<20) were excluded from analysis. Supplementary Table 1a. Subtype Breakdown of all analyzed samples Stage GWAS Singapore Validation 1 Guangzhou Validation 2 Guangzhou Validation 3 Beijing Total No. of B-Cell Cases 253 # 168^ 294^ 713^

More information

Nature Genetics: doi: /ng Supplementary Figure 1. Study design.

Nature Genetics: doi: /ng Supplementary Figure 1. Study design. Supplementary Figure 1 Study design. Leukopenia was classified as early when it occurred within the first 8 weeks of thiopurine therapy and as late when it occurred more than 8 weeks after the start of

More information

DNA-seq Bioinformatics Analysis: Copy Number Variation

DNA-seq Bioinformatics Analysis: Copy Number Variation DNA-seq Bioinformatics Analysis: Copy Number Variation Elodie Girard elodie.girard@curie.fr U900 institut Curie, INSERM, Mines ParisTech, PSL Research University Paris, France NGS Applications 5C HiC DNA-seq

More information

Results. Introduction

Results. Introduction (2009) 10, S95 S120 & 2009 Macmillan Publishers Limited All rights reserved 1466-4879/09 $32.00 www.nature.com/gene ORIGINAL ARTICLE Analysis of 55 autoimmune disease and type II diabetes loci: further

More information

The Human Major Histocompatibility Complex

The Human Major Histocompatibility Complex The Human Major Histocompatibility Complex 1 Location and Organization of the HLA Complex on Chromosome 6 NEJM 343(10):702-9 2 Inheritance of the HLA Complex Haplotype Inheritance (Family Study) 3 Structure

More information

Nature Genetics: doi: /ng Supplementary Figure 1

Nature Genetics: doi: /ng Supplementary Figure 1 Supplementary Figure 1 Illustrative example of ptdt using height The expected value of a child s polygenic risk score (PRS) for a trait is the average of maternal and paternal PRS values. For example,

More information

Tutorial on Genome-Wide Association Studies

Tutorial on Genome-Wide Association Studies Tutorial on Genome-Wide Association Studies Assistant Professor Institute for Computational Biology Department of Epidemiology and Biostatistics Case Western Reserve University Acknowledgements Dana Crawford

More information

2) Cases and controls were genotyped on different platforms. The comparability of the platforms should be discussed.

2) Cases and controls were genotyped on different platforms. The comparability of the platforms should be discussed. Reviewers' Comments: Reviewer #1 (Remarks to the Author) The manuscript titled 'Association of variations in HLA-class II and other loci with susceptibility to lung adenocarcinoma with EGFR mutation' evaluated

More information

Introduction to LOH and Allele Specific Copy Number User Forum

Introduction to LOH and Allele Specific Copy Number User Forum Introduction to LOH and Allele Specific Copy Number User Forum Jonathan Gerstenhaber Introduction to LOH and ASCN User Forum Contents 1. Loss of heterozygosity Analysis procedure Types of baselines 2.

More information

Interactive analysis and quality assessment of single-cell copy-number variations

Interactive analysis and quality assessment of single-cell copy-number variations Interactive analysis and quality assessment of single-cell copy-number variations Tyler Garvin, Robert Aboukhalil, Jude Kendall, Timour Baslan, Gurinder S. Atwal, James Hicks, Michael Wigler, Michael C.

More information

Association mapping (qualitative) Association scan, quantitative. Office hours Wednesday 3-4pm 304A Stanley Hall. Association scan, qualitative

Association mapping (qualitative) Association scan, quantitative. Office hours Wednesday 3-4pm 304A Stanley Hall. Association scan, qualitative Association mapping (qualitative) Office hours Wednesday 3-4pm 304A Stanley Hall Fig. 11.26 Association scan, qualitative Association scan, quantitative osteoarthritis controls χ 2 test C s G s 141 47

More information

GENOME-WIDE ASSOCIATION STUDIES

GENOME-WIDE ASSOCIATION STUDIES GENOME-WIDE ASSOCIATION STUDIES SUCCESSES AND PITFALLS IBT 2012 Human Genetics & Molecular Medicine Zané Lombard IDENTIFYING DISEASE GENES??? Nature, 15 Feb 2001 Science, 16 Feb 2001 IDENTIFYING DISEASE

More information

SNP array-based analyses of unbalanced embryos as a reference to distinguish between balanced translocation carrier and normal blastocysts

SNP array-based analyses of unbalanced embryos as a reference to distinguish between balanced translocation carrier and normal blastocysts J Assist Reprod Genet (2016) 33:1115 1119 DOI 10.1007/s10815-016-0734-0 TECHNOLOGICAL INNOVATIONS SNP array-based analyses of unbalanced embryos as a reference to distinguish between balanced translocation

More information

A Genome-wide Association Study in Han Chinese Identifies Multiple. Susceptibility loci for IgA Nephropathy. Supplementary Material

A Genome-wide Association Study in Han Chinese Identifies Multiple. Susceptibility loci for IgA Nephropathy. Supplementary Material A Genome-wide Association Study in Han Chinese Identifies Multiple Susceptibility loci for IgA Nephropathy Supplementary Material Xue-Qing Yu 1,13, Ming Li 1,13, Hong Zhang 2,13, Hui-Qi Low 3, Xin Wei

More information

Large-scale identity-by-descent mapping discovers rare haplotypes of large effect. Suyash Shringarpure 23andMe, Inc. ASHG 2017

Large-scale identity-by-descent mapping discovers rare haplotypes of large effect. Suyash Shringarpure 23andMe, Inc. ASHG 2017 Large-scale identity-by-descent mapping discovers rare haplotypes of large effect Suyash Shringarpure 23andMe, Inc. ASHG 2017 1 Why care about rare variants of large effect? Months from randomization 2

More information

Genome-wide association study identifies variants in TMPRSS6 associated with hemoglobin levels.

Genome-wide association study identifies variants in TMPRSS6 associated with hemoglobin levels. Supplementary Online Material Genome-wide association study identifies variants in TMPRSS6 associated with hemoglobin levels. John C Chambers, Weihua Zhang, Yun Li, Joban Sehmi, Mark N Wass, Delilah Zabaneh,

More information

On Missing Data and Genotyping Errors in Association Studies

On Missing Data and Genotyping Errors in Association Studies On Missing Data and Genotyping Errors in Association Studies Department of Biostatistics Johns Hopkins Bloomberg School of Public Health May 16, 2008 Specific Aims of our R01 1 Develop and evaluate new

More information

Colorspace & Matching

Colorspace & Matching Colorspace & Matching Outline Color space and 2-base-encoding Quality Values and filtering Mapping algorithm and considerations Estimate accuracy Coverage 2 2008 Applied Biosystems Color Space Properties

More information

National Narcolepsy Task Force Interim Report 31 January 2011

National Narcolepsy Task Force Interim Report 31 January 2011 National Narcolepsy Task Force Interim Report 31 January 2011 National Insitute for Health and Welfare (THL) P.O. Box 30 (Mannerheimintie 166) 00271 Helsinki,Ffinland Telephone: +358 20 610 6000 www.thl.fi

More information

Genome-wide copy-number calling (CNAs not CNVs!) Dr Geoff Macintyre

Genome-wide copy-number calling (CNAs not CNVs!) Dr Geoff Macintyre Genome-wide copy-number calling (CNAs not CNVs!) Dr Geoff Macintyre Structural variation (SVs) Copy-number variations C Deletion A B C Balanced rearrangements A B A B C B A C Duplication Inversion Causes

More information

5/2/18. After this class students should be able to: Stephanie Moon, Ph.D. - GWAS. How do we distinguish Mendelian from non-mendelian traits?

5/2/18. After this class students should be able to: Stephanie Moon, Ph.D. - GWAS. How do we distinguish Mendelian from non-mendelian traits? corebio II - genetics: WED 25 April 2018. 2018 Stephanie Moon, Ph.D. - GWAS After this class students should be able to: 1. Compare and contrast methods used to discover the genetic basis of traits or

More information

November 9, Johns Hopkins School of Medicine, Baltimore, MD,

November 9, Johns Hopkins School of Medicine, Baltimore, MD, Fast detection of de-novo copy number variants from case-parent SNP arrays identifies a deletion on chromosome 7p14.1 associated with non-syndromic isolated cleft lip/palate Samuel G. Younkin 1, Robert

More information

Generating Spontaneous Copy Number Variants (CNVs) Jennifer Freeman Assistant Professor of Toxicology School of Health Sciences Purdue University

Generating Spontaneous Copy Number Variants (CNVs) Jennifer Freeman Assistant Professor of Toxicology School of Health Sciences Purdue University Role of Chemical lexposure in Generating Spontaneous Copy Number Variants (CNVs) Jennifer Freeman Assistant Professor of Toxicology School of Health Sciences Purdue University CNV Discovery Reference Genetic

More information

Population Genetics of Structural Variation Speaker Dr. Don Conrad

Population Genetics of Structural Variation Speaker Dr. Don Conrad Population Genetics of Structural Variation Dr. Don Conrad Wellcome Trust Sanger Institute Cambridge, UK 1 Overview Ascertainment of CNVs What CNV data is available Humans, chimpanzee, macaque, Drosophila,

More information

Association-heterogeneity mapping identifies an Asian-specific association of the GTF2I locus with rheumatoid arthritis

Association-heterogeneity mapping identifies an Asian-specific association of the GTF2I locus with rheumatoid arthritis Supplementary Material Association-heterogeneity mapping identifies an Asian-specific association of the GTF2I locus with rheumatoid arthritis Kwangwoo Kim 1,, So-Young Bang 1,, Katsunori Ikari 2,3, Dae

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION Table of Contents Supplementary Materials and Methods... 1 1 Patients and control subjects for SNP genotyping... 2 1.1 Neuroblastoma patients in discovery case series... 2 1.2 Control subjects... 3 2 Whole-genome

More information

Integrated detection and population-genetic analysis. of SNPs and copy number variation

Integrated detection and population-genetic analysis. of SNPs and copy number variation Integrated detection and population-genetic analysis of SNPs and copy number variation Steven A. McCarroll 1,2,*, Finny G. Kuruvilla 1,2,*, Joshua M. Korn 1,SimonCawley 3, James Nemesh 1, Alec Wysoker

More information

cn.mops - Mixture of Poissons for CNV detection in NGS data Günter Klambauer Institute of Bioinformatics, Johannes Kepler University Linz

cn.mops - Mixture of Poissons for CNV detection in NGS data Günter Klambauer Institute of Bioinformatics, Johannes Kepler University Linz Software Manual Institute of Bioinformatics, Johannes Kepler University Linz cn.mops - Mixture of Poissons for CNV detection in NGS data Günter Klambauer Institute of Bioinformatics, Johannes Kepler University

More information

Significance of the MHC

Significance of the MHC CHAPTER 7 Major Histocompatibility Complex (MHC) What is is MHC? HLA H-2 Minor histocompatibility antigens Peter Gorer & George Sneell (1940) Significance of the MHC role in immune response role in organ

More information

Supplementary Figure 1. Principal components analysis of European ancestry in the African American, Native Hawaiian and Latino populations.

Supplementary Figure 1. Principal components analysis of European ancestry in the African American, Native Hawaiian and Latino populations. Supplementary Figure. Principal components analysis of European ancestry in the African American, Native Hawaiian and Latino populations. a Eigenvector 2.5..5.5. African Americans European Americans e

More information

Human population sub-structure and genetic association studies

Human population sub-structure and genetic association studies Human population sub-structure and genetic association studies Stephanie A. Santorico, Ph.D. Department of Mathematical & Statistical Sciences Stephanie.Santorico@ucdenver.edu Global Similarity Map from

More information

Structural Variants and Susceptibility to Common Human Disorders Dr. Xavier Estivill

Structural Variants and Susceptibility to Common Human Disorders Dr. Xavier Estivill Structural Variants and Susceptibility Genetic Causes of Disease Lab Genes and Disease Program Center for Genomic Regulation (CRG) Barcelona 1 Complex genetic diseases Changes in prevalence (>10 fold)

More information

Mutation Detection and CNV Analysis for Illumina Sequencing data from HaloPlex Target Enrichment Panels using NextGENe Software for Clinical Research

Mutation Detection and CNV Analysis for Illumina Sequencing data from HaloPlex Target Enrichment Panels using NextGENe Software for Clinical Research Mutation Detection and CNV Analysis for Illumina Sequencing data from HaloPlex Target Enrichment Panels using NextGENe Software for Clinical Research Application Note Authors John McGuigan, Megan Manion,

More information

Completing the CIBMTR Confirmation of HLA Typing Form (Form 2005)

Completing the CIBMTR Confirmation of HLA Typing Form (Form 2005) Completing the CIBMTR Confirmation of HLA Typing Form (Form 2005) Stephen Spellman Research Manager NMDP Scientific Services Maria Brown Scientific Services Specialist Data Management Conference 2007 1

More information

Nature Genetics: doi: /ng Supplementary Figure 1. Somatic coding mutations identified by WES/WGS for 83 ATL cases.

Nature Genetics: doi: /ng Supplementary Figure 1. Somatic coding mutations identified by WES/WGS for 83 ATL cases. Supplementary Figure 1 Somatic coding mutations identified by WES/WGS for 83 ATL cases. (a) The percentage of targeted bases covered by at least 2, 10, 20 and 30 sequencing reads (top) and average read

More information

SALSA MLPA KIT P050-B2 CAH

SALSA MLPA KIT P050-B2 CAH SALSA MLPA KIT P050-B2 CAH Lot 0510, 0909, 0408: Compared to lot 0107, extra control fragments have been added at 88, 96, 100 and 105 nt. The 274 nt probe gives a higher signal in lot 0510 compared to

More information

MRC-Holland MLPA. Related SALSA MLPA probemixes P190 CHEK2: Breast cancer susceptibility, genes included: CHEK2, ATM, PTEN, TP53.

MRC-Holland MLPA. Related SALSA MLPA probemixes P190 CHEK2: Breast cancer susceptibility, genes included: CHEK2, ATM, PTEN, TP53. SALSA MLPA probemix P056-C1 TP53 Lot C1-0215 & lot C1-0214. As compared to version B1 (lot B1-1011) most of the reference and flanking probes have been replaced and several have been added. Furthermore,

More information

Research: Genetics HLA class II gene associations in African American Type 1 diabetes reveal a protective HLA-DRB1*03 haplotype

Research: Genetics HLA class II gene associations in African American Type 1 diabetes reveal a protective HLA-DRB1*03 haplotype Research: Genetics HLA class II gene associations in African American Type 1 diabetes reveal a protective HLA-DRB1*03 haplotype J. M. M. Howson 1,2, M. S. Roy 3, L. Zeitels 1, H. Stevens 1 and J. A. Todd

More information

p.r623c p.p976l p.d2847fs p.t2671 p.d2847fs p.r2922w p.r2370h p.c1201y p.a868v p.s952* RING_C BP PHD Cbp HAT_KAT11

p.r623c p.p976l p.d2847fs p.t2671 p.d2847fs p.r2922w p.r2370h p.c1201y p.a868v p.s952* RING_C BP PHD Cbp HAT_KAT11 ARID2 p.r623c KMT2D p.v650fs p.p976l p.r2922w p.l1212r p.d1400h DNA binding RFX DNA binding Zinc finger KMT2C p.a51s p.d372v p.c1103* p.d2847fs p.t2671 p.d2847fs p.r4586h PHD/ RING DHHC/ PHD PHD FYR N

More information

Genome-wide Association Analysis Applied to Asthma-Susceptibility Gene. McCaw, Z., Wu, W., Hsiao, S., McKhann, A., Tracy, S.

Genome-wide Association Analysis Applied to Asthma-Susceptibility Gene. McCaw, Z., Wu, W., Hsiao, S., McKhann, A., Tracy, S. Genome-wide Association Analysis Applied to Asthma-Susceptibility Gene McCaw, Z., Wu, W., Hsiao, S., McKhann, A., Tracy, S. December 17, 2014 1 Introduction Asthma is a chronic respiratory disease affecting

More information

Genome-wide association studies for human narcolepsy and other complex diseases

Genome-wide association studies for human narcolepsy and other complex diseases ETHZ-JST Joint WS Sept. 15-16, 2008 Genome-wide association studies for human narcolepsy and other complex diseases Katsushi Tokunaga Department of Human Genetics Graduate School of Medicine The University

More information

Nature Neuroscience: doi: /nn Supplementary Figure 1. Missense damaging predictions as a function of allele frequency

Nature Neuroscience: doi: /nn Supplementary Figure 1. Missense damaging predictions as a function of allele frequency Supplementary Figure 1 Missense damaging predictions as a function of allele frequency Percentage of missense variants classified as damaging by eight different classifiers and a classifier consisting

More information

CS2220 Introduction to Computational Biology

CS2220 Introduction to Computational Biology CS2220 Introduction to Computational Biology WEEK 8: GENOME-WIDE ASSOCIATION STUDIES (GWAS) 1 Dr. Mengling FENG Institute for Infocomm Research Massachusetts Institute of Technology mfeng@mit.edu PLANS

More information

Rare Variant Burden Tests. Biostatistics 666

Rare Variant Burden Tests. Biostatistics 666 Rare Variant Burden Tests Biostatistics 666 Last Lecture Analysis of Short Read Sequence Data Low pass sequencing approaches Modeling haplotype sharing between individuals allows accurate variant calls

More information

CPT Codes for Pharmacogenomic Tests

CPT Codes for Pharmacogenomic Tests CPT s for Pharmacogenomic Tests The table below lists CPT codes and lab fee information for pharmacogenomic tests as established by the Centers for Medicare and Medicaid Services. It was compiled by the

More information

Mosaic loss of chromosome Y in peripheral blood is associated with shorter survival and higher risk of cancer

Mosaic loss of chromosome Y in peripheral blood is associated with shorter survival and higher risk of cancer Supplementary Information Mosaic loss of chromosome Y in peripheral blood is associated with shorter survival and higher risk of cancer Lars A. Forsberg, Chiara Rasi, Niklas Malmqvist, Hanna Davies, Saichand

More information

Structural Variation and Medical Genomics

Structural Variation and Medical Genomics Structural Variation and Medical Genomics Andrew King Department of Biomedical Informatics July 8, 2014 You already know about small scale genetic mutations Single nucleotide polymorphism (SNPs) Deletions,

More information

Pirna Sequence Variants Associated With Prostate Cancer In African Americans And Caucasians

Pirna Sequence Variants Associated With Prostate Cancer In African Americans And Caucasians Yale University EliScholar A Digital Platform for Scholarly Publishing at Yale Public Health Theses School of Public Health January 2015 Pirna Sequence Variants Associated With Prostate Cancer In African

More information

A genome-wide association study identifies vitiligo

A genome-wide association study identifies vitiligo A genome-wide association study identifies vitiligo susceptibility loci at MHC and 6q27 Supplementary Materials Index Supplementary Figure 1 The principal components analysis (PCA) of 2,546 GWAS samples

More information

Big Data Training for Translational Omics Research. Session 1, Day 3, Liu. Case Study #2. PLOS Genetics DOI: /journal.pgen.

Big Data Training for Translational Omics Research. Session 1, Day 3, Liu. Case Study #2. PLOS Genetics DOI: /journal.pgen. Session 1, Day 3, Liu Case Study #2 PLOS Genetics DOI:10.1371/journal.pgen.1005910 Enantiomer Mirror image Methadone Methadone Kreek, 1973, 1976 Methadone Maintenance Therapy Long-term use of Methadone

More information

Statistical Tests for X Chromosome Association Study. with Simulations. Jian Wang July 10, 2012

Statistical Tests for X Chromosome Association Study. with Simulations. Jian Wang July 10, 2012 Statistical Tests for X Chromosome Association Study with Simulations Jian Wang July 10, 2012 Statistical Tests Zheng G, et al. 2007. Testing association for markers on the X chromosome. Genetic Epidemiology

More information

Integrated Analysis of Copy Number and Gene Expression

Integrated Analysis of Copy Number and Gene Expression Integrated Analysis of Copy Number and Gene Expression Nexus Copy Number provides user-friendly interface and functionalities to integrate copy number analysis with gene expression results for the purpose

More information

Agilent s Copy Number Variation (CNV) Portfolio

Agilent s Copy Number Variation (CNV) Portfolio Technical Overview Agilent s Copy Number Variation (CNV) Portfolio Abstract Copy Number Variation (CNV) is now recognized as a prevalent form of structural variation in the genome contributing to human

More information

CNV detection. Introduction and detection in NGS data. G. Demidov 1,2. NGSchool2016. Centre for Genomic Regulation. CNV detection. G.

CNV detection. Introduction and detection in NGS data. G. Demidov 1,2. NGSchool2016. Centre for Genomic Regulation. CNV detection. G. Introduction and detection in NGS data 1,2 1 Genomic and Epigenomic Variation in Disease group, Centre for Genomic Regulation 2 Universitat Pompeu Fabra NGSchool2016 methods: methods Outline methods: methods

More information

DOES THE BRCAX GENE EXIST? FUTURE OUTLOOK

DOES THE BRCAX GENE EXIST? FUTURE OUTLOOK CHAPTER 6 DOES THE BRCAX GENE EXIST? FUTURE OUTLOOK Genetic research aimed at the identification of new breast cancer susceptibility genes is at an interesting crossroad. On the one hand, the existence

More information

MRC-Holland MLPA. Description version 18; 09 September 2015

MRC-Holland MLPA. Description version 18; 09 September 2015 SALSA MLPA probemix P090-A4 BRCA2 Lot A4-0715, A4-0714, A4-0314, A4-0813, A4-0712: Compared to lot A3-0710, the 88 and 96 nt control fragments have been replaced (QDX2). This product is identical to the

More information

Integrated detection and population-genetic analysis of SNPs and copy number variation

Integrated detection and population-genetic analysis of SNPs and copy number variation 8 Nature Publishing Group http://www.nature.com/naturegenetics Integrated detection and population-genetic analysis of SNPs and copy number variation Steven A McCarroll 4,, Finny G Kuruvilla 4,, Joshua

More information

Integrated detection and population-genetic analysis of SNPs and copy number variation

Integrated detection and population-genetic analysis of SNPs and copy number variation Integrated detection and population-genetic analysis of SNPs and copy number variation Steven A McCarroll 4,, Finny G Kuruvilla 4,, Joshua M Korn 6, Simon Cawley 7, James Nemesh, Alec Wysoker, Michael

More information

American Psychiatric Nurses Association

American Psychiatric Nurses Association Francis J. McMahon International Society of Psychiatric Genetics Johns Hopkins University School of Medicine Dept. of Psychiatry Human Genetics Branch, National Institute of Mental Health* * views expressed

More information

Children, Toronto, Ontario, Canada. Department of Laboratory Medicine and Pathobiology Hospital for Sick Children, Toronto, Ontario, Canada, M5G 1X8

Children, Toronto, Ontario, Canada. Department of Laboratory Medicine and Pathobiology Hospital for Sick Children, Toronto, Ontario, Canada, M5G 1X8 Supplementary Information for Clinically Relevant Copy Number Variations Detected In Cerebral Palsy Maryam Oskoui 1, *, Matthew J. Gazzellone 2,3, *, Bhooma Thiruvahindrapuram 2,3, Mehdi Zarrei 2,3, John

More information

Nature Methods: doi: /nmeth.3115

Nature Methods: doi: /nmeth.3115 Supplementary Figure 1 Analysis of DNA methylation in a cancer cohort based on Infinium 450K data. RnBeads was used to rediscover a clinically distinct subgroup of glioblastoma patients characterized by

More information

Supplementary Figure S1A

Supplementary Figure S1A Supplementary Figure S1A-G. LocusZoom regional association plots for the seven new cross-cancer loci that were > 1 Mb from known index SNPs. Genes up to 500 kb on either side of each new index SNP are

More information

Genetics and Genomics in Medicine Chapter 8 Questions

Genetics and Genomics in Medicine Chapter 8 Questions Genetics and Genomics in Medicine Chapter 8 Questions Linkage Analysis Question Question 8.1 Affected members of the pedigree above have an autosomal dominant disorder, and cytogenetic analyses using conventional

More information

SUPPLEMENTARY DATA. 1. Characteristics of individual studies

SUPPLEMENTARY DATA. 1. Characteristics of individual studies 1. Characteristics of individual studies 1.1. RISC (Relationship between Insulin Sensitivity and Cardiovascular disease) The RISC study is based on unrelated individuals of European descent, aged 30 60

More information

UTILIZATION OF A SNP MICROARRAY FOR CHRONIC LYMPHOCYTIC LEUKEMIA: EFFICACY, INFORMATIVE FINDINGS AND PROGNOSTIC CAPABILITIES

UTILIZATION OF A SNP MICROARRAY FOR CHRONIC LYMPHOCYTIC LEUKEMIA: EFFICACY, INFORMATIVE FINDINGS AND PROGNOSTIC CAPABILITIES UTILIZATION OF A SNP MICROARRAY FOR CHRONIC LYMPHOCYTIC LEUKEMIA: EFFICACY, INFORMATIVE FINDINGS AND PROGNOSTIC CAPABILITIES S Schwartz, Z Hosseini, S Schepis, P Papenhausen Laboratory Corporation of America

More information

Quality Control Analysis of Add Health GWAS Data

Quality Control Analysis of Add Health GWAS Data 2018 Add Health Documentation Report prepared by Heather M. Highland Quality Control Analysis of Add Health GWAS Data Christy L. Avery Qing Duan Yun Li Kathleen Mullan Harris CAROLINA POPULATION CENTER

More information

Introduction to the Genetics of Complex Disease

Introduction to the Genetics of Complex Disease Introduction to the Genetics of Complex Disease Jeremiah M. Scharf, MD, PhD Departments of Neurology, Psychiatry and Center for Human Genetic Research Massachusetts General Hospital Breakthroughs in Genome

More information

Multiple Copy Number Variations in a Patient with Developmental Delay ASCLS- March 31, 2016

Multiple Copy Number Variations in a Patient with Developmental Delay ASCLS- March 31, 2016 Multiple Copy Number Variations in a Patient with Developmental Delay ASCLS- March 31, 2016 Marwan Tayeh, PhD, FACMG Director, MMGL Molecular Genetics Assistant Professor of Pediatrics Department of Pediatrics

More information

RASA: Robust Alternative Splicing Analysis for Human Transcriptome Arrays

RASA: Robust Alternative Splicing Analysis for Human Transcriptome Arrays Supplementary Materials RASA: Robust Alternative Splicing Analysis for Human Transcriptome Arrays Junhee Seok 1*, Weihong Xu 2, Ronald W. Davis 2, Wenzhong Xiao 2,3* 1 School of Electrical Engineering,

More information

MRC-Holland MLPA. Description version 06; 23 December 2016

MRC-Holland MLPA. Description version 06; 23 December 2016 SALSA MLPA probemix P417-B2 BAP1 Lot B2-1216. As compared to version B1 (lot B1-0215), two reference probes have been added and two target probes have a minor change in length. The BAP1 (BRCA1 associated

More information

A genome-wide study identifies HLA alleles associated with lumiracoxib-related liver injury

A genome-wide study identifies HLA alleles associated with lumiracoxib-related liver injury A genome-wide study identifies HLA alleles associated with lumiracoxib-related liver injury Jonathan B Singer 1,2, Steve Lewitzky 1,2, Elisabeth Leroy 1, Fan Yang 1, Xiaojun Zhao 1, Lloyd Klickstein 1,

More information

Associating Copy Number and SNP Variation with Human Disease. Autism Segmental duplication Neurobehavioral, includes social disability

Associating Copy Number and SNP Variation with Human Disease. Autism Segmental duplication Neurobehavioral, includes social disability Technical Note Associating Copy Number and SNP Variation with Human Disease Abstract The Genome-Wide Human SNP Array 6.0 is an affordable tool to examine the role of copy number variation in disease by

More information

Human Genetics of Tuberculosis. Laurent Abel Laboratory of Human Genetics of Infectious Diseases University Paris Descartes/INSERM U980

Human Genetics of Tuberculosis. Laurent Abel Laboratory of Human Genetics of Infectious Diseases University Paris Descartes/INSERM U980 Human Genetics of Tuberculosis Laurent Abel Laboratory of Human Genetics of Infectious Diseases University Paris Descartes/INSERM U980 Human genetics in tuberculosis? Concept Epidemiological/familial

More information

Implementation of the DDD/ClinGen OGT (CytoSure v3) Microarray

Implementation of the DDD/ClinGen OGT (CytoSure v3) Microarray Implementation of the DDD/ClinGen OGT (CytoSure v3) Microarray OGT UGM Birmingham 08/09/2016 Dom McMullan Birmingham Women's NHS Trust WM chromosomal microarray (CMA) testing Population of ~6 million (10%)

More information

Genomics 101 (2013) Contents lists available at SciVerse ScienceDirect. Genomics. journal homepage:

Genomics 101 (2013) Contents lists available at SciVerse ScienceDirect. Genomics. journal homepage: Genomics 101 (2013) 134 138 Contents lists available at SciVerse ScienceDirect Genomics journal homepage: www.elsevier.com/locate/ygeno Gene-based copy number variation study reveals a microdeletion at

More information

Self reported ethnicity

Self reported ethnicity Self reported ethnicity Supplementary Figure 1 Ancestry stratifies patterns of human genetic variations. PCA plots (1 st, 2 nd and 3 rd components) estimated from human genotypes. Individuals are coloured

More information

Doing more with genetics: Gene-environment interactions

Doing more with genetics: Gene-environment interactions 2016 Alzheimer Disease Centers Clinical Core Leaders Meeting Doing more with genetics: Gene-environment interactions Haydeh Payami, PhD On behalf of NeuroGenetics Research Consortium (NGRC) From: Joseph

More information

Challenges of CGH array testing in children with developmental delay. Dr Sally Davies 17 th September 2014

Challenges of CGH array testing in children with developmental delay. Dr Sally Davies 17 th September 2014 Challenges of CGH array testing in children with developmental delay Dr Sally Davies 17 th September 2014 CGH array What is CGH array? Understanding the test Benefits Results to expect Consent issues Ethical

More information

SALSA MLPA KIT P060-B2 SMA

SALSA MLPA KIT P060-B2 SMA SALSA MLPA KIT P6-B2 SMA Lot 111, 511: As compared to the previous version B1 (lot 11), the 88 and 96 nt DNA Denaturation control fragments have been replaced (QDX2). Please note that, in contrast to the

More information