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The Co-Evolution of Genetics and Statistics Bio-Stat seminar 2 February 2011
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From the First Gregor Mendel is recognized as the founder of genetics Was the first to use “math” to define a biologic process.
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Role of Biostat Fisher suggested in 1936 that Mendel’s data was a little too good. Fisher is thought of as a geneticist.
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The Chemistry of DNA
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Structure of DNA Double helix=2nm 10 Base pairs/turn=10nm 140 BP/nucleosome
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How Has “Math” Driven Genetics? Genotype GG=0.25 Gg=0.50 gg=0.25 Phenotype Gx=0.75 gg=0.25
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Some Questions in Genetics There are 4 bases in DNA There are 20 amino acids How do you order 4 to code for 20?
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Simple Math 4=4 4X4=16 4X4X4=64 So 3 bases required at a minimum
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More Questions If 3 required, spacing? Boxcar= ATGCAGT Sequential=ATGCAGT Spaced=ATGaCAGaT Solution First a homo-polymer (TTTTTTT) This produce a peptide of phenylalanine Then a co-polymer TTCCTTCCTTCC The pattern of AA would allow dissection
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Example TTCCTTCCTTCCTTCCTTCC Boxcar Sequential TTC=Phe TTC=Phe TCC=Ser CTT=Leu CCT=Pro CCT=Pro CTT=Leu TCC=Ser
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How Did We Get Here? Genetics is the study of variation “Easy” genetics involved variation by genes of major effect. Sickle cell, cystic fibrosis are examples of single gene diseases
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Finding Single Genes Collect families that show the trait Analyze their DNA find sections that are common with trait Assess the probability that these are shared randomly LOd ratio
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How is DNA Measured? Before the age of the genome, centimorgans Humans have 22 paired chromosomes These segregate at cell division independently Along a chromosome the probability that a trait is near something is measured in centimorgans
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DNA is in Base Pairs Now The chromosomes are numbered largest to smallest (1-22) Positions are now located by Chr # and position along that Chr. (Chr2:108234125) There are a little more than 3x10 9 BP
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Mutations vs. SNP Currently the trend is to talk of “variation” not mutation. SNP=Single Nucleotide Polymorphism Most SNP are dimeric (A/G) and have a frequency (0.895/0.105) SNP’s mark positions not “mutations”!
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Other Terms InDel VNTR marker Coding Non- Coding synonymous promoter epigenetic imprinting mitochondria l Intron/exon
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Data Sets Arrays SNP Expressio n Genotype SNP - Looking for regions of DNA associated with a trait Phenotype Expression - What genes are “produced” How the biochemistry is changed
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Help From the “Math”Gifted! These are complex datasets Analysis can be “simple”, it shouldn’t be! Getting in early is critical
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Next Big Challenge Network analysis Andrew Mugler, Boris Grinshpun, Riley Franks, and Chris H. WigginsStatistical method for revealing form-function relations in biological networksPNAS 2011 108 (2) 446-451; published ahead of print December 23, 2010, doi:10.1073/pnas.
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