Using Merlin in Rheumatoid Arthritis Analyses Wei V. Chen 05/05/2004.

Slides:



Advertisements
Similar presentations
15 The Genetic Basis of Complex Inheritance
Advertisements

Linkage and Genetic Mapping
Planning breeding programs for impact
Introduction Materials and methods SUBJECTS : Balb/cJ and C57BL/6J inbred mouse strains, and inbred fruit fly strains number 11 and 70 from the recombinant.
Gene by environment effects. Elevated Plus Maze (anxiety)
Qualitative and Quantitative traits
Genetic research designs in the real world Vishwajit L Nimgaonkar MD, PhD University of Pittsburgh
METHODS FOR HAPLOTYPE RECONSTRUCTION
Mapping Genes for SLE: A Paradigm for Human Disease? Stephen S. Rich, Ph.D. Department of Public Health Sciences Wake Forest University School of Medicine.
Basics of Linkage Analysis
. Parametric and Non-Parametric analysis of complex diseases Lecture #6 Based on: Chapter 25 & 26 in Terwilliger and Ott’s Handbook of Human Genetic Linkage.
Linkage Analysis: An Introduction Pak Sham Twin Workshop 2001.
Human Gene Mapping & Disease Gene Identification Cont.
MALD Mapping by Admixture Linkage Disequilibrium.
1 15 The Genetic Basis of Complex Inheritance. 2 Multifactorial Traits Multifactorial traits are determined by multiple genetic and environmental factors.
1 QTL mapping in mice Lecture 10, Statistics 246 February 24, 2004.
MCMC-Based Linkage Analysis for Complex Traits on General Pedigrees: Multipoint Analysis With a Two-Locus Model and a Polygenic Component Yun Ju Sung Elizabeth.
Positional Cloning LOD Sib pairs Chromosome Region Association Study Genetics Genomics Physical Mapping/ Sequencing Candidate Gene Selection/ Polymorphism.
1 Bojan Basrak Department of Mathematics, University of Zagreb, Croatia EVA 2005, Gothenburg EXTREME VALUES, COPULAS AND GENETIC MAPPING.
BIO341 Meiotic mapping of whole genomes (methods for simultaneously evaluating linkage relationships among large numbers of loci)
Linkage Analysis in Merlin
Statistical Power Calculations Boulder, 2007 Manuel AR Ferreira Massachusetts General Hospital Harvard Medical School Boston.
Copy the folder… Faculty/Sarah/Tues_merlin to the C Drive C:/Tues_merlin.
Linkage and LOD score Egmond, 2006 Manuel AR Ferreira Massachusetts General Hospital Harvard Medical School Boston.
Modes of selection on quantitative traits. Directional selection The population responds to selection when the mean value changes in one direction Here,
Quantitative Trait Loci, QTL An introduction to quantitative genetics and common methods for mapping of loci underlying continuous traits:
Introduction to QTL analysis Peter Visscher University of Edinburgh
Calculation of IBD State Probabilities Gonçalo Abecasis University of Michigan.
Introduction to Linkage Analysis Pak Sham Twin Workshop 2003.
Linkage in selected samples Manuel Ferreira QIMR Boulder Advanced Course 2005.
Experimental Design and Data Structure Supplement to Lecture 8 Fall
Quantitative Genetics. Continuous phenotypic variation within populations- not discrete characters Phenotypic variation due to both genetic and environmental.
Complex Traits Most neurobehavioral traits are complex Multifactorial
Quantitative Genetics
Power of linkage analysis Egmond, 2006 Manuel AR Ferreira Massachusetts General Hospital Harvard Medical School Boston.
INTRODUCTION TO ASSOCIATION MAPPING
Regression-Based Linkage Analysis of General Pedigrees Pak Sham, Shaun Purcell, Stacey Cherny, Gonçalo Abecasis.
Discovery of a rare arboreal forest-dwelling flying reptile (Pterosauria, Pterodactyloidea) from China Wang et al. PNAS Feb. 11, 2008.
Lecture 12: Linkage Analysis V Date: 10/03/02  Least squares  An EM algorithm  Simulated distribution  Marker coverage and density.
Tutorial #10 by Ma’ayan Fishelson. Classical Method of Linkage Analysis The classical method was parametric linkage analysis  the Lod-score method. This.
Lecture 24: Quantitative Traits IV Date: 11/14/02  Sources of genetic variation additive dominance epistatic.
An quick overview of human genetic linkage analysis
Errors in Genetic Data Gonçalo Abecasis. Errors in Genetic Data Pedigree Errors Genotyping Errors Phenotyping Errors.
Practical With Merlin Gonçalo Abecasis. MERLIN Website Reference FAQ Source.
An quick overview of human genetic linkage analysis Terry Speed Genetics & Bioinformatics, WEHI Statistics, UCB NWO/IOP Genomics Winterschool Mathematics.
Lecture 22: Quantitative Traits II
Lecture 23: Quantitative Traits III Date: 11/12/02  Single locus backcross regression  Single locus backcross likelihood  F2 – regression, likelihood,
Chapter 22 - Quantitative genetics: Traits with a continuous distribution of phenotypes are called continuous traits (e.g., height, weight, growth rate,
Powerful Regression-based Quantitative Trait Linkage Analysis of General Pedigrees Pak Sham, Shaun Purcell, Stacey Cherny, Gonçalo Abecasis.
Why you should know about experimental crosses. To save you from embarrassment.
A simple method to localise pleiotropic QTL using univariate linkage analyses of correlated traits Manuel Ferreira Peter Visscher Nick Martin David Duffy.
Efficient calculation of empirical p- values for genome wide linkage through weighted mixtures Sarah E Medland, Eric J Schmitt, Bradley T Webb, Po-Hsiu.
Association Mapping in Families Gonçalo Abecasis University of Oxford.
Regression Models for Linkage: Merlin Regress
Copyright © 2001 American Medical Association. All rights reserved.
upstream vs. ORF binding and gene expression?
Genome Wide Association Studies using SNP
A MHC-chromosome 2 interaction in JRA affected sibpairs.
Regression-based linkage analysis
Mapping Quantitative Trait Loci
Genome-wide Association Studies
Error Checking for Linkage Analyses
Lecture 9: QTL Mapping II: Outbred Populations
Genetic and Mutational Analyses of a Large Multiethnic Bardet-Biedl Cohort Reveal a Minor Involvement of BBS6 and Delineate the Critical Intervals of.
Linkage Analysis Problems
Stephen C. Pratt, Mark J. Daly, Leonid Kruglyak 
Heat map of additive effects for PCs QTL
Mean C-to-U editing ratios for most editing sites map to a region on chromosome 6 at 122 Mb. (A) Genome scan of mean C-to-U editing for 70 editing sites.
Fig. 1. Summary of linkage analysis and congenic strain
Presentation transcript:

Using Merlin in Rheumatoid Arthritis Analyses Wei V. Chen 05/05/2004

Rheumatoid Arthritis  Rheumatoid arthritis (RA) is an autoimmune/inflammatory disorder with a complex genetic component.  Genes in the HLA complex on chromosome 6 play a major role in RA susceptibility, but several other regions also contribute significantly to overall genetic risk.

1st Genome Screen  A non-parametric analysis using SIBPAL in the first screen confirmed linkage of the HLA locus to RA (p < ). However, the analysis also revealed a number of non-HLA loci on chromosomes 1, 4, 12, 16, and 17 with evidence for linkage at a significance level of p< (Jawaheer D, et. al. Am J Hum Genet Apr; 68(4): )

2nd Genome Screen  The combined analysis of both data sets (512 families) showed evidence for linkage at the level of P < at chromosomes 1, 6, 10, 12, 16, 17 and 18. Linkage at HLA was also confirmed (P < 5 x 10(-12)). Inclusion of DRB1*04 as a covariate significantly increased the probability of linkage on chromosome 6. (Jawaheer et. al. Arthritis Rheum Apr;48(4):906-16).

Fine Mapping  High density mapping data on chromosomes 1, 6, 8, 10, 12, 16, 17 and 18  Mlink  GHP / asm  LODPAL  Merlin

Merlin  ?furl=/abecasis/Merlin/index.html ?furl=/abecasis/Merlin/index.html  Merlin can be used for linkage analysis, ibd and kinship estimation, haplotyping, error detection and simulation.linkage analysisibd and kinship estimation haplotypingerror detection simulation

Merlin npl Analysis on fine mapping data  For each chromosome, npl analysis alone, npl analysis with assumed error model, and npl analysis using error-wiped data are done.  npl analysis alone: –merlin -d *dat -p *.ped -m *.map -ff --npl  npl analysis with assumed error model: –merlin -d *dat -p *.ped -m *.map -ff --npl --fit  npl analysis using error-wiped data: –merlin -d *dat -p *.ped -m *.map -ff --error (generates merlin.err) pedwipe -d *.dat -p *.ped (generates wiped.ped, wiped.dat) merlin -d wiped.dat -p wiped.ped *.map -ff --npl

Results  Except for chr18 (in which npl analysis using wiped files gave slightly higher LOD score than in an assumed error model at 54 Mb), all other chromosomes gave best LOD scores in npl analysis using an assumed error model.  Results are consistent with former analyses in terms of the peaks.

Different Quantitative Trait Analysis Options in Merlin  Pedigree wide regression analysis (implemented in MERLIN-REGRESS) is suitable for traits that are approximately normally distributed in the population, even after selection. This method requires specification of the trait mean, variance and heritability in the population.  Variance components analyses (--vc option), can incorporate user-specified covariates (-- useCovariate option), and are designed for unselected, normally distributed traits.  Non-parametric analyses (--qtl and --deviates options) look for excess sharing among individuals in the same tail of the trait distribution. These analyses make no assumptions about the trait distribution, but have low power for normally distributed traits.

Results genome screen including quantitative traits  Using merlin treating RA as a discrete factor and performing an NPL type of analysis  Using merlin-regress to perform pedigree wide regression analysis on quantitative traits  Year2004/Mar04/MerlinRegress/ antiCCP_RFIgM.xl s antiCCP_RFIgM.xl s  Confirmed by Olga & Lei Lei’s software: – 04/Apr04/Alltraits/Ch6/SAS/sumSAS4traits.xls

Troubleshooting in Merlin 1. Program sitting there forever solution: trim the pedigree 2. Message for some families: "SKIPPED: Requires impossible recombination pattern” The most likely cause is that a recombination event was observed between two or more markers separated by a recombination fraction of zero.

Thank you!