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Linkage analysis & Homozygosity mapping
Practical Session Linkage analysis & Homozygosity mapping Wouter Steyaert 1
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Practical session: content of the presentation
Introduction Superlink SNP Online (GUI) Merlin (command line) HomozygosityMapper
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Interpretation of results
Introduction Linkage: mapping the location of disease-causing loci by identifying genetic markers that are co-inherited with a phenotype of interest Types of information Superlink Merlin Markers SNP file DAT file & MAP file Pedigree PED file PED file & MODEL file Algorithm + computer Interpretation of results
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+ Powerful + User-friendly (GUI) +/- External cloud
Superlink SNP Online + Powerful + User-friendly (GUI) +/- External cloud 4
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Superlink SNP Online: SNP file
HumanCytoSNP-12 BeadChip on HiScan instrument (Illumina) genotypes/patient Cannot directly be used in Superlink/Merlin conversion
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Superlink SNP Online: SNP file
Superlink SNP Online SNP file = 1 data file for whole pedigree Conversion via Perl/Python/…
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Superlink SNP Online: PED file
Simplified PED-format (notepad) Column 1: id Column 2: id of the father Column 3: id of the mother Column 4: sex (1=Male, 2=Female) Column 5: status (0=Unknown, 1=unaffected, 2=affected)
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Superlink SNP Online: wizard
Choose input format 8
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Superlink SNP Online: wizard
Upload data 9
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Superlink SNP Online: wizard
Set parameters e.g. homozygous for whole family If not fully penetrant power will drop! 10
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Superlink SNP Online: HMM_MultiPoint
Powerful, but computationally expensive only possible for small pedigrees Max LOD = 2 because pedigree is small ( 6 typed individuals) ≈ 102 times more likely that the marker is linked with the disease causing mutation than it is not linked with the mutation 11
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Superlink SNP Online: Exact multi-point analysis
Possible for all pedigrees Set parameters 12
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Superlink SNP Online: Exact multi-point analysis
Fetch genes and discover (e.g. via BioMart) Max LOD = 2,8
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Superlink SNP Online: Exact multi-point analysis
B A B A B A B A B A B A B A B A All affected individuals should have 1 haplotype in common. The causal haplotype? Yes, with a certain probability. BUT…
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Linkage analysis: difficulties
Uncertainty about the clinical status of some individuals exclude those individuals (but power will drop) Uncertain relationships (software can correct for this) Incomplete penetrance Phenocopies Statistically significant linkage (LOD > 3,2) ≠ usefulness of the analysis Prioritize regions Exclude regions (f.e. known disease causing genes) Often followed by exome analysis
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+ Available for Linux/Win/Mac + Powerful +/- Command line
Merlin + Available for Linux/Win/Mac + Powerful +/- Command line
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Merlin: PED file = simple PED file (Superlink) + extra columns 1) Family ID 7) Genotype first marker 8) Genotype second marker … (purple block is 1 individual) Conversion from RAW Illumina data via Perl/Python/…
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Merlin: DAT file = list of markers used in the analysis = selection of all markers f.e. randomly select 1 SNP/ bp from to SNPs + filter, f.e. non informative SNPs (Superlink does this automatically)
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Merlin: MAP file The same markers as in DAT files, but accompanied with Chromosome Genetic position (in centiMorgans) Rutgers Maps Approximation: 1 cM = 1 million base pairs = distance between chromosome positions for which the expected average number of intervening chromosomal crossovers in a single generation is 1%. genetic distance ≠ physical distance
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Merlin: MODEL file Tab delimited file containing 4 columns: Affection status label Disease allele frequency Probability of being affected for individuals with 0, 1 and 2 copies of the disease allele Label for the analysis model Necessary for parametric analysis
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Merlin: pedstats prompt> pedstats -d merlin.chr1.dat -p merlin.chr1.ped verify that input files are being interpreted
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Merlin: merlin + pedwipe
identify problem genotypes prompt> merlin -d error.dat -p error.ped -m error.map --error prompt> pedwipe -d error.dat -p error.ped prompt> merlin -d wiped.dat -p wiped.ped -m error.map --npl
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Merlin: merlin non-parametric prompt> merlin -d asp.dat -p asp.ped -m asp.map --pairs --npl --pdf
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Merlin: merlin parametric prompt> merlin -d parametric.dat -p parametric.ped -m parametric.map --model parametric.model --step 3 --pdf
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Homozygosity mapping Homozygous streches Present in group 1 (cases) Absent in group 2 (controls) consanguinity Heterozygous deletion
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Homozygositymapper: wizard
DBSNP 14 12 10 11 9 8 7 15 17 13 16 rs AB BB rs AA rs Slightly different format
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Wizzard all affected are homozygous! to avoid false positive
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Results
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Homozygosity mapping SNPs SNPs cases controls Chr. 22 Chr. 5
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