Haplotype Frequencies and Linkage Disequilibrium. Biostatistics 666

Similar documents
Lect 11: Inbreeding, evolution at multiple loci. Exam 1, Monday, 2 October. Consequences of Inbreeding: Genotype frequencies

Midterm#1 comments. Overview- chapter 6. Recombination. Recombination 1 st sense

Maximum Likelihood Estimation for Allele Frequencies. Biostatistics 666

Designing Information Devices and Systems I Discussion 8B

Discrete Mathematics and Probability Theory Spring 2013 Anant Sahai Lecture 17

Course Information. Computational Genetics Lecture 1. Course Prerequisites. Course Goals

Particle Lifetime. Subatomic Physics: Particle Physics Lecture 3. Measuring Decays, Scatterings and Collisions. N(t) = N 0 exp( t/τ) = N 0 exp( Γt/)

Genetic Programming. Outline. Evolutionary Strategies. Evolutionary strategies Genetic programming Summary

Connected-components. Summary of lecture 9. Algorithms and Data Structures Disjoint sets. Example: connected components in graphs

Fig. 1. Open-Loop and Closed-Loop Systems with Plant Variations

Continuous Random Variables Class 5, Jeremy Orloff and Jonathan Bloom

I1 = I2 I1 = I2 + I3 I1 + I2 = I3 + I4 I 3

Discrete Mathematics and Probability Theory Summer 2014 James Cook Note 17

Quadratic reciprocity

7.1 Integral as Net Change and 7.2 Areas in the Plane Calculus

Intermediate Math Circles Wednesday, November 14, 2018 Finite Automata II. Nickolas Rollick a b b. a b 4

List all of the possible rational roots of each equation. Then find all solutions (both real and imaginary) of the equation. 1.

p-adic Egyptian Fractions

Section 6: Area, Volume, and Average Value

QUADRATIC EQUATIONS OBJECTIVE PROBLEMS

Farey Fractions. Rickard Fernström. U.U.D.M. Project Report 2017:24. Department of Mathematics Uppsala University

Linear Inequalities. Work Sheet 1

( dg. ) 2 dt. + dt. dt j + dh. + dt. r(t) dt. Comparing this equation with the one listed above for the length of see that

The graphs of Rational Functions

Quantum Nonlocality Pt. 2: No-Signaling and Local Hidden Variables May 1, / 16

Review of Gaussian Quadrature method

1B40 Practical Skills

Quadratic Residues. Chapter Quadratic residues

Thermal Diffusivity. Paul Hughes. Department of Physics and Astronomy The University of Manchester Manchester M13 9PL. Second Year Laboratory Report

0.1 THE REAL NUMBER LINE AND ORDER

SUMMER KNOWHOW STUDY AND LEARNING CENTRE

CS103B Handout 18 Winter 2007 February 28, 2007 Finite Automata

PHYS Summer Professor Caillault Homework Solutions. Chapter 2

USA Mathematical Talent Search Round 1 Solutions Year 25 Academic Year

Supplement 4 Permutations, Legendre symbol and quadratic reciprocity

PH12b 2010 Solutions HW#3

Surface maps into free groups

( ) as a fraction. Determine location of the highest

Continuous Random Variables

1) Genetic Architecture and (Number of loci, no. of alleles per locus, Mechanisms of gametic production Genetic system, Mendel s rules, etc)

AB Calculus Review Sheet

Operations with Polynomials

( ) where f ( x ) is a. AB Calculus Exam Review Sheet. A. Precalculus Type problems. Find the zeros of f ( x).

Review of Probability Distributions. CS1538: Introduction to Simulations

Sufficient condition on noise correlations for scalable quantum computing

CS683: calculating the effective resistances

Physics 1402: Lecture 7 Today s Agenda

LECTURE 10: JACOBI SYMBOL

Designing Information Devices and Systems I Spring 2018 Homework 7

QUADRATIC RESIDUES MATH 372. FALL INSTRUCTOR: PROFESSOR AITKEN

Population bottleneck : dramatic reduction of population size followed by rapid expansion,

4.1. Probability Density Functions

Beginning Darboux Integration, Math 317, Intro to Analysis II

Properties of Integrals, Indefinite Integrals. Goals: Definition of the Definite Integral Integral Calculations using Antiderivatives

Special Numbers, Factors and Multiples

ARITHMETIC OPERATIONS. The real numbers have the following properties: a b c ab ac

Lesson 1: Quadratic Equations

Emission of K -, L - and M - Auger Electrons from Cu Atoms. Abstract

Name Solutions to Test 3 November 8, 2017

Interpreting Integrals and the Fundamental Theorem

Section 1.3 Triangles

Section 5.1 #7, 10, 16, 21, 25; Section 5.2 #8, 9, 15, 20, 27, 30; Section 5.3 #4, 6, 9, 13, 16, 28, 31; Section 5.4 #7, 18, 21, 23, 25, 29, 40

Polynomials and Division Theory

Lecture 2: January 27

Parse trees, ambiguity, and Chomsky normal form

8Similarity UNCORRECTED PAGE PROOFS. 8.1 Kick off with CAS 8.2 Similar objects 8.3 Linear scale factors. 8.4 Area and volume scale factors 8.

Diverse modes of eco-evolutionary dynamics in communities of antibiotic-producing microorganisms

Chapter 5 : Continuous Random Variables

Joule-Thomson effect TEP

8Similarity ONLINE PAGE PROOFS. 8.1 Kick off with CAS 8.2 Similar objects 8.3 Linear scale factors. 8.4 Area and volume scale factors 8.

Chapter 6 Continuous Random Variables and Distributions

Duke Math Meet

PART 1 MULTIPLE CHOICE Circle the appropriate response to each of the questions below. Each question has a value of 1 point.

FORM FIVE ADDITIONAL MATHEMATIC NOTE. ar 3 = (1) ar 5 = = (2) (2) (1) a = T 8 = 81

Duality # Second iteration for HW problem. Recall our LP example problem we have been working on, in equality form, is given below.

CS 373, Spring Solutions to Mock midterm 1 (Based on first midterm in CS 273, Fall 2008.)

5. (±±) Λ = fw j w is string of even lengthg [ 00 = f11,00g 7. (11 [ 00)± Λ = fw j w egins with either 11 or 00g 8. (0 [ ffl)1 Λ = 01 Λ [ 1 Λ 9.

ROB EBY Blinn College Mathematics Department

Chapter 1: Fundamentals

A5682: Introduction to Cosmology Course Notes. 4. Cosmic Dynamics: The Friedmann Equation. = GM s

Identify graphs of linear inequalities on a number line.

Thomas Whitham Sixth Form

2. VECTORS AND MATRICES IN 3 DIMENSIONS

Answers to the Conceptual Questions

Math 426: Probability Final Exam Practice

Spacetime and the Quantum World Questions Fall 2010

4 7x =250; 5 3x =500; Read section 3.3, 3.4 Announcements: Bell Ringer: Use your calculator to solve

Section 6.1 Definite Integral

Heavy tail and stable distributions

u( t) + K 2 ( ) = 1 t > 0 Analyzing Damped Oscillations Problem (Meador, example 2-18, pp 44-48): Determine the equation of the following graph.

Properties of Lorenz Curves for Transformed Income Distributions

Math 8 Winter 2015 Applications of Integration

Intro to Nuclear and Particle Physics (5110)

Suppose we want to find the area under the parabola and above the x axis, between the lines x = 2 and x = -2.

9.1 Day 1 Warm Up. Solve the equation = x x 2 = March 1, 2017 Geometry 9.1 The Pythagorean Theorem 1

CHAPTER 20: Second Law of Thermodynamics

How do we solve these things, especially when they get complicated? How do we know when a system has a solution, and when is it unique?

The Fundamental Theorem of Calculus. The Total Change Theorem and the Area Under a Curve.

Riemann is the Mann! (But Lebesgue may besgue to differ.)

Designing Information Devices and Systems I Anant Sahai, Ali Niknejad. This homework is due October 19, 2015, at Noon.

Transcription:

Hlotye Frequencies nd Linkge isequilirium iosttistics 666

Lst Lecture Genotye Frequencies llele Frequencies Phenotyes nd Penetrnces Hrdy-Weinerg Equilirium Simle demonstrtion

Exercise: NO2 nd owel isese Leu1007fs Frme shift muttion t osition 1007 Frequency of out 5% isruts gene Penetrnce Genotye +/+ -/+ -/- P(Crohn s G) 0.1% 0.2% 3% Clculte frequency of -/- genotye in oultion nd mong tients

Hlotye or Gmete Frequencies

Tyicl Genotye t Two lleles for ech individul Chromosome origin for ech llele is unknown Mny hlotye irs might e comtile with oserved dt Will ignore this comlexity for now Oservtion C G Mrker1 T C Mrker2 G Mrker3 Possile Sttes C G C G T C C T G G C G C G C T T C G G

Linkge Equilirium In lrge rndom mting oultion hlotye frequencies converge to simle function of llele frequencies (The reverse is lwys true!)

Linkge Equilirium

new muttion efore Muttion G C G fter Muttion G C G C C Muttion

For new muttion One hlotye frequency is zero Linkge disequilirium does not hold In contrst, linkge disequilirium How is linkge equilirium reched?

Recomintion C C efore Recomintion G G C fter Recomintion G C G C C G Recominnt Hlotye

Equilirium or isequilirium? We will resent simle rgument for why linkge equilirium holds lnce of fctors Genetic drift ( function of oultion size) Rndom mting istnce etween mrkers

Linkge isequilirium

isequilirium Coefficient

is hrd to interret Sign is ritrry We could set, to e the common llele nd, to e the rre llele The rnge of deends on llele frequencies Hrd to comre etween mrkers

Rnge of Must e greter thn Mx(-,- ) Must e smller thn Min( -, - ) These constrints ensure tht no hlotyes hve negtive frequencies

lterntive Mesures The most oulr mesures nd ² Other common mesures Chi-squred P-vlue

² ² ² 2n (1 2 ) (1 ) Rnges etween 0 nd 1 1 when the two mrkers rovide identicl informtion 0 when they re in erfect equilirium Exected vlue is 1/2n

' mx( min(,, ) ) 0 0 Rnges etween 1 nd +1 More likely to tke extreme vlues when llele frequencies re smll 1 imlies t lest one of the oserved hlotyes ws not oserved

Rw dt from Chr22 1.00 0.80 0.60 ' 0.40 0.20 0.00 0 200 400 600 800 1000 Physicl istnce (k)

Rw ² dt from Chr22 1.00 0.80 0.60 r 2 0.40 0.20 0.00 0 200 400 600 800 1000 Physicl istnce (k)

Why Equilirium is Reched Eventully, rndom mting nd recomintion should ensure tht muttions sred from originl hlotye to ll hlotyes in the oultion Simle rgument: ssume fixed llele frequencies over time

Recomintion Frequency Recomintion frequency <= 0.50 For loci on the sme chromosome Oserved recomintion refers to n odd numer of crossovers

Recomintion Rte () Proility of n odd numer of crossovers etween two loci Proortion of time lleles from two different grnd-rents occur in the sme gmete Increses with hysicl (se-ir) distnce, ut rte of increse vries cross genome

Without Recomintion Hlotye Frequencies Remin Stle Over Time P=1-

With Recomintion Hlotye Frequencies re Function of llele Frequencies P=

Overll Chnge ) (1 ) (1 ) (1 ) (1 isequilirium ecreses

Predictions isequilirium will decy ech genertion In lrge oultion fter t genertions t = (1-) 0 etter model should llow for chnges in llele frequencies over time

Strtifiction isequilirium ncestor Present-dy Poultion Poultion

Strtifiction ue to non-rndom mting Eg. Mting sed on roximity or culture llele frequencies drift rt in ech grou Eg. llele frequency differences t mny genes etween fricn-mericns nd Cucsins isese revlences my lso differ Eg. Glucom hs revlence of ~2% in elderly Cucsins, ut ~8% in fricn-mericns